diff --git a/python_scripts /.gitkeep b/python_scripts /.gitkeep
deleted file mode 100644
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000
diff --git a/python_scripts /Winton_Semtner_lores_comparison_PAPERPLOTS.ipynb b/python_scripts /Winton_Semtner_lores_comparison_PAPERPLOTS.ipynb
deleted file mode 100644
index 11b65049a559361589766ee08aedcf41f0b8a065..0000000000000000000000000000000000000000
--- a/python_scripts /Winton_Semtner_lores_comparison_PAPERPLOTS.ipynb	
+++ /dev/null
@@ -1,1947 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Zonal distribution of albedo and shortwave radiation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<xarray.core.options.set_options at 0x2b5488d5cf10>"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import matplotlib as mpl\n",
-    "import sys\n",
-    "from scipy import stats\n",
-    "\n",
-    "import sys\n",
-    "import xarray as xr\n",
-    "xr.set_options(display_style=\"html\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'0.16.2'"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "xr.__version__\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "def load_experiment(expname): #loads the dataset of a simulation\n",
-    "    fname = expname +\"_atm_2d_ml.mm.gm.nc\" #filename of global yearly mean\n",
-    "    dpath = \"/work/bb1092/pp_JH/\" +expname +\"/\" #simulation path\n",
-    "    DS = xr.open_dataset(dpath +fname, decode_times=True) #loading of dataset\n",
-    "    print(dpath +fname)\n",
-    "    return  DS # returns the name of the experiment & the actual dataset\n",
-    "\n",
-    "def load_experiment_zm(expname): #loads the dataset of a simulation\n",
-    "    fname = expname +\"_atm_2d_ml.mm.zm.nc\" #filename of global yearly mean\n",
-    "    dpath = \"/work/bb1092/pp_JH/\" +expname +\"/\" #simulation path\n",
-    "    DS = xr.open_dataset(dpath +fname, decode_times=True) #loading of dataset\n",
-    "    print(dpath +fname)\n",
-    "    return  DS # returns the name of the experiment & the actual dataset\n",
-    "\n",
-    "def get_var(dataset, varname, offsettime=True): #gets the dataarray with one specific variable\n",
-    "    da=getattr(dataset,varname) #read dataarray\n",
-    "    da.squeeze() #squeeze dataarray (time is the only dimension)\n",
-    "    #if offsettime:\n",
-    "        #da=da.assign_coords(time=((da.time-da.time[0])/360)) #change time units from days to years & move the origin to 0\n",
-    "    #else:\n",
-    "        #da=da.assign_coords(time=((da.time)/360)) #change time units from days to years \n",
-    "    return np.squeeze(da)\n",
-    "\n",
-    "def plot_simulation(axes,co2, startlat, endlat, col, stable): #plot a simulation into the bifurcation diagram\n",
-    "    handle, =axes.plot([co2,co2],[np.sin(np.radians(startlat)),np.sin(np.radians(endlat))],color=col,linestyle='--') #plot the line\n",
-    "    #plt.plot(co2,np.sin(np.radians(startlat)),'bo',fillstyle='none')#\n",
-    "    \n",
-    "    if stable==2: # metastable\n",
-    "        axes.plot(co2,np.sin(np.radians(endlat)),markeredgecolor=col,marker='o',markerfacecolor=\"none\")\n",
-    "    elif stable==1: # stable\n",
-    "        axes.plot(co2,np.sin(np.radians(endlat)),color=col,marker='o')\n",
-    "    elif stable==3: # towards Snowball\n",
-    "        axes.plot(co2,np.sin(np.radians(endlat)),color=col,marker='v')\n",
-    "    elif stable==4: # towards icefree\n",
-    "        axes.plot(co2,np.sin(np.radians(endlat)),color=col,marker='^')\n",
-    "    return handle\n",
-    "\n",
-    "def get_albedo(DS, offsettime=True):\n",
-    "    sw_out = get_var(DS,\"rsuscs\", offsettime) \n",
-    "    sw_in =  get_var(DS,\"rsdscs\", offsettime)\n",
-    "    return np.squeeze(sw_out/sw_in.where(sw_in!=0))\n",
-    "\n",
-    "def legend_color(ax, handle_array, pos):\n",
-    "    legend = ax.legend(handle_array,handlelength=0, handletextpad=0, edgecolor='none', facecolor='none', markerscale=0, loc=pos)\n",
-    "    for item in legend.legendHandles:\n",
-    "        item.set_visible(False)\n",
-    "    for text in legend.get_texts():\n",
-    "        if text.get_text()=='Winton':\n",
-    "            text.set_color('C1')\n",
-    "        if text.get_text()=='3L-Winton':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='0L-Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='Semtner_5m':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='0L-Semtner-lim5':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='1438ppmv':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='1500ppmv':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='3000ppmv':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='5000ppmv':\n",
-    "            text.set_color('C3')\n",
-    "            \n",
-    "    return legend\n",
-    "\n",
-    "def equivalent_co2_factor(heatflux): # heatflux in W/m²\n",
-    "    alpha = 5.35\n",
-    "    return np.exp(heatflux/alpha)\n",
-    "\n",
-    "def selmonmean(DA, nyears):\n",
-    "    return DA.where(DA['time.year'] >= DA['time.year'][-nyears*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "\n",
-    "def seltimemean(DA, nyears):\n",
-    "    return DA.where(DA['time.year'] >= DA['time.year'][-nyears*12], drop=True).mean(dim='time')\n",
-    "\n",
-    "\n",
-    "def icebordermean(DA, l_iceborder, r_iceborder, inside):\n",
-    "    if inside:\n",
-    "        indeces = np.r_[l_iceborder:r_iceborder+1]\n",
-    "        print(\"indeces equatorwards of iceborder: \" +str(indeces))\n",
-    "    else:\n",
-    "        indeces = np.r_[0:l_iceborder,r_iceborder+1:np.size(DA[\"lat\"])]\n",
-    "        print(\"indeces polewards of iceborder: \" +str(indeces))\n",
-    "    weights = np.cos(np.deg2rad(DA.lat))\n",
-    "    DA_weighted = DA[indeces]*(weights[indeces]/weights[indeces].mean()) #\n",
-    "    return DA_weighted.mean()\n",
-    "\n",
-    "def selmean(DA, nyears):\n",
-    "    return DA.where(DA['time.year'] >= DA['time.year'][-nyears*12], drop=True).mean(dim='time')\n",
-    "\n",
-    "def integrate_zonal_data(data, lat):\n",
-    "    #function to integrate ICON data as zonal mean over longitude for each latitude\n",
-    "    #latitude dimension has to be equally spaced!\n",
-    "    dlat_array = np.ediff1d(lat)\n",
-    "    dlat = dlat_array.mean()\n",
-    "    if not np.all(dlat_array == dlat):\n",
-    "        print(\"Latitude array not equally spaced!\")\n",
-    "        return\n",
-    "    \n",
-    "    # upper and lower limit of each longitudinal band\n",
-    "    latlim_lower = lat-dlat/2\n",
-    "    latlim_upper = lat+dlat/2\n",
-    "    \n",
-    "    # area from the north pole to lower and upper limit\n",
-    "    lower = 2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(latlim_lower+90)))\n",
-    "    upper = 2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(latlim_upper+90)))\n",
-    "    return (upper-lower) * data\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "321.23447741995005\n"
-     ]
-    }
-   ],
-   "source": [
-    "albsnow_warm     = 0.66\n",
-    "albsnow_cold     = 0.79\n",
-    "albice_warm      = 0.38\n",
-    "albice_cold      = 0.45\n",
-    "\n",
-    "albocean = 0.07\n",
-    "\n",
-    "scale_ssi_preind = 0.9442      \n",
-    "ssi_preind =  (11.95005, 20.14612, 23.40302, 22.09443, 55.41679, 102.512, 24.69536, 347.4719, 217.2217, 343.2816, 129.3001, 47.07624, 3.130199, 13.17521)\n",
-    "\n",
-    "tsi = scale_ssi_preind*np.sum(ssi_preind)\n",
-    "print(tsi/4)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv_winton/mlo_aqua_3000ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv_winton/mlo_aqua_3000ppmv_winton_atm_2d_ml.mm.zm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2250ppmv_hice_unlim/mlo_aqua_2250ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2250ppmv_hice_unlim/mlo_aqua_2250ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2250ppmv_hice_unlim/mlo_aqua_2250ppmv_hice_unlim_atm_2d_ml.mm.zm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2250ppmv_hice_unlim/mlo_aqua_2250ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2437ppmv_winton/mlo_aqua_2437ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2437ppmv_winton/mlo_aqua_2437ppmv_winton_atm_2d_ml.mm.zm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1688ppmv_hice_unlim/mlo_aqua_1688ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1688ppmv_hice_unlim/mlo_aqua_1688ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1688ppmv_hice_unlim/mlo_aqua_1688ppmv_hice_unlim_atm_2d_ml.mm.zm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1688ppmv_hice_unlim/mlo_aqua_1688ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv_winton/mlo_aqua_3000ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2625ppmv_winton/mlo_aqua_2625ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2625ppmv_winton/mlo_aqua_2625ppmv_winton_atm_2d_ml.mm.zm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv/mlo_aqua_3000ppmv_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv/mlo_aqua_3000ppmv_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv/mlo_aqua_3000ppmv_atm_2d_ml.mm.zm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv/mlo_aqua_3000ppmv_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2437ppmv_winton/mlo_aqua_2437ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1875ppmv_hice_unlim/mlo_aqua_1875ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1875ppmv_hice_unlim/mlo_aqua_1875ppmv_hice_unlim_atm_2d_ml.mm.zm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1875ppmv_hice_unlim/mlo_aqua_1875ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2625ppmv_winton/mlo_aqua_2625ppmv_winton_atm_2d_ml.mm.gm.nc\n"
-     ]
-    }
-   ],
-   "source": [
-    "winton_exparray=np.empty(10, dtype=\"U100\")\n",
-    "semtner_exparray=np.empty(10, dtype=\"U100\")\n",
-    "\n",
-    "winton_simarray=np.empty(10,dtype=object)\n",
-    "semtner_simarray=np.empty(10,dtype=object)\n",
-    "\n",
-    "winton_zmsimarray=np.empty(10,dtype=object)\n",
-    "semtner_zmsimarray=np.empty(10,dtype=object)\n",
-    "\n",
-    "winton_exparray_all=np.empty(10, dtype=\"U100\")\n",
-    "semtner_exparray_all=np.empty(10, dtype=\"U100\")\n",
-    "\n",
-    "winton_simarray_all=np.empty(10,dtype=object)\n",
-    "semtner_simarray_all=np.empty(10,dtype=object)\n",
-    "\n",
-    "\n",
-    "winton_exparray[0]=\"mlo_aqua_3000ppmv_winton\"\n",
-    "winton_exparray[1]=\"mlo_aqua_2437ppmv_winton\"\n",
-    "winton_exparray[2]=\"mlo_aqua_2625ppmv_winton\"\n",
-    "winton_exparray[3]=\"\"\n",
-    "\n",
-    "semtner_exparray[0]=\"mlo_aqua_2250ppmv_hice_unlim\"\n",
-    "semtner_exparray[1]=\"mlo_aqua_1688ppmv_hice_unlim\"\n",
-    "semtner_exparray[2]=\"mlo_aqua_3000ppmv\"\n",
-    "semtner_exparray[3]=\"mlo_aqua_1875ppmv_hice_unlim\"\n",
-    "\n",
-    "\n",
-    "#winton_exparray_all[0]=\"mlo_aqua_5000ppmv_winton\"\n",
-    "winton_exparray_all[1]=\"mlo_aqua_3000ppmv_winton\"\n",
-    "winton_exparray_all[2]=\"mlo_aqua_2437ppmv_winton\"\n",
-    "winton_exparray_all[3]=\"mlo_aqua_2625ppmv_winton\"\n",
-    "winton_exparray_all[4]=\"\"\n",
-    "\n",
-    "#semtner_exparray_all[0]=\"mlo_aqua_5000ppmv\"\n",
-    "semtner_exparray_all[0]=\"mlo_aqua_2250ppmv_hice_unlim\"\n",
-    "semtner_exparray_all[1]=\"mlo_aqua_1688ppmv_hice_unlim\"\n",
-    "semtner_exparray_all[2]=\"mlo_aqua_3000ppmv\"\n",
-    "semtner_exparray_all[3]=\"mlo_aqua_1875ppmv_hice_unlim\"\n",
-    "\n",
-    "\n",
-    "for i in range(0,10):\n",
-    "    if winton_exparray[i]!=\"\":\n",
-    "        winton_simarray[i] = load_experiment(winton_exparray[i])\n",
-    "        winton_zmsimarray[i] = load_experiment_zm(winton_exparray[i])\n",
-    "        semtner_simarray[i] = load_experiment(semtner_exparray[i])\n",
-    "        \n",
-    "    if semtner_exparray[i]!=\"\":\n",
-    "        semtner_simarray[i] = load_experiment(semtner_exparray[i])\n",
-    "        semtner_zmsimarray[i] = load_experiment_zm(semtner_exparray[i])\n",
-    "        \n",
-    "    if semtner_exparray_all[i]!=\"\":\n",
-    "        semtner_simarray_all[i] = load_experiment(semtner_exparray_all[i])\n",
-    "        \n",
-    "    if winton_exparray_all[i]!=\"\":\n",
-    "        winton_simarray_all[i] = load_experiment(winton_exparray_all[i])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# calculate iceborders\n",
-    "count=0\n",
-    "Nmin_iceborderW=np.zeros(2,dtype=\"intc\")\n",
-    "Smin_iceborderW=np.zeros(2,dtype=\"intc\")\n",
-    "Nmax_iceborderW=np.zeros(2,dtype=\"intc\")\n",
-    "Smax_iceborderW=np.zeros(2,dtype=\"intc\")\n",
-    "Nmin_iceborderS=np.zeros(2,dtype=\"intc\")\n",
-    "Smin_iceborderS=np.zeros(2,dtype=\"intc\")\n",
-    "Nmax_iceborderS=np.zeros(2,dtype=\"intc\")\n",
-    "Smax_iceborderS=np.zeros(2,dtype=\"intc\")\n",
-    "for ind in [0,1]:\n",
-    "    timemean_sicW = seltimemean(get_var(winton_zmsimarray[ind], 'sic', False),40)\n",
-    "    timemean_sicS = seltimemean(get_var(semtner_zmsimarray[ind], 'sic', False),40)  \n",
-    "\n",
-    "    Nmin_iceborderW[ind] = np.min(np.where(timemean_sicW<1)) # minimum iceborder where there is open ocean\n",
-    "    Smin_iceborderW[ind] = np.max(np.where(timemean_sicW<1))\n",
-    "\n",
-    "    Nmax_iceborderW[ind] = np.min(np.where(timemean_sicW==0)) # minimum iceborder where there is no ice\n",
-    "    Smax_iceborderW[ind] = np.max(np.where(timemean_sicW==0))\n",
-    "\n",
-    "\n",
-    "\n",
-    "    Nmin_iceborderS[ind] = np.min(np.where(timemean_sicS<1))\n",
-    "    Smin_iceborderS[ind] = np.max(np.where(timemean_sicS<1))\n",
-    "\n",
-    "    Nmax_iceborderS[ind] = np.min(np.where(timemean_sicS==0)) # minimum iceborder where there is no ice\n",
-    "    Smax_iceborderS[ind] = np.max(np.where(timemean_sicS==0))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "axis 0: mlo_aqua_2437ppmv_winton and mlo_aqua_1688ppmv_hice_unlim\n",
-      "axis 1: mlo_aqua_3000ppmv_winton and mlo_aqua_2250ppmv_hice_unlim\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots(2,1,figsize=(6,4),sharex=True,sharey=True)\n",
-    "month_name=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec']\n",
-    "axcount=0;\n",
-    "for ind in [1,0]:\n",
-    "    albedo_Wzm = get_albedo(winton_zmsimarray[ind])\n",
-    "    albedo_Szm = get_albedo(semtner_zmsimarray[ind])\n",
-    "\n",
-    "    albedo_W = get_albedo(winton_simarray[ind])\n",
-    "    albedo_S = get_albedo(semtner_simarray[ind])\n",
-    "\n",
-    "    SW_out_W = get_var(winton_simarray[ind],\"rsuscs\", True) \n",
-    "    SW_out_S = get_var(semtner_simarray[ind],\"rsuscs\", True) \n",
-    "\n",
-    "    monmean_Wzm=albedo_Wzm.where(albedo_Wzm['time.year'] >= albedo_Wzm['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "    monmean_Szm=albedo_Szm.where(albedo_Szm['time.year'] >= albedo_Szm['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "\n",
-    "    monmean_W=albedo_W.where(albedo_W['time.year'] >= albedo_W['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "    monmean_S=albedo_S.where(albedo_S['time.year'] >= albedo_S['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "\n",
-    "    SW_outmonmean_W=SW_out_W.where(SW_out_W['time.year'] >= SW_out_W['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "    SW_outmonmean_S=SW_out_S.where(SW_out_S['time.year'] >= SW_out_S['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "\n",
-    "    ax[axcount].vlines(timemean_sicS[\"lat\"][[Nmin_iceborderS[axcount], Smin_iceborderS[axcount]]],0,400,color='darkgray', alpha=1)\n",
-    "    ax[axcount].vlines(timemean_sicS[\"lat\"][[Nmax_iceborderS[axcount], Smax_iceborderS[axcount]]],0,400,color='darkgray', alpha=1)\n",
-    "\n",
-    "    month = 8\n",
-    "    rect_snow=mpl.patches.Rectangle((-90,albsnow_warm),180,albsnow_cold-albsnow_warm, alpha=0.4, color='lightblue')\n",
-    "    rect_ice=mpl.patches.Rectangle((-90,albice_warm),180,albice_cold-albice_warm, alpha=0.2, color='blue')\n",
-    "    ax[axcount].hlines(albocean,-90,90,linewidth=1,color='grey',alpha=0.5)\n",
-    "    ax[axcount].add_patch(rect_snow)\n",
-    "    ax[axcount].add_patch(rect_ice)\n",
-    "    lW=ax[axcount].plot(monmean_Wzm['lat'],monmean_Wzm.sel(month=month),c='C1',label='Winton')\n",
-    "    lS=ax[axcount].plot(monmean_Szm['lat'],monmean_Szm.sel(month=month),c='C0',label='Semtner')\n",
-    "    print(\"axis \" +str(axcount) +\": \" +winton_exparray[ind] +\" and \" +semtner_exparray[ind])\n",
-    "    #ax[axcount].annotate(month_name[month-1],(0,0.55),horizontalalignment='center')\n",
-    "    axcount+=1;\n",
-    "#ax.annotate(equivalent_co2_factor((SW_outmonmean_W.sel(month=month)-SW_outmonmean_S.sel(month=month)).values).round(3),(40,0.37),horizontalalignment='center',verticalalignment='top')\n",
-    "ax[1].set_xlim(-90,90)\n",
-    "ax[1].set_ylim(0,0.82)\n",
-    "ax[1].set_yticks([0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8])\n",
-    "legend_color(ax[0],['3L-Winton', '0L-Semtner'],9)\n",
-    "ax[1].set_xlabel('Latitude [°]')\n",
-    "ax[0].set_ylabel('Surface albedo []')\n",
-    "ax[1].set_ylabel('Surface albedo []')\n",
-    "#fig.suptitle('monthly mean zonal mean surface albedo over the last 40 years\\n' +winton_exparray[ind] +' & ' +semtner_exparray[ind])\n",
-    "#plt.subplots_adjust(left=0, bottom=0, right=1, top=0.9, wspace=0.05, hspace=0.1)\n",
-    "\n",
-    "ax[0].text(-0.12,1,\"a)\", transform=ax[0].transAxes, fontsize=14)\n",
-    "ax[1].text(-0.12,1,\"b)\", transform=ax[1].transAxes, fontsize=14)\n",
-    "\n",
-    "plt.savefig(\"plots/surface_albedo_July_multi.pdf\",dpi=500)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "mlo_aqua_2437ppmv_winton and mlo_aqua_1688ppmv_hice_unlim\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x144 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots(1,1,figsize=(6,2),sharex=True,sharey=True)\n",
-    "month_name=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec']\n",
-    "axcount=0;\n",
-    "ind=1\n",
-    "albedo_Wzm = get_albedo(winton_zmsimarray[ind])\n",
-    "albedo_Szm = get_albedo(semtner_zmsimarray[ind])\n",
-    "\n",
-    "albedo_W = get_albedo(winton_simarray[ind])\n",
-    "albedo_S = get_albedo(semtner_simarray[ind])\n",
-    "\n",
-    "SW_out_W = get_var(winton_simarray[ind],\"rsuscs\", True) \n",
-    "SW_out_S = get_var(semtner_simarray[ind],\"rsuscs\", True) \n",
-    "\n",
-    "monmean_Wzm=albedo_Wzm.where(albedo_Wzm['time.year'] >= albedo_Wzm['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "monmean_Szm=albedo_Szm.where(albedo_Szm['time.year'] >= albedo_Szm['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "\n",
-    "monmean_W=albedo_W.where(albedo_W['time.year'] >= albedo_W['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "monmean_S=albedo_S.where(albedo_S['time.year'] >= albedo_S['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "\n",
-    "SW_outmonmean_W=SW_out_W.where(SW_out_W['time.year'] >= SW_out_W['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "SW_outmonmean_S=SW_out_S.where(SW_out_S['time.year'] >= SW_out_S['time.year'][-40*12], drop=True).groupby('time.month').mean(dim='time')\n",
-    "\n",
-    "ax.vlines(timemean_sicS[\"lat\"][[Nmin_iceborderS[axcount], Smin_iceborderS[axcount]]],0,400,color='darkgray', alpha=1)\n",
-    "ax.vlines(timemean_sicS[\"lat\"][[Nmax_iceborderS[axcount], Smax_iceborderS[axcount]]],0,400,color='darkgray', alpha=1)\n",
-    "\n",
-    "month = 8\n",
-    "rect_snow=mpl.patches.Rectangle((-90,albsnow_warm),180,albsnow_cold-albsnow_warm, alpha=0.4, color='lightblue')\n",
-    "rect_ice=mpl.patches.Rectangle((-90,albice_warm),180,albice_cold-albice_warm, alpha=0.2, color='blue')\n",
-    "ax.hlines(albocean,-90,90,linewidth=1,color='grey',alpha=0.5)\n",
-    "ax.add_patch(rect_snow)\n",
-    "ax.add_patch(rect_ice)\n",
-    "lW=ax.plot(monmean_Wzm['lat'],monmean_Wzm.sel(month=month),c='C1',label='Winton')\n",
-    "lS=ax.plot(monmean_Szm['lat'],monmean_Szm.sel(month=month),c='C0',label='Semtner')\n",
-    "print(winton_exparray[ind] +\" and \" +semtner_exparray[ind])\n",
-    "#ax[axcount].annotate(month_name[month-1],(0,0.55),horizontalalignment='center')\n",
-    "\n",
-    "#ax.annotate(equivalent_co2_factor((SW_outmonmean_W.sel(month=month)-SW_outmonmean_S.sel(month=month)).values).round(3),(40,0.37),horizontalalignment='center',verticalalignment='top')\n",
-    "ax.set_xlim(-90,90)\n",
-    "ax.set_ylim(0,0.82)\n",
-    "ax.set_yticks([0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8])\n",
-    "legend_color(ax,['3L-Winton', '0L-Semtner'],9)\n",
-    "ax.set_xlabel('Latitude [°]')\n",
-    "ax.set_ylabel('Surface albedo []')\n",
-    "#fig.suptitle('monthly mean zonal mean surface albedo over the last 40 years\\n' +winton_exparray[ind] +' & ' +semtner_exparray[ind])\n",
-    "#plt.subplots_adjust(left=0, bottom=0, right=1, top=0.9, wspace=0.05, hspace=0.1)\n",
-    "\n",
-    "plt.savefig(\"plots/surface_albedo_July.pdf\",dpi=500)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "mlo_aqua_2437ppmv_winton:  SWin=321.23425 SWout=98.25365; LWout=222.16487; total=0.81573486\n",
-      "mlo_aqua_1688ppmv_hice_unlim:  SWin=321.23425 SWout=97.2439; LWout=223.32451; total=0.6658478\n",
-      "\n",
-      "mlo_aqua_3000ppmv_winton:  SWin=321.23425 SWout=94.45228; LWout=225.86537; total=0.9166107\n",
-      "mlo_aqua_2250ppmv_hice_unlim:  SWin=321.23425 SWout=93.05864; LWout=227.3154; total=0.86021423\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "import csv\n",
-    "## get components of TOA energy balance\n",
-    "\n",
-    "fieldnames=[\"simulation\", \"SW in\", \"SW out\", \"LW out\"]\n",
-    "f = open(\"plots/TOA_balance.csv\", 'w')\n",
-    "writer = csv.writer(f)\n",
-    "writer.writerow([\"simulation\", \"SW in\", \"SW out\", \"LW out\", \"SW cs out\", \"LW cs out\"])\n",
-    "for ind in [1,0]:\n",
-    "    \n",
-    "    SW_in_W = get_var(winton_simarray[ind],\"rsdt\", True) \n",
-    "    SW_in_S = get_var(semtner_simarray[ind],\"rsdt\", True)   \n",
-    "    SW_inmean_W=seltimemean(SW_in_W, 40).values\n",
-    "    SW_inmean_S=seltimemean(SW_in_S, 40).values\n",
-    "    \n",
-    "    SW_out_W = get_var(winton_simarray[ind],\"rsut\", True) \n",
-    "    SW_out_S = get_var(semtner_simarray[ind],\"rsut\", True)   \n",
-    "    SW_outmean_W=seltimemean(SW_out_W, 40).values\n",
-    "    SW_outmean_S=seltimemean(SW_out_S, 40).values\n",
-    "    \n",
-    "    LW_out_W = get_var(winton_simarray[ind],\"rlut\", True) \n",
-    "    LW_out_S = get_var(semtner_simarray[ind],\"rlut\", True)   \n",
-    "    LW_outmean_W=seltimemean(LW_out_W, 40).values\n",
-    "    LW_outmean_S=seltimemean(LW_out_S, 40).values\n",
-    "    \n",
-    "    SWcs_out_W = get_var(winton_simarray[ind],\"rsutcs\", True) \n",
-    "    SWcs_out_S = get_var(semtner_simarray[ind],\"rsutcs\", True)   \n",
-    "    SWcs_outmean_W=seltimemean(SWcs_out_W, 40).values\n",
-    "    SWcs_outmean_S=seltimemean(SWcs_out_S, 40).values\n",
-    "    \n",
-    "    LWcs_out_W = get_var(winton_simarray[ind],\"rlutcs\", True) \n",
-    "    LWcs_out_S = get_var(semtner_simarray[ind],\"rlutcs\", True)   \n",
-    "    LWcs_outmean_W=seltimemean(LWcs_out_W, 40).values\n",
-    "    LWcs_outmean_S=seltimemean(LWcs_out_S, 40).values\n",
-    "    \n",
-    "    \n",
-    "    \n",
-    "    \n",
-    "    print(winton_exparray[ind] +\": \" +\" SWin=\"+str(SW_inmean_W) +\" SWout=\"+str(SW_outmean_W) +\"; LWout=\" +str(LW_outmean_W) +\"; total=\" +str(SW_inmean_W-SW_outmean_W-LW_outmean_W))\n",
-    "    print(semtner_exparray[ind] +\": \" +\" SWin=\"+str(SW_inmean_S) +\" SWout=\"+str(SW_outmean_S) +\"; LWout=\" +str(LW_outmean_S)+\"; total=\" +str(SW_inmean_S-SW_outmean_S-LW_outmean_S))\n",
-    "    print(\"\")\n",
-    "    \n",
-    "    \n",
-    "    writer.writerow([winton_exparray[ind], str(SW_inmean_W), str(SW_outmean_W), str(LW_outmean_W), str(SWcs_outmean_W), str(LWcs_outmean_W)])\n",
-    "    writer.writerow([semtner_exparray[ind], str(SW_inmean_S), str(SW_outmean_S), str(LW_outmean_S), str(SWcs_outmean_S), str(LWcs_outmean_S)])\n",
-    "    \n",
-    "f.close()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "clear sky:\n",
-      "637.0255380792839 PW; 1.2489118006869346 W/m^2 = 1.2489128 W/m^2\n",
-      "0.23056602641189058\n",
-      "0.8042223095666693\n",
-      "-0.03478833597856455\n",
-      "all sky:\n",
-      "515.034057095216 PW; 1.0097430530043008 W/m^2 = 1.0097504 W/m^2\n",
-      "0.16410614491583508\n",
-      "0.709068870009622\n",
-      "0.12682498507453116\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAERCAYAAAC3j+rIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABckklEQVR4nO3dd3hUZfbA8e+Z9ATSSEJL6L33DoIooCIISBPsiq6uDRvqFl1XV1f0Z1sL2AsgqEiRJk1UpBepodcASUgC6W3O7487YNBkMpBJJgnv53nuk7n9JAxz5r5VVBXDMAzDcCebpwMwDMMwKh+TXAzDMAy3M8nFMAzDcDuTXAzDMAy3M8nFMAzDcDuTXAzDMAy3M8nFMAzDcLtSTy4iEiUiCSISXdr3MgzDMMoHKYtOlCLyKhCqqneW+s0MwzAMjyur5NIK2ADUUtWkUr+hYRiG4VFuKRYTkUEi8pOIJItIkogsFpHm5/ar6nYgDhjujvsZhmEY5Zu76lyCgNeBLkBf4AwwT0R8CxyzDrjCTfczDMMwyrFSKRYTkSDgLHCFqv7s2PYa0FlVe7v9hoZhGEa54q5isYYiMk1E9ovIWeCU49p1ChyWCQRcwrU/EpF4EdleYNuzInJcRLY4lmsL7HtKRPaJSKyIDCzBr2UYhmFcIm83XWcecBy4x/EzD9gJFCwWCwcSLuHanwBvA5/9Yfv/qerkghtEpAUwBmgJ1AKWikgTVc2/hPsahmEYl6jETy4iUg1oDryoqktVdRdQlT8nrlbApou9vqquAlxtYTYUmKGq2ap6ENiHVQ9kGIZhlCF3PLkkA4nA3SJyFKgNvIL19AKAiAQCHYGn3XC/c/4qIrdgNXF+VFWTHfdeU+CYY45tfyIiE4AJAEFBQR2bNWvmxtA8LzU1FYCqVat6OJI/K8+xGRVXeXpfladYStPGjRsTVTWysH0lTi6qaheR0cCbwHasp4VHgW8KHDYUOKKqP5X0fg7vAs8D6vj5KnAHIIWFWETcU4ApAJ06ddINGza4KbTyYcWKFQD069fPw5H8WXmOzai4ytP7qjzFUppE5HBR+9xS56Kqy7GKvQqqUuD1I8C/3HEvx/1OnXstIlOB+Y7VY0BMgUOjsfrXGIZhGGWoTMYWA74GprvxmjULrA7DemICmAuMERE/EakPNMbqX2MYhmGUIXe1FiuSqsYD/73U80VkOlbHzAgROQb8E+grIu2wirwOYbVSQ1V3iMhMrJZqecD9pqWYYRhG2Sv15FJSqjq2kM0fOjn+BeCF0ovIMAzDKI6Zz8UwDMNwO5NcDMMwDLczycUwDMNwO5NcDMMwSlNeNuRmeTqKMlfuK/QNo1zJzYKPr4H8HLDnQYuh0O9pmP0XaDIQWt5Q+HmLnoKQGOh+n7X++TAIrg1D37bWFz8DVWtCeANI2A29JxYdQ/JhOLoO2ox0669muI/YcwlP2gzfTIPYBaB2aDzAen80HgC+QZ4OsdSZ5FKZpByFs8cBIfjMbnJ9KvfQEx7h7Qe3zgO/KpCfCx8NhEZXF39eTBfY8Z2VXOx2yDgN2am/7z+6Fga9BNGdoNm1RV4GgJQjsG2WSS7lVexCev56Nz55qRAQBq2Gg80Hds2Fnd+BTxBc8xJ0uMXTkZYqk1wqg9wsWPUK/PK69W0aayA3AJK+tb5ZR3fyVHSVi4iVWMBKLvm51rbixHSDRY6h9RJ2QVQLSD0JmcngEwgJe6BGG9j8JcRthusmW09DflWt9bRTcPW/rG++S5+FxD3wbi9oNxY63QnfT7SOs3nBwBehfh/rWrELIDcTkg9Cs8Ew4PnS+ssYqrDmHVj8DFlV6rOz3sO0HfYQePlY+699BQ6vtv6vzn3A+kJx7WTwueiZSCoEk1wquoOrYN7DkLQf2t4ErW8ElK1bt1Il7RAN4+bDB/2tR/GB/4GIRp6OuOKz58P7V0DSAehyl5W41xfZ9coSXBNs3tbT5dG1EN0ZUk/A0fXgHwzVW4K375/PSzsJdyy2ksn0MVZyuepZWP0WjJtpHbP6Levnfb9aSerzYfDARmvbyW1w70/g5Qdvd4Ku90BItLv+EsY5+bmw4DHY+Ak0v55N1cZj9/L7PbGAlfjr94a6PWDFi/DTZDjxG4z6DMLreyz00mIq9Cuq3CxY8Dh8er1VnnvLHBj2LjTqD42uIim8A0fqDIeHf4P+/7A+0D69Hs6aodZKzOYFf/kZJu6E45vg1E7XzqvT1fp3OLrOKiaL7uJYX2utF6bZYLDZIKoZpBcxHdKRNdBmtPU6sgmExsDpfdZ6gyvAPwR8/CGyqZXcDPeb+4CVWHo9AiM/sxJLUWxe0P/vMPYrSDlsfVHZOafMQi0rxSYXxyyTfo7XfUXkQREJLfXIjKLF74apV8K6KdDtPusba4O+hR/rVxV6Pwq3zofss/DlqAvL+o1LFxAK9XrBvqWF7//uPqvo6osbrfWYrlZiObXDKhaL7gTH1lnb6nQr/BpeBZ5mipqS3NlU5QU/5MTrfLGp4UZH18HW6dBrovVUaXPxO3vTQXDPKqjWEGbeAt8/VqlalbnyV/gGyBeRRljDrtQHppVqVEbh7HZY/wFM6WuVwY/7Ggb9x7Uy25ptYOSnEL8TZt0G+eZD5pKkJ0JmivU6NxMOrISIJoUfe8M71hPO+K+t9ZiusGeRVclr84LAcMg6Y304RV/EnHZ+VSAn7ff1uj1gm6OILHEfnDkGEY0v9jczLoUqLH4aqtSAPo9dxGnK0aQMvj7gzQdNpzCz3r9YvGYzG/93K/a4raUYcNlxpc7Frqp5IjIMeF1V3xKRzaUdmHGhxP2bmTf7S+adrk2238tE125EdGwY9RIP0aV+NZpUr4IUV7Hc+CoY/BrMe8gqH77+9TKJvVJJPQnf3WslerVDy2HWN9Cdc2D+w1aTY4CQ2nDXH55oqreEjCRoXaCVV1RLyEmHoGqux1C9lZWc3u0J7W6CznfB/Efgne7W9hvesVq1GaVvx2w4th6GvFVo82JVJSk9hyNJGdZyOoP9CWmsP5TM8ZTMAkc2AibCSaj/1nruavwjI0bdin+VkDL7VdxN1NkjNSAia4HXgWeA61X1oIhsV9U/zt9SYZXXycJUlV93HWbq/J9YlRRCPl60DMunelQNjqVkcjQpk8xca9DniCq+dG8YQcPIIEICfIg7tI9gX2HsNb2JqPKHD5olf7Mqge9eDrU7FnLn0nW5TKRklK0yf1/lZcPbna2i53tWWYkd2HMqlWem/8LJNDtJOTbScy4cmL1GsD8d6obStX41ujYIp2ZwAGezcjmTmcu+Y6f46IcN/JYWQjVJ47Y2/tx6wzUEBxTS2KMcEJGNqlpoU1RXnlxuB+4FXnAklvrAF+4M0PizX3cf5f/m/Mq65CCiEO6OPsrw62+gSd3fZ21WVY4lZ/LrgdOs3pfIrwdOM2/rhRX2r25cSs0Qf1rWCuH2nvXo2SgC+jwBGz6BNe/BiKll/JsZRiWx9n2rQv7m2WDzwm5XPl59iJcX7cZH7DQO9aJ/mxhiwgOpEx5I3WqBxIQFEuDr9adLhQT6EAO0qh3C0C6NWbvmF95fso9XtzZiyrZ53N42iDsG9yM0qOI8kbry5BIEZJ2bF0VEvAA/Vc0og/jKRHl5crHblZXbD/P+4g2sPR1AFMncX3svo4fdiH90a5eukZdv52xWHotX/ERKtuIT1YDtx8+w9mAS8anZ/GdYa0Z1joGFk2D9VHh4u9VMtgyZJxejNJTp+yozGV5va7XyG/81J89k8eisLfyy7zT9m0VxfY1UQvykZLHY89m+chZv/XiYxdmtCJIcxrYM4Pbr+lA7LNB9v0sJlPTJZRlwFXCuBjEAWAL0cE94RlZuPnN+3cHUlbHsywikFun8o/pmbhp2A/71xl/Utby9bIQH+VIjyEaNIOjXuwEAqVm53PflJp745jfizmTyUJe7kbXvwYYP4cq/lcavZRiV1845kH0G+j2NqnL3ZxvYF5/Gi8NaM7ZLDCtXriz5PWxetLpyDO/3yWb3imm88/MxPt7elo+3L2NwXTt3XNuTNnWqFV/X6iGuJBd/VT3fNEVV00SkfKTNCm7n8RRmLFvD7NhMUvN9aSHxvFH/FNdeMxSfOre69V5V/X346LbOTPpmG68v3cupszG82OQaZMNH0Psxqx+EYRiu2TEbwhtCrfYs2n6SbcfP8MqNbRjZKcb99/L2o9nVt/Nmv2yeXPM1H6/cxfTD7Zjz7lqaV81gbLeGDO3RmpAAn+KvVYZcSS7pItJBVTcBiEhHILOYc4wiHE3KYMGa7czfcoRtZwPwJYdrfLcyppU/3QaORkqxp66Pl43JI9tQrYovU1YdYPB1d9FzzwJrnKoON5fafQ2jUklPtEbG6DWRfIXJS2JpFFWF4R1KeeQDbz9q9xrH33rYeWjnEuYs/5npJ2ryjx8CeWHpUfpHK4O7taZf63qF1uuUNVeSy8PALBE5V1NcExhdahFVMqrKjrgzrNi0i6Xbj7P1jNUnpa3E8Y+oEwzr05GwtpPK7MlBRJh4dRNmbz7Oe7FV6BnVAta+B+3HuzZGlmFc7nbNPd8Mffbm4+xPSOfdcR3wspXR/x+bjaqtBjG+1SDGpxxl28pvmLU1gQVHW7Lg6G4Cv9lGv9pK//bN6Nu2IeFBnmlpVmxyUdX1ItIMaAoIsFtVc0s9sgpKVTl0OoP1e46zbtd+Vh3OJD7HauHRRuKYVC2O69o3IKbzCKsvhAf4+3hxe896/HdRLNuv/iutfroPDv1kDXZoFGtlbDz/mreTfFVGd47hvr6NeHTmVvo3j+La1kU3jth0JJnn5u0kJ89OTl4+g9vU4pGri+iAeRFmbThKnyaRVA82RZtlYsdsqNaYnGrNef3TH2lVO5hBrWp4JpbQGFrf8DCthyr/PLKetatXMC82laVHm/H90QPY5u6jXWgWPRpWo2vr5nRsEEmgb9kMKenSXRzJZHspx1LhqCpxZ7LYFXeGbfsOs+PwKbYm5JOQY31TCOcs3b1j6RedzRVtmxDZZni5GTRwXNe6vLNiP1NONuXNgDBrXCSTXIqVb1f+MWcHX9zZlRoh/gx5+2eubl7dpXMfm7mVt2/qQItaweTblQMJacWf5IKvNx6jaY2qbkkuefl2vL3MkINFSkuAQz9D70f5asNRjiVn8u8bWnm+Ul0Er7pd6FG3Cz3sdl44sZXtG1axbHc8K1OieHejH29v3IQ3+TQPzqZVjUBaN4yhVYMYGlWvWioJx4yK7EROnp2UjBySM3I5dTaL46dTOR4fz7GEFPYnZrL/rI0Mu/UnFOw0lBP0sh2hU/UcujasTsOWHZGYoeBb/to/hAT4cFPXOnzw0wEe7ziWmNhPIDvt9+HkjUJtOZpC3WqB1Klm/Zte37YWS3aecuncxLRsooKtp1gvm9C4ujXfTkZOHv+cs4PYU6nk5SsPX9WYAS1rMGvDUZbsPIXdrsSeSuXu3g3Izbfz7abj+Hrb+OT2zqzef5ptx8/w8Iwt+Pl4Mfu+HvR/9UdGdIxm2a5T5OUr/xvXgUZRVZzeZ0VsPNm5djJy8pk+oYhxzozzRWKZTYby5qf76FIvnCuaRHo6qgvZbNhqt6dN7fa0GQqPZCSRtm81G7ZtZ+2Rs2xNDeH7PfWYvucoYA1kWtsviwYhQt1qQdSODKNW9erUrlaValX8CA/yJdjf+6ITqEkuDv/4dAHrjmeTmQeZ+UJGnpCW/+c/jw07NTlNA9sJRnkn0ihEaVajKi0a1ScwpitE3V740Onl0B096/PxLwf5IKs/z+W+Y8390WaUp8Mq106dzaJWyO9judUM8WfL0RSXzr2zVwOunLySbg2qcUXTSEZ0iMbfx4u3l++jR6NqvDKyLWcyc7nhf7/Qq3EEYPX2/v7B3mTn5tP3lZU8eU0zFjzUm3/N28k3m45zZ6/6fLr6EM9c15w20aHn7xUe6MP3D/bm818PMXXVAV6+sY3T+2w6nMKih3sTGlgx3rses2M2RDRh/slQElKP8Mbodp5/ailOYDhV2gymb5vB9AXIyUBPbuPI3u3sPBzH/sQM9qd6sy8him3xkaTsygMuHIHbR+xU9c4jwEsJ8lYCfeCju690ettik4uILFPV/sVtq+iqJmwiOi2fQLIJlBwCvfIJC7AT6i+EB3gTGexP7YhwqkdVxzu8AUQMgirVK3QleI0Qf25oV5uvfovjoZAmhG+bZZJLMQrrc+zqO+ChqxpzQ/tarNqbyJwtcczdEsdX93Tnp72JLN11iimrDgKQnZtPnGPcqe4NqlHFz5sqft5U9ffmKkcRXLMaVdl18myR9xrUyqr7aVU7hEU7TgI4vU+vxhEmsRQn9RQc/gX6PM7MDUdpEBFE94YXMSZceeEbiNTpSt06Xal7bpuqNYtt8iHSEo4Qd/IUcadTSErPISkjj9NZSmquFxl5NjJyfMnAD19xXoxeZHIREX8gEIgQkTB+/z8UDNQq+W/oGhH5CBgMxJ8bz0xEwoGvgHrAIWCUqiY79j0F3AnkAw+q6mJX7vP4X+61XvgEWqMMV+CkcTEm9GnArI3H+LzqXTy07ymrmWVQhKfDKrdqhPgTd+b3lvgnzmQRFexPWkL6n459bNZWdsSdpXqwH5/cbo16XLdaEDdXC2Js5xg6PP8Dyek5KMq74zvSMPLCIsnNR1Lw9f69/kNEzq+LWPU/RTl3nJdNyMu3jnN2n8By0HS13HMUie2veR3rFx/jyUHNyv9Ti6tErPrgkGiq1IMmWEuh8nOtwVb9gp1e0lnN3T3ARqAZsMnxeiMwB/if8zgl3IUl1Glkv/sEGPSHbZOAZaraGGsEgUmO+7YAxgAtHee84xiupnhBEdbiG3jZJBaAxtWr0qdJJNPi65Jrx5rj2yhS2+gQDp1O52hSBjl5duZtjePqFoVX6E8e2ZaFD/U+n1iW7z7FueGWDp1Ox8smBAf40KdxJJ+uPnR+3/bjZy4qpip+3qRlFz+FQknvc9nb/g1ENmPmQV+8bMKIjp5p7elxXj7WXEbFzFtT5JOLqr4BvCEiD6jqWxd5+zjH4uxT2guoU9yFVHWViNT7w+ahYBUfAp8CK4EnHdtnqGo2cFBE9gFdgF8vIvbLzs3d6nL3ZwksqzaEQdu+toZwNwrl7WXjX0NacctH68i3K6M6RdPEUTH/9Oxt/GueNStlzVB/Zt/X84Jzv910nOfn78Lfxwtvm/D6mPZ42YQH+zfmuXk7GfT6TyhKdFggH93W2eWYbuwYzd9mbz9foV+Ukt7nsnZ6Pxz5ldwrn+ObVcfp1zSKqKqm6bczrgxceUth21X1MyfnbFbV9sVct9hjChxbD5hfoFgsRVVDC+xPVtUwEXkbWKOqXzi2fwgsVNWvC7nmBGACQJ06dToePnzYlVAqjIsZxC/frvR+eTkNvBP5In0CPLwNQovN+2USm2G4qlTfV8ueh59fY8l1q5nw9QGm3tKpyCfWUo+lHHE2cKUrDdo7F1h6A88CQ4o5p7sL13XlmItV2JNSodlTVaeoaidV7RQZWc6aEpYxL5swtksdfj5dhYP2GrDtT7nYMC5f9nxrGuOG/Zm5I43Iqn70a3p5f2a4otjkoqoPFFjuBtoDTpuVqGqxE0G7cowTp0SkJoDjZ7xj+zGg4Mhx0VjFc0YxRneJwdsmfBk43hprzDAMy8Ef4exx4puOY0VsAiM6RJuOpi64lL9QBlDkBN0icrWITBWRdo71CZcYmzNzgXPDBt+K1cjg3PYxIuLnmNSsMbCuFO5f6URV9WdgyxrMSm9H1qm9cHyjp0MyjPJhyzTwD+Xrs83P17MZxXOln8s8fi9a8gKaAzOdnHIf1uyVf3M0GW5XkgBFZDpW5X2EiBwD/gm8BMwUkTuBI8BIAFXdISIzgZ1AHnD/uUnOjOKN71aX77edYJ5/X0au/9AjUyAbRrmSdQZ2zSO/3Ximb4yjS/1wGkSaUSxc4UoP/ckFXucBh1X1mJPjE1Q1BXhMRF7Cqqu5ZKo6tohdhXbiVNUXgBdKcs/LVbcG4TSKqsIXGcMZuf0RGPBvCAz3dFiG4Tnbv4W8LH4MHcHRpGSeGNjM0xFVGK7UufwI7AaqAmFATjGnfF/g3ElAka3KjPJFRBjftQ5b00L4LacmbPnS0yEZhmdtmQaRzflsjzeRVf0Y2NJDox9XQMUmFxEZhVVvMRIYBawVkRuLOl5V5zjOi3CsX2wfGcODRnSMJsjXi0/8b4b1H4Ld7umQDMMzEvfCsXUcbnwzP+5NYGyXOheMmGA458pf6hmgs6reqqq3YHVK/LsL531UosgMj6jq78OIjtHMT2tKYtJpOLDc0yEZhmdsmQbixZcZXbGJcFOX0uv7VRm5klxsqhpfYP20i+ddPmOoVDK3dK9Hjl2YYRsM6z7wdDiGUfbs+bB1BlkNBzHztyQGtqxOjRDTI/9iuJIkFonIYhG5TURuw6pTWeDCec67/hvlVqOoKvRuHMEX9gHkxv4AyZVr9ALDKNaBFZAax9zgMaRk5HJzt3qejqjCcaVC/3HgfaAN0BaYoqpPunBt8+RSgd3avR4ns31ZbO8Mm0ybDOMys2Ua6h/G54dCaRxVhW4NTKvJi+VS7ZSqfquqE1X1EVWd7eK1nypBXIaH9WsWRUx4AJ/6jIRtMwufyMQwKqPMFNg1n23172BbXCo3d69beYbWL0Ol1vRBVbeX1rWN0udlE27tXo/1GTXYkSRwdK2nQzKMsrHjW8jPZlZeb/y8bQxtd5kOrV9CpdquTkQ6ichsEdkkIr+JyDYR+a0072m4z8hOMfj72JhmHwC/ORuUwTAqkS3TyIpszZy9OQxsWYOQAB9PR1QhFZlcROQGEYkq4fW/BD4GRgDXY80oeX0Jr2mUkZAAHwa2rMF87Un29nnWDHSGUZklxMKx9SyNupOzWXmMNOOIXTJnTy7jgc0isldEPhGRCSLS8iKvn6Cqc1X1oKoePreUIF6jjA3vEM2ZfF9WpNeFfcs8HY5hlK6t00G8mJXSmFoh/vRoaKb8vlRFJhdVvVFVawNXA0uwWot9JiIJIuJKU2SAf4rIByIyVkSGn1vcELdRRno2rEZkFV++5Ur47StPh2MYpWvXfE7GXMNPB84womM0XjZTkX+pih24UlUPiYg/EOBYzr12xe1AM8AHODeOiALfXnyohid4e1kVmp/+kkXy7g8Jy04Fv6qeDssw3O/0fji9l29CJmJXGNHBFImVRJHJRUSexpotMhKIBdYAbwMTLmIY+7aq2rrEURoeNaxDbT74+SDzs9tx86750K6ogaoNowLbuwRV+OZEJF3qVaFeRJCnI6rQnNW53ALUBBZhVcxPU9XNFzk/yhoRaVGSAA3Pa1EzmKbVq/CtXGX1eTGMymjPIjYF9+dAcg43mor8EnNW59IMGABswJqsa7aIrHPMMnm7i9fvBWwRkVjTFLniEhGGd4hmc24dDu7bBRlJng7JMNwrOxUO/cLXPoMJ9PXiutY1PR1Rhee0n4uqJqnqfOAfWD3uZwH9AFdHMxyENdXwAExT5AptaLvaCDA7rwfsNyMlG5XM/hXk5NtZcLoGA1pUJ8jPlXkUDWec9XMZIiIvichPQDzWjJSRwKOASzPmFGx+bJoiV2w1Qvzp2agas/UKdO9ST4djGO61dzGrvLtzJlsZ0q6Wp6OpFJyl59uA1cATwEZVLW4GSqOSu6F9NI/tO82W3Xtpb7eDzUycZFQCdjvsWcJc34mEqg+9GkV6OqJKwVmdy3BVnayqv6pqjohUE5FhItKxLAM0yo8BLavja1PmpTeDk1s9HY5huMeJLWSkneGHszFc06qmmW3STZwVi80XkVaO1zWB7cAdwOci8rCzi4rIwyLSWURMwWUlEuzvQ9/G4czP707+HlM0ZlQSexazzN6BzHxhSFtTJOYuzlJ0/QIjG98O/KCq1wNdsZKMM9HAG0C8iKwUkRdF5DoRMZMiVHDXd6hHPGGs37bT06EYhnvsXcxc32uJqupHl/rmI8pdnCWXgqMU9scx+6SqpvJ7b/tCqepjqtoDq+L/aSAJKyFtFxHzqVSB9W8eRYAtn3knQ02TZKPiSz3FmeOx/JhZn8FtapnhXtzIWXI5KiIPiMgwoANWZ0pEJABrOBdXBADBQIhjiQPMxCAVWKCvN1c1DGRhfhdy95omyUYFt3cJi/M7k2O3mVZibuYsudwJtMRqNTZaVVMc27thDaNfJBGZIiK/AF9hDSGzGhipqp1U1dUOmMUSkUOOjplbRGSDY1u4iPzgGM35BxEJc9f9DMv1XVuQRDCrN5lKfaOC27OIudKPOuGBtI0O8XQ0lYqz1mLxqnqvqg5V1SUFtq9Q1cnFXLcO4AecBI4Dx4AUN8RbmH6q2k5VOznWJwHLVLUxsMyxbrjRFc2qU9Urh3mHxGrGaRgVUW4WCXs3sDq3Mde3rWmmMnazUmlzp6qDgM5YHS/B6ni5XkSWiMhzpXHPAoYCnzpefwrcUMr3u+z4eXsxsA4szm5N9rEtng7HMC7N4Z+Zk90BO8INZipjtyu1Bt1q2Y7VEGAh8AvQEHjInbcBlojIRhGZ4NhWXVVPOGI4ARQ6m6Zj8rMNIrIhISHBjSFdHq7v1opUAlm5+ldPh2IYl2bPYr62X0Hb2sE0rm6mkXC3S0ouItK5mP0PicgMETkKrMIaUywWGA64s61fT1XtAFwD3C8ifVw9UVWnOOqAOkVGmh65F6tHq4ZEeGUwa1eGKRozKh5VduzYym57DDd2ivF0NJWSy8lFRFqIyL9EZC/wbjGH1wW+BrqoagNVvVlV31HVrarqtk8iVY1z/IwHZgNdgFOOTp/nOn/Gu+t+xu98vGyMaebNsuxmHN2+ytPhGMbFSdjNNymN8bUp15uOk6XCaXIRkboiMklEtgKfA/cBVxeoPC9KX1X9+lzxVBHX3nTx4V5wfpCIVD33Gmvk5e3AXOBWx2G3AnNKch+jaDdd0xcBpq3Y4ulQDOOi5O5ayJz8nvRvHEZooK+nw6mUnM1EuRqrb8oM4EZV3SsiB1X1kAvXbVbMvC3iuHZJVMeaYwas32Oaqi4SkfXATBG5EzgCjCzhfYwi1IoI46rwRL46UYOH05Lxq2JafRsVw8otezhNU0Z0beTpUCotZ2N/JWAN41Ida6j9vVgV6K5o7sIxFzOj5Z+o6gGgbSHbT2ONKGCUgVt6N2XJnGQWLFnEsOFm+mOjAkg/zTenqhPhm8sVTU19a2lx1s9lKNAa2AQ8JyIHgTAR6VLcRYuax+UPyzH3/RqGp/To0o0G3ol8/luap0MxDJck71jKMnsHhrYIxcfLjIBcWpyOWqyqZ4CPgI9EJAoYA7wuIjGqappYGNi8bIxrCs/vqMX27b/RqlUbT4d0Xr5dSUtP52xKCmnpZ0lLSyMtI4OMzCwysrPJzMohIyePzJw8snLtZOXmk52vZOcp2fmQY7eWXLv8vqiQr0KeCnYV8rF+Khd2wBMUmyg2wEvseIviJYq3KN4C3jbFS8BbFJuAtw1s4liwfhakgF0vXPLO/bRDniOmPLucf52vQp4jPrvj5wUxCthQbFixeYkdH0ecPmLHx6b42MDHpvjZFF8v8PMS/LyEAB8hwMeGv48XAb7eBPr5WkuAH1UCAqgSFERQUBWqhoQQHByGn69P+eikmJnCt8tXk8sARvRu5+loKrVih8QXEX+gEdb7e4qqvikidUs9MqPCuPGaq3llxxq+WLaBl0ohuagqqWnpnE48RVLSaZJSUkg6m0ZSaiYpGTkkZ+aRkg0pOcLZPG/O5vtw1u5Pmvo7uao3Bd/+vuQQQA5+kudY8vGVfHxtdnzFjp9NCXJ82J5LEl7ye0IQQEQd8QrqiDtfIV+FfIU8u5CrYFchLx/y7DayHB/8eY5EhQp2IB8b8odSaC8UESuNeYuVFM4lLV9RAm2Kt7cjgdnAW8DL5khWjp8FP99/T1SO+BTyHYkqxy7kKeTm2siw28hRG9nq5Vi8yVYfMvEl708fIbmO5ewFW33II1iyCPHKJtg7lxCffEJ9IczfRmigN+FB/oRVDSI8pCrh4eFUC48krFokPj5unLUjN5M57/+dl1KuoksNGy1qh7rv2safOKvQ9wZexBrN+DDWezNaRD4Gnimb8IyKICSiFsPCj/DViYbY3p/FI6MHEhkaXOx5aenpxJ+KIz4+noSkZBJSUklIzSIhPZfETCExx4vTuX6ctgeR86exUv0AP3zJIUwyCPXKIsQ7lxi/bEJ8IdhXCPb3oqq/N1UD/KgS4EeVAH+CAgMICgwiKDCQgMAgawkIwuYbCF5m+qGLkp9LblYamRkZZKSnkpGZQXp6BmkZGaRnZJCemc3ZzGxSM3NIzc7jbJadMzlwJsdGcrYXB9P9SLYHkEpggYumO5ajAIRKOtW8Mqnmm0Okn52IQBuRVXyJCgkiMiyEyIhqREXWpFpk9WJizeOjd1/mXycH0TXKztR7ryqtv4rh4Ox/0ytAVax5XVIBRCQYa0iXybi3p71RwT09bhB+n33NFwdbM/flH/hL82ya1q5mPWGkZXI6LZtTafmcyrRxMsubBHtVMhavLHAFAYLxIZBqkkqEdxYRvtk0q5JFtcBUIoJ8Ca8aQHhwVaqFhRIeFk54tUgCqoYhJil4hpcPPkFh+ASFEVyCevHcrHRSkhJITj5NUnIKSWfOcPpsBqfTskhKzyUxU0nM9mLXWT8SkoMKJKMc4ARwAht2633jlc6Xv+4hKlCoFuhNgI+NAB8bB04m83liZwbVyuT1vwzD38fLDX8Awxln/ysHA01U9fyzuaqeFZG/ALsxycUooGrtZjw76Rlu2bSM/yzYySs7G8LOPMAf8MePHGp4naW6TxaN/VLp6pNAg5rhRIUEERUWQlREBJGRNQipVh2bj+l3cDnx8Q8islYQkbXquXR8VtoZEuLjSEhIJD7pNAnJacSnZnIo4SxJuT4czwxic2oQSRqEnm+zVI2bYk7z/F9uNnO2lBFnyUULJpYCG/PlXOGyYRQkQoOOVzG1Q39it28gOzubsLBqhFeLILDAE8aKFSsA6NevnyejNSoo/yohxFQJIabBhdv/+L7S/Hyys7PIzMwgX5WIiEKHGTRKibPkslNEblHVzwpuFJHxWE8uhlE4EZq2djr8nGGUOvHywj8wCP/AIE+HcllyllweAL4WkTuAjVitxTpjzS45rAxiMwzDMCooZ8lljqp2EJH+QAusGteFqrqsbEIzDMMwKipnyUUAHMnEJBTDMAzDZc6SS6SITCxqp6q+VgrxGIZhGJWAs+TiBVQBTLs9wzAM46I4Sy4nVPVfZRaJYRiGUWk4GxLUPLEYhmEYl8RZcjFzohiGYRiXxNl8LkllGYhhGIZReZiZcgzDMAy3M8nFMAzDcDuTXAzDMAy3M8nFMAzDcDuTXAzDMAy3M8nFMAzDcDuTXAzDMAy3q7TJRUQGiUisiOwTkUmejscwDONyUimTi4h4Af8DrsGai2asiLTwbFSGYRiXj0qZXIAuwD5VPaCqOcAMYKiHYzIMw7hsOBsVuSKrDRwtsH4M6FrwABGZAExwrKaJSKyb7h0BJLrpWu5iYnJNeYwJymdcJibXVPaY6ha1o7Iml8JGdNYLVlSnAFPcfmORDarayd3XLQkTk2vKY0xQPuMyMbnmco6pshaLHQNiCqxHA3EeisUwDOOyU1mTy3qgsYjUFxFfYAww18MxGYZhXDYqZbGYquaJyF+BxVjTNX+kqjvK6PZuL2pzAxOTa8pjTFA+4zIxueayjUlUtfijDMMwDOMiVNZiMcMwDMODTHIxDMMw3M4kF8MwDMPtTHIxDMMw3K7EyUVEVorI2072rxOR4SW9j2EYhlFxlMWTy/PAyyJinpIMwzAuE2Xxgb8AqIo1QrFhGIZxGXBXcvEWkTdEJNmxvHLuSUVV87ESzFg33cswDMMo59yVXMY5rtUduAdrtOGHC+xfB1zhpnsZhmEY5Zy7hn85ATyoVnf/3SLSBJgIvObYHwfUFhFvVc1z0z0NwzCMcspdTy5r9MJxZH7FSibBjvVMrGHw/d10P8MwDKMcK6sWXOFAlqqmXeyJIvKRiMSLyPYC254VkeMissWxXFtg31Misk9EYkVkoJviNwzDMC6Cu5JLVxEpOEFXNyBOVc861lsBmy7x2p8AgwrZ/n+q2s6xLAAQkRZYw+u3dJzzjoh4XeJ9DcMwjEvkruRSC3hdRJqKyI3A48D/FdjfG1h0KRdW1VVAkouHDwVmqGq2qh4E9gFdLuW+hmEYxqVzV4X+l1jzpqzFmk74QxzJRURqAz2A8W661zl/FZFbgA3Ao6qaDNQG1hQ45phj25+IyASsVm0EBQV1bNasmZvD86zU1FQAqlat6uFI/qw8x2ZUXOXpfVWeYilNGzduTFTVyML2lTi5qGrfAqt/LeSQh4FPVPVYSe9VwLtYPf/V8fNV4A6sRgN/CrGwC6jqFByT5nTq1Ek3bNjgxvA8b8WKFQD069fPw5H8WXmOzai4ytP7qjzFUppE5HBR+8qiQj8e+Ls7L6iqp1Q1X1XtwFR+L/o6BsQUODQaqxm0YRiGUYZKPbmo6iuqesqd1xSRmgVWhwHnWpLNBcaIiJ+I1AcaY3XgNAzDMMqQu+pcSo2ITAf6AhEicgz4J9BXRNphFXkdwhoVAFXdISIzgZ1AHnC/Y/gZwzCM0pOTAaf3QmYyZCZT4+RG0oPqQn4v8PLxdHQeUe6Ti6oWNibZh06OfwF4ofQiqqBUQQqrkjIM45LlZMD6qfDz65D5e6PW5udebPsH1O4IzYdApzvAq9x/5LrN5fObXk7sdsKSNhNxej0cfxuSD0HKEQiKtN7o0Z2gXm+o3cHTkRpGxWS3w/oPYNUrkB4PDftDh1us/2MBYazZsJmqaQdoGZwGh36BhY/Dpk/hulehTjdPR18mTHKpTDJTYMs0WP8B7ZL2k+cVAFFNoXoraHoNnD0BxzfArrnW8R1ugYEvgl/lbi5pGG6Vnwdz7offZlhf0kZ9BnW7X3BIZuApMgNr0bJfP6vUYPd8WDgJPhoI7cbDoBfBP8RDv0DZMMmlstj7A3w7wXo0j+nKzqghxEf2oG//AX8+Nj0Rfn0bfnkDDqyEG96Dej3LPGTDqHDycuCbO2DXPLjyb9D7seKLm0Wg+fXQ8Er48b+w+i3rS97YGRBev2zi9gCTXCq6/DxY+SL89Kr1hHLzt1CrPacc7ewBsvPy2XQ4hczcPIJ8vQny86F616eIbDIIZt8Ln1wHVzwJfSeZehnDKEpuJnx1M+z7AQb+B7rfR75dWfBbHO/9uJ89p1Lx9bLh5+OFzZ5LszAbuVEn6dMkEn8fL/ANgqufs5LMzFtg6pUw+otK+8XOJJeKLPUkfH0nHP7ZKuK65r/gEwDA6Uw7m+Lz+ezjdaw5kERm7oWN5mwC47vVZeItKwhd+RT8+BIk7Yeh/wNvP0/8NoZRfqXFw1fj4eg6uP4N7O1v5ev1R3n3x/0cTEynQWQQd/SqT16+kpNnZ9fBY2yMz+fnzzcS4ONF78YRXNWiOlc2iyKiwRVw93KYNgo+G2rVw3S81dO/oduZ5FJRHfwJvr4DctKsYq12Yzmdls2iTYeZsyWOdQezAKgfkcGoTtH0bhxJtSq+ZOTkk5adx097E/hizWHmbo1j4lVPclPfRnivfB7OHIPRX0JQNQ//gpe5vT/A6X0Q2RQim0PVGuap0lNO/AbTx0LGaRj5MSn1r+PhT9ezMjaB1rVDeHdcBwa0rIGX7fd/nxUrEsizKwF12rB4x0mW7jrFkp2nEIF2MaF0qR9Oh15f0WHz34mc9yAcWw/XvnL+y2FlIBdOw3J5qlDDv9jtsPoNdOm/2BfcjTWtn2Vzkh+bj6ZwMDEdgIaRQbQJyaFLDS/GDu5f5KV2nzzLc3N38uuB07SNCeWNDqeot/ReCK4JN35caq3JLpehMS5Z0gH4XzfIz/59W0gduG0+hNX1XFzlXKm8r3bOsYqOA8JgzDS22etz7xcbSUjN5u/Xt2B81zpIIUn/j7GoKjtPnGXpznh+3BPP9uNnycm3A9CsSiYjsr5haI1kom56t0LVw4jIRlXtVOg+k1wqTnLJSz7KomlvsvS4N6u9OhKfa33LiajiS/s6YbSvE0qfxpG0rBXMypUrgeL/o6kqc7fG8ffvtpNnV/7ZM4BR2/+CpJ+Cfs9Az4fA5t5ZC0xycUIVvhzJ5/v82NrgbsK9cwjPT6DRvk/o364JMux/no6w3HL7+2rdVFjwGER3QUd9zozdOfxzzg4iq/rxzrgOtI0JveRYsnLz2RF3ho2Hk1m4/SSbj6TgRT59vXfw134NaH/lqArxpOosuVxUsZiI2IAqBeZpMcpATk4u382ewTtbczlk70uEXz7dm0bTs1EE3RtWo054YKHfnlwhIgxtV5vO9cJ5dOZWnlxxmpXNP+Slmh8Qsuw52L8chk+1nmaM0rd7Ptv37OEfOS8SfDCHrNx8svNCgYd5c9P/GNJ7H0Q08nSUld/qt2HJM9D0WrKGfsDfvt/H1xuP0adJJG+MbkdYkG+JLu/v40XHuuF0rBvOhD4N2RefxrertzNzfTbDfghk0Jr/8fio/jRs3Lz4i5VTxSYXEZkG3AvkAxuBEBF5TVVfKe3gLne5+Xa+Xvozb/90nON54bTyT+S9a2IY0Lk1Npt7v9XUCg3gy7u6MvWnA7yyOJZdYeN594qraL76Ufh0MNy+CKoUOrK24S456eiCSTwrDxAe5Mfyx/oS7O9Nek4+I99ZxeT4kQxa8TK+I6d6OtLKbdVkWP48tLiBw33f5N6pm9h14iwP9m/MQ/0bX1C34i6NoqrwxA3duH9gBz6Y9S1Tdtbkhw/3MjJ6I38ddQ3RURWvDtSVgStbOJ5UbgAWAHWAm0szqMtdvl357sf1XPXcTJ5akUokSXzcN4t5/7iZQV3buD2xnGOzCfdc0ZAZE7qRmZvPsOWhfNtlOpyNg8+HWeMmGaVn1SvMSanLhuwYnhzUjJAAH0SEKn7ePHltK45oFNO3pkD8Lk9HWnn98oaVWFqPYlPnV7n+nTXEpWTy8W2dmXh1k1JJLAUFBfjy0C1j+PGhTtwcuY9vj1Wh32s/87cpMzmZlFqq93Y3V5KLj4j4YCWXOaqaSxFzpBglk52Xz8xlaxn4r694eGE8AXkpfNjxMLP/djP9Bo1AbGUxQwJ0qhfO/Ad60y4mlInL0ni10SeQGAtf3AjZFesNXmGc3k/aLx/wInfSNjqEGztGX7D7iiaRdK8XzJv5w0lbZgoNSkXcFlj2L2gxlK2dX+bWTzYSFuTL/Ad60a9ZVJmGElGzLs8+OpGVN0cyMmQXMw740ee/y3jq/W/YH3e6TGO5VK58Wr2PNfJwELBKROoCps7FjZLSsnln9lJ6P/stT/yQiHdOCm+1iGXB0zfSf+R9iH9wmccUWdWPL+7syqhO0by1OY8Pmn8McZthxk1Wx03DvTZ/zlu51xOf68+zQ1r+6elURJh0XWtOazBTt2M1jzXcJy/bahUWFMm2ji9w80frCQ3yYfrd3YgJD/RYWLVa9uTFSU+yYqQfN1bdzjcHbfR/cw13/d8Mft11iPLcIKvYOhdVfRN4s8CmwyJimvmUkN2urN55kBkrNrDkuB85eNPL+wiTOwXQ+5rRSDnoZ+LtZeM/w9uQmpXHvzecJLTLe9z4292w5n9WKzLDPex2Dm9ewUf5j3Jjx2ja1wkr9LC2MaFc17IaU3dcx7gV7xB103tlHGgltuJFSNjFjkEzGf/FLqr6W4mlVmg56HciQkzHQbzYYSATd67ks0W/8NmpRiz9dAf1/dYyul0EI/r3JDLY39ORXsCl1mIich3QEigY/b9KJaJKTFXZfDCeBT+vZ+G+DI7nBBGCMi54K2O61adp7/vKXScqL5vw+ph2nP1kPU9uEILr3suA5S9Ak2sgsomnw6scjq1jRkpT7Nh4fGBTp4c+dk1rFu9M4N1d/vwzJ90aUsQomaPrYPWbHGsxgVuXehHkK8yY0I3oMM89sRRKhIiW/ZjYsh9/OfobC5Ys4qsDvry0tgqvrF1Cz2oZDO5YnwHd2hMaWLLWbO7gSmux94BAoB/wAXAjZnZHl2Xm5PPrrkOs2LidZYdyiMsJxId8evsc5ImmwsCrBuIfM9rTYTrl5+3F+zd3YtzUNfz1yBVMD1xHxzn3wR2L3d4H5nJk/20Wc+y96NOoGtWL+fZZPyKIaxr4Mmd/V56OXYJP62FlFGUllZMBs+/lTJWG3H70WrLzcph+dw+PFoW5IiCmDSPubMOInAz2rZnL12v2siCpNk8sSeTpJYvoFp5OvxY16d+1A/Uiy75YHVx7cumhqm1E5DdVfU5EXgW+Le3AKqr07Dw2H4xn/badbDh0mvVJ/uSoNwHk0dNnH482Eq7q0ZmQpo9WqImDqvh58/HtXRj+zi/cnfYo3x6ZSL0170CPBzwdWsWWn8u6rduI0yt5smMdl04Z0qMN8/Zv4pc1q+hrkkvJrHiBnNOH+Eu1Lzl0KpNPb+9C4+oVaAoK30Aa9RnDpD7w5NmTbP91EfO3HmVpcnWe/zmY53/+ifp+aXSt5UWXZvXo3Lo50WGX3i/uYrjy6Zbp+JkhIrWA00DFGZ+glNjtyvGUTA7EnyX2wEF2HD7FjoRcDmT4Y8eGYKeZJDK+ajz9GoXRpUt3/OrcUKG/6YcH+Z5PMLfnP8e3y54hrPFAUzxWEgdW8l1Ga4K8YUCLGi6d0qdpFMFeucw97E1fUzR26Y6sRVf/j6dDXmF1nJ3JI9vSo1GEp6O6ZBJcg9YDb6P1QHgqI4kjW1awYuseVsXZWHCwPjMOnoKFp4jwzqRVaC4ta1alRYM6NK5Xl7qRVfDzdu9nkyvJZb6IhAKvAJuwmiFXul5cqkp2np3MnHyy8vLJzMknOSOXlPQsks+cIT4xiRNJZ4hLyeR4aj4H033J1t//fDU5S0uvo1wblkXHOiG0b9WC4IZjITDcg7+V+9WPCGLqLZ24aeoaJuQ/xOfTxuF/5wLTwfISZW39hu/z+zOwXU0CfF37z+3n7cU1jQOZv7s9WbuW4N/WPL1ctNxMmHM/L3vdxdfxtXiwf+M/Nf+u0ALDqdNjBLf2gFtVsSfuI3bbOtbFHuO3hHx2nA7jp8Qg8rcdBY5iw04dvwxiqtipHexDrbAq1IgIo1pYGKGhYYRXDSTI1ws/Hy/8vG34eduKffpxpbXY846X34jIfMBfVc+U/LcvX8b9dzqrk53PDBdCGjXlNLUliV5BmTQI9aJhVFUa16tDeL0uEDGuQj+ZuKpTvXBeG92Ov05T7okfwXtfjCXg9u/Ar4qnQ6tYcjJYvv0YqQQy3MUisXOG9GjHV7vXs3zNaq41yeXirfwP75xqxnt5/RjXtQ6PXNXY0xGVHhFskY1pfmVjml/p2JaTQVbcDvbt3cX+uET2J2ayP9XGsaQgdp2uRuLBACDRsRRu3cSOTm97UYX+qpoNZBd7YAU0qvoJenntIMBb8PexEeBjIyTQj7Agf8KCqxARHk5QRH0I7mUNf34ZJBFnBrepRXp2Hk99C+OP+PHR9LsIGf8ZeHu+lUqFsWchs3M6ExUodG94cU3PuzWKJNInm7lH/LjWFI1dnMOr+WLVDv6bdwdD29Xi+aGtyqQOolzxDcS/Xmda1etMq4Lb7fmQepKs00eJPxVH8pmzJKWmk5yWSUZOnmOsO6uUJzigh9NbVJwa5VJ2w22PejqECmd05zoE+/vw0HRldKwfn315D1FdhkN0F6ha3dPhlXvJm+ey0j6c2zrUvehhRbxswnVNqzJte2vO7lhCcHvz9FKsUzs48sM7fL0ri7fyb6N/kzAmj2xbasMpVUg2LwipjX9Ibeo0sMb6ulQmuRglck3rmlT178aET5Srd1Wjbew2mskCmlbJoGZ4CCHhEYRWq0G12g3xr98dfMt3E88yk53K93szycWbGzpcWln/kF4d+GT7GpasWcuNJrlc4ExyAof2bCc58RQpyYnEJSSxJD6YLXotAAOahvHm+K74eJXNkEqXI1f6uSxT1f7FbTMuX70aRzDzvj589NM+dh8L5ZOkNuScETgDHLSO8SaNFrYP6RCSRnRAHvXqXebDxu9ZzHe53WgS5kWLmpfWD6F93XBi/DKZeyyQGy/zorHE1Cx+3XOMQ4lpPL/8GAdyzzWkqepY6tOiaiaTutRhcKeG5a+DZCVUZHIREX+szpMRIhIGnHt2DAZqObuoiLjSRMquqinFHSQiHwGDgXhVbVXg+l8B9bDGPRulqsmOfU8Bd2JNEfCgqi52IRajhFrVDuG1MVYFX26+ncOnM0hMyyYlI4eUlGSOHD3CpsPV+ColmsxkX/zichi04y1G9WhK9579sbm5GWR5F7d1KRv0eh7v3KBEc/Fc3zyE97e0IPG3H4jodIN7gyznsnLzWbL1ELN/2sKqU77kE04kNtoFJTKiXjaN69WlWlRtQiNrUS04sFz0Wr+cOHtyuQd4GCuRbCqw/SxQ3HR4cY7F2f8aL1wr0vsEeBv4rMC2ScAyVX1JRCY51p8UkRbAGKyhamoBS0Wkiarmu3Afw018vGw0iqpCo6hzrcdqAi0AyMu38+XXs9l8II7lZ2swZ2Eu9X74kkd7V+e6qwdcHuXfuZl8v9fqPja4be0SXer63p14Z8tqFq3byvjLJLnk5Nn5anUsby/bzalsX2qRxoSQfbSp7k9QdBv6DBjn6RANnCQXVX0DeENEHlDVty7yurtUtb2zA0RksysXUtVVIlLvD5uHAn0drz8FVgJPOrbPcLRqOygi+4AuwK8uR26UKm8vG3WiwqkTFc5L3bqx+IeFvLsulwdW5DFlzWc8dX17enRo4+kwS9e+ZczP6UjrCKFutZIVZTWrFUqDgDS+Px7I+Nws8Clfgxe6k92ufLvhMK8v2sqxDG86yUEmN06g54Dh2KJvYcXKlZhvkeWHKxX6Z0Tklj9uVNXPCjvYobsL13XlmKJUV9UTjjhOiMi5yRZqA2sKHHfMse1PRGQCMAGgTp2StIkwLpV/QABDhwxn8KBsvvv2S17d6sNNM49yzY/beO62IUSFVaBhOC7C4c3L2KpX8VSnktc7iQiDm4Xw9uZA4rctI6rDdW6IsPzZdeIsz0z/mU3xShs5zAsxu+kzbAJSq52nQzOK4EpTic4Flt7As8AQZyeoalZxF3XlmEtQWJlKoRMeqOoUVe2kqp0iI03vck/y8vVjxJg7WP7EVTxeeyfLTgVy1SuLmbl0dbmer+KS5OUwPzYNgOvauqdH+OBeXbBjY/G6yjfHS3p2Hi9+t5HBb/zIofgzvBr6DXNub8YV9/3PJJZyrtjkoqoPFFjuBtoDRdaMicjVIjJVRNo51ie4LdrfnRKRmo7r1wTiHduPATEFjovGqvsxKgD/sJrc/8DjLBzuRzNbHE8sTebmV74iLrESzU13aBXzc9rRIRK3tVhqUjucxgGpzDvqD3k5brlmebBmfyKD/ruAKWtOMtL7J5b1O8qIR99BmgyAy63TYwV0KY28MwBnYyXcBzwOjBeRK4F2l3CP4swFbnW8vhWYU2D7GBHxE5H6jjjN9AAVTMMu1zLj6fE8X+83NiX5MPDVH/h2xdpK8RSzb8Mydmk9Bnd273Ajg5tWZX1+I07t+NGt1/WEzJx8np31K2OmrkUyEvkq5lteeuguwgY+UanrlCqbYpOLiMwTkbmO5Xsglt8/zAuToKopqvoYMACrOO2Sich0rAr5piJyTETuBF4CrhaRvcDVjnVUdQcwE9gJLALuNy3FKiZbYDg33/sUC4f50czrOBMXJ/KXN2Zy+mxm8SeXV/Z85seeRVCua+feer7rendDsbFwzVa3XresbTx4mmtfnscnG5O41WcFi4ZA179MNSNvV0CuVOhPLvA6DzisqsecHP/9uReqOklESjThh6qOLWJXoZ04VfUF4IWS3NMoP+p2HcyM5vF88PH7vHqiNQNens8LgxszqHs7T4d20fTQz8zLakvnKC12UrCL1ah2NZoFnGH+UV9uy8+rUHMFgdVn5f/mrmPq+kRqSTLT6m2kx9hJEFKJRiq+zLhS5/IjsBurm2sY4LRQV1XnAIhIhGP9YpsxG8YFvIKjuOfBvzFvUDY1SOTeOcd5+O2ZpKSVRpuQ0rNr9Tz2a22u79KsVK4/uGkVNuQ15MTOn0vl+qVl29Ekrv/vXN5fn8Ro319YNNyfHve8ZRJLBedKsdgorHqLkcAoYK2I3OjCtT8qYWyG8TsRmvYdzXePDeHhqM3MP+bH1f+Zy6JfXeou5XmZKUyPVXzFznXt65bKLa7tY7Xu/351xfibZOflM3n2am743y+cTU3jk/pL+c9jD1Gl81hTYV8JuFKh/wzQWVVvVdVbsDol/t2F88y7w3A7n7DaPPzIM3w3IJNIkrh3Thz3vT6D+JQ0T4fmVNqmr/k2tzuDmwYRHlQ6w5A0qBVJ68BkZh0OQrPL999j+5HTDHnpO95em8ww37UsGeFL3wmvQXBNT4dmuIkrycWmqvEF1k+7eF7Fb9pjlE8itLpyDHMeH8rjNbey9KQfV/93UbnuFzN79W+kE8DNVzoduKLEbu4aTay9NmtXOGtz4znZeflM/vpHhr6zmpS0DD5q+BOTn3iQkM6jzdNKJeNKklgkIotF5DYRuQ2rwn6BC+eZd4pRqnxCa3L/Q0+zcKgXTWwneGJpMje9PJ2DJ4qePc8TNG4LXyQ1p1VoDu1iQkv1XkP69SLUlsFn605COUu0vx04wZD/fMPbG9IY5reBJWNCufLul6BKVPEnGxWOKxX6jwPvA22AtsAUVX3ShWs/VcLYDMMlDbsP4aunx/Figx1sT/Fm4Bs/89asxWTnlY9W6OtWziNW63Bz7+alPuOhv683oxvaWZzRmBN71pfqvVyVlZvPS18uZNiU9aSkZ/Nxiy1MfmoiIe2u93RoRilyqROlqn6rqhNV9RFVne3iOdtLFpphuM4WGM5NE55g2c01uMo/llc35nHtv2eyZvs+zwaWm8nnu+wEe+UwxM0dJ4sy/tp+2BGmLVldJvdz5petsQx8fhbvbbMzIug3ltzZkH63PAP+IZ4OzShlpToNm4h0EpHZIrJJRH4TkW0iUvkGQDLKjaiWfXjnmYf4uOMhsrOzGfNFLBPfmUXi2QyPxBO/aT6LctsxskUQAb5lM2dNTM0o+oclMj0uiuzU02Vyzz86fTaTR9+Zybjp+5DcDKZ1Pcx/n3qCkMbO5103Ko/SnuPzS+BjYARwPdakX+ZZ2ChdPv70G3k/PzzYg/sjNjPviC9XvrSQzxasIt9ehvUQqsxYuZk8vBl/dUkGAb94t1zRkkQNYeGi+WV6X7tdmb74Z6586XvmHPHjvogtLHq4Dz2G3QfeZrKuy0mRyUVEbigwlP2lSlDVuap6UFUPn1tKeE3DcElAzSY8/ugzLBycR2uvI/xjVSpDXpjBxtiyeQsmrJ3Jh8ltuaJGDvWjynb6gF5dOtPAJ4lPf8sss4r93YfjuPGl6Ty14gzNbMdZODifJx59Gv/ql/mU1pcpZ08u44HNIrJXRD4RkQki0vIir/9PEflARMaKyPBzSwniNYyLI0KjXiP44uk7eLvFbhLT8xjx8XYmTZlNclp26d03O5V/LdhDJv78fUyhIxWVKptNuKVNEJtzY/jh+5mleq+s3HxenTafwe9u4PBZeLXpbmY8cyuNew03zYsvY0UmF1W9UVVrYw0MuQSrtdhnIpIgIq40RQa4HWtU5EFYxWHnisYMo0xJQAiDb3mUZfe15e7Qjcw64MWV/5nHV8vXYy+ForIV30xhXk4H7u8SSqMawW6/vituGjqE5n6JPPVLPsmnnA0HeOk27NjLdf/+ird+E4YE7WTpXY0ZcfujSEBoqdzPqDhcaYp8CNgEbAa2YM2dEuDi9ds6JuS6VVVvdyx3XGqwhlFSVeq04Zkn/sb3V6fQkOM8uSSeES/PYtuhU267R3pcLH/bFkHjgFT+MqS32657sXx9vXl1TCdSNIh/fDzHrcVjZ9Kzeer9mdz4+R6ycnL5pMsxXnv6UcIalWgQdKMScVbn8rRjuP01WH1WfIG3gTaq2s/F668RkRZuiNMw3Mdmo1n/W5g5aQyT62/i6Jk8hry3jmc+XkByegkn21Jl8hffEafhvDSqM77epd1mxrkWzVvyYNMzzEupx4IFJe+1r6p8t3Id/V+cw8yD/twVvpUlD/ag7/B7wMvHDREblYWzd/4tQE2seVG+BKap6uaLnB+lF7BFRGJNU2SjvLFVrc6N9/ydZbdFc1uVdcyIzeOKF+bz7rxfyMy5hA6YdjvffvE/Pklqwfh66XRs3tD9QV+Cv4wbQ2vfk/zt52wS409e8nU27T3CqJem8/CiBGqTwNyBmfzt8acIqlk2/XeMiqXISR9UtZmIhAM9gL7AJBGpAmwFVqvqxy5cf5BbojSMUhTSrA//nNSN0T98xMu/pPDyL358sm42D/erz7De7fD3Kb5/Sm5WBi+8M5VP4hvRNTiJJ28ZWQaRu8bH15dXR7dn8OdHGP/2It68uQdNGrs++db+E8lMnvkDC08EEYmdFxtsZ/TYO/GqGlGKURsVndMZhVQ1CZgvIouAjkAf4B7gDqz+K06ZZsdGheHtS7Nr7uXjvsmsnf8RL2/25qklAby8bA43NPJmVP/utKgTWeipx44d45EPFrA+qxF3NUhm0h034e1dNh0mXdWkZQfe73+Mx5b7cf2HO3iq825uHX59kcPR5OXbWb5lH1+s3MKqhCCCsPFI5AbuGjmMoDrjyzh6oyIqMrmIyBCsp5aeQEtgB9Z0w48Cnh9XwjBKQ0AYXUc+yjcDT/LLwi+YsTOLabGt+CR2HTG+aTSsmkv9MF+qV/Vjd1wyG0/7cDQvlAAieLNXHkMGl98P3n5XD2FRs708+fFCnl3fkAW7P6dX/RAa1Y2mYf0GpKSms2PvfnYeS+SX43ZO5AZSgywejtjJuAE9iGz9D9O02HCZsyeX27CSyBPARlUtYU2nYVQcElyDXqMfo5c9n+RdK5nz4zrWJwgHk4NZe7o6mXgTJd50DErklpppXN2rG/WatvV02MWKjGnMh0/X5cvPp/D+niBe+80bfjsJ/F4XE0E27bwP88+WPlw1YDDe1W/xXMBGheWszuWCzo4iUg2rWOyIqm50dlEReRj4BdisqnluiNMwPMPmRVjL/tzWsj+3AdjtaOoJzp4+RXDtvohfkIcDvHji7cv42//K+NwsMk7s4sC+Pew/fpLgAF9aNqhDVL3uEDoGbJ5t6WZUbM6KxeYDk1R1u4jUxOrrsgFoKCJTVPV1J9eNBt4Amjlah63GSja/OupxDKNistmQkNqEhNT2dCQl5+NPYJ32tKrTnlaejsWodJx9NalfYNj824EfVPV6oCtWhX6RVPUxVe0B1ACeBpIc52wXkZ0lD9swDMMoz5wll9wCr/vjmH1SVVMBu4vXDwCCgRDHEgesvfgwDcMwjIrEWYX+URF5ADgGdMDqTImIBABOu+KKyBSsFmapWMlkNfCaqia7I2jDMAyjfHP25HInVoK4DRitqimO7d0ovo9LHcAPqwnKcawEleLshEshIoccvf63iMgGx7ZwEfnBMZrzDyIS5u77Gsbl7rvvvuPuu+9m6NChLFmyxNPhGOWQs1GR41X1XlUdqqpLCmxfoaqTnV1UVQcBnYFzxz0KrBeRJSLynDsCL6CfqrZT1U6O9UnAMlVtDCxzrBvGJXn22WeZPNl6G3t5edGuXbvzy6FDh0p07TvuuIOoqChatXJenb5o0SKaNm1Ko0aNeOmll4o9/5FHHuH1118/vz5w4EDuuuuu8+uPPvoor732Woliv+GGG5g6dSqffPIJX331VYmuZVROpdbWUC3bsepqFmK1FmsIPFRa93QYCnzqeP0pcEMp38+4TAQEBLBly5bzS7169Up0vdtuu41FixY5PSY/P5/777+fhQsXsnPnTqZPn87OnTudnt+jRw9Wr7b6OdvtdhITE9mxY8f5/atXr6Znz54uxbht2zYGDx58wRIfH39+/7///W/uv/9+l65lXF5KJbmIyEMiMkNEjgKrsOZwiQWGA+FuvJUCS0Rko4hMcGyrrqonABw/C51N0zH52QYR2ZCQkODGkIyK7oUXXqBp06ZcddVVxMbGltp9+vTpQ3i48/8O69ato1GjRjRo0ABfX1/GjBnDnDlznJ7fs2fP88llx44dtGrViqpVq5KcnEx2dja7du0iLCyMZs2acdddd9GqVSvGjRvH0qVL6dmzJ40bN2bdunUAtG7dmvnz51+wREVFoao8+eSTXHPNNXTo0MHNfxmjMnA6tlhRRKSzqq53ckhd4GvgkXMf9KWkp6rGOaZj/kFEdrt6oqpOAaYAdOrUqQwnVjfKs40bNzJjxgw2b95MXl4eHTp0oGPHjgBkZmbSrl07AOrXr8/s2bP/dH7v3r1JTU390/bJkydz1VVXXXQ8x48fJyYm5vx6dHQ0a9c6b3BZq1YtvL29OXLkCKtXr6Z79+4cP36cX3/9lZCQENq0aYOvry/79u1j1qxZTJkyhc6dOzNt2jR+/vln5s6dy4svvsh3331X5D3eeustli5dypkzZ9i3bx/33nvvRf9uRuXmcnJxzMsyBhgLnAE6OTm8r6pOLOZ6m1S1RF95VDXO8TNeRGYDXYBTIlJTVU84On/GO72IYRTw008/MWzYMAIDAwEYMmTI+X3nisWKO9+dtJAJvooabLKgc08vq1evZuLEiRw/fpzVq1cTEhJCjx49ACtBtm7dGoCWLVvSv39/RITWrVsXW5/04IMP8uCDD178L2RcNpwmFxGpi5VMxgJ5WE8knRyzUzpzrmd+kZfG6vdyyUQkCLCpaqrj9QDgX8Bc4FbgJcfPks+QZFxWXPnwLoq7n1yio6M5evTo+fVjx45Rq1atYs87V++ybds2WrVqRUxMDK+++irBwcHccYfVB9rPz+/88Tab7fy6zWYjL8+M2mSUjLPhX1ZjJYAZwI2quldEDrqQWACau3DMJczGdIHqwGzHB4E31mRmi0RkPTBTRO4EjgDlZ2INo9zr06cPt912G5MmTSIvL4958+Zxzz33uHy+u59cOnfuzN69ezl48CC1a9dmxowZTJs2rdjzevbsyauvvkqDBg3w8vIiPDyclJQUduzYwdSpU0lLS3NrnIbxR84q9BOAqlgf4ucmsnCpbkJVD7uwHCtJ4Kp6QFXbOpaWqvqCY/tpVe2vqo0dP81YZobLOnTowOjRo2nXrh0jRoygd+/epXavsWPH0r17d2JjY4mOjubDDz88v+/aa68lLi4Ob29v3n77bQYOHEjz5s0ZNWoULVu2LPb81q1bk5iYSLdu3S7YFhISQkSEmeTLKH1SWJnu+Z0iIcAIrGKxRkAoMFBV15VJdGWkU6dOumHDBk+H4VYrVqwAoF+/fh6O5M/Kc2xGxVWe3lflKZbSJCIbC/QxvEBxM1GeAT4CPnK0yBoDvC4iMaoa4+xcwzAM4/JVbGsxEfHHempRYIqqvumo6DcMwzCMQjmr0PcGXsQaKv8wVv1MtIh8DDxTNuEZhmEYFZGzCv1XsHrT11fVjqraHmv4llB+HzPMMAzDMP7EWXIZDNztmL8FAFU9C/wFuLa0AzMMwzAqLmfJRbWQpmSqmo+LTZINw6i8ChuV+e9//ztt2rShXbt2DBgwgLi4OAB++eUX2rRpQ+fOndm3bx8AKSkpDBw4sNBRCEpTbGzsBaNbBwcH8/rrrzNr1ixatmyJzWajYOvR8hR7USNhv/XWWzRt2pSWLVvyxBNPlI+4VbXQBfgOuKWQ7eOBuUWdVxGXjh07amWzfPlyXb58uafDKFR5js1w3Y8//qgbN27Uli1bnt925syZ86/feOMNveeee1RVddiwYbpnzx5dsmSJTpw4UVVVJ06cqCtXrnRbPJfyvsrLy9Pq1avroUOHdOfOnbp792694oordP369eePuZTYS+s9XtjffPny5dq/f3/NyspSVdVTp05dctwXC9igRXyuOmst9gDwtYjcAWzEelrpjDV18bBSzHeGYVQAffr0+dMYZMHBwedfp6ennx9Kx8fHh8zMTDIyMvDx8WH//v0cP36cK664oixD/pNly5bRsGFD6tYtugFseYq9sL/5u+++y6RJk84P3xMVZQ0E7+m4nSWXOaraQUT6Ay2wxgNbqKrLyiQywzAqpGeeeYbPPvuMkJCQ850Jn3rqKSZMmEBAQACff/45jz32GM8//7yHI4UZM2YwduxYp8eU19jP2bNnDz/99BPPPPMM/v7+TJ48mc6dO3s8bmd1LgKgqstU9S1VfdMkFsMwivPCCy9w9OhRxo0bx9tvvw1Au3btWLNmDStWrODAgQPUqlULVWX06NGMHz+eU6dOlXmcOTk5zJ07l5EjnQ8/WB5jLygvL4/k5GTWrFnDK6+8wqhRo1BVj8ft7MklUkSKHDZfVUs2T6phGJXaTTfdxHXXXcdzz/0+s7mq8u9//5uvvvqKv/71rzz33HMcOnSIN998kxdeeKFM41u4cCEdOnSgevXqLh1fnmIvKDo6muHDhyMidOnSBZvNRmJiIpGRkR6N29mTixdQBWvwysIWwzCMC+zdu/f867lz59KsWbML9n/66adcd911hIWFkZGRgc1mw2azkZGRUdahMn369GKLxAoqT7EXdMMNN7B8+XLAKiLLycm5YHBSj8VdVE0/sKmofZVtMa3FylZ5js1w3ZgxY7RGjRrq7e2ttWvX1g8++ECHDx+uLVu21NatW+vgwYP12LFj549PT0/Xvn37ak5Ojqqqrlq1Slu1aqUdOnTQ2NjYEsdzMe+r9PR0DQ8P15SUlPPbvv32W61du7b6+vpqVFSUDhgw4JJjL633eGF/8+zsbB03bpy2bNlS27dvr8uWLbvkuC8WTlqLFTkqsohsVqtXfqVnRkUuW+U5NqPiKk/vq/IUS2lyNiqys2Kx/qUUj2EYhlHJFZlc1EyyZRiGYVwiZ08uhmEYhnFJTHIxDMMw3M4kF8MwDMPtTHIxDMMw3M4kF8MwDMPtTHIxDMMw3M4kF8MwDMPtKm1yEZFBIhIrIvtEZJKn4zEMw7icVMrkIiJewP+Aa7DmohkrIi08G5VhGMblo1ImF6ALsE9VD6hqDjADGOrhmAzDMC4bzuZzqchqA0cLrB8DuhY8QEQmABMcq2kiEuume0cAiW66lruYmFxTHmOC8hmXick1lT2mIueHrqzJRQrZdsHwz6o6BZji9huLbChqlFBPMTG5pjzGBOUzLhOTay7nmCprsdgxIKbAejQQ56FYDMMwLjuVNbmsBxqLSH0R8QXGAHM9HJNhGMZlo1IWi6lqnoj8FViMNV3zR6q6o4xu7/aiNjcwMbmmPMYE5TMuE5NrLtuYipyJ0jAMwzAuVWUtFjMMwzA8yCQXwzAMw+1McnEDEWknImtEZIuIbBCRLgX2PeUYgiZWRAZ6ILYHHPfeISL/LUdxPSYiKiIRno5JRF4Rkd0i8puIzBaRUE/H5Li3x4cwEpEYEVkhIrsc76GHHNvDReQHEdnr+Bnmgdi8RGSziMwvRzGFisjXjvfTLhHp7um4ROQRx7/ddhGZLiL+ZRKTqpqlhAuwBLjG8fpaYKXjdQtgK+AH1Af2A15lGFc/YCng51iPKidxxWA1tjgMRHg6JmAA4O14/TLwcjmIyctxvwaAryOOFmX1b1QgjppAB8frqsAex9/lv8Akx/ZJ5/5mZRzbRGAaMN+xXh5i+hS4y/HaFwj1ZFxYHcoPAgGO9ZnAbWURk3lycQ8Fgh2vQ/i9T81QYIaqZqvqQWAf1tA0ZeUvwEuqmg2gqvHlJK7/A57gwo6tHotJVZeoap5jdQ1WvyiPxkQ5GcJIVU+o6ibH61RgF9YH1lCsD1IcP28oy7hEJBq4DvigwGZPxxQM9AE+BFDVHFVN8XRcWK2CA0TEGwjE+nwq9ZhMcnGPh4FXROQoMBl4yrG9sGFoapdhXE2A3iKyVkR+FJHOno5LRIYAx1V16x92efpvdc4dwELHa0/GVF7+HueJSD2gPbAWqK6qJ8BKQEBUGYfzOtYXFHuBbZ6OqQGQAHzsKK77QESCPBmXqh7H+kw6ApwAzqjqkrKIqVL2cykNIrIUqFHIrmeA/sAjqvqNiIzC+uZyFS4MQ1PKcXkDYUA3oDMwU0QalHZcxcT0NFYx1J9O81RMqjrHccwzQB7wZVnEVAxP3vtPRKQK8A3wsKqeFSksvDKLZTAQr6obRaSvxwL5M2+gA/CAqq4VkTewipw8xlGXMhSrWDcFmCUi48vi3ia5uEhVrypqn4h8BjzkWJ3F74/qpT4MTTFx/QX4Vq2C1XUiYscatK5U4yoqJhFpjfUm3+r4cIoGNjkaQHgkpgKx3QoMBvo7/l6UdkzFKDdDGImID1Zi+VJVv3VsPiUiNVX1hIjUBOKLvoLb9QSGiMi1gD8QLCJfeDgmsP7NjqnqWsf611jJxZNxXQUcVNUEABH5FuhRFjGZYjH3iAOucLy+EtjreD0XGCMifiJSH2gMrCvDuL5zxIOINMGqYEz0VFyquk1Vo1S1nqrWw/rP2EFVT3oqJrBaZQFPAkNUNaPALk/++5WLIYzE+hbwIbBLVV8rsGsucKvj9a3AnLKKSVWfUtVox3toDLBcVcd7MiZHXCeBoyLS1LGpP7DTw3EdAbqJSKDj37I/Vr1Z6cdUVq0WKvMC9AI2YrXoWQt0LLDvGaxWP7E4WpSVYVy+wBfAdmATcGV5iKtADIdwtBbzZExYFfVHgS2O5T1Px+S497VYrbP2YxXfeeLfqBdWcdxvBf4+1wLVgGVYX6SWAeEeiq8vv7cW83hMQDtgg+Pv9R1WsbRH4wKeA3Y7Pgc+x2r9WOoxmeFfDMMwDLczxWKGYRiG25nkYhiGYbidSS6GYRiG25nkYhiGYbidSS6GYRiG25nkYhiGYbidSS6GcZFEJO0iju0rIj0KrN8rIrc4Xt8mIrUu4f6HpMBUBS4ev01EOjnWW4rIryLyqYjYHNteEZGTIvLYxcZjGIUxw78YRunqC6QBqwFU9b0C+27D6thWFsO69FPVRMfricAQrN7tA4BFqvq4iKSXQRzGZcIkF8NwAxG5Hvgb1qgIp4FxQABwL5DvGCzwAazhN9KwRifoBHwpIplAd6xhOTqpaqLjKWOyqvYVkWrAdCASa/gZKXDf8cCDjvuuBe5T1fxiwvXC6nVvp/ABMg2jxEyxmGG4x89AN1VtjzX3yhOqegh4D/g/VW2nqj+dO1hVv8YaJmScY1+mk2v/E/jZce25QB0AEWkOjAZ6qmo7IB8rqRXnDeB7rIS25KJ+S8NwkXlyMQz3iAa+coww64s1+5+79AGGA6jq9yKS7NjeH+gIrHeMMh2AC6PbqupmoKsb4zOMPzHJxTDc4y3gNVWd65hj5NlLuEYev5cm+P9hX2GDAArwqao+Vcg+w/AoUyxmGO4RAhx3vL61wPZUrLnnC/PHfYewnkQARhTYvgpHcZeIXIM10i5Yo9neKCJRjn3hIlL3EuM3DLcyycUwLl6giBwrsEzEelKZJSI/Yc2Zc848YJiIbBGR3n+4zifAe459AVhDo7/huEbBSvnngD4isgmrddcRAFXdidWIYImI/Ab8ANR09y9rGJfCDLlvGJWciBzC0QqtmOOeBdJUdXJZxGVUbubJxTAqvwRg2blOlIURkVeA8YDp62K4hXlyMQzDMNzOPLkYhmEYbmeSi2EYhuF2JrkYhmEYbmeSi2EYhuF2/w8rzvfTrs6I4QAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "mlo_aqua_2437ppmv_winton\n",
-      "mlo_aqua_1688ppmv_hice_unlim\n"
-     ]
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots(2,1,figsize=(6,4),sharex=True, sharey = True)\n",
-    "dN1=np.zeros(3)\n",
-    "dN2=np.zeros(3)\n",
-    "dE=np.zeros(3)\n",
-    "dglob=np.zeros(3)\n",
-    "nyears = 40\n",
-    "\n",
-    "ind=1\n",
-    "for sky_ind in range(2):\n",
-    "    SW_out_W_cs = get_var(winton_zmsimarray[ind],\"rsutcs\", True) \n",
-    "    SW_out_S_cs = get_var(semtner_zmsimarray[ind],\"rsutcs\", True)\n",
-    "\n",
-    "    LW_out_W_cs = get_var(winton_zmsimarray[ind],\"rlutcs\", True) \n",
-    "    LW_out_S_cs = get_var(semtner_zmsimarray[ind],\"rlutcs\", True)\n",
-    "\n",
-    "    SW_out_W = get_var(winton_zmsimarray[ind],\"rsut\", True) \n",
-    "    SW_out_S = get_var(semtner_zmsimarray[ind],\"rsut\", True)\n",
-    "\n",
-    "    SW_in_W = get_var(winton_zmsimarray[ind],\"rsdt\", True) \n",
-    "    SW_in_S = get_var(semtner_zmsimarray[ind],\"rsdt\", True) \n",
-    "\n",
-    "    LW_out_W = get_var(winton_zmsimarray[ind],\"rlut\", True) \n",
-    "    LW_out_S = get_var(semtner_zmsimarray[ind],\"rlut\", True)\n",
-    "\n",
-    "\n",
-    "    timemean_SWinW = seltimemean(SW_in_W, nyears)\n",
-    "    timemean_SWinS = seltimemean(SW_in_S, nyears)\n",
-    "    timemean_SWoutW_cs = seltimemean(SW_out_W_cs, nyears)\n",
-    "    timemean_SWoutS_cs = seltimemean(SW_out_S_cs, nyears)\n",
-    "    timemean_LWoutW_cs = seltimemean(LW_out_W_cs, nyears)\n",
-    "    timemean_LWoutS_cs = seltimemean(LW_out_S_cs, nyears)\n",
-    "    timemean_SWoutW = seltimemean(SW_out_W, nyears)\n",
-    "    timemean_SWoutS = seltimemean(SW_out_S, nyears)\n",
-    "    timemean_LWoutW = seltimemean(LW_out_W, nyears)\n",
-    "    timemean_LWoutS = seltimemean(LW_out_S, nyears)\n",
-    "\n",
-    "    SW_out_W_integrated = integrate_zonal_data(timemean_SWoutW,timemean_SWoutW.lat)\n",
-    "    SW_out_S_integrated = integrate_zonal_data(timemean_SWoutS,timemean_SWoutS.lat)\n",
-    "    SW_out_W_cs_integrated = integrate_zonal_data(timemean_SWoutW_cs,timemean_SWoutW_cs.lat)\n",
-    "    SW_out_S_cs_integrated = integrate_zonal_data(timemean_SWoutS_cs,timemean_SWoutS_cs.lat)\n",
-    "    \n",
-    "    \n",
-    "    if sky_ind==0:\n",
-    "        N1_W = SW_out_W_cs_integrated[0:Nmin_iceborderS[ind]].sum()\n",
-    "        N2_W = SW_out_W_cs_integrated[Nmin_iceborderS[ind]:Nmax_iceborderS[ind]].sum()\n",
-    "        E_W = SW_out_W_cs_integrated[Nmax_iceborderS[ind]:Smax_iceborderS[ind]+1].sum()\n",
-    "        S2_W = SW_out_W_cs_integrated[Smax_iceborderS[ind]+1:Smin_iceborderS[ind]+1].sum()\n",
-    "        S1_W = SW_out_W_cs_integrated[Smin_iceborderS[ind]+1:].sum()\n",
-    "\n",
-    "        N1_S = SW_out_S_cs_integrated[0:Nmin_iceborderS[ind]].sum()\n",
-    "        N2_S = SW_out_S_cs_integrated[Nmin_iceborderS[ind]:Nmax_iceborderS[ind]].sum()\n",
-    "        E_S = SW_out_S_cs_integrated[Nmax_iceborderS[ind]:Smax_iceborderS[ind]+1].sum()\n",
-    "        S2_S = SW_out_S_cs_integrated[Smax_iceborderS[ind]+1:Smin_iceborderS[ind]+1].sum()\n",
-    "        S1_S = SW_out_S_cs_integrated[Smin_iceborderS[ind]+1:].sum()\n",
-    "        \n",
-    "        dglob[sky_ind] = SW_out_W_cs_integrated.sum()-SW_out_S_cs_integrated.sum()\n",
-    "    elif sky_ind==1:\n",
-    "        N1_W = SW_out_W_integrated[0:Nmin_iceborderS[ind]].sum()\n",
-    "        N2_W = SW_out_W_integrated[Nmin_iceborderS[ind]:Nmax_iceborderS[ind]].sum()\n",
-    "        E_W = SW_out_W_integrated[Nmax_iceborderS[ind]:Smax_iceborderS[ind]+1].sum()\n",
-    "        S2_W = SW_out_W_integrated[Smax_iceborderS[ind]+1:Smin_iceborderS[ind]+1].sum()\n",
-    "        S1_W = SW_out_W_integrated[Smin_iceborderS[ind]+1:].sum()\n",
-    "\n",
-    "        N1_S = SW_out_S_integrated[0:Nmin_iceborderS[ind]].sum()\n",
-    "        N2_S = SW_out_S_integrated[Nmin_iceborderS[ind]:Nmax_iceborderS[ind]].sum()\n",
-    "        E_S = SW_out_S_integrated[Nmax_iceborderS[ind]:Smax_iceborderS[ind]+1].sum()\n",
-    "        S2_S = SW_out_S_integrated[Smax_iceborderS[ind]+1:Smin_iceborderS[ind]+1].sum()\n",
-    "        S1_S = SW_out_S_integrated[Smin_iceborderS[ind]+1:].sum()\n",
-    "        \n",
-    "        dglob[sky_ind] = SW_out_W_integrated.sum()-SW_out_S_integrated.sum()\n",
-    "        \n",
-    "    dN1[sky_ind] = (N1_W.values+S1_W.values) - (N1_S.values+S1_S.values)\n",
-    "    dN2[sky_ind] = (N2_W.values+S2_W.values) - (N2_S.values+S2_S.values)\n",
-    "    dE[sky_ind] = E_W.values - E_S.values\n",
-    "    \n",
-    "\n",
-    "    \n",
-    "    \n",
-    "    #areas\n",
-    "    NA1 = -2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[ind]+90))) + 2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[Nmin_iceborderS[ind]]+90)))\n",
-    "    NA2 = -2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[Nmin_iceborderS[ind]]+90))) + 2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[Nmax_iceborderS[ind]]+90)))\n",
-    "    E = -2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[Nmax_iceborderS[ind]]+90))) + 2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[Smax_iceborderS[ind]+1]+90)))\n",
-    "    SA2 = -2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[Smax_iceborderS[ind]+1]+90))) + 2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[Smin_iceborderS[ind]+1]+90)))\n",
-    "    SA1 = -2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[Smin_iceborderS[ind]+1]+90))) + 2*np.pi*6371000**2 * (1-np.cos(np.deg2rad(SW_out_W_integrated.lat[Smin_iceborderS[ind]+1]+90)))\n",
-    "    \n",
-    "    \n",
-    "    if sky_ind!=2:\n",
-    "        ax[sky_ind].vlines(timemean_sicS[\"lat\"][[Nmin_iceborderS[ind], Smin_iceborderS[ind]]],0,400,color='darkgray', alpha=1)\n",
-    "        ax[sky_ind].vlines(timemean_sicS[\"lat\"][[Nmax_iceborderS[ind], Smax_iceborderS[ind]]],0,400,color='darkgray', alpha=1)\n",
-    "    else:\n",
-    "        ax[sky_ind].vlines(timemean_sicS[\"lat\"][[Nmin_iceborderS[ind], Smin_iceborderS[ind]]],-200,200,color='darkgray', alpha=1)\n",
-    "        ax[sky_ind].vlines(timemean_sicS[\"lat\"][[Nmax_iceborderS[ind], Smax_iceborderS[ind]]],-200,200,color='darkgray', alpha=1)\n",
-    "    \n",
-    "    if sky_ind== 0:\n",
-    "        lW_SW=ax[sky_ind].plot(timemean_SWoutW_cs['lat'],timemean_SWoutW_cs,c='C1',label='Winton')\n",
-    "        lS_SW=ax[sky_ind].plot(timemean_SWoutS_cs['lat'],timemean_SWoutS_cs,c='C0',label='Semtner')\n",
-    "    elif sky_ind==1:\n",
-    "        lW_SW=ax[sky_ind].plot(timemean_SWoutW['lat'],timemean_SWoutW,c='C1',label='Winton')\n",
-    "        lS_SW=ax[sky_ind].plot(timemean_SWoutS['lat'],timemean_SWoutS,c='C0',label='Semtner')\n",
-    "    elif sky_ind==2:\n",
-    "        lW_SW=ax[sky_ind].plot(timemean_SWoutW['lat'],-1 * (timemean_SWoutW_cs-timemean_SWoutW),c='C1',label='Winton')\n",
-    "        lS_SW=ax[sky_ind].plot(timemean_SWoutS['lat'],-1 * (timemean_SWoutS_cs-timemean_SWoutS),c='C0',label='Semtner')\n",
-    "        \n",
-    "    if sky_ind==0:\n",
-    "        print(\"clear sky:\")\n",
-    "        total = selmean(get_var(winton_simarray[ind],\"rsutcs\", True), nyears) - selmean(get_var(semtner_simarray[ind],\"rsutcs\", True), nyears)\n",
-    "    else:\n",
-    "        print(\"all sky:\")\n",
-    "        total = selmean(get_var(winton_simarray[ind],\"rsut\", True), nyears) - selmean(get_var(semtner_simarray[ind],\"rsut\", True), nyears)\n",
-    "        \n",
-    "    print(str(dglob[sky_ind]*1e-12) +\" PW; \" +str(dglob[sky_ind]/(4 * np.pi *6371000**2)) +\" W/m^2 = \" +str(total.values)+\" W/m^2\" )\n",
-    "    print(dN1[sky_ind] / dglob[sky_ind])\n",
-    "    print(dN2[sky_ind] / dglob[sky_ind])\n",
-    "    print(dE[sky_ind] / dglob[sky_ind])\n",
-    "        \n",
-    "ax[0].set_xlim(-90,90)\n",
-    "ax[1].set_xlim(-90,90)\n",
-    "ax[0].set_ylim(0,150)\n",
-    "legend_color(ax[0],['3L-Winton', '0L-Semtner'],9)\n",
-    "ax[1].set_xlabel('Latitude [°]')\n",
-    "ax[0].set_ylabel('TOA SW out cs\\n[W m$^{-2}$]')\n",
-    "ax[1].set_ylabel('TOA SW out as\\n[W m$^{-2}$]')\n",
-    "#ax[2].set_ylabel('CRE [W m$^{-2}$]')\n",
-    "ax[1].annotate(\"dF = \" +str(round(total.values.tolist(),2)) +\"Wm$^{-2}$\",(-20,40)) # 1.01 Wm$^{-2}$\")\n",
-    "ax[1].annotate(f'{100*round(dN1[sky_ind] / dglob[sky_ind],2):.0f}' +\"%\",(70,20))\n",
-    "ax[1].annotate(f'{100*round(dN2[sky_ind] / dglob[sky_ind],2):.0f}' +\"%\",(45,20))\n",
-    "ax[1].annotate(f'{100*round(dE[sky_ind] / dglob[sky_ind],2):.0f}' +\"%\",(20,20))\n",
-    "\n",
-    "#ax[1].annotate(\"dF = 1.01 Wm$^{-2}$\",(-20,40))\n",
-    "#ax[1].annotate(\"16%\",(70,20))\n",
-    "#ax[1].annotate(\"71%\",(45,20))\n",
-    "#ax[1].annotate(\"13%\",(20,20))\n",
-    "\n",
-    "#ax[0].annotate(\"dF = 1.25 Wm$^{-2}$\",(-20,50))\n",
-    "#ax[0].annotate(\"23%\",(70,20))\n",
-    "#ax[0].annotate(\"80%\",(45,20))\n",
-    "#ax[0].annotate(\"-3%\",(20,20))\n",
-    "\n",
-    "ax[0].text(-0.15,1,\"a)\", transform=ax[0].transAxes, fontsize=14)\n",
-    "ax[1].text(-0.15,1,\"b)\", transform=ax[1].transAxes, fontsize=14)\n",
-    "\n",
-    "plt.savefig(\"plots/TOA_EB.pdf\")\n",
-    "plt.savefig(\"plots/TOA_EB.png\", dpi=500)\n",
-    "plt.show()\n",
-    "print(winton_exparray[ind])\n",
-    "print(semtner_exparray[ind])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'13'"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "f'{100*round(dE[sky_ind] / dglob[sky_ind],2):.0f}'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "mlo_aqua_2437ppmv_winton and mlo_aqua_1688ppmv_hice_unlim\n",
-      "clear sky:\n",
-      "565.753899508404 PW; 1.109181153884533 W/m^2 = 1.2489128 W/m^2\n",
-      "0.26597838147609043\n",
-      "0.7762234553976921\n",
-      "-0.04220183687378603\n",
-      "all sky:\n",
-      "477.785142218552 PW; 0.9367151968644755 W/m^2 = 1.0097504 W/m^2\n",
-      "0.18244825306403012\n",
-      "0.6864882730880162\n",
-      "0.13106347384797457\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(winton_exparray[ind] +\" and \" +semtner_exparray[ind])\n",
-    "for sky_ind in range(2):\n",
-    "    if sky_ind==0:\n",
-    "        print(\"clear sky:\")\n",
-    "        total = selmean(get_var(winton_simarray[ind],\"rsutcs\", True), 40) - selmean(get_var(semtner_simarray[ind],\"rsutcs\", True), 40)\n",
-    "    else:\n",
-    "        print(\"all sky:\")\n",
-    "        total = selmean(get_var(winton_simarray[ind],\"rsut\", True), 40) - selmean(get_var(semtner_simarray[ind],\"rsut\", True), 40)\n",
-    "        \n",
-    "    print(str(dglob[sky_ind]*1e-12) +\" PW; \" +str(dglob[sky_ind]/(4 * np.pi *6371000**2)) +\" W/m^2 = \" +str(total.values)+\" W/m^2\" )\n",
-    "    print(dN1[sky_ind] / dglob[sky_ind])\n",
-    "    print(dN2[sky_ind] / dglob[sky_ind])\n",
-    "    print(dE[sky_ind] / dglob[sky_ind])\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 576x864 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# hovmoeller plots of reflected sw radiation\n",
-    "fig, ax = plt.subplots(2,2,figsize=(8,12), sharey = True, sharex = True, constrained_layout=True)\n",
-    "axind=0\n",
-    "\n",
-    "colors1 = np.linspace(0.0, 1.0, 12)\n",
-    "colors = np.append(\"darkblue\",colors1.astype(\"str\"))\n",
-    "\n",
-    "#ticks=[0,0.01, 0.5,1,1.5,2,2.5,3,3.5,4,4.5,5,10,20]\n",
-    "ticks=[0, 0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8]\n",
-    "\n",
-    "cmap= mpl.colors.ListedColormap(colors)\n",
-    "norm = mpl.colors.BoundaryNorm(ticks, cmap.N)\n",
-    "\n",
-    "\n",
-    "for ind in [1,0]:\n",
-    "    albedo_Wzm = get_albedo(winton_zmsimarray[ind])\n",
-    "    albedo_Szm = get_albedo(semtner_zmsimarray[ind])\n",
-    "    \n",
-    "    sic_Wzm = get_var(winton_zmsimarray[ind], \"sic\")\n",
-    "    sic_Szm = get_var(semtner_zmsimarray[ind], \"sic\")\n",
-    "    \n",
-    "    albedo_Wzmmean = selmonmean(albedo_Wzm, 40)\n",
-    "    albedo_Szmmean = selmonmean(albedo_Szm, 40)\n",
-    "    sic_Wzmmean = selmonmean(sic_Wzm, 40)\n",
-    "    sic_Szmmean = selmonmean(sic_Szm, 40)\n",
-    "    \n",
-    "    f1 = ax[axind,0].contourf(albedo_Wzmmean.lat,albedo_Wzmmean.month, albedo_Wzmmean,levels = ticks,cmap= cmap,norm=norm)\n",
-    "    f2 = ax[axind,1].contourf(albedo_Szmmean.lat,albedo_Szmmean.month, albedo_Szmmean,levels = ticks,cmap= cmap,norm=norm)\n",
-    "    \n",
-    "    c1 = ax[axind,0].contour(sic_Wzmmean.lat,sic_Wzmmean.month, sic_Wzmmean, levels=[0,0.5,0.999999],colors=\"orange\",linewidths=1)\n",
-    "    c2 = ax[axind,1].contour(sic_Szmmean.lat,sic_Szmmean.month, sic_Szmmean, levels=[0,0.5,0.999999],colors=\"orange\",linewidths=1)\n",
-    "    plt.clabel(c1,fmt='%1.1f',colors=\"orange\")\n",
-    "    plt.clabel(c2,fmt='%1.1f',colors=\"orange\")\n",
-    "    \n",
-    "    ax[axind,0].set_xlim(35,85)\n",
-    "    ax[axind,0].set_title(winton_exparray[ind])\n",
-    "    ax[axind,1].set_title(semtner_exparray[ind])\n",
-    "    cbar = plt.colorbar(f2,ax=ax[axind,1])\n",
-    "    cbar.set_label(\"surface albedo\")\n",
-    "    axind+=1\n",
-    "ax[0,0].set_ylabel(\"month\")\n",
-    "ax[1,0].set_ylabel(\"month\")\n",
-    "ax[1,0].set_xlabel(\"latitude [°]\")\n",
-    "ax[1,1].set_xlabel(\"latitude [°]\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 576x432 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# hovmoeller plots of reflected sw radiation\n",
-    "fig, ax = plt.subplots(1,2,figsize=(8,6), sharey = True, sharex = True, constrained_layout=True)\n",
-    "axind=0\n",
-    "\n",
-    "colors1 = np.linspace(0.0, 1.0, 12)\n",
-    "colors = np.append(\"darkblue\",colors1.astype(\"str\"))\n",
-    "\n",
-    "#ticks=[0,0.01, 0.5,1,1.5,2,2.5,3,3.5,4,4.5,5,10,20]\n",
-    "ticks=[0, 0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8]\n",
-    "\n",
-    "cmap= mpl.colors.ListedColormap(colors)\n",
-    "norm = mpl.colors.BoundaryNorm(ticks, cmap.N)\n",
-    "\n",
-    "ind=1\n",
-    "\n",
-    "albedo_Wzm = get_albedo(winton_zmsimarray[ind])\n",
-    "albedo_Szm = get_albedo(semtner_zmsimarray[ind])\n",
-    "\n",
-    "sic_Wzm = get_var(winton_zmsimarray[ind], \"sic\")\n",
-    "sic_Szm = get_var(semtner_zmsimarray[ind], \"sic\")\n",
-    "\n",
-    "albedo_Wzmmean = selmonmean(albedo_Wzm, 40)\n",
-    "albedo_Szmmean = selmonmean(albedo_Szm, 40)\n",
-    "sic_Wzmmean = selmonmean(sic_Wzm, 40)\n",
-    "sic_Szmmean = selmonmean(sic_Szm, 40)\n",
-    "\n",
-    "f1 = ax[0].contourf(albedo_Wzmmean.lat,albedo_Wzmmean.month, albedo_Wzmmean,levels = ticks,cmap= cmap,norm=norm)\n",
-    "f2 = ax[1].contourf(albedo_Szmmean.lat,albedo_Szmmean.month, albedo_Szmmean,levels = ticks,cmap= cmap,norm=norm)\n",
-    "\n",
-    "c1 = ax[0].contour(sic_Wzmmean.lat,sic_Wzmmean.month, sic_Wzmmean, levels=[0,0.5,0.999999],colors=\"orange\",linewidths=1)\n",
-    "c2 = ax[1].contour(sic_Szmmean.lat,sic_Szmmean.month, sic_Szmmean, levels=[0,0.5,0.999999],colors=\"orange\",linewidths=1)\n",
-    "plt.clabel(c1,fmt='%1.1f',colors=\"orange\")\n",
-    "plt.clabel(c2,fmt='%1.1f',colors=\"orange\")\n",
-    "\n",
-    "ax[0].set_xlim(35,70)\n",
-    "ax[0].set_title(winton_exparray[ind])\n",
-    "ax[1].set_title(semtner_exparray[ind])\n",
-    "cbar = plt.colorbar(f2,ax=ax[1])\n",
-    "cbar.set_label(\"surface albedo\")\n",
-    "\n",
-    "ax[0].set_ylabel(\"month\")\n",
-    "ax[0].set_ylabel(\"month\")\n",
-    "ax[0].set_xlabel(\"latitude [°]\")\n",
-    "ax[1].set_xlabel(\"latitude [°]\")\n",
-    "plt.savefig(\"plots/hovmoeller_albedo.png\",dpi=300)\n",
-    "plt.savefig(\"plots/hovmoeller_albedo.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 0, 'latitude [°]')"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 576x864 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# hovmoeller plots of snow thickness\n",
-    "fig, ax = plt.subplots(2,2,figsize=(8,12), sharey = True, sharex = True, constrained_layout=True)\n",
-    "axind=0\n",
-    "\n",
-    "colors1 = np.linspace(0.0, 1.0, 12)\n",
-    "colors = np.append(\"darkblue\",colors1.astype(\"str\"))\n",
-    "\n",
-    "#ticks=[0,0.01, 0.5,1,1.5,2,2.5,3,3.5,4,4.5,5,10,20]\n",
-    "ticks=np.linspace(0,2,11)\n",
-    "\n",
-    "cmap= mpl.colors.ListedColormap(colors)\n",
-    "norm = mpl.colors.BoundaryNorm(ticks, cmap.N)\n",
-    "\n",
-    "\n",
-    "for ind in [1,0]:\n",
-    "    hs_Wzm = get_var(winton_zmsimarray[ind], \"hs_icecl\")\n",
-    "    hs_Szm = get_var(semtner_zmsimarray[ind], \"hs_icecl\")\n",
-    "    \n",
-    "    sic_Wzm = get_var(winton_zmsimarray[ind], \"sic\")\n",
-    "    sic_Szm = get_var(semtner_zmsimarray[ind], \"sic\")\n",
-    "    \n",
-    "    hs_Wzmmean = selmonmean(hs_Wzm, 40)\n",
-    "    hs_Szmmean = selmonmean(hs_Szm, 40)\n",
-    "    sic_Wzmmean = selmonmean(sic_Wzm, 40)\n",
-    "    sic_Szmmean = selmonmean(sic_Szm, 40)\n",
-    "    \n",
-    "    f1 = ax[axind,0].contourf(hs_Wzmmean.lat,hs_Wzmmean.month, hs_Wzmmean,levels = ticks)\n",
-    "    f2 = ax[axind,1].contourf(hs_Szmmean.lat,hs_Szmmean.month, hs_Szmmean,levels = ticks)\n",
-    "    \n",
-    "    c1 = ax[axind,0].contour(sic_Wzmmean.lat,sic_Wzmmean.month, sic_Wzmmean, levels=[0,0.5,0.999999],colors=\"orange\",linewidths=1)\n",
-    "    c2 = ax[axind,1].contour(sic_Szmmean.lat,sic_Szmmean.month, sic_Szmmean, levels=[0,0.5,0.999999],colors=\"orange\",linewidths=1)\n",
-    "    plt.clabel(c1,fmt='%1.1f',colors=\"orange\")\n",
-    "    plt.clabel(c2,fmt='%1.1f',colors=\"orange\")\n",
-    "    \n",
-    "    ax[axind,0].set_xlim(35,85)\n",
-    "    ax[axind,0].set_title(winton_exparray[ind])\n",
-    "    ax[axind,1].set_title(semtner_exparray[ind])\n",
-    "    cbar = plt.colorbar(f2,ax=ax[axind,1])\n",
-    "    cbar.set_label(\"snow thickness [m]\")\n",
-    "    axind+=1\n",
-    "ax[0,0].set_ylabel(\"month\")\n",
-    "ax[1,0].set_ylabel(\"month\")\n",
-    "ax[1,0].set_xlabel(\"latitude [°]\")\n",
-    "ax[1,1].set_xlabel(\"latitude [°]\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 576x864 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# hovmoeller plots of reflected sw radiation\n",
-    "fig, ax = plt.subplots(2,1,figsize=(8,12), sharex = True, constrained_layout=True)\n",
-    "axind=0\n",
-    "\n",
-    "colors1 = np.linspace(0.0, 1.0, 12)\n",
-    "colors = np.append(\"darkblue\",colors1.astype(\"str\"))\n",
-    "\n",
-    "#ticks=[0,0.01, 0.5,1,1.5,2,2.5,3,3.5,4,4.5,5,10,20]\n",
-    "ticks=[0, 0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8]\n",
-    "\n",
-    "cmap= mpl.colors.ListedColormap(colors)\n",
-    "norm = mpl.colors.BoundaryNorm(ticks, cmap.N)\n",
-    "\n",
-    "\n",
-    "for ind in [1,0]:\n",
-    "    albedo_W = get_albedo(winton_simarray[ind])\n",
-    "    albedo_S = get_albedo(semtner_simarray[ind])\n",
-    "    \n",
-    "    sic_W = get_var(winton_simarray[ind], \"sic\")\n",
-    "    sic_S = get_var(semtner_simarray[ind], \"sic\")\n",
-    "    \n",
-    "    albedo_Wmean = selmonmean(albedo_W, 40)\n",
-    "    albedo_Smean = selmonmean(albedo_S, 40)\n",
-    "    sic_Wmean = selmonmean(sic_W, 40)\n",
-    "    sic_Smean = selmonmean(sic_S, 40)\n",
-    "    \n",
-    "    ax[axind].plot(sic_Smean.month,sic_Smean)\n",
-    "    ax[axind].plot(sic_Wmean.month,sic_Wmean)\n",
-    "    \n",
-    "    axind+=1\n",
-    "    #c1 = ax[axind,0].contour(sic_Wzmmean.lat,sic_Wzmmean.month, sic_Wzmmean, levels=[0,0.5,0.999999],colors=\"orange\",linewidths=1)\n",
-    "   \n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 0, 'latitude [°]')"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkgAAANoCAYAAAA7xRUtAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAADWkUlEQVR4nOzdd5xc1Xn/8c+zu2qrLq16BwRCiCbUEBJgQKa44LiCGy4JcRLbpDkmcdySOMaJU+zYP9tyxWDjjo1tUQUCFQQSIESRQIAo6r3X1T6/P+4dNDuaujv33inf9+u1r92Ze++cs2Vmnn3Oc84xd0dEREREjmtIugMiIiIilUYBkoiIiEgGBUgiIiIiGRQgiYiIiGRQgCQiIiKSQQGSiIiISAYFSCUys7Fm5mbWlHRfpHKY2Z1mdl3S/agXeh7WFzP7kZn9W57j+8zspDj7VAwz+4KZ3Rp+PTrsZ2PS/ZLiKEASzGyGmd1rZjvMbKuZ/dLMhmU5r6uZrTazdRn3PxBet8fMnjSzq9OO/VP4opD6OGhmbWbWEsf3Fhd3v9Ldby7mXDNbYGZ/GnWfpLqEz69fmdnLYfB3cZZzJpvZQ+FzabOZ3ZB27BwzW2hmu81snZl9LuPaT5jZ2vB5utzMZkX/XcXD3Xu5+0tJ9yMfd3817OexpPsixVGAJAD9gbnAWGAMsBf4YZbzPgVsyXL/DcAwd+8DXA/cmgqw3P3fwxeFXu7eC/gKsMDdt5X/2xCpeouA9wObMg+E/1TcBXwHGAicAtyTdspPgYeAAcBFwF+Y2VvDa6cDNwHvBPoC3wduVzZDJDcFSKHwv7ZPmdlKM9tvZt83syHh0MleM7vPzPpnuW64md0RZl9eMLM/K6KtaWb2sJntMrONZvYNM+uadnxOmKnZHR57MJVxSE/ZhrfbDTWY2YfNbFXY55fM7M8L9cfd73T3X7r7Hnc/AHwDuCCjz+MIXri/nOX6le7emroJdAFGZfm+DfgAcHPafQvM7Mtm9mj4/f7OzAZkfG/Xm9mG8Gf1d2nXfiHMdt0afr9PmdmpZvaPZrbFzF4zszeG515jZssz+vM3ZnZHrp+LmY0Lf0cN4e3vmdmWtOO3mtlfp30fqd/Rh8xskZl91cx2hv+1Xxke+xIwG/hGmAX4Rnj/TDNbFv4MlpnZzIyf0b+a2eLw+7zHaiwDl1Lnz8Mj7v6/7r4IyJZl+Fvgbnf/ibsfdve97r4q7fhY4CfufszdXyQIts5IO/aMuz/mwfYJPwZagMFhfyv2eZimv5n9MWzjETM7Oe0x3MxOCb/uYWb/ZWavhN/LIjPrER6bYWZLwt/5k5YlS5cp/Ju8LOP7TQ2bpX4215nZq2a2zcw+k+NxMv9GFpjZv4X92WdmvzezgWb2EwuyfMvMbGwRPxeJirvrI9hu5WVgKTAEGEGQKXkcOBfoBtwPfJ7ghcaBpvC6B4H/B3QHzgG2ApcWaOs8YAbQFD7eKuCvw2MtwB6C//S6AH8DtAJ/Gh7/AnBr2mNl9udNwMmAEfwXeQCYXOLP4q+BpRn3/QH4E+BiYF2Wa/4AHAr7chfQkOWcC4F9QK+0+xYA64FJQE/g16nvL+17uy08dmb4870s7WdxCLg8/Fn+GFgLfCb82f0ZsDY8t5kgMzY+re1lwDUFfhavAueFXz8HvAScnnbs3LTvI/U7+hBwNGy/EfgLYANgmeeGtwcAOwmCxybg2vD2wLTzXwROBXqEt29K+jmj52F0z0NgHXBxxn33A18DloQ/l98Do9OO/ztBlqgLcFr4GFPDY32Ax4Dp4d/kJ4AnMv4mK/l5+CNgBzAtbOMnwM/SjjtwSvj1N8PvZ0T4vc4M/3ZGANuBqwiSA3PC24OK+Ju8LO3267/7tJ/Ndwmem2cDhzn+GpHt3Ka0n/kL4d9JX+BZ4HngsrSf4w+Tfk7W80fiHaiUj/BJ8L60278GvpV2+xPAb9P/yAmyJMeA3mnnfRn4UYlt/zVwe/j1B0kLTgheYNdR5Atzlsf+LXBDCX05K3whmp12358Ad4VfX0yWACk81gW4EvibHMe/n/mzIePNHpgIHAlf2FLf24S04/8BfD/tZ3Fv2rG3EARgjeHt3uH1/cLbtwKfC78eT/BC3Vzg53ELwX/uQwkCpP8APgaMA3YRBoKcGCC9kPYYzWE/hmaeG97+APBoRrsPAx9KO/+f0479Zer3UWsf6HmYOj9bgPR8+Dc3lSAQ/DqwOO34TII33NawL1/M6P8/EQTurcA2wuAp7W+skp+HPwK+l3b7KmB12m0nGHJsAA4CZ2d5jE8Dt2TcdzdwXRF/k4UCpJFpxx8lDPhynJseIH0m7br/Au7M+DmuSOq5qA/XEFuGzWlfH8xyu1fG+cOBHe6+N+2+Vwj+U8kpTD//wcw2mdkegv/8UkMmw4HXUud68Ex5LcvD5HrsK81saTjUsIvghaSo4ZgwRX0nwQv5wvC+ngQvhp8odL27H3X3O4HLLax9SHvsHsC7SBteS5P+/b1CEGi15Dk+PO125u9omx8vgjwYfk793n5KkJ0BeC/wWw+GFPN5kCAovJCgvmMBQUbgImChu7fluO71GpK0NjL/flKGE3xf6TL/jtJrUg7keaxaUNfPwzwOEgRwy9z9EPBFYKaZ9Q2Hw+4C/oUgeBpF8Dz8y/DaPwU+QjDk1pVguPwPZpb+XKrk5yEU9xxoIfj+X8xybAzwrnB4bVf4e5kFnDAhpQM6+vws9W9dYqQAqXM2AAPMrHfafaMJUtX5fAtYTZBm7kPwn52FxzaSVr9jZkb7ep79BBmJlKFp53Yj+I/7q8AQd+8HzEt77JzMbAxwH/Cv7n5L2qHxBP/5LDSzTcBvgGHhm8rYHA/XRJA2Tvd2gszUgiznp39/own+y92W5/iGfN9LHvcALWZ2DsEL9E+LuOZBgpqhi8OvFxHUZ10U3u4Iz7i9geDFO10xf0cSqJnnYQEraf+3k/ragJOAY+7+Y3dvdfd1wM8IAjMIhn5+7+7Pu3ubu98Vfo8z0x6vkp+HxdpGMNyX+foDQYB3i7v3S/vo6e43FXjMnL9rqW0KkDrB3V8jqAf4spl1N7OzgI8SjI/n05ugvmGfmU0gqFFJ+SNwhpm9PSzm+yTtn5ArgAstWFOjL/CPace6Eoy1bwVaLSgMfmOh78PMRhDUN3zT3b+dcfhpghfGc8KPPyX4L+cc4DUzmxD+t9zDzLqY2fsJsi2ZwcN1wI/D/8Qzvd/MJppZM8F/wL/y9lNhP2tmzWZ2BvBh4OeFvqdsPCgk/xXwnwR1P/cWcc0agv/k3g885O57CL7/d9DxAGkzwRtayjzgVDN7r5k1mdl7CIY4/tDBx68rtfI8hCC4MrPuqccJv59UYPVD4E8smM7fBfgssMjddxEMv1n4N9RgZkOB9wBPhtcuA95kZidZYA5BTdvTac1X7POwhMduA34A/LcFhfuNZnZ+GLTeCrzFzC4P7+9uZheb2cgCD7sCuCZ8fZtCUJcmdUABUuddS5Bh2QDcDnze3Qs94f+eILW8l6C47/UXGg+mv7+LoNhyO0EGZ3Ha8XvD81cSFF3+Ie3YXoIX8l8QFPm+FyhmdsifErxhf97S1iwKH7PV3TelPgiyQG3h7WME/71+gaBodCvBlP/3uPvjqQcPA7BLCIoOs7mFoMZgE0F6/JMZxx8kqK2YD3zV3e+h435KUAT5Sz8+866QB4Ht7v5q2m0jKHLtiK8B77RghtvX3X078Gbg7wh+5/8AvNm1FEIpauF5CEGd20GC4cG7w6/HhI97P0GW648Ez7dTwscmDNzfTlBMvpPgTf1p4Evh4/6YIKO0gCAo/Drw5+6+Oq3tSn8eFuvvgacIgsIdBEuLNISB9NUEP8OtBBmlT1H4ffCzBBmpnQTDmuXMeEkFS81gkApmZgsICv2+l3Rfyi3f9xYO4a0FukTwIipSEj0P9TyU+qIMkoiIiEiGyAIkM/uBBYuEPZ12339asPDaSjO73cz6RdV+0ixY2G5flo9/Sqg/mVt+pD7uTKI/lcTMnsnxs3lf0n2TztHzsHok+TzM0e4+M5sdddu1yMyuMLPnLFi09cYsx83Mvh4eX2lmk8P7u1uwWOmT4d/DF+PvfVo/oxpiM7PUooA/dvdJ4X1vBO5391Yz+wqAu386kg6IiIhIrCzYvuZ5goU41xHUgl3r7s+mnXMVwdIxVxEsXvo1d58eTkjo6e77wokIiwiWnVka9/cBEWaQ3P0hggK59PvuSRvDXgoUmj0gIiIi1WMawUK5L7n7EYLJAVdnnHM14azmMPjpZ2bDwtv7wnO6hB+JFUonWYP0EYJFCUVERKQ2jKD9oqLrOHHR1pznhEswrCCYqXmvuz8SXVfza0qiUQs282slzzolZnY9wc7w9OzZ87wJEybE1LsMh7fD0d3Q66Tsx9va4Mkn4eyzoSGGeNPbYNeT0O9sWP0cjBoFvSpgsdU9q2B7F+jdD1pqch/VuvTYY49tc/dBxZ6f/rxtbrbzTjr5+EvM7rbuuS4rWd+GQ2V9vHLZ09q+T4eOdjnhHD+a/3XCurRfnL17l6MnnNOn6VAHetd5fRuSaTddt65nJd2FilfK8/bCi7v7zh25NgQ40dNPHX2GYDHOlLnuPjftdrYFUTOzQDnPCZePOSesUb7dzCa5+9NZzo9c7AGSmV1HsObLpTkWDQQg/IHPBZgyZYovX74816nR2vcS3HMB/MkysBwL4c6cCf/2b3DJJfH06e7pcM5/wP/cCd26wRcTrWML3Hcx3D4URp8Ln1ZZWa0ws8wtUPJKf96eeVZX/82848HyvH0Ty9avq3o9W/bHLIf7t534j9yqTUPa3W7d0HzCOemahrffdeP0oZtPOOeSltUn3FdrUr/jTONHJvReUEVKed7u3NFG+vO0kFNHbTzk7lPynLKO9quuj+TEVdcLnuPuu8LlJ66g/YKmsYl1iM3MriDYMPCtRe69k7ye48AaYF+2rX1Cs2fDwoXx9WnQbNi6EC69FO67L75282lshn49YJvWNhQpp8wAC7IHYrVm3r6Jr39IVVkGjDezcWbWFbiGExdKvQP4YDibbQaw2903mtmg1Ox2C/bvvIxgO6BERDnN/zaCHclPM7N1ZvZR4BsEy/vfa2YrzCxzW4vKYxYEJFvyBEBxB0iDL4QtD8GsWcHw3p498bWdS1Mz9OuuAEmkkwplmOpReqC0Zt3wAmdLksKJWB8nWAl+FfALd3/GzD5mZh8LT5sHvESwMvt3gdSmysOAB8xsJUGgda+7J7blUmRDbO5+bZa7vx9Ve5EaPBu2LoKTP5z9+AUXwLXXwtGj0OXEmoOyG3QBLHk/dOsC06fDQw/Bm98cfbv5NPWEgT3g1eeT7YdUrKt6PVvz2YBLWlbXRXZHJB93n0cQBKXf9+20rx34qyzXrQTOjbyDRdJK2sVIDWnl0r8/jB0LK1bE059uA6HnGNj5RDDMNn9+PO3m09gMZwyFZcugVbsRSDxy1alUsswao2wys0j1OsyWqdYDbKksCpCK0fcMOLQVDm7KfU7sw2zhsN9ll1VGHVJTM/RpgNGjg2E/kYhUY1Ak5aMgSeKiAKkYDY0waGYwzJZL7IXaF8LWh+C882DdOtiUJ3iLQ2MztO6P/+cgUuGyzUIrl3rMIonERQFSsQbNLhwgLVoEEW3dcoJUXVSDwcUXw/33x9NuLk09ofVAUDiuAEnqWLmm4BczzFavvrb6sqS7IHVAAVKxBheYyTZyJPTsCc89F09/mkdAl76we1VlDLM1NcOxA8czSHEFilJVohge05CbiERBAVKxBkyBvc/B0TxT6pNaDykVICUZlDQ2Bxmk0aOhRw94XrPZRDpLxdoiyVGAVKzGbtB/Mmx9OPc5Sa2HdOqpwZYna9bE13ampp5BDRIcH24UERGpUgqQSjG4wHT/JDJIWx4Kvk56mC01xAaqQ5K6V6gOqZip/pKf6pAkagqQSlGoUHvCBNi7N5hVFofep4Afg/0vw5w5cO+98bSbTWqIDTSTTfKqxzqkzsxkU7G2SDIUIJVi0EzYsRyOHc5+3CzInsQ1vGTWfj2kBQuSW6QxPYN0+umwaxdsyNyfUKRzKj0QSorqkETKTwFSKbr0gd6nwo7Hcp+T1HpIQ4YEBdLLlsXXdrr0GqSGBg2ziYhIVVOAVKpBsyqrDil9+YEkh9nSh9hAhdoiZaRhtuxUhyRRUoBUqsGzYUueN/5zz4W1a2Hnznj603cSHNoSbIOSZICUPsQGyiBJXvVQh1SuBSOLpWE2kfJSgFSqQbNh22LwtuzHu3SBadNgyZJ4+tPQCIMuCIrHZ88ONszduzeettOlVtJOmTwZXnwxqEUSkbJTFkkkWgqQStVjKHQdCLufyX1OIushLYTm5iA4W7AgvrZTGpvh2P7jt7t2halT4wsURSpc5ky2Uqf6Zw6ziUi0FCB1RKFtRxJZUTtcDympYbaGrsGSA21Hj9+n6f4isarHYTbVIUlUFCB1RKFC7RkzgqGugwfj6c+A82DvC3Bkd3IBklmYRUr7nlWoLXlUWs1QFKKuQ9Iwm0h0FCB1xKAwg5Rr77OePWHSpPim3Dd2hYFTYevioEh869b4FqtMl1mHNGMGPPEEHDoUf1+kLtV60KVhNpH4KEDqiN6ngLfC/ldynxP3LK7UxrUNDXDppclkkRqbj6+FBNCrV7BoZFJrM0lNqfXgJ5fmdXqZFkmCnnkdYXY8IMkliULtrQmvh5Q51R9UhyQSscxhNtUhiZSHAqSOKlSoPWsWPPwwHDsWT39aZsCOJ6D1YBAg3XcftOVYiiAqmUNsoDokyaveskKl7smWLXukYTaReChA6qhBs/JvXNvSAiNGwMqV8fSnqSf0mwTbH4UxY6Bfv/jaTskcYgO44IJgqn9cgaLUvUoLuspRqK1hNpH46VnXUf3OhoPr4dC23OckVYcEyQyzZRtiGzwYhg6Fp56Kty8iVaDUtZBy0TCbSPkpQOqohkZoOT9/Finpfdnuuy++tuHE/dhSVIckUrJ8WSMNs4lETwFSZxRbqJ1rOYCy92cWbF8Kba3whjcENVBxTrFv6nliBgkUIImUgYbZ8lOhtpSbnnGdUahQe8yYYG+2F16Ipz/dBkLzKNj1JPTtG6zFtHhxPG1DMMSWWYMExwu14woUparUw8a16Uot1BaRZChA6owBU4M92bIFBRAsBxD3LK5Bs2FLQtuO5BpiGzs2+Fm89FJ8fZGaUskBTxSKyRZlDrOpDkmkvBQgdUZTD+h/DmxbmvucuAu1M+uQ4gyQcg2xpQJFDbNJnSrXliMaZhOJj55tnVWRG9eGw1nTp8OLL8K2PDPtyqkpRwYJFCCJSORUhyTlpACpswoVap9xBmzfDhs3xtOfnqOCTM6e54L6pwsvhPnz42k72zpIKQqQJI96q0PKJzNL1Gt97gVfNcwmEp2mpDtQ9QbNhMXXQNtRaOhy4vGGhmCxxMWL4Z3vjKlPF8C2JdB3QrAv2/z58J73RN9uQxfwo9mPnXoqvPpq9H0QSVMoSJq3b2JMPcmtafiBkqbtN69r4MDImFfJryJRZpFSf0/jR26IrA2pHMogdVbX/tBrXLDNRy5x1yENnA7bHwm+fsMbYMGCmBq23DPVunWDI0c0k00EzWSrJlf1evb1D6kvCpDKodI2rh04HbaFAdKkSbBjB6xfH327ZkCOAMgMunYNgiSRDIUyOVFleuJ80ytXoXYmDbOVX6GgaM264TH3SJKgAKkcCgVIU6bA88/Dnj3x9Kf/ObB3DRzdFwzxXXQRPPBADA1b/sPdusW7cKVIjSp1NpuCpOIoUyTpFCCVw+BZx2eOZdO1axAkPfxwPP1p7Ar9zoIdjwW3Yx1myzOE1r27AiSRAqKqL1KQJHExsyvM7Dkze8HMbsxy3Mzs6+HxlWY2udhr46QAqRyaR0JTb9iTJ4Uedx1Sy/Rg2xGAiy+OL4OUr8ZIAZLI64qtQ9o3ovOLRqbcv22CAqUclDkqDzNrBL4JXAlMBK41s8wx8iuB8eHH9cC3Srg2NgqQyqXi6pBmHK9DOuMM2Ls3+llkVmCITQGSdEIt1CHl0jQ8x/pheXRm0UgFSe115G9AdUg5TQNecPeX3P0I8DPg6oxzrgZ+7IGlQD8zG1bktbFRgFQuhRaMPP98eOwxOHw4nv6kMkjuQeBy8cUxDbMpgySSS1SF2h2hIClQCQFyjRkBvJZ2e114XzHnFHNtbLQOUrkMmg3PfCn38T594LTTYPnyYF2kqPUcC22tcGBdsHhkKkD64AcjbDTPLDZQgCRSZulrIrVuaG6XiVq1aUjBYbz7t02oqKBN4re7rXuJ2dmNLWa2PO2Oue4+N+12tqGEzDeGXOcUc21sFCCVS5/TglWk978WBCTZpDaujSNAMoOWGcF6SD1HBW1+/etRN5r/cPfu8WXQRKQo6ZmkeguWlD3qkG3uPiXP8XVA+pvgSCBzZc1c53Qt4trYaIitXMxgUDibLZckF4ycNAk2bAi2PYlSviJtTfOXLCphNeuk3igrbcHIVBF3PRRzl+N3rjqkrJYB481snJl1Ba4B7sg45w7gg+FsthnAbnffWOS1sVGAVE7FFGovXgxtMW0T0DIdtoUz2Robg81rly6Nrr18C0WChtik0yohmOqscmdp0ou1i53NVqxaDZaUOYqOu7cCHwfuBlYBv3D3Z8zsY2b2sfC0ecBLwAvAd4G/zHdtzN/C6zTEVk6DZ8NLP8x9fMgQGDQInn4azjor+v4MmAo7nzi+T9z558OSJfCmN0XUoGaxidSqVJBUb8NwUjp3n0cQBKXf9+20rx34q2KvTYoySOXU/1zY/zIc2Zn7nFQdUhy69oWeY2DX08HtmTODAClKWgdJpEPSC6wreTPaas8mKXskxVKAVE4NTUHdz9bFuc9JpA4pHFabMSOYRdfaGlFjGmITSUKUw2zZVOuwWxTBkeqQapcCpHIrtB5SasHIuHa1T9+4tl8/GD0aVq6Mpi0tFCkxqLUFI+Mo1I4iSILqDZREiqEAqdwKFWqffDIcOwYvvxxPf1pmHM8gQQzDbMogiRSSRB1PVEESVP+wm0g2CpDKrWU67HwSWg9mP24Wbx1S3zPgwPrjdVEzZ0a4aW6Bvdi6ddM6SCIRyTfMJqo9ktIpQCq3pp7QbxJsfzT3OXHWITU0wYDJsH1ZcDs1ky0SGmITqWTKIokUTwFSFCpy49pwmO3UU2HPHti4MaLGNMQmxetoPVGt1SGldGTT2lJFGSTVKxVq1yYFSFEoVKh91llBgLJ1azz9aUlbUbuhIcgiRTHMpoUiRYpWrjqkXuuzLwmQb5hNQZJIYQqQojBoVlAY3ZZjOn1jYxCkxFWHlNpyJFUfFNkwW4EaJAVIIlllm8nWkbWQ0uuQColq+n8lSjozKNVJAVIUug2E5pGwK890+jgLtZtHQGMP2PdicDuOBSOzUYAkUlGUSRLJTQFSVAbNyj/MlsSCkan1kKZOhSefjGBGWYEhNm1WK2VUq3VIpUgNr3VkmC0qlZpFiprqkGqPAqSoFCrUnjYNnn0W9u2Lpz/pK2r36gWnnQaPP17eNoqpQdI0f5FIlTLMBkEWqZYzSdUU8EplUYAUlcFhgJSrJqd7dzjnHFi6NPvxchs47fhUf4homE3T/EVKEceCkcVmkVKBUq0HTCLFUoAUlZ5joKEb7H0h9zlx1iENmAy7noJjR4LbUS0YqSJtkU4pdqp/5rBarmG2jupMsFSvw2xSWxQgRWnQrPzDbHHWIXXpDb3Gwu6ng9vnnw+LF5d3TzhN85cSlKOGSHVI2WUOs3W2FkkZpeKoDqm2KECK0uACdUgXXACPPgpHj8bTn/RhtrFjg8+vvFLGBjTEJtJRcWxa2xmlBkmVkEWq9kBXkqUAKUqDCiwY2a8fnHRS+YulcxkwFXaEAZJZRHVIyiCJlKIjdUjpw2m91+bY9zFDOWa0KZMk9UQBUpT6ToQjO+Bgnm094qxDGji1faF22VfULmKzWgVIIkUrdbHI9MAp22w2BUkixVOAFCVrgJYLYGueACjOOqR+ZwVF461hEWi5M0imITapHZU6PFPuYuyOKDZIqoRhtripDql2RBYgmdkPzGyLmT2ddt8AM7vXzNaEn/tH1X7FKLQvWyqD1BbDi15jtyCrtfOJ4PbkybB6NezfX8ZGtA6SxCuqQu1qkBpeK3aYDcq3eGSlZ5IqNcCV6hFlBulHwBUZ990IzHf38cD88HZtK7Rg5IgR0KdPEKjEIX2YrXv3YOPcZcvyX1M0zWITKYdip/pnU0yGKc4VtusxiyS1IbIAyd0fAnZk3H01cHP49c3A26Jqv2IMOA/2roEju3OfM3t2fMNsA6ZGuGBkgSG2pqYgU9aaYxNfkQoTdxai0Ey2UofXSl1Vu1SVnkUS6YymmNsb4u4bAdx9o5kNznWimV0PXA8wevTomLoXgcauQVCybQkMvzL7ObNnw4IF8Od/Hn1/+p8Fz33t+O3zzoPf/rZ8j5+vSNsMunQJljVoivtPT+KQ/rwdPqIx4d6URypIqrShvMxhtd5rD7J3XI+ir2/d0NypTFXKqk1DKn6JgriVow6p1L83DSmWX8UWabv7XHef4u5TBg0alHR3OmfQrMKF2nHNZOs+DA6lvZiddBKsXVuexy5UpF3sOVK10p+3AwZU7MtLxSnHliOlBEflViiTlMQwW6UFtKWo5r7XkrhfwTab2TCA8POWmNtPRqFC7dNOgwMH4LXXou9L90FweBu0HQtujxtXvgBJRMqu1Kn+pYizFikJ8/ZNVLAhHRZ3gHQHcF349XXA72JuPxkt58POx+FYjhlcZvFN92/oAl37B0ESwODBcPAg7NkTfdsiUjZJZoyyqeR6JAVK0hFRTvO/DXgYOM3M1pnZR4GbgDlmtgaYE96ufV16Q58JsGN57nPiXDCyx1A4tCn42kxZJKlqtVp7ka0+aN+I8r9k58sitW5oLluWqRJms6UCpfSPSlOJfapXkVXKuvu1OQ5dGlWbFW3QrGCYbdAF2Y/PmgU/+EE8fek+FA5ugv5nB7dTAdLZZ8fTvojkdPrQzbFnYwoFQanjhYq6q7FgO1dAUquBtxRPU4niMmg2vPQDci79dO65wcaxO3bAgAHR9qV7WgYJlEESkaKUa+ZbNVDgJJpmEpdBs2DrkuPF0ZmammD6dFi8OPq+9BimAEmkTpR7LaRaL+wuJMohMA2vVRYFSHHpMQS6D4bdz+Q+J64FI3uEQ2wpCpAkAeX4Tzyu/+b1xtVevtqkSi7WLpdK/HuoxD5VOwVIcRpcYNuRuNZD6j4UDm48flsBkkhF6+xU/6hW1C41m1QJhdrlooCk9ilAilOqUDuXGTPgySeDafdR6pGjBinfKtgiErtqqPfJlk2qhywSlHf5AAVclUcBUpxSG9fmCkSam+HMM+GRR6LtR2aRdp8+wUayW2Jat1OBmMgJ0lfTzjcTLNtU/2LWRIp6X7Z6puCmNukZE6deJwEO+/MMZ8VRh5RZgwTl3XIkH201ImWi2USlLxYZZ5BUL1mkFAVJxTGzAWZ2r5mtCT/3z3HeFWb2nJm9YGY3pt3/r2a20sxWmNk9Ztb5je9yUIAUJ7Mgi7QlT51RHAFSl35w7CC0pg3lqQ5JRKRTOhok1VlwdSMw393HA/PJsvaNmTUC3wSuBCYC15pZ6of0n+5+lrufA/wB+FxUHVWAFLdBs/IXal9wASxdCq2t0fXBLBxmS0vjK0ASqQsdySIVc02xBdu1VKidTZ0FOx1xNXBz+PXNwNuynDMNeMHdX3L3I8DPwutw9/R9sXoCkdVsKECKW6GZbAMHwqhRQbF2lHIVaotIRYpy09p8UsFRRwKrehtmS1GQlNcQd98IEH4enOWcEUD67u3rwvsAMLMvmdlrwPuIMIOklbTj1vfMoP7n0JZgXaRsUsNs550XXT+6Z1kL6Ve/iq49kTKqp/qjpuEHyr44Y/O6hqICrsygKHU7qWBN8pu3b2LJz409rd1LzOrNbzGz9I1F57r73PQzzOw+YGiWiz9TZCPZilVfzxS5+2eAz5jZPwIfBz5f5OOWRBmkuDU0QstM2Jpnxey4CrXTM0izZ8Mtt0TbpkiGegp0ShX1nmaFMkL5juc6li2QUxapPOdVkG3uPiXtY27mCe5+mbtPyvLxO2CzmQ0DCD9nmz69DhiVdnsksCHLeT8F3tH5byk7BUhJGDw7/3pIs2YFAVKU0+EzM0jNzTBsWHTtiUjVKGY4TcsGFFaFwU8c7gCuC7++DvhdlnOWAePNbJyZdQWuCa/DzMannfdWYHWW68tCf+FJKFSoPWZMsC7RmjXR9SEzgyQiVSPbWkgdkS3IKSXwaV7XUNT5mVmkWi/UlrxuAuaY2RpgTngbMxtuZvMA3L2VYOjsbmAV8At3T+3TdZOZPW1mK4E3AjdE1VEFSEkYOBX2rIKj+3KfE/UwW+ZikSKSVZxZgPTFIotV6lpI+XQ0K5R+Xb1vZpsp399PPWaY3H27u1/q7uPDzzvC+ze4+1Vp581z91Pd/WR3/1La/e8Ih+vOcve3uPv6qPqqACkJjd2h/7mwfWnuc6IOkHoMO3GxSJEqoLql8kplgTRkFp16DIRqgZ4RSRlUZB1SVJRBEqkaqT3ZNHuseilIqj4KkJJSaD2kiRNh1y7YkK1wvwy6DwkySEnsi6a92ESKEvVMtnIqNMxWr7PZclHAVPkUICWl5XzYvgyOHcl+vKEhWFV7UZ5tSTqjqUcw1Hd0VzSPn4v2YhOpOr3Wt9FrfXmzV/VYqK2gqLooQEpK137Q62TY+UTucyKvQ8qyaa1IzEqpKVL9UbLKHSTVo3n7JkYaKCkIKx8FSEkqNMymmWwikkO5pvoXkhkUKUiSeqEAKUmFCrUnT4YXXghqkaKQuVikiEgRcg25abq/1BIFSEkaNAu2LgLP8R9Z164wdSosWRJN+1osUqTqxDmTrVC2qNRskgq1pZooQEpS8/CgFmn3qtznzJ4dXaF2rgxS6wHYvADW3gIv/Rg23AkHNuQO5ERiUC/1R5mLRaZmsqWm+sel2OCnM0Nu9VioLdVDAVLSBs0Oski5RFmHlC2DtOEumHc2PPsfsG0p7FgGL3wX5l8Ma2+Nph8iUtXSgyQNs0mtaEq6A3Vv8GzY/ACM//Psx2fMgMcfh0OHgv3ZyilbBumxG+DS+6DnmPb3tx2DO8bBmPdAY7fy9kNEKooKsUWUQUpeoULt3r3h9NNh2bLyt50tg2QGDd2D4bS2Vmg7Ggy5Hd0FXftrmE1EROqCMkhJ6z0e2g7B/leh5+js56SG2WbPLm/b2ab5n/oJeOByGPGWMIvUBoe2wmu/gZM/quyRJCKp+qN6XFOmo9mjXuvbXl96oHldw+vF5K0bmtvVT63aNKSqVgiX+qUMUtLMjs9myyWqQu1ug+DwjiBTlHLqX8FFvw+2Itn7POxdA4094MLfwGmfBNOfjJRfvRRgl0sq+Cj3Wki5gqPeaw/Se+3BsraVokJtqVTKIFWCAVOCFbXHvjf78dNOg+eeK3+7DY3QpQ8c2QXdW4L71nwHxn0QTvv4iee7l2erEO3FJtIhTcMPxF74nB4Ypb7eO65HrH2oN7n+YcjMaOY676/L3aE6pQCpEjR0C4qgc1m+HM47L5q2/VgQKL3el65AjgCmHMGR9mKTmNTj8BjEt8K2xE+Z1njpmVQNoqg/Smk7GgZFoZM/DE1Z/kNV1kciVK/BTLWKarhNpJIoQKoGkQZIR8C6HL+95juwJxzOO3YYNt4Dr90O6+8I1kFq1QujSKVKOnuk5QGklihAqnRbtsDmzXDmmeV/bHfwVmhIC5Be+iFYOPLa2A0e+yQ8/w1Y/0d4+INwcEP5+yFSQL1nmKpx1lf6gpFSPA2jVQ7VIFW6RYvg/POhsbHwuaVqOxoEQ+l1QY3dgrqklO5DYcYPgin/+17UOkhSFeo9oIpD77UHiy7WzpzqL1INFOJXuiiH1zyj/gig60DYujgYXtv8IHTpezxgsob2wZOIVIykh9dEao2eUZUu6vqj9OE1gClfh7U/gt+Ph4ffH6x91Ouk4NjY90G3AdH0RUQ6RIGRSDQ0xFbJ9u6FVatg6tRoHj9zBhtA80i47MEgg5S5avZJH4qmHyJSsgMj216v80kqSCplmE2k2uhfj0q2dClMnlz+TWpTsmWQUrSliFQp1R9JtVKBdmVRgFTJFi6EWbOie/xsGSQRERFRgFTRoqw/gvwZJJGYKOMTrQMj217fuy0KWjRSapUCpEp15AgsWwYzZ0bXhjJIIlVH0+VF4qEAqVI9/jiccgr06xddG8ogSRVRpql0nc0cFZsdUhZJapECpEoV9fAaKIMkNUdBVHVYtWlI0l0QKUgBUqWKukAblEESqWFR1h1J+WkGW+VRgFSJ2tpg8WJlkEQkr1KCIAVMIqVRgFSJVq0Kao+GD4+2nbYjYMogidQaBUMinacAqRLFUX8E2TNIzz4bfIhUGdUfVYZe6xWcSW1QgFSJYguQstQg3XYb/OpX0bctgoIaEalcCpAqURwF2pA9g3TwIPTQ3koi1Srf8JqG3iRpZjbAzO41szXh5/45zrvCzJ4zsxfM7MaMY58Ijz1jZv8RVV8VIFWaV16Bw4fh1FOjb6vtiAIkqSrKOEktqrMZbDcC8919PDA/vN2OmTUC3wSuBCYC15rZxPDYG4CrgbPc/Qzgq1F1VAFSpVm0KMgemUXflh89cYjt0KHoNscViYgCp4AyRFIFrgZuDr++GXhblnOmAS+4+0vufgT4WXgdwF8AN7n7YQB33xJVRxUgVZq46o9AGSQRiVTzOr3FyAmGuPtGgPDz4CznjABeS7u9LrwP4FRgtpk9YmYPmtnUqDraFNUDSwctXAh/9mfxtNWWJYOkAEmkKil7JB1x6GiXUlc2bzGz5Wm357r73PQTzOw+YGiWaz9TZBvZhlA8/NwE9AdmAFOBX5jZSe7uWa7pFAVIlWT7dnjtNTj77Hjay5ZB0hCbSMVrGn6A1g3NQBAYlZKpKfV8kQzb3H1KvhPc/bJcx8xss5kNc/eNZjYMyDZEtg4YlXZ7JLAh7dhvwoDoUTNrA1qAraV8E8XQs6SSLF4MM2ZAU0xxqzJIUgNUf6TsUTWrswJtgDuA68KvrwN+l+WcZcB4MxtnZl2Ba8LrAH4LXAJgZqcCXYFtUXRUAVIlibP+CFSDJCJl03vtwbzHUxkvqXs3AXPMbA0wJ7yNmQ03s3kA7t4KfBy4G1gF/MLdnwmv/wFwkpk9TVC8fV0Uw2ugIbbKsnAh3HRTfO21HYXGjOG0gwc1xCaxUOZHpP64+3bg0iz3bwCuSrs9D5iX5bwjwPuj7GOKMkiV4uBReOopmDYtvjZz1SApgyQiInVOAVKleGYTnHUWNMeYhlYNklQhZZ46r5iapUJDZiK1TgFSpXhifbz1R5C7BklDbFIlFCwV1jT8QNJdEKlKiQRIZvY34R4qT5vZbWamd+REAqQcK2krgyRSU8oRJDW9uL4MPZF0dTiDrarEHiCZ2Qjgk8AUd58ENBJM4atfrceCIbYLLoi33cwMkruG2ERqSFLZo17rS1t24P5tEyLqiUjHJTXE1gT0MLMmoJnjC0DVp1XrYWhvGDAg3nbbjoKlZZCOHoWGhvjWYRKRxHRk7SRlkaSexP5O6O7rzeyrwKvAQeAed78n7n7E6sGrYfsjuY//cSdMPiO+/qQcO9B+mv+ePdCzZ8cfr5ilKKJZrkLqkOqP8lPtUWXRcFr1iT1AMrP+BLvyjgN2Ab80s/e7+60Z510PXA8wevTouLtZPkf3wub58KZVJ9b7pNz8EXjXtfH2C2D3s9AnLbW9YgWceWbnHtOybaHTgXOkKqU/b4ePaMx5XjmCm6t6PVvXQVL6diNxaT15ROGTgH0jShucuKRldUe6U3EUBNWWJMZSLgPWuvtWADP7DTATaBcghZvfzQWYMmVK9aYdtj0M/SdDz1HZj7vDw8vhG9+Jt19H98GBddDntOP3PfooTJ8ebbvKINW09OftmWd11S87IeXIHu0d16PdVP9ig6N6oECoPiQRIL0KzDCzZoIhtkuB5fkvqWJbFsKgWbmPP/dcsPbRqBwBVFR2rYS+E6Eh7U/gkUfgfe+Lvm1lkKQT9OZUPdLrnCp9yE9/V5IpiRqkR8zsV8DjQCvwBOF/nDVp6yKY+A+5jy9aBLPyBFBR2bkC+p9z/LZ7ECB9/evRtqsMkkikig1EmteVd47O3nHVM/tVwZAUI5HpSu7+eeDzSbQdq2NHYMcyaJmZ+5y4N6hN2bkC+p97/Parrwaf46j3UgZJJKdSprwnUYdUDqcP3Rx7mwqKpFRaSTtKOx6D3uOha9/c5yQaIJ1z/PaSJcE6TFEHL8ogSRnpTa+9ShjGKrVAO2pX9XpWfyfSIVrwJkpbF8KgPMHP+vXB1PrTT4+vTwBtrbD7GeiXNmNtyRKYmSfTVU7KIIlUnGyLO2YWalcTBUXSWQqQorRlIZz0wdzHFy2KJ2uTac9z0DwCuvQ+ft+SJfDe90bftjJI0gl608styexRtvqjjixEWQ76G5FyqaxcaC3xNti2OP8MtkqpP9q3D1avhsmT42lfGaS6Vs9rF9WruII3BUdSTgqQorL7Weg6AHoMy31OYgHSE+3rj5Ytg7PPhm7dom9bGSQps3p4U1y1aUjOY03DD1Rc9qgU5Voksh7+DiReCpCisnUhDM4T/OzaBS+9FF/WJl22Au246o9AGSSRHKpt09bM4KiYAu0kZrCJdIQCpKhsKVCgvWQJTJ0KXXJsPxIVd9i1IqIASXuxSXSUIUhGNa1vJFJOCpCi4F54BltSw2sH1oE1HR/6a2uDhx+G888vUwPKDolUmijWSsoXOMVdoK3gWaKgACkKB16FtiPQ+5Tc51TK+kfPPw/9+sGwPLVS5aYhNikzvUHGq5SsUiWszSTSEQqQopAaXssVCBw6BE88ATNmxNsvSL7+SENsIlJGCo4lKgqQolBoeG3ZMpg4EXr1iq9PKbtWtJ/iH3eABMogScnq4U2wWgq0c2WPKm0FbZHO0l90FPqeAcMuz308qeE1gB1PnJhBKlv9URGUQRKpWp0t2NYMNqkmCpCicNonoW+e/waTCpCO7ILDW6BXWBu1Ywe89hqceWbey8pOGaS6FeUikfWQZUpKKYFRnAXa+p1LIWZ2tpl9PPw4u5RrFSDF7dixYNbYrDwrbEdl10roeyY0NAa3ly6FadOgKcYdZ5RBEqlKHckeFSrQLtcikSLZmNkNwE+AweHHrWb2iWKv115scTt2DObOhUGD4m97xxMwIOH6I1AGSUpS71mCfKtod1Tzuur/37je/y6kKB8Fprv7fgAz+wrwMPB/xVxc/c+SatO1K7z73cm0HdkCkSVQBkmk5qhAWyqUAcfSbh+jhMX69FddT3augH7nBF+3tgaz6ZJYakAZJIlItWYVqmUGm0iV+SHwiJl9wcy+ACwFvl/sxRpiqxfHjsCe56DfpOD2U0/B6NHQv3+y/RKRqpaePcpXoF3OGWzVGghLvNz9v81sATCLIHP0YXd/otjrFSDViz3PQq9x0BRuORDJ8FqRw2fKIEmR9EYoIqUyswFpN18OP14/5u47inkcBUj1Ysfjx4fXIAiQLr00gobyBD+qPxKpKflqj6LaYkRBsxThMYL/2A0YDewMv+4HvAqMK+ZBVINUL7YtgZa0BSGTmsEmdSvKNZBqVTlmsEWxUa1IJXP3ce5+EnA38BZ3b3H3gcCbgd8U+zgKkOrF1sUw6ILg6w0bYM8eOPXUePugDJLEoNoyDNVaoK2Za1IFprr7vNQNd78TuKjYi/UX3hHV9kZ/eDscWA/9whWzH3442F6kIYFfv+qPRCpOr/WdX/261BW0O7JIZLUFv3IiMxtgZvea2Zrwc9aZQmZ2hZk9Z2YvmNmNafefbWYPm9lTZvZ7M+uTp7ltZvbPZjbWzMaY2WeA7cX2VQFSR6Te5N2h7Vj+cyvB1iXQMh0awpKzpIbXqi2wlETpzbBylZo90h5skuZGYL67jwfmh7fbMbNG4JvAlcBE4FozS43Rfw+40d3PBG4HPpWnrWuBQeF5t4dfX1tsR1WkXapjR+C5/4PdT0G3gdClL/Q6KRi+6lVU3Vf8ti2GlguO316yBL785WT6ogySSFmdPnRzJKttd0ZUBdpSE64GLg6/vhlYAHw645xpwAvu/hKAmf0svO5Z4DTgofC8ewnqjD6braFwttoNZtbL3feV2lFlkEq1/C/hlZ/C5vmw9hZ48XvwxN/DvbPghe8l3bvsti6GweHeb4cOwcqVMHVq/P1QBkliUi/ZpyQyM0nVHtXL77QODHH3jQDh58FZzhkBvJZ2e114H8DTwFvDr98FjMrVkJnNNLNnCQKr1PDc/yu2o8ogleLYYXjt18GGr1eGv7t9L8POx+Hln8JjN8DQSysrk3TsMOx8AgZOD24//jicfjr07JlMf5RBEnldvgLtUrJClZhFkurgRxtKnenYYmbL027Pdfe56SeY2X3A0CzXfqbINrK9UaT+w/4I8HUz+xxwB3Akz+P8D3B5eB7u/qSZXVhkHxQgleTYIeg2GLwV9rwA3QcHH0PnQJ/TYesiePYrMO3bSff0uB2PQ+9ToUvv4PaSJUGBdhKUQZIiKVtQWCVlj0ot0Jaqts3dp+Q7wd0vy3XMzDab2TB332hmw4AtWU5bR/vM0EhgQ/jYq4E3ho91KvCmAn15zdr/Y1504bACpFJ06QNnfQme+hw8/D7odzb0GA5HdsOOZdA8GnqfknQv29v9NAyadfz2kiXwrncl1x9lkEQ6TUXPUsXuAK4Dbgo//y7LOcuA8WY2DlgPXAO8F8DMBrv7FjNrAP4ZyJeReM3MZgJuZl2BTwKriu2oapBKYQZj3gkzfgDdh8KWB+HlnwRDbF16Q/9zYMw1SfeyvVP+DM773+Br92gzSF4gMD9WBTP+JBJJLBJZb1moqIOmjmaPFMxJhpuAOWa2BpgT3sbMhpvZPAB3bwU+TlCAvQr4hbs/E15/rZk9D6wmyCr9ME9bHwP+iqB+aT1wTni7KMoglcodWmbARb8L6nv2rIaDG6DXKcFstobGpHt4Igtf2J54Avr0gbFjo2ln19PQJ8+id089BaedFk3bIlWm3AtEdqYGad+IhrxrIZUSHBUzg60jayBJbXD37cAJ+1y5+wbgqrTb84B5Wc77GvC1ItvaBryvo31VBqlU6XU0jd2g/9kw/Eo4vBXW/z65fhXjD3+AN785usffuhAGz859fNEimJ3nuEgZaWuT0uwb0ZDzI2n1lg2U8jCzk8LFJLea2RYz+52ZnVTs9cn/5VebhgbY9RRsuAu2PQp7ng/u3/0s7F2TbN8K+f3v4S1vieaxjx2B7cugJc8ClAsXKkASqQDlKKouJnuk4TVJ2E+BXwDDgOHAL4Hbir1YQ2yleO12ePY/4NhBghmHjdB9IAy9AvqeDoMqePPXjRvhhRdg1qzC53bEzseh18nQtW/24+5BBulrRWVGRWpaMcNrlTx1X7PWpEqYu9+SdvtWM/t4sRcXHSCFleBj069x9x8Xe33VazsKy/4Seo6FYZdDtxY4tBX2r4WXfgDNo2Ba0etPxe83v4ErroAuXaJ5/C0Fhteeew569IBROdf0EpEirdo0pNPZmQMj22heV/ogQrHBUa7+lVp/pOE1KZWZDQi/fCDcx+1nBFmN9wB/LPZxigqQzOwW4GRgBcfXEHCgfgKk7Y/CkV3whm8HdUcAR/fBvpdgzTdh/bxg0cheRQ9vxscdvvnN4CMqWxfB2Dy1cKo/EgHKX5xdKbS9iFSQxwhilNS6Mn+edsyBfy3mQYrNIE0BJrrX8Up/PcdAv7Ng8XthxJtg0IXQvQUaukK/c4KVtJtHFHyYRNx7b5A5uvjiaB7f24IAaeq3cp+j+iORilNqFklDa1IN3L0s21kUGyA9TbBs+MZyNFqVmkfCWf8CT30hmK224U7A4Nh+OLwDRl8TrFhdib7+dfjkJ6NbpHH3KujaD5qH5z5n4UL4dOZ+hFIPkphNphls5ZcvOCq2OFvT+yUOZvb2fMfd/TfFPE7eAMnMfk+QjuoNPGtmjwKH0xp5a65ra9Lwy2HIG2DXCtixAo7sCD6GXBrswVaJq0SvWQOPPgq//GV0bWxdCIPyZIfWr4fdu2FCbQ4tiBSrEofXiskilRIclZPqj6SD8k3XdqDzARLw1aK7Uy8au8LAacGHe2UGRem+8Q340z8NCqSjsnVREDjmsnBhMHuuQatKiJQi30y2chRq51LsUFq24EhT+yVp7v7hcjxO3gDJ3R8EMLOvuHu78REz+wrwYDk6UbUqKTjKFqzt2QO33AJPPhlt21sWwqTP5T6uAm2Riswepai2SGqVmb0JOAPonrrP3f+lmGuL/Zd+Tpb7rizyWolDtmDtRz+COXOinVq//1VoOwS9x+c+RwXaIpFKYr2kUofWVH8kcTOzbxNM7f8EwYy2dwFjir0+b4BkZn9hZk8Bp5nZyrSPtcBTnei3dMbOFfDqr4/f3r0anv8mvPYbOLQluK+tDf7v/+CGG6Lty5aFMGhW7mzarl3w0ksweXK0/RCR2OQKjso5vKb6IymDme7+QWCnu38ROB8oOmNQqAbpp8CdwJeBG9Pu3+vuO0rtqZTJpvvh8DYY/Q7YsgjW/gj2vwZHdgbLEUz7Dtz3MPTtC+efH21fti7KX6C9eDFMnRrdApUiGSpxBlslD6+VqiNF2coeSUIOhp8PmNlwYDtQ9BIAeTNI7r7b3V9292uBdcBRggrwXmY2uoMdls7a/zL0OS34euPd0OsUuORuuOLRYLr9Kz8LtvS44Ybo66S0Qa1IYuIeWtNikFJl/mBm/YD/BB4HXqbce7GFe5d8AdgMpKr5HDir+H5K2ex5DrY9DAc3wgvfgenfO37s2CHYdgSeegre/e5o+3F4e1CD1O/s3OcsXAhf+EK0/RCpYZWyJ1uh4Kicax9peE3Kwd1TK2b/2sz+AHR3993FXl/sQpF/DZzm7ttL7J9EYdI/B1mko3thzHug9ynHjx3aAncugj//c+jWLdp+bF0MLTOgIcef0aFDsGIFzJgRbT+kYlXicFfcoh5eiyN4UuZIqp27HyZtHcdiFBsgvQYUHXXVtIP7oEevZPsweDb4BdDWCn4MLBwpPbIbhrwLbv57WPmN6PtRaIHIRx+FiROhV8I/LxHpkGIDI62cLbWo2ADpJWCBmf2R9itp/3ckvapk75oMs2fBp3+QbD+sIVi0Ml3XvnDnDrj8LTB0aPR92LIIzvly7uOLFgULRIpIVSklY6SFIaVWFbsO0qvAvUBXgm1HUh/15/GXYdabku5Fdgd3wPKbgn3XotZ6AHY/FawonovWP5I6l/TstdYNzSWd3zT8QNmCo45mj1R/JOVigfeb2efC26PNLM+bVntFZZDC9QMws97BTd/Xod5Wu7UrYU8rzLg66Z7Anudh2xJo6Ardh0K/M+HOu6FpUDCtPmrbH4G+Z0JTjhfgY8fg4Yfhxz+Ovi8ioVqteYq6ULsjNUZRBEciZfb/CCaWXQL8C7AX+DVQ1JtksbPYJgG3AAPC29uAD7r7Mx3ocPW660dw1iBoLHZkMgK7V8Mz/xYUY7ecH8xaa1sGm+6B2+6Bdxa1gnrnbSkwvX/lShg2DAYNiqc/ItIhpQZHGlKTKjLd3Seb2RMA7r7TzLoWuiil2Hf6ucDfuvsDAGZ2MfBdYGZpfa1yD86H889Ltg8vfjdYDHLKN4JZbN4aTLd/4kdw1jMwe3A8/di6CE79RO7jqQ1qRepU0sNrUSgmOFL2SCrIUTNrJFiWCDMbxPGligoqtgapZyo4AnD3BUDPEjpZG5avgUvflmwfDm2F5lHBgpA9R0GvcTBwCvzsEAyeBPtWRd+HtlbYthQGXZD7HC0QKVLxKq0YW/VHUmZfB24HBpvZl4BFwL8Xe3HRs9jM7LMEw2wA7wfWltLLqrd9Haw7CG94b7L9OOMfYelHYMOdwRBXj+HgXeGl2+Ad50G/SdH3YecK6Dkaug3Iftw9yCB95SvR90Uq1u627oVPkqIluWBkscGRskdSSdz9J2b2GHApwWa1b3P3orMIxQZIHwG+SFDcZMBDwIdK62qVu+tHcFrf5NdA6ns6XPwH2HAX7HsJdj4BLzwFV3aBs24MNo6NWqH1j158ERobYezY6PsiUoGqYXitmOxRKVkjBUdSacxsBvCMu38zvN3bzKa7+yPFXF/sENvJBDvgNgBdCKKxhzrQ3+r1wJ0w/cykexHoNhDGvQ8mfhomfRbuGgTd/gVGXHV80cgobV2Uv0A7Nb0/6n3gRNLU6gy2pKgYW2rAt4D0Wff7w/uKUuy76U+AHwBvB94cfryl2EZqwiNPwxuuSroX7TV2Be8Ov50Hb397PG26BzPY8mWQtECkSEXr6L5quZQje6T6I4mAubunbrh7G8WPnBV94lZ3/32pPasZB/bAmj1w+XVJ9+RE998Pp50GI0fG097e56GxR1AgnsvChXDDDfH0R6SORF2HlERgBAqOJDIvmdknOZ41+kuCnUGKUmyA9Hkz+x4wn/Zbjfym2Iaq2v0/gVE9YMDwpHtyol/9Ct75zvjaK7T+0aZNsHUrTIqhWFykAlV6/VGu7FFS9UYKjiRCHyOYyfbPBFP95wPXF3txsQHSh4EJBPVHqTUEHKiPAGn+72DqaUn34kRHj8Jvfwuf+1x8bRYq0F60CC64ABpiqIUSkbJQcCS1yN23ANd09PpiA6Sz3b1sFcpm1g/4HjCJIND6iLs/XK7HL7uHH4cPVeDw2oMPwsknw+jR8bW5dVFQHJ6L1j8SqVjZskdJTeFXcCRRM7PuwEeBM4DX1x1x948Uc32x/+YvNbNyThH5GnCXu08AzgZiWN2wg44egae3wRUVGCD98pfxDq8d2ABHdkGfPEMIWkFbElApM9jiGF5LYnaZgiOpUrcAQ4HLgQeBkQT7sRWl2AzSLOA6M1tLUINkBJvWnlVaX8HM+gAXEq6j5O5HgCOlPk5sHrkD+jXB2AqrqWlthdtvh0eKWs6hPLYuDNZZyrWUwJ498NxzMGVKfH0SkaJ0JHsUxdpGCo4kRqe4+7vM7Gp3v9nMfgrcXezFxQZIV3Ssb1mdBGwFfmhmZwOPATe4+/4ytlE+9/4Czh2bdC9OtHBhMLQ2blx8bW66L3eB9pEjwcy1qVOhW7f4+iQikVBwJDXgaPh5l5lNAjYBY4u9uKgAyd1fKb1feducDHzC3R8xs68BNwKfTT/JzK4nrDYfHWeNTaZFS+HyNybXfrqXfwqHt8Fpn4Sf/xze9a742naHDfNgwt9mP75oESxfDncXHZxLDUp/3vYfHt9WI7neeOMceotz9lqx0/2bhh+gdUNzp2qPRMrJzAYAPycIVF4G3u3uO7Oc9wOCNRe3uPuktPv/k2AdxiPAi8CH3X1Xjubmmll/gllsdwC9yIg18kliqtE6YF3aUt+/IgiY2nH3ue4+xd2nDBo0KNYOvq6tDVash8sT3n8t5ZWfQbeWYPbar38N73lPfG3vXwt47vqjhQvhqqtgeAUuhSCxSX/e9urfJenuCKVtSJuibUMkQjcC8919PMG0+xtznPcjso9e3QtMCkt8ngf+MfMEM0stxLfK3Xe6+0PufpK7D3b37xTb0dgDJHffBLxmZql585cClZl3fXZRMMfuzIuT7gm07ofNC2D4lXDffTB+fLx7naVWz861fYhmr4nEqjMZIGWPJEFXAzeHX98MvC3bSe7+ELAjy/33uHtreHMpQeF1pg+Hn/+vMx0tesntMvsE8BMz60qwquWHC5yfjLtuhXOGV8aaPpvug4FToWt/+NnP4JoOL+3QMVsX5d4It7U1KBafOTPePomISLUZ4u4bAdx9o5kN7sRjfYRguC7TKjN7GRhsZivT7i9pglkiAZK7rwAqf6rTwodg5vSkexFY9zsY8VY4dAjuuANuuine9rcuhFP/KvuxJ56AMWNgwIB4+yRS5VZtGtLpTFCpW48kMXMNVKBdqRqOQPO6kpIALWa2PO32XHefm36Cmd1HML0+02c60MWszOwzQCvBXrHtuPu1ZjaUYMbaWzvaRlIZpOrw2Fr4uy8m3QtoOwbr/wCTPgt33gnnngvDhsXX/qEtcHAT9M2xVujChRpeExGpD9vcPW+Cw90vy3XMzDab2bAwezQM2FJqB8zsOoIC7kvTN6PNsBV4qjOTzCpg7KhCvfoM7DwC5/9J0j0Jsjc9hkOvcXDbbXDttTG3vwhaZkJDY/bjCpCkzCpl4cdidWYGW2c3ny1nPZGKsyUGdwCplZevA35XysVmdgXwaeCt7p5zBoK7HyPIdnXtaEcVIOVy949hUgt06fDPtnxeuQ3GXgt79wbT6N/+9njbz7dBrXtQoK3Vs0USU2yQpOJsqQA3AXPMbA0wJ7yNmQ03s3mpk8zsNuBh4DQzW2dmHw0PfQPoDdxrZivM7Nt52noFWGxmnzWzv019FNtRDbHlsuA+mHFu0r2AY0fgtV/D5cvhjt8HgcjAgfH2YesimPw/2Y899xz07AmjRsXbJxFppyP1SOmUPZI4uPt2gtnrmfdvAK5Ku511qMTdTymhuQ3hRwNBUFUSBUi5LFsNX/1K0r2ATfdC71Oh11i47RPxz147ug/2rIKBOYacNbwm0iGdHVrLJl+QpOyR1Bt371QRsQKkbHZuglcPwKXvT7onweKQY66FHTvgoYfgJycU7Edr28PQ/1xozLEqsgIkkYrS2UySSK0wswcIVjNsx90vKeZ6BUjZ3PtjOKU39OyXbD9aD8D638O5X4Wf3g5z5kCfPvH2YWu4QGQuixbBP56wkKlI3Yhzi5FipbJFqUApqan9Ign7+7SvuwPvIFgaoCgq0s7m/j/CtDOS7gVs+GOwOGSPIcksDgn5C7TXr4c9e2BC5b1BiFSTqDI+GlaTeubuj6V9LHb3vwWKXtxQAVI2j6yEi7NtAROzl28Lhtc2bYJly4K9zuJ07AjsWBZM8c/m8GH47Gdzbz8iIolT9kjqlZkNSPtoMbPLyb6AZVYaYst0cB+s3gVXfCjZfhzZDZvnw4wfwP/7EVx9NTQ3x9uHnY9Dr1Oga9/sx086CW64IfsxkU6at29iza6+XG81QrX6e5SK9xhBDZIRDK2tBT6a94o0CpAyPfRzGNYdBo9Jth/rbochb4Cu/eDWW+HLX46/D/mG10Sk6il7JLXM3cd15noNsWW673aYMj7pXhwfXlu9GjZsgEuKKrovr0IF2iJSteIKjpQ9kqSY2bvMrHf49T+b2W/MbHKx1ytAyvTwY3DhG5Ltw6EtsP0RGPHmYFr/tddCY45tPqLibbB1sTJIInmUcwZbvQ27icTgs+6+18xmAZcDNwPfKvZiBUjpjrXCk5vhig8k249XfwXDr4LG5mB47f0JrMe0+1no2h96xLgprojEQkNrUieOhZ/fBHzL3X8HFL1/mAKkdI/+EXo2wil5NyqO3ivh8NqSJUFh9jnnxN+HbgPhvK/F365IjUs6UxRncKThNUnYejP7DvBuYJ6ZdaOEuEcBUrr7fgGTRyfbh/2vBtmbYZcfzx4lMY2+xzAY8ab42xURESmPdwN3A1e4+y5gAPCpYi/WLLZ0i5bARRcm24dXfg6j3h4kBn/5S3jssWT7IyI1Q9kjqSfufgD4TdrtjcDGYq9XBindE6/B5QmsVp0uNbx2551wxhkwJuHlBkQSNG/fxKS7kFMUW4xEOfymuiOR0iiDlLL6YTjcBudenlwf9jwHhzbB4Ivg1mvgfe9Lri8iIiJ1TBmklLtvhbOHQkOCP5JXfgaj3w179sI998C73pVcX0Sk7JIq0I47e6ThNakFCpBSHloAM6cl17778eG1X/8aLr0U+vdPrj/p3JPugYh0kIbWRDpGAVLK8hfhsrcn1/7OFcHmsAOnJbf2US7ZZtEpaJI6FkX9Ubld0rI6keBI2SOpFapBAtiwBrYehgvfnVwfXrkNxlwD69bBypVw1VXJ9SXdsSOw9SHoNgiaegaLR3YbmMzSAyJSkDJGIuWhAAngrh/B6QOga/dk2ve2oP7o4j/C3NvgHe+A7mXsi3vHApoDG+Dpf4V9L8Dh7dCtJQiQ+pwOY94NfSt3hpFItVq1aQinD91c8nUKjETKSwESwIP3woyzk2t/6xLo0gf6nQm3vg++8Y3yPn5Hsz3rbofDW+GSe4PbBzfBjsfgtV/Dihth6regeUT5+ikiJaukwEjDa1JLVIME8OgquOTNybW//g4Y9c5gaG33bpg1q3yPfWQ37Hgc9r8SfBzdV/y1xw5D135wdA+0HYUeQ4PVtWf8APpMgOe/Wb5+itS4pLcYEZHSKIO0Zxus3QdzPphcHzbfD5P/F756a7D2UbmWGti+HNbeDFsXBbd7jAzqh/qfGwyRFdqIdux74el/g2e/AkPnQPNIwMCPwe5VQc2USMTm7ZtYUZmJSirQVvZIJDoKkO79MYzrCX1akmn/yM5ggch+58FPrwnWPyqXNd+EnuPgyieC27tXw/ZHYd1vYPfTMPl/oEuv3Nf3GApn/CO8+H1Y/d+AQfMoOLQRep8CIxLMuomIiERIAdIDf4SppyfX/uYHoWUmLHoYBg+GieUsfG4Iapu8DawB+k4IPk76ICx4E2z4I4x5T/6HaB4BZ34uKPTe8xwc3BAMrzUPL2M/RSRdRwu1RaR8FCAtXQF/+bHk2t98Pwy9JBheK/faR+M/Bs/+RxActcyE7oOCWqK21qDguu8ZhR8jtd6R2fEA69ih4DEa9OcjkpRKGV7T0JrUKr3DvbYHzrs0ufZ3LIdR74A//Bd8/vPlfeyBU2HSZ4Ihso13B+sYdR8aFGuPeDP0m5T7Wvcw82RBgAXQdgwaGmHDXUH9Usv08vZXpMJ1tP6oVgu0FRxVluObOxe9Yb3koQAJoDHBH8P+l2F7F+jSBUaPLv/j9z8HpvxfMBNt92po3QP9J0O3AfmvMwNrPH7bHQizSW1HoOfY8vdVpIyOv1lUHw2vSSmq+W+9kilASlLrQTi8A55YC9OnR7M6dWqRyC59oCXca651//G6pGz2rIHHboAB58KgWTBwehBQWfjnsu+lYBaciCSiUobXRGqZAqQkHXg1mBW26Ek477zyPra3hcFRWhCUGiJ77XYYcB70zVGcvv53cHAdNJwfzF47tBkam2HAlCDY2rwAzrixvP0VqVEaXhOpTgqQkrRvLfQaC08/DR8rc6G4NUB6QsrbeH2IDMI1jXJoOwJj3hsEQe5waAvsfgr2vQxPfT5YH0kkRpW2FlKUNLwmUhkUICVp/8vBOkVP3wWT8hRMl2rPc7D6f4MhsoEzgmJsazieTTq0Gbr0zn39Gf8UrKKdGp7rMST4gGCbkUGzy9dXESmJhtdE4qEAKUn71oIPhZ07YezY8j3uK7+AzfOBNnjxB3DsQLDRbMv5Qc3Trifh9L/L/xiN3bLfP+FvgrokkQpWrUWryh6JVA4FSEna/zJsOj1YHLJc24sAtO6Fk/8MJn4qKAQ/uCEIiva/Amu+Dad+vOOPPeyN5eunSI1T/ZFI9VKAlKR9a+HlseUdXgM4+0vQeiCoO2rqAb1PDj4ANswLMkkiUnU0vCbVzswGAD8HxgIvA+92951ZzvsB8GZgi7tPSrv/C8CfAVvDu/7J3edF0dcypi2kZPtfhhe3lT9AaugCXftmn8Z/2l/D4AvL256IdJqG16RO3AjMd/fxwPzwdjY/Aq7Icex/3P2c8COS4AgUICXn6D5o3QerX4Izz4yv3RFvgqbm+NoTiVm11h+J1ImrgZvDr28G3pbtJHd/CNgRU5+yUoCUlP2vQPNoeOqp8meQRKTmaHhNasQQd98IEH4e3IHH+LiZrTSzH5hZ//J27zjVICVl/1o4MhzYBkNqs5BTpJ6VUqBdTcNrKtCuLJ3NmDYehV7r20q5pMXMlqfdnuvuc9NPMLP7gKFZrv1MB7qY6VvAvxIs7PevwH8BHynD455AAVJS9r0Mm3oF2aMothjJ56GHYPly+Nu/jbddkU6op8UiRSrYNnefku8Ed78s1zEz22xmw9x9o5kNA7aU0ri7v/7fhJl9F/hDKdeXQkNsSdm/Fl7zZIbX7rwTdu+Ov12RiNVq/ZGG16SG3AFcF359HfC7Ui4Og6qUPwGeLlO/TqAAKSn7X4aX98dboJ2ycCHM1mrYIpWgmobXRMrgJmCOma0B5oS3MbPhZvb6jDQzuw14GDjNzNaZ2UfDQ/9hZk+Z2UrgDcDfRNVRDbElZd/LsOYwfCLmDNKhQ/DEEzBjRrztikjV0xCndJa7bwcuzXL/BuCqtNvX5rj+A9H1rj0FSEnZ+xI8dwTOOCPedh99NFi5u1eveNsVkRMUkz3S8JpIMjTEloQju2HLYeg/APr1i6aNlV+A/a+deL+G16RGVVL9Ua1uMSJSTxQgJWH/y7BlUHT1R8cOw+qvBqtpZ1q0SAGSiIhIAQqQkrD/ZdjQI7oZbDseg96nQpc+7e8/dgwefhhmzYqmXREpKw2viSRHAVIS9q2FdW3RBUhbF8KgLFmilSth2DAYNCiadkUiVknDaPVGBdpSbxQgJWH/y7B2X3QB0paFMDhLgLRwobJHUpMUOIlIuSlASsKuF+GV7XD66eV/bG+DbUtgUJZASPVHIhVD6x9JZ+kfg2gpQErC88/DyGHQo0f5H3v3M9B1IPTI2AbHXTPYRGJQrhlsqj8SSZYCpLi5w3OvRjeDLdfw2osvQmMjjB0bTbsiUrNUfyT1SAFS3I7sDPZgO2tyNI+fq0B77lx4wxvi3xhXJGIaZhCRKGgl7bjtXwsbu8G1EWSQ3IMM0ln/2v7+r34V7rgDHnqo/G2KSNlVyvCaMkdSzxQgxW3fy/DqsWhmsO1/BbwVep18/L7vfAe++c2g/mjw4PK3KSIlq/QCbQVGIgqQ4rf1Odh2CE45JYLHDofXUsNot94K//ZvsGABjBxZ/vZEpJ1q32JEgZHIcQqQ4vb0Chg3FJoi+NGnF2jffjt86lMwfz6cfHL+60SqyLx9E19/I6/F+qMkhtcUGImcSAFS3FY9BxPHR/PYWxfB+L+Ae+6Bj30M7rwTJtbeG4iIlIcCI5HcEguQzKwRWA6sd/c3J9WP2D23Ds6+pPyPe2gbHFwPT+2G970PfvtbmBzRTDkRqVoKiipXtoyofl/JSTKDdAOwCuhT6MSa4Q4v7YIPzSz/Y29dBNsnwl+9G267DS64oPxtiEjV0httZSo0TJw6rt9f/BIJkMxsJPAm4EvA3ybRh0Qc3hqsgXTOtPI/9sO3wz8/Dd+/FS67rPyPLyJlkW8GWxT1R3pjjVdUdXHpj3tVr2drsv6u0iSVQfpf4B+A3rlOMLPrgesBRo8eHU+vorZzLewFovh+/uuP8Mn3wtVXl/+xRYqU/rztP7x7pG1V2htEpc1gU2AUrzj/Hivtb79Wxb6Stpm9Gdji7o/lO8/d57r7FHefMmjQoJh6F7G2tuAnHsVq1kfbYIJmq0my0p+3vfp3iawdvUFIJdHfY21KYquRC4C3mtnLwM+AS8zs1gT6Eb+GBvCkOyEiIiKFxB4gufs/uvtIdx8LXAPc7+7vj7sfibBGBUgiEjkNr4l0njarjVNDQzCTTUQkQ6XsvyYigUQXinT3BcCCJPsQKw2xidSkSivQFpHOUwYpTqYft4iISDXQO3acGhqgLelOiEgtU/2RSHkoQIqTMkgiIiJVQe/YcUoFSCrUFqlL+VbRluqkNZBqlwKkOFkDGAqQRKQdzWATqTwKkGJlQYDUpkIkkVpRSTPYVH8kUj4KkOKU2mJEGSQREZGKpgApVhb8xBUgiVSd+7dNSLoLIhIjBUhxSmWQNMQmIiJS0RQgxcpUpC0ikVD9kUh5KUCKlQVZJAVIIhLSDDapJ2Y2wMzuNbM14ef+Oc77gZltMbOnM+4/x8yWmtkKM1tuZtOi6qsCpDhpmr9ITamkGWwSP62B1CE3AvPdfTwwP7ydzY+AK7Lc/x/AF939HOBz4e1IKECKlab5i4hIXbsauDn8+mbgbdlOcveHgB3ZDgF9wq/7AhvK3L/XNUX1wJKFpvmL1K0oV9FW/ZFUkSHuvhHA3Tea2eASr/9r4G4z+ypBkmdmmfv3OgVIsVKRtoiIVI6Gw230XnuwlEtazGx52u257j43/QQzuw8YmuXaz3Sgi5n+Avgbd/+1mb0b+D5wWRke9wQKkGKlAElERKraNnefku8Ed88ZsJjZZjMbFmaPhgFbSmz/OuCG8OtfAt8r8fqiqQYpTqYaJBE5rhwz2DS8JlXmDoIgh/Dz70q8fgNwUfj1JcCaMvXrBAqQYqUMkoiI1LWbgDlmtgaYE97GzIab2bzUSWZ2G/AwcJqZrTOzj4aH/gz4LzN7Evh34PqoOqohtlipSFtEpBZoin/HuPt24NIs928Arkq7fW2O6xcB50XWwTTKIMVJ6yCJiIhUBQVIsVINkoiISDVQgBQnUw2SSDW6f9uEE+7TKtoitU0BUqxUgyQiIlINFCDFSRkkkboU5SraIhINBUixUg2SiAS0BpJIZVOAFCtlkERERKqBAqQ4aZq/iEjV0xpI9UEBUqxUpC0iIlINtJJ2nLQXm4hIxcrMDJWjxquUx1BmqrIoQIqTNUKDw7Fj5X/sBuDo0fI/rohIHcgWnKTfV2yg05mgKv1aBUvJ0xBbnBq6QW+DTa+V/7FPHQHLl5b/cUVEpGgKbGqHAqQ4mUH/7rDu+fI/9oVvgIeXl/9xRUTqQL7MT+YxLa9QHxQgxa2lF6x/qfyPe/kH4KnN0Npa/scWEalDV/V6NpFgSFmoyqAAKW4tfWFjBENsY6dA/0Z45M7yP7aISB1ID4aUJRIFSHEb3AKbNpb/cc1g8mi4++flf2wRkTqRVNZIKo8CpLgNHQqbt0bz2LMugCVLonlskRL1bTiUdBcqgvZhqz8aIqsNCpDiNnQEbN0RzWNffg08/qoWohQRiZiyTLVPAVLcho+FbXujeexJbwRrg2cfjebxRUQkUso+VQ4FSHEbNR52HIzmsRub4JyhcNct0Ty+iIhInVCAFLeWsdDaBvv3R/P4M6fCQwuieWyREmkYIlrKNlQu/W6qnwKkuPUYAv0MNkdUuHnp2+GxF6J5bJE6dUnL6hPu60zxdbbHk+pTif8A3DDhvqS7UDMUIMWtWwv0aYONG6J5/AveDbsOw2svRvP4IiISCWWdKosCpLg1NEH/LrA+ogCmSw+YNADu+lE0jy8iIlIHFCAlYWBPWBdhhmf6WfDgPdE9vkgJKnEYQiQOyghVNwVISWjpAxtfje7xL3kzPKo3JRGRqFXSPwCqPyovBUhJGDwQNq6P7vEv+QC8ug92bouuDRERKRtlmyqPAqQkDBkCW7ZE9/i9B8P4nnDvrdG1ISIiUsMUICVhyHDYEtF2IynTTof5v4+2DRERyUuZoerVlHQH6tKIMbBtd7RtXDQH/ntutG2IFOmqXs/qjSIBxf7MK6mOphpVwt+36o/KTwFSEkacDDsORNvG5R+C678Mhw5C9x7RtiUiievMG/S8fRMVJCUo6eBKstMQWxJaxsCxNti3L7o2hpwKI7rCg7+Org0RSdy8fRPL8garN2mR9hQgJaHHUOjXGN12IylTTob7FCCJRKXQdiOd2Y4kCQqSRI5TgJSE7oOD7UaiDpBmXwRLHo22DZEiaQinOihI6ph8f99R/0xVfxQNBUhJaOoNfYH1r0TbzuXvh5WboK0t2nZE6li1ZYmKoSApPvX2szazAWZ2r5mtCT/3z3LOKDN7wMxWmdkzZnZD2rF3hfe1mdmUKPuqACkJZjCwR3T7saWcMhN6GSzTfxciUarFIEkkIjcC8919PDA/vJ2pFfg7dz8dmAH8lZmlIsmngbcDD0XdUQVISRnYBzZEnEEyg8kj4e6fRtuOiHD60M01FSjVW2ZDYnM1cHP49c3A2zJPcPeN7v54+PVeYBUwIry9yt2fi6OjCpCSMrg/bFwXfTsXnA+LF0ffjkgR6qEOSUGSZBPVz7IK64+GuPtGCAIhYHC+k81sLHAu8Ej0XWtP6yAlZchgeDaGF9I3vgf+51fgHmSURCRytRYk1UNgWw6VsGBkqezwUZpeLGlv0BYzW552e667t1uV2MzuA4ZmufYzJfXNrBfwa+Cv3X1PKdeWgwKkpAwZDlsirkECOPdNcPQYPL8CTjs3+vZEatQlLau5f9uEpLshNaTagqnQNnfPWxzt7pflOmZmm81smLtvNLNhQNaNSc2sC0Fw9BN3/02netxBGmJLyvDR0W83AtDYBc4eDHf9OPq2RKQmVekbuVSmO4Drwq+vA36XeYKZGfB9YJW7/3eMfWtHAVJSRoyD7fuDoa+ozTwPHrw/+nZEiqDhGqlXCjQBuAmYY2ZrgDnhbcxsuJnNC8+5APgAcImZrQg/rgrP+xMzWwecD/zRzO6OqqOxB0j51jeoKwNGB8FRlNuNpFz6Nnjs+ejbEZGapTf34sT5D0AVFmjj7tvd/VJ3Hx9+3hHev8Hdrwq/XuTu5u5nufs54ce88Njt7j7S3bu5+xB3vzyqviaRQcq3vkH96DEE+jVFv5o2wOxrYesh2PRq9G2JiEhBCjgrX+wBUr71DepK9yHQ1+MJkLr1gol94a6bC58rIpKD3tSlniRag5Tk+gbtHDsWf5vdWqBPK6wvaXplx00/C+bPK3yeSAxUhyT1SkFm9Uhsmn+h9Q3M7HrgeoDRo0dH15ERTfDs83D2G6JrI5vGrjCmNzy5GN797ujbu+ytcOO/RN+O1LX05+3wEY0J90bKTYFtYPzIDXmPF1NYW5/Ft9UlkQxSMesbuPtcd5/i7lMGDRoUXWdO7w5LlkX3+PlMPAUeWxpPW5d9EF7ZC7u3x9Oe1KX05+2AAZokW0sUHEm9SWIWW0Wsb/C6id3h4YQCpPOmwFOxbCkDvQfDKT3h3lvjaU9EaoaCo+MKZY+kdiTxL17O9Q0SMb4rrFoD+/fH3/aZF8LO/bBzZzztTZkA9/8+nrZERESqWBKz2HKub5CIbg1w5kRYGtNQV7oBZ8PYJlixIp72Lp4DS2NqS6QAZSWqg35PUq9UJAAwcwosXBh/u31Og1FHYfmj8bR3+Ydg1XY4fCie9kQkq2rZ003BkdQzBUgA5ycUIDV0gQlDYXlMbQ87DYZ1hYd+FU97IjXmkpbVSXchNgqOTqT6o/qiAAlgxhR49FE4ejT+ts8+E1Y8GV97k0+C+xLZGFlEqoSCIxEFSIH+fWHcOHjiifjbPncmvLIJDh6Mp70LL4IlMQ3piRSgN+LKo9+JSEABUsrs2ckMsw0+F0Z0h2eeiae9y98PKzYms3q4SJ1ZtWlI0l0oiYIjkeMUIKXMmpVMgNTvTBhzLL7s1akXQE+Dx+fH056IVAUFRyLtKUBKmT0bFi0C93jbbR4NY9pg2ZJ42jODc0fC3bfF056IVDwFR4WpQLv+JLYXW8UZORJ694bVq+H00+Nr1wzOHA+3xLgO0wXnB8GgSAW4qtezdbmB5/3bJiQ2K04BkUhhCpDSpeqQ4gyQACZPg3++NZhF16VL9O3NeRd8XVP9ReqBgiGRjtEQW7qk6pCGT4YhzfEVak95Kxw5Bs+viKc9EYndVb2eVXAk0gkKkNKl6pDi1u9MOLkJHnssnvYam+CsQXDXzfG0J1LHkpjJpsCovFR/VJ8UIKWbMAH27YN16+Jtt9+ZMHIvLF8eX5vnT4GH7o+vPZE89IZeHsoaiZSPAqR0ZskMs3XtD6f2jm8mG8Alb4Xla+JrT6RGFFtYHXfmSIGRSHkpQMqUVB3SOefAs8/Ft93JRe+FLQdh86vxtCciJyjXprUKjkTKTwFSpqTqkIadC8P6xFeo3b03nN5XdUgiVU7BUbRUf1S/FCBlOvdcWLsWdu6Mt91+Z8H45vgKtQGmnwkP3BlfeyJ56I1eRCqJAqRMXbrA9OmweHG87fY7E0YfijdAuvgqeCSmjJWIiEgVUYCUTRIb1/aZACN2wrJl8bX5xg/C2j2wb3d8bYrUoWrbtFZEFCBlN2tW/HVIjd3gjJPg2afjK9TuNwLG9YD7fhJPeyIiVUT1R/VNAVI2M2bAihVw8GC87Q49G4YPiK9QG2DKaTD/d/G1JyLtlGsmm4iUlwKkbHr2hEmT4NFH422335lwWr9465AuugwefiK+9kTyUKG2iFQKBUi5JFGH1O9MGNsW74ral38Qnt0GR4/E16ZIjVPNkUj1U4CUSxILRvY7C4ZvizeDNOpMGNQEizXMJiKSovojUYCUy6xZsHQptLbG12bPMTDyUFCDFFehNsDkcXDvL+NrT6TKFbvdiIhULwVIubS0wIgRsHJlfG2awdAzYeSgeAu1Z8+GRUvja08kj1qtQ9Kwm0h1UYCUT1J1SKcPjneY7fL3wZPrwT2+NkXkdZrJJlJ5FCDlk0QdUt8z4aSmeAu1J14MXYAVD8bXpoiI1B0zG2Bm95rZmvBz/yznjDKzB8xslZk9Y2Y3ZDnn783Mzawlqr4qQMontXFtnJmVfmfCyD3xZpDM4NzhcPdP42tTRKRCqUA7UjcC8919PDA/vJ2pFfg7dz8dmAH8lZlNTB00s1HAHODVKDuqACmfMWOCvdleeCG+NvudCS2vxF+oPXMGLFQGSSpDrdYhiQhXAzeHX98MvC3zBHff6O6Ph1/vBVYBI9JO+R/gH4BIsxcKkKwpzzELskhxZnO6DYA+A2DsKFizJr523/hOeOa1+NoTEZF6NMTdN0IQCAGD851sZmOBc4FHwttvBda7+5MR9xPzKijMNbOtwCsRPHQLsC2Cx41StfW52voL6nO6Me4+qCMX6nnbTrX1udr6C+pzuqKft2Z2V9iPYnUHDqXdnuvuczMe8z5gaJZrPwPc7O790s7d6e4n1CGFx3oBDwJfcvffmFkz8ADwRnffbWYvA1PcPZLfe1UESFExs+XuPiXpfpSi2vpcbf0F9bnSVeP3Wm19rrb+gvpcLczsOeBid99oZsOABe5+WpbzugB/AO529/8O7zuToG7pQHjaSGADMM3dN5W7rxpiExERkbjcAVwXfn0dcMI2DmZmwPeBVangCMDdn3L3we4+1t3HAuuAyVEER6AASUREROJzEzDHzNYQzES7CcDMhpvZvPCcC4APAJeY2Yrw46q4O5qnQrkuzC18SsWptj5XW39Bfa501fi9Vlufq62/oD5XBXffDlya5f4NwFXh14sAK+Kxxpa7f+nqugZJREREJBsNsYmIiIhkUIAkIiIikkEBkoiIiEgGBUgiIiIiGRQgiYiIiGRQgCQiIiKSQQGSiIiISAYFSCIiIiIZFCCJiIiIZFCAJCIiIpJBAZKIiIhIBgVIIiIiIhkUIImIiIhkUIAkIiIikkEBkoiIiEgGBUglMrOxZuZm1pR0X6RymNmdZnZd0v2oF3oe1hcz+5GZ/Vue4/vM7KQ4+1QMM/uCmd0afj067Gdj0v2S4ihAEsxsopktN7Od4cd9ZjYx7biZ2VfMbHv48R9mZmnHx5rZA2Z2wMxWm9llGY//XjN7xcz2m9lvzWxAnN9fHNz9Sne/uZhzzWyBmf1p1H2S6mJmM8zsXjPbYWZbzeyXZjYs7finzOxpM9trZmvN7FMZ179sZgfDN+F9ZnZPxvGafR66ey93fynpfuTj7q+G/TyWdF+kOAqQBGAD8E5gANAC3AH8LO349cDbgLOBs4A3A3+edvw24AlgIPAZ4FdmNgjAzM4AvgN8ABgCHAD+X3TfikjV6g/MBcYCY4C9wA/TjhvwwfC8K4CPm9k1GY/xlvBNuJe7v/H1C/U8FCmdu+vDHeBl4FPASmA/8H2CF5I7CV6o7iN4YRoLONAUXjecIKDYAbwA/FkRbU0DHgZ2ARuBbwBd047PAVYDu8NjDwJ/Gh77AnBr2rmZ/fkwsCrs80vAn5f4c2gC/go4kHbfEuD6tNsfBZaGX58KHAZ6px1fCHws/PrfgZ+mHTsZOJI6H1gAfBl4NPx+fwcMyPjericI4jYCf5f2WF8AfgncGn6/T4X9+UdgC/Aa8Mbw3GuA5Rnf698Ad+T5WYwLf0cN4e3vAVvSjt8K/HXa95H6HX0IWAR8FdgJrAWuDI99CTgGHAL2Ad8I758JLAt/BsuAmWntLAD+FVgcfp/3AC1JP2f0PIzueRg+xmRgb57jXwf+L+Nnd1mOc6v2eRie8yPgm8AfwzYeAU5OO+7AKeHXPYD/Al4Jv5dFQI/w2AyC17NdwJPAxUX+TV6W8f3emvGzuQ54FdgGfKbAuam/kQXAv4X92Qf8nuCfzJ8AewheB8Ym/Zys5w9lkNp7B8GL4qnAWwhelP+JIKvSAHwyyzW3AesIXqDfCfy7mV1aoJ1jBC8KLcD5wKXAXwKYWQvwa+Cfw+MvAheU8D1sIcjw9CF4kf4fM5tczIVmtovgjfv/CF5QU84geDFJeTK8L3XsJXffm+f469e6+4sEL8ynpp3/QeAjBD/DVoIX/nRvAMYDbwRuzBjCewtwC8Gb5hPA3QS/qxHAvxD81wzBm+dpZjY+7dr3Aj8lB3dfS/BCdW5412xgn5mdHt6+kOBNM5vpwHMEv8P/AL5vZubunyEIID/uwX/5Hw+HOv4Yft8Dgf8G/mhmAzP6+mFgMNAV+Ptc/a4Bdf08THMh8Ey2A+EQ9+wsx38SDs/dY2Znp91ftc/DNNcCXwzbeIHgn41svgqcR/BPxwDgH4A2MxtB8Dz7t/D+vwd+ncp2d9Is4DSCv6HPpb1GFHINQVZvBEHQ+jBB1nAAQYD9+TL0TTpIAVJ7/+fum919PcGb2CPu/oS7HwZu5/gbJQBmNorgifFpdz/k7isIsgwfyNeIuz/m7kvdvdXdXyZ48bgoPHwV8Ky7/8rdjwL/C2wq9htw9z+6+4seeJAg2zC7yGv7AX2BjxO8yKX0IvhPLGU30Ct8kc48ljreO8e1mccBbnH3p919P/BZ4N0ZhYxfdPf97v4UwYvHtWnHFrr73e7eSvBf7CDgpvBn9zNgrJn1c/cDBP8VXwsQvkBPIHjBzudB4CIzGxre/lV4exzBm9+TOa57xd2/60G9wc3AMIJMSDZvAta4+y3h38RtBJmLt6Sd80N3f97dDwK/AM4p0O9qVtfPw/B7Ogv4HEE2LZsvELx+pw/BvY/jw3MPAHebWb/wWLU/DwF+4+6Phm38hCzPATNrIAjybnD39e5+zN2XhH877wfmufs8d29z93uB5QS/6876orsfdPcnCV4Tzi50QeiH4d/JboJ/BF509/vSfo7n5r9coqQAqb3NaV8fzHK7V8b5w4EdGdmTVwj+G8jJzE41sz+Y2SYz20OQrWlJe8zXUue6u6ffLsTMrjSzpWGh5y6CJ39LgcteF744fhv4sZkNDu/eRxAMpPQB9oV9yzyWOr43x7WZx6H99/cK0CWjz5nHh6fdzvwdbfPjRZAHw8+p39tPOf6i/l7gt+ELdj4PAhcT/Df/EEFa/KLwY6G7t+W47vU307Q2Mv9+UoYTfF/pMv+O0t+cD+R5rFpQ189DMzuF4M3yBndfmOX4xwmyPW8K3/hTfVwcvkkfcPcvEwwjpYKyan8eQnHPgRagO0HGL9MY4F1mtiv1QRBYD8tybqk6+vws9W9dYqQAqXM2AAPMLP2/sNHA+gLXfYsgQzDe3fsQDB+kZoVtBEalTgyzNKPSrt0PNKfdHpp2bjeCYYGvAkPCjNC8tMcuVkPYRuoN5hna/0d0NsdT+88AJ2X8DDKPv35tOBW3G/B82vnp399o4CjBWH6u4xtK+F7S3QO0mNk5BC/QxaT1HyR4k7k4/HoRwVDLReQeXivEM25vIHjxTlfM35EEauZ5aGZjCOqs/tXdb8ly/CPAjcCl7r6uwMN5WpvV/jws1jaCMoGTsxx7jSBL1i/to6e731TgMXP+rqW2KUDqBHd/jaDA7stm1j1Mi3+UIP2bT2+C2pZ9ZjYB+Iu0Y38EzjCzt1uwxssnaf+EXAFcaMGaGn0JCiFTuhK86G0FWs3sSoJ6gbzMbI6ZnWtmjWbWh6AGZifBGDjAj4G/NbMRZjYc+DuCoknc/fmwT58PfwZ/QjDT7dfhtT8B3mJms82sJ0E9wm8y/tt/vwVLDTSHx3/l7afCftbMmsOZOB8Gfl7oe8omTFv/CvhPgjH+e4u4Zg3Bf3LvBx5y9z0E/+W9g44HSJuB9DVb5gGnhtOwm8zsPcBE4A8dfPy6UkPPwxHA/cA33f3bWY6/jyDLNcczprSH/bjAzLqGP4NPEWRTFoenVPXzsITHbgN+APy3mQ0PX9POD4PWWwl+BpeH93c3s4vNbGSBh10BXGNmXcxsCkGNm9QBBUiddy3BuP8GgvqIz4dj2/n8PUFqeS/wXdJeaNx9G/Au4CZgO0FR5OK04/eG568EHiPtTTR8sfskQY3KzrCNYsb2+xEUue4mSE2fAlzh7ofC498hmGHxFPA0wZvHd9KuvwaYErZ5E/BOd98a9ukZ4GMEL9BbCN6U/jKj/VsIAq5NBOnxzCLcBwmKMucDX3X3e+i4nwKXAb8MX6iL8SCw3d1fTbtttK/TKsXXgHdasObU1919O0FB798R/M7/AXhz+LcgxamF5+GfEgTOn7fjaxntSzv+bwRF/MvSjqcCqd4EGbGdBJmzKwhmTm4P+1QLz8Ni/T3Ba9UyglmNXyGYifoacDVBpnArQUbpUxR+H/wsQUZqJ0GReDkzXlLBLBhal0pmZgsIpop+L+m+lFu+783MxhJMke8SwYuoSEn0PNTzUOqLMkgiIiIiGSILkMzsB2a2xcyeTrvvPy3YimKlmd2eNgW15liwN9e+LB//lFB//ilHf+5Moj+VxMyeyfGzeV/SfZPO0fOweiT5PMzR7j4zK3ppBjnOzK4ws+fM7AUzuzHLcTOzr4fHV1rGGmFhjdgTZpZoHWZkQ2xmdiHB1NIfu/uk8L43Ave7e6uZfQXA3T8dSQdEREQkVhasnfU8wWKv6whqwa5192fTzrkK+ATB8hfTga+5+/S0439LUNfax93fHGP324ksg+TuDxEUyKXfd0/aGPZSoNDsAREREake04AX3P0ldz9CsFDo1RnnXE2QPHF3Xwr0s3Bj5nBW4ZsIFntNVJI1SB8hWAxNREREasMI2i8quo4TF23Nd87/Em4PE1H/itaURKNm9hmCvX5yrlNiZtcTbI5Iz549z5swYUJMvatQKx6D006FHr0Ln1tO+16CLn2hW7gt2EsvQZ8+0FL04tzltfMZePkInHMOWKnrX0qpHnvssW3uXvReVenP2+ZmO++kkxN5iYnE7rbuSXehnT2tJ/bn0NEu7W770cL/A1uXE9+Hunc52u52n6ZDJ5yTlMHdTy18Up0r5Xl74cXdfeeO4mORp586+gzBYpwpc919btrtbC/MmbU8Wc8xszcTbAj+mJldXHSnIhL7q5eZXUew5sulnqcAKvyBzwWYMmWKL1++PKYeVqhLRsGVF8Knvhtvu8//P9ixDGaEWz7dfDP8/vfwq1/F24+Uu6bC3+6Eb30Lpk1Lpg91xMwyt0DJK/15e+ZZXf038xIKpCMwb9/EpLvQzv3bTvyncdWm9tv9tW5oPuGcbJqGt9/p4/Shm9vdvqRldYm9i84NE+5LugsVr5Tn7c4dbZTyPD111MZD7j4lzynraL/q+khOXHU91znvBN4a1ih1B/qY2a3u/v6iO1hGsQ6xmdkVwKeBtxa5946kzJwOCx+Kv90hb4DNDxy/feWVcN99cORI/H0BsCaYfhYsPGGLKhEpk8xAK1swJpLDMmC8mY0zs64ECwlnLpR6B/DBcDbbDGC3u290939095HuPja87v6kgiOIdpr/bcDDwGlmts7MPgp8g2AF13vNbEXaKrBSyBvfBY+vjb/dPhPg2GHYF7Y9eDBMmJBcgNLQBNPPVIBUw+btm1hx2ZpaV2ymqRJ8bfVlSXdB8ggnYn0cuJtgu6pfuPszZvYxM/tYeNo84CWCldm/y4mruleEyIbY3P3aLHd/P6r2at75fwI7j8Krz8DoM+Jr1wyGXBxkkXqNC+5705vgD3+ASy+Nrx+v96cJpk2Ef/4muKsOSbJKBVhX9Xq2wJnV65KW1Sdkdk4furld9qdp+IGyBT/3b5tQUUNtUrncfR5BEJR+37fTvnbgrwo8xgJgQQTdK5pW0q4WXbrCpEFw183xt505zPbmNwcBUhIausCw/tCrF6zWi3Ul60hRszJHlSNzmE2k3ihAqiYzzoEFCRQoDg4DpFRN/TnnwIED8Pzz8ffFmqCtFWbP1jCbSBkVk2lSLZLUEwVI1eTSt8Ly5+Jvt/cpwee9LwSfzY4Ps8WtoQlcAVK1KCUjlHmusknJq9QskuqQJA4KkKrJpe+HVw/AjswZkxEzC4bZtmQMs/3xj/H2A8IM0tEgQFq0KP72parUepCVrSYoc4p+5hT+fKqpWFskagqQqknPfjC+D9zz4/jbzqxDuvRSePRR2L073n6kMkgTJsDevbBuXbztS8mKCVLKGcjUelCUNA2zSb1QgFRtpp0BD8wrfF65DcmoQ+rZE2bNgnvuibcf1iWoQTIL2tcwm8SklmfEpcvMIlXqMJtI1BQgVZuLLodHnoq/3V7joLE77ElL6ScxzJbKIIHqkKpIvqxOR49JcpRFknqgAKnaXPEhWL0LDu6Lv+3MYbY3vQnmzYO2GPcUNAVIUppaD7LKXYeUTSVmkVSoLVFTgFRtBo+B4d3hwZ8l0PYbYMuC47fHjg1W1l62LL4+NIRF2gDnngsvvww7d8bXvnRYtkCl3MFLrQdDcdGUfxEFSNVp6ni47/b42x1yEWxecLwOCeKf7p+qQQLo0gWmT4fFi+NrX0RE6oICpGp04aXw8GPxt9tzDDT1gj2rjt8X96ra6TVIoELtKtORDI+yQslQFknqnQKkanTFB2DlFjjWWvjcchtycZBFSjn/fHj1VVi/Pp72LSNAUh1S1Yoz8Kn1IKuYOqTOUh2S1BsFSNXo5MnQqxEeTWChxsEXt69DamqCyy+PbzZbeg0SwIwZ8OSTcPBgPO1Lxar1IEhE4qUAqVpNHgP3/jz+drPVIcU53T+1F1tKz54waVKwaKVUhXn7JiqYSUBHZrJpmE3qmQKkajVrFixaEn+72eqQrrgCHnggnixOQ5f2Q2ygYbY6oICqMlTiMJtIVBQgVavLr4UnEtpmI7MOacAAOPtsWLAgxwVllFmDBCrUFiG6OqRKzyKpDkmiogCpWp0zB462weqH4287sw4Jgun+cQyzNWQMsUEQIC1dCq0JFK1LRYh7vzcRqX0KkKpVQwOcPQzuvCX+tnPVIf3hD+3vi4JlFGkDtLTAiBGwcmW0bYuIhtmkbihAqmYzp8HCBfG3m60O6Ywzgs/PRryhZ7YaJFAdkkgnNK9roHld7reDSh9mE4mCAqRqNucd8NhLybSdWYdkFs+q2tlqkEABUh3QEFlhheqQCs1kyxckVTLVIUkUqvPZIIFZ74Sth2HDmvjbzlWHNG9etO1mq0GC44XaUQ/xSVVTkCUixVKAVM26doeJA+CuH8XfdrY6pAsvhMceg/37o2vXmsCPnnj/mDHQtSu88EJ0bUtFUtBTXrmySOnDbLnqkDTMJrVEAVK1m3EOLLgn/naz1SH16gXnnRftUFfmQpGv328aZhMpk2odahMpJz0Lqt0lb4FlqwqfF4XMOiSAyy6De++Nrs1cRdqgAKkOKFtUWLnWQ6q2IEl1SFJu1fUMkBPN+SCs3Q+7t8TfdrY6pMsug/vui67NXDVIoABJiqIgq+OKGWYTqRUKkKpd7wFwUi+479b4285WhzR1KrzyCmwu707ir8s1iw1g4kTYsQM2boymbak4CnZKlzmTLV+mqCNZJNUhSa1QgFQLpp4O90c8vT6bbHVITU1w8cVw//3RtJltociUhga44AJYtCiatkXqULUNtYmUi/7ya8HFl8PSJ5NpO1cdUlTDbPlqkEDDbHVAWaPCstUhRUHDbFLLFCDVgis+BKt2wJFD8bedqw7p3nujWZMoXw0SKECSoijIKk16FqmSV9VWobaUU1PSHZAyGHYyDO4GD/4c5lwXb9tDLoIn/j4IhsyC+047DdraYM0aOPXU8raXax2klPPOC9rduxd69y5v21JRqiHIuapX4a134vo+Th+6uS4yPnEESTdMiHAiilQMZZBqxZRTYP7t8bfbcww09oC9aat5m8Eb3gAPPVT+9roOgEN5CsC7doWTT4ZVCS19ILFIKjgqJuCphMeE+IbZRGqVAqRaMfsiWPJoMm0PmgVbMwqjL7wwmgCp7xlwcBMc2pr7HBVqi+RVaE+2bHINs2lVbalVCpBqxRUfhCc3BUNbcRscY4DU0Agt55/YXjrVIVWEvg0J1MRJyQ6MTOA1o8qp1qk+KECqFadNh24N8Nhd8bedLYN06qlw8GCwJlK5DZ4NW/IEQLNnBxkkbVwr0k5HVtTuDGWRpJopQKolk0fDvT+Pv92+Z8ChLXAw7cXXLMgiRZHJGTQbtuZ53JEjg33hnnuu/G1LSaKqr0lSKd9TsbVS1fhz0qrakouZXWFmz5nZC2Z2Y5bjZmZfD4+vNLPJxV4bJwVIteSC85OpvbEGaJkJ2xa3vz+qYbaBU2H3s3B0X+5zZs3SMJvkVQ2z4DorX6F2Z+uQiqUsUn0xs0bgm8CVwETgWjPLfLJdCYwPP64HvlXCtbFRgFRL3vgeePzVZNoePAu2xhQgNXaHAefC9qW5z1EdUsWoxuyISCGqQ8ppGvCCu7/k7keAnwFXZ5xzNfBjDywF+pnZsCKvjY0CpFoy9c1w4Bi8sDz+trPVIU2aFOzJFsW+bIOKqENSgCRSlHIUamuYTUIjgNfSbq8L7yvmnGKujY0WiqwlDQ1w9hC46xb4+JR42x4wFXY9Da37oalncF9j4/Ghrne+s7ztDZoNq7+a+/iECbBvH6xbF9QkiZTRVb2eLfsQXRSPmU1nF4xsXtfwekDVuqG5qKG6+7dN0LpMFWp3W/cS/+42tphZ+n/hc919btpty3JR5oyZXOcUc21slEGqNTOmwEMPxN9uUw/ofzZsz1iLKaphtkEzYfsyOHYk+3GzIDjTekgVQcNsyYkzMMkXeKkWqWZsc/cpaR9zM46vA0al3R4JbCjynGKujY0CpFpz2dtg+ZqCp0Vi0AWwJab1kLr2g14nw84ncp+jQm2RvDpSqN0Z92+bUFOBkuqQsloGjDezcWbWFbgGuCPjnDuAD4az2WYAu919Y5HXxkYBUq25+FrYeAi2RLD+UCEtF5w4k23yZHjxRdi5s/ztDZqVf7q/6pAqirJItamYzWsz1VqgJMe5eyvwceBuYBXwC3d/xsw+ZmYfC0+bB7wEvAB8F/jLfNfG/C28TgFSrenWDKf3h7t+GH/bLdODYa/0BRq7dIEZM2Dx4tzXdVShBSPPPRdefjma4EzqXj0HfPmm+5dS36QgqTa5+zx3P9XdT3b3L4X3fdvdvx1+7e7+V+HxM919eb5rk6IAqRZNPwsW3B1/uz2GQVMz7Hup/f2R1SHNDmbOeY4ZOF26wLRpsGRJ+duWDqm0oCKOouhS2ohr49psK2onteWIsklSqRQg1aI3XAWPJpSVHDA1yCKliypAah4e1CLtyVOEqjokkapQrYGS6pBqlwKkWjTng/DCXti/K/62B047cSbbtGnw9NPBtPtyGzRL6yFVmUrLItW7jhZqpw+zZdYhdWYZgVSgVI3BktQWBUi1qP9QGNMT7rsl/rYHToMdGQFSjx5BPdDSPCtfd1ShfdlmzIAVK4KNc0XKTMFetBQoSZIUINWqqRPg/t/H3+6A82DnCmhrbX9/VMNshQq1e/YMVvRetiz3ORI7BRa5xfWzyVaHVE7lXFlbgZIkQQFSrbroMliaZ42gqHTtC82jYHdGDVRUAVLvU6HtEOzPswedhtlEilowsjOF2h2Z7l+qSh1+Ux1SbVKAVKuuuA6e3gZHc6w0HaVsdUgzZ8Ly5XD4cHnbMsu+D1w6FWpXJGWRKkcxdUi91p8YPOWb7h+1SgyUpLYoQKpVo06HAV1h8a/jbzvbTLbeveH006MZ6ipUqD1rFjz8MBw7Vv62RSSnODawVaAkUVGAVMvOOwnuSyBAypZBgojXQ8oTILW0wIgRsHJl+duWTqmFLFIx30Op6y1V688ljmG2XBQoSbkpQKplsy+EJY/E327/s2Hv89CakbaPKkDqf05Qg3R4e+5zVIckOcSxWGSlKrZQOzW81pFhtjiySOkqtU5Jqo8CpFp2+fvhiQ3QFvMKuY3doO8ZJ24kmxrqam3Nfl1HNTRBywzYmmc7EwVIFatasyXVqJhC7VoSZ6CkQu3aowCplk28IPgNr3wg/razDbMNHBgMdT31VPnbK7ZQO32fOBE5QWe3HElymC0XZZSkIxQg1bKGBjh3JNz9k/jbHjg1ex3S+ecHWaRyK7Qe0pgxwd5sL75Y/ral06o9ixRF/+P+mRS7ona2YbZC4h5my0VBkpRCAVKtu+B8WJQnsxKVgdNOnMkG0QVIA6fDrpUn1j2lmGmYTSQiSU73L5WCJClW9fxVS8fMeRc8/nL87fY+DQ5tObFwOqoAqakZ+p0F2/MUpStAEjlBR1bULpRFyjbMtmrTkJrPJKkOqbYoQKp1518Nu1thbcxT3Bsag21HMrNIp58O27bBli3lb7PQMJsWjKxo1T7MVi2SLtSu9SBJaocCpFrX2ARnDoK7bo6/7WzDbA0NMH16NFmkQoXaZ5wB27fDpk3lb1vqXqEAr9aXEyhlmK2SskkiuShAqgfnT4aF98ffbq4FI6MaZht0AWxbeuJGuSkNDXDBBcnUZElRksoiVWrwktTPo5iZbB0ZZsuUdJCkLJLkE1mAZGY/MLMtZvZ02n0DzOxeM1sTfu4fVfuS5pKrYdlz8bc7cCrsWHbi1PqZM6MJkLoNhJ6jYeeK3OeoDknkBKk6pGJnspVTrQVJqkOqHVFmkH4EXJFx343AfHcfD8wPb0vULnkvvHYQtq+Lt93mUcHnA6+1v3/6dHjsMTh6tPxtFtp2RAFSxVMtUvXq6Gy2pIfclEmSbCILkNz9IWBHxt1XA6limJuBt0XVvqRp7gOn9oW7Y65DMss+zNa3L4wdG83eaIU2rj3vPHj+edizp/xtS92rxeAu31BaOYbZ0iUZKClIkkxx1yANcfeNAOHnwTG3X7+mT4IH7oy/3QF5FoxcsqT87Q2eHRRq51oxu2tXmDIlmralbGox0OioKH4WSc9kKyTpYTcRgKakO5CLmV0PXA8wevTohHtTA86fBt/4afzt9psEL/3wxPsnTQoyOeXWczQc2QltR6Gxa/ZzTj4Z1sU83Fgn0p+3w0c0JtwbSULzuoZOb1cCx4OkjqzT1FGpLFJnA0jVIdWGuAOkzWY2zN03mtkwIOdiOO4+F5gLMGXKFG2g1VnnjYfV2+HwYejWLb52m0edWIMEMGxYdLVAZkCePxkz7ckWkfTn7ZlnddUPuQySmmF3YGQbzesa2DeiIedQ2r4R0Q9CpGeT4gqWsg23VXrWTcov7gDpDuA64Kbw8+9ibr9+9e4Bo/oExdEzZ8bXbr4AaePGiBq1AocLHJfExR0UlGsYq1KXCyhF0/ADndpwthzZo1ySCJZSMoMmBUy1L7IAycxuAy4GWsxsHfB5gsDoF2b2UeBV4F1RtS9ZnD0kyNrEGSB1HwRH9wV7pDWlvehGGiBB3gwSKIMksav0uqrTh24uqfYnjuxRPkkGS6CAqR5EFiC5+7U5Dl0aVZtSwNmDg0USP/3p+Nq0BmgeAQfWQZ9Tj9+fCpDcI8joKIMkUsglLatrZuZW0sEStA+YFCzVBq2kXU/OHgKLF0NbdCnwrLINs/XsCV26wO7d0bRZKEOkDJJUgUodsks6e5RPaqkArasknVWxs9gkAgN7wMCB8MwzcOaZ8bVbqA6pX7/ytldMkbZUrEoNCgqp1n7XsswgqRpnxElyKvffAIlGEitJN4+C/XEWahcRACmDJKE4aoMqvf6oFJWcPSokicySsknVq3r/0qVjZs+Of7PWnnkySBs2RNSoMkgi5VLNQVE2cQdK92+boECpCtXWX70UNmtWkEGKM4MS+1R/ZZBEyiFzyr4Cpc5RoFRdauuvXQo75ZRgk9hXXomvzSTWQsoXACmDVLGqtY4nin7H8bPIVR/TNPzACffVWnCULolASSpf7f7FS3Zm8dchxR0gFSrSBmWQBFD9kbRXCTPgpHIoQKpHcQdIXftDWysc3dP+/qSG2LTViIgUEHWwVK9ZJDMbYGb3mtma8HP/HOddYWbPmdkLZnZjluN/b2ZuZi1R9VUBUj2Ku1DbLCjUzpzJFulq2gqAREqV1CKLlS6qQKlOg6QbgfnuPh6YH95ux8wagW8CVwITgWvNbGLa8VHAHIIdOSKjAKkenXUWrF8P27bF12a2YTZlkKQGVGv9UTVp3dBc1EfUogiU6jBIuhq4Ofz6ZuBtWc6ZBrzg7i+5+xHgZ+F1Kf8D/AMR/yesAKkeNTbC+efHm0XKFiD16wdHjsD+/eVvT0XaVadaN6hNuo3OqvSFDEsJfOIKmModKNVZkDTE3TcChJ8HZzlnBJD+hrEuvA8zeyuw3t2fjLqjWkm7XqXqkN72tnjayxYgmR3PIp1ySvnaUpG2SNkcGNlG87r4/5cuR4CT+RjZZud1RipIKsfQ5P3bJiQSrO5p7V5igDa/xcyWp90x193npp9hZvcBQ7Nc/JkiG8n2X6ybWXP4GG8s8nE6RQFSvZo9Gz71qfjaax4F2xafeH8UAZI2qxWpWlFmflKPHUWgVEf1W9vcfUq+E9z9slzHzGyzmQ1z941mNgzYkuW0dcCotNsjgQ3AycA44EkLXsdHAo+b2TR331Ti91GQhtjq1bRpwZ5sUQxvZRP7diPKIEn0arn+qNxBRDHiqCNKtVPutsox7FYnQ213ANeFX18H/C7LOcuA8WY2zsy6AtcAd7j7U+4+2N3HuvtYgkBqchTBEShAql/du8PZZ8PSpfG0l2+7kbIHSMogVRvVH0kSogqUOqMOgqSbgDlmtoZgJtpNAGY23MzmAbh7K/Bx4G5gFfALd38m7o4qQKpnca6HlKpByszcRJVBKpQhUgZJOqlSMj21Iq7sUa62y9m+gqTc3H27u1/q7uPDzzvC+ze4+1Vp581z91Pd/WR3/1KOxxrr7pFNx1aAVM/iXA+pS29o6ApHdrS/P4oAqVCRtjJIIu2Uqzg4c++2alPOQEmrcVc/BUj1bOZMeOSRYG+2OGSbyTZ8ePxDbKAMklSkSshK1VGxcU5JZrNSajmLVC0UINWz/v1h3Dh44ol42stWqJ3EEJsySLHY3da9qPOqsf6oEgKZOEWdGaqEgCRTObJJyiJVNwVI9S7OOqRshdqRDbEVoAySREgF2rWjs4GSgqTqpQCp3iVRqJ2upQX27AlW1C6rAhkkBUixqMVMSy1+T0kqNfhoXtdQ1EcU/exooNTRIEnDbMlSgFTvUoXacQQMzaNPDJAaGmDwYNhUzmUsVKQtUg5JrIWUTymBT1RBU9xBkiRHAVK9GzEC+vSB1TEscR/bWkgaYqsk+TIu1ZaNibK/1faziFs5ApxyBUpxBknKIiVHAZLArFnxDLPFuZq2irQlCy0Q2XFRFGoXG2iUe8isHIFSJRaWS3kpQJL46pCaR8LB9eAZL7TlDpBUpF1xaiE7UgvfQz7FrIVU7escZUoiSFIWqXooQJL4Foxs7A5d+sKhjHVWIpnqrwySSC2IouA68/E700ZHirdVj1QdFCAJnHZasGntunXRt9VzLOx/pf19kdQgaauRSpOZgammjEzUfa20n0W+xSLLlUUqJqiIOjjKbKuzgVKUlEWKnwIkCTIqcdUh9RwTU4CU77AySPVI9UflU2tDbeniCpKURap8CpAkUFMBEtqstkJVWqakGNXY5zhEHSTFmT3K1nZH248yk6QsUrwUIEkgrkLtnmNg/8vt74u7SFsZJJGi5VsLqaNBUqEgIsngKF3U/VAWqbJVxl+hJO/MM+NZC6lbCxze0f6+vn2D1bTLShkk6Txlj6pHr/Vt7T7KpSNBkrJItaEp6Q5IhWhsjKedYwehqUf7+w4ehB49sp/fYcoiVSoFHbXlwMg2mtc1lG3IrSMBSbaAKHXfvhHlWWCyluuuJDtlkCRexw5CYxwBkkj1qPbi7iSDh0LZonJllEoN3IrNImmYrXIpQJJ4KUCSGqbsWHuVtJdbuYfekqRhtngoQJJ4tR6Axoz/rBQgSQWKO9ip9ixSEuIOeCqleFziod+2xCtXDVKz9jUSkeJ1NDjqbFBVSpCkYu3qpgBJ4pVtiO3AAWWQRKitLFIlDa9lqrShNtUhVSYFSBIvDbFJQlQfVDvKEeB05jEqZahNWaRoVcZvWeqHirSlCnQmmFIgFq1yZn/iyCRFvUebREcBksQrtnWQRKpTLQ2z1bJKySJJdPQblngdO5h9iE1F2iI1o1D9USXVJ1VaPVKpNMwWHQVIEq/WA9EXaWsbEalyyiJlF1UwE3WQVMwwmwq1K48CJIlXXDVI2kpEOqgcNUSqQ6o+HQmSKmWYTVmkaFTGb1fqh2qQRIpSSVmkUobEKmn4rFTVPtwm5aUASeKlaf4iUkOURapdlfGblfqRa4hNRdoSg2ob+qqkLFK9iCqLpOn+1UcBksRLK2lLnai2YEw6rlxZpM4WaiuLVF4KkCRexw4kX4OkWW6SQyUGNUllkU4furnka6q5/iidapEEFCBJnLwNjh2ujJW0NctNRPIoNUgqJosUxzCbskjlowBJ4nPsEDR2A8v4s1ORtoiIVBgFSBKfbDPYQEXaUrMqccguKrUyvJYuiixSIbW+YKSZDTCze81sTfi5f47zrjCz58zsBTO7Me3+c8xsqZmtMLPlZjYtqr4qQJL4HDsITVkCIRVpSwWop2CmGtVKXZBms3EjMN/dxwPzw9vtmFkj8E3gSmAicK2ZpZ6g/wF80d3PAT4X3o6EAiSJz7E8GSQFSCJSgZLIItW4q4Gbw69vBt6W5ZxpwAvu/pK7HwF+Fl4H4ECf8Ou+wIaoOtoU1QOLnCDbPmwQQYCkWWqVoG/DoaS7IGVUi0Noxeq1vo19IxT4lMkQd98I4O4bzWxwlnNGAK+l3V4HTA+//mvgbjP7KkGSZ2ZUHVWAJPHJNcQWSQZJs9Qku3n7JsY6dT7u9kRKcehol1LrnlrMbHna7bnuPjf9BDO7Dxia5drPFNlGthfw1H++fwH8jbv/2szeDXwfuKzIxy2JAiSJT74hNhVpS4JUfySFlJJFal7XwIGRuYfmWjc0583Irdo0pEPrUMVkm7tPyXeCu+cMWMxss5kNC7NHw4AtWU5bB4xKuz2S40Np1wE3hF//Evhe0T0vkXKGEp9cQ2wq0hYRqRd3EAQ5hJ9/l+WcZcB4MxtnZl2Ba8LrIAiULgq/vgRYE1VHFSBJfFoPnDjEdvRo8LlLl/j7I5HT0JLkUo01TbUyky5hNwFzzGwNMCe8jZkNN7N5AO7eCnwcuBtYBfzC3Z8Jr/8z4L/M7Eng34Hro+qohtgkPtlqkDSDTUSkbrj7duDSLPdvAK5Kuz0PmJflvEXAeVH2MUUZJIlPthok1R9JwuKoP1KNU+0oNovU2en+tb5gZDVQBknik60GSRkkEYlB77UHX/9677jkX3MKFWpL8pRBkvhkG2JTgbaIRKj32oPtgqPUfZ2hWqT6kEiAZGZ/Y2bPmNnTZnabmXVPoh8Ss1xDbAqQalolFmpryKu6dCQgyRYYZR6PmlbVrm6x//bMbATwSWCKu08CGgmm8EmtyzaLTQGSJCjOQElBWTwKBUYdPTdTHFkk1SElK6kapCagh5kdBZqJcC8VCbnDjoOwJduaXByfbh+lYwez1yCpSFtEyqCjwU7vtQcTqUtSHVJliz1Acvf14R4qrwIHgXvc/Z7M88zsesL1DUaPHh1vJ2vRT++BL/0G+jyQ+5wJE6Ltw+Ft0LVf+/u2bYO+fcvbjreRd6uRtjYwbUUShfTn7fARjQn3pnOu6vWssj51JKkgSSpXEkNs/Ql25R0HDAd6mtn7M89z97nuPsXdpwwaNCjubtaeB5fAFz8QZJByfTz1VLR92LEc+k9uf9/DD8P06dnP76hjB6Epzwvd4cPQrVt52xSg/fN2wIDjLy/VWodUCf1WkFa8veN6lBzkpK5JIjhS9qiyJVFBdhmw1t23uvtR4DdEuBuvEGRMVqyHy9+XXB8OrIdjh6DXSe3vX7wYZs0qb1vZhvLSHToE3TUvQOKnYKdjit0DLaWYoKezQVGpfeqICt6PrS4kUYP0KjDDzJoJhtguBZbnv0Q65dnFcMzhrDck14ftj8DA6e2Htvbuheeeg8mTc19XqrajgIPl+dNWBkkKqITMESQfUJ0+dHNkhcKtG+KpPUwPguIeRsu3Ya1UvtgzSO7+CPAr4HHgqbAPc+PuR1255ydwznBoSHDK6bYwQEq3dGkQHJUzWDl2KMge5asxUgZJpC6VKziKI3skyUvkt+zun3f3Ce4+yd0/4O6Hk+hH3XjoQZg5Ldk+bF8KLTPa37doUfzDa6AMUkIqJStTqmrtd6nu3xbxJI0aUWxwVCh7VKj+SMNryVMYXA8eewnmvDO59ttaYcfjMHBq+/uTCpCUQZIEFTtslvTwmki9U4BU615bDduPwAXvSK4Pu5+G5pHtp/gfPQqPPgrnn1/etlqLzCApQBKpOPlWnq6EYa1K6IPER7/tWnf3zTCpBbp0Ta4P2x45cXhtxQoYNw769y9vW8VmkDTEJjlUwpCaskeVp5TgqLPDa1IZFCDVugX3woxzku3D9iwF2lEMr0HxNUjKICWiEoKPjqjWflequGawlUvcmSPVH1UGBUi1btnq/9/encdJVd35/399upt9EZBmFwEXBFEW2VRwQTRqEjWbSSYmxmzfbDOaSWbiTPLNJJlv8jPJjJnMZJIZ4jK4JTFRR2PccaFBQFlkR4mA7Juszd7dn98ft0qappfq7qp7blW9n49HPbpu1b11PnR3dX0453POgSuuCxvDzrnxJkiNLRIJ6kGS4BrrIUpa71Gxf1hrWK146SdfyPZsg3cOwNRPh4vh6F44uB66nXf8MffcLBAJ6kESaQHNYKtfS5IjDa8VDiVIhez5++CMLtCpW7gYdr0ebS9SUmvhxrffhrZtIRd77KkGSVoh9FBa0nqPkibO3pxcJEeZKPYeuyRRglTIXvwzjA/8B3fnXOgZ0/AaaBZbHgidhEh+05CXxEW/aYVs3hK4/OqwMeycB6fGsEBkmnqQJEdyndjlc+/RsD7bYu35qOxfktNEKVe9Rxpeyy9KkArVkYOwcjdcfUu4GNyjGWxx9iCltxppLCYlSJIASUmIWlt/1NzEKJsz2HKRJIUaWgMNryWNEqRC9fLvoG976HV6uBgOrIWSttEikWk7dsDWrXDuublps/oQlDYyfFZVFe1JVxZin2ZJspBDf0lJlporCR/o2UqSct0rpd6j/KNPiUI14zG44MywMexbDb0uOfGx2bOj1bNLS3PTZlNDbNpmRCQrkpAcpVX2L6Hzpub34mQjIcpW75Ekj3qQCtWc+XDJ5WFj6Pc+uOjBEx/L5fAaNL0OkjaqTYR8LdTOdtxPVQ7Pi96juslQkpKjtOYkO9nqLco0Ocqk9yiJ39NCYGYjzezrqdvI5lyrBKkQVVfB4m1wzWdCRwJmJx7HkSCpB0kkZ5L8QZ5OfJq6FbIpPVeFDiExzOxW4EGgV+r2gJn9dabXF/ZvSrGa/zR0LIUzx4aO5ESVlbB8OYwbl7s2mkqQ1IOUGEnqRUpSLHFqboF2a5OjfNtipDFJHFpTcnSSzwMT3P177v49YCLwxUwvVoJUiJ7/PYzOwSKMrTVzJowdCx1z+EeyqXWQ1IMk0iJJ7jmKW3OSIw2vBWVAda3j6tRjGVGCVIhmvQqTLg4dxclmzICpU3PbhnqQ8ko+9tzkY8xx0Qd9OOo9qte9wDwz+76ZfR+YC9yd6cVKkArRwvVw1SdCR3GyF16AK67IbRuqQRKRHMp271E2KDmqn7vfCdwC7AJ2A7e4+79ler2m+ReaN+fBkRq4IPAK2nVt3w7r10dDbLmUySw2JUiJcm3nFXkxk6vQaIPa5stF3ZF63bLPzHrUOlyXur33nLvvyuR1lCAVmmcfgJF9osUQk+TFF+GSS3K/QGMmPUgaYpNaNGQmmUhiUTao96gBCwAnqjcaSNR7ZEA3YD0wOJMXSdinqLTazJfgwhzOEmupGTNyP7wGTW81oiG2RMq3JCXf4k2CpmawddyY3I+jliRHWjk7HHcf7O5DgGeBD7p7T3c/FfgA8Gimr5Pc30hpmbPPhhs+FzqKk73wQu4LtEFF2iKSNQcH1CS25wjUe5SBce7+VPrA3Z8GLs30YiVI+aimkTfsjx+FC6+PL5ZMrFkTJSbDhuW+rab2YlMPUmKpVyY+qj9qWmsSo0x7j1pTf5SvyZGZ9TCz581sdepr9wbOu8fMtpvZsjqP/8zMVpnZEjN7zMy6NdLcTjP7rpkNMrPTzew7wLuZxqoEKR8crYS/3A1r7ouOk1ZfVH3kxGP36JaWnr1Wd1XtnMSiHiTJnJIyqU+Se40KwO3ADHc/C5iROq7P/wD1zTZ6Hhjh7ucDbwH/0EhbnwTKgcdSt/LUYxlJ2CetnOTwdnisFyz7Ibz+FXhmLBzcHDqq46qPwNIfQE2ttbjMjidD7vDKK/HUH4EWisxz+ZSw5FOskrnWJkdx1B7la+9RyvXA9NT96cAN9Z3k7jOJpufXffw5d69KHc4FBjTUkLvvcvdbgcnuPsbdb8t0BhsoQUq++X8DHQbADe/ANW/AgfVQ8RHYszx0ZJF3fgsH1kJJKRzdC1tfgJkfhr/cFT1vBvfeC5+IYV0md/UgiQSWz9PW4+w5yufvUyv1dvctAKmvvVrxWp8Dnm7oSTO7yMxWACtSxyPN7FeZvrim+Sdd91Gwc3aUEHU7F6a+AjOugNe/Ble+HDo6WPcgDL01uv/mv8PB9dBjDKy5FzY/BZP/CG3bxhNLzVEoKYuStYaoBynxtC5Sbqn+6ETZTIryceaaHytp7h55Pc1sfq3jae4+rfYJZvYC0Keea7/TghDrlaonqiLajLYhPwfeBzwB4O6LzeySTNtQgpR03c6H0k6w7UXoeBqcMgwufRyeuxgWfRtG/yRcbMf2Rz1aa+87/vXyZ6DLGTDiuzDzBti9CHpcEE88TfUeQdSD1KGJc6QoaIgsPkncpDbbvUVFtGr2TndvdMVfd29wyrKZbTOzvu6+xcz6AtubG4CZ3Uw0Zf8K99oFr/XGssFOrH+tbujcujTEllTpmWr9r4Wu58DKn8L6h6HyHTh1HJx2A1RVBg2R0g4w+REYeCPsXghdz46SI4CaY1C5FrrGMHMtLZMEST1IeUHJi+RCetp+6OSoiIfXIOrNuTl1/2bg8eZcbGZXA98GrnP3pr7xG8zsIsDNrK2ZfQtYmWlbSpCSZPssWH5HlFjUHD7++KX/GyUaK34Kc2+BVb+ADf8LHnimRUkZdBsBAz4Eo34K4//7+HPrHoLOQ6Asxv85HtsHZZ0aP2f/fuiYvP/NSn5SIpdctZOhXK5nFOewWgJ6j7LhDuBKM1sNXJk6xsz6mdl7axaZ2W+BOcBQM9toZp9PPfVLoAvwvJm9YWb/1UhbXwa+BvQHNgGjUscZ0RBbUrz1K1jwN9C+D6z6V+gxDkZ8B8ovjp6f8hws/SHsmB31Jg24Hsb/OmzMXgNWEtX8tOsBpLa/qToUPX7uP8Ybz7uvQ/fRjZ/z+uvw2c/GEo6IZC4fp9a3JDkq8t4j3P1d4KRpze6+Gbi21nG90/Hd/cxmtLUT+FQLwgSUICXH2vvgjC/B+F9FidDWF2H+12H8tGhIDeC870VfD22FDvXVv8XMGuiALOsAgz8dbywAOyqgfHLDz+/dC6tX537DXGm1fCnSzpc401SgnR0t7TUqxoUhQzKzIcAvgIlEe7PNAb7h7msyuV5DbElxdC+8Oy+6f9734IzPQWlnWJJKinbMhsWpCQDtWjMrMkt2LYL1j8Ca6bD2Adj/l+PPbXsJtjwff0zbK6BXIwnSnDlRchTXrDpJtHxLbvJZPs7uaoiSo7zyEPAw0BfoB/wB+G2mFytBSooJv4FDW2DhN6PjIZ+BPpfD3mXRwpAbHoWuqT/ooVfS3jkXFn0L1t0PBzfCnsWw8mew6t+i4uyaY9DlrHhjOrwTDm2KZv01pKICJjeSQImI1KOs38H3bi2h5CgYc/f73b0qdXuAqCcpIxkPsaUqwQfVvsbd72tOpNKIHuNhwA2w6UkoaQejfgzn/xDe+k/Y+jyM+dfQER731q+g79Uw/O/g6B44vA32vQWb/hQND4785/hj2jkbTp0YFY43pKICvpO1ZThEpMBlo+dLyVH8zCxVEMtLZnY78DuixOjjwJ8zfZ2MEiQzux84A3iD42sIOKAEKVvK2sL5/w/eOApv3x31ynQfE6011D4BQ2q19ZkaDQce3QNtu0Wbw7bpFtVKzb0Ftr0MvS6NZ++1tKaG144cgYUL4cIL44tJCpqG6ApXtoYElRwFs4AoR0l/CP2fWs85kNH/4jPtQRoLDG9qQSZppfY9YOwvofflsPgfYd+bMPL/Qb9rQkd2on7XRL1Fc26GnhfC/rehfCKc8XnYtwranVprL7aahou5s2lHRbTUQEPmz4ehQ6Fr19zHIq0SZ+LxVOXwopmqH1eB9sqtvWNpJ9uyXSdV7LPVQnL3wdl4nUwTpGVEy4ZvyUaj0oiy9jD4U3Dax1LHCSwobl8Ok/8Am5+G7TNh42Pw7muw/g9RL9LGJ2DXAhjy2XiSo6oDsGcZnDq+4XNUfyQiKbkuGm9tcqTeo9Yxsw839ry7P5rJ6zSaIJnZn4i6o7oAK8zsNeBIrUauy6QRaYEkJkZ19bsmmq3WeQhM+h3sXgpv/jxasPHtp2HFT2DKC9Cxf27j2DkPuo+MlhdoSEUFfO5zuY1DRBpU1u9grFuO5OvMOSVHWfHBRp5zoPUJEvAvGYcjxanzYNi/GlbeCdtfgrO+CmenFipd8I1oL7ZcJ0hNrX9UXQ2vvgr33JPbOKRoqP4orKQmP+o5SgZ3vyUbr9NoguTurwCY2U/c/du1nzOznwCvZCMIyWNnfhH6vi9a++jgehhS6/dy/1+aXtk6G7ZXwDm3Nfz88uVQXg6987M2opgo8RBIbgLUkGzUGyk5yg0zez9wLvDeJpzu/sNMrs20BulKos3harumnsek2JS2jzap7TQITvvQ8b3Xdi1MJUyfyW37NceiGXXpLVnqo/ojaUQxFGonZQXtfEt8mpKtQmwlR7mR2qetI3A5cBfwUeC1TK9vqgbpK8BXgSFmtqTWU12AV5sdrRSu0rZQmlqOoOoQ7JgFw/4u9+3ufiNKztp2b/icigq4+urcxyKSQElJjgpJNmeoKTnKqYvc/XwzW+LuPzCzfyXD+iNougfpIeBp4P8Dbq/1+H5339X8WKVgVB2C0nZweAd0qDN0VdYBzvxylDTlWlPrH7lHCdKPfpT7WKQoaBiwOOVi2r6So5w7lPp60Mz6Ae8CGS8B0FQN0l5gL/BJMysFeqeu6Wxmnd19fctilry26SlY+z/RbLVTRkCbLtD3GuiZmma/4VHoPiqa3ZZrOypg4I0NP792LdTUwJAYYpFWUeKRfeo9ap1crmWk5CgWT5pZN+BnwEKiGWy/yfTiTFfS/jrwfWAbUJN62IFGNr6SgvX6l+HC6WBlcORd2Lsc1k6Pao5O+3DUq9RxYO7jcI+G8sb+R8PnzJoV1R/Fuaq35J1CrENSctQycSzwqOQoHu6eXjH7ETN7Emif6vjJSKZF2rcBQ9393WbGJ4XmwEaoqoSuw6BDn+ixU8fCjtmw+tfQ6XQ46/80/hrZsm8VlHWGjgMaPkcF2iJSj1ArXSs5CsPdj1BrHcdMZJogbSAaapM4/NffwZL58KuXQkdysn3LAYNZN8L5P4i2Rek4AE7/eJQ4rbkXelwQ0/Yis6B8UuPnVFTA176W+1ikKOTLMKB6jyJJ2+5DyVF+yTRBWgO8bGZ/5sSVtO/MSVTF7rk/R/uGJdHb98L5PwQM1t4fbTdSPgkGXAe7l8S39xo0XaC9fTts3QrnnRdPPNJi+ZJ45IOQyVHc+7AlLQFqiBKj/JRpgrQ+dWubukkuLVgDX//H0FGc7PBO2PIMjP81lHaKeop2zoE198Abt0PPCTDyjvji2VEB5/5Dw8/Png0XXgilpfHFJHmrEOuQCkW+JEJ1KTEKy8wM+BQwxN1/aGYDgT7untFaSBklSO7+g1RjXaJDr2xpwNKEzathxxGY9NHQkZxs3QPQ/4PH1xzqOSFKks65DQ5thXanQkmbeGI5uBGq9kPXRv63rPojKTKFMrSWrwlRbUqOEuFXRBPLpgA/BPYDjwDjMrk401lsI4D7gR6p453AZ9x9eQsClsY88z8wvAe0bd/kqbFyj3qKLvjFiY+XpH6F0gXbcdmeqj9qbHZaRQXcqVFgKQ75nhwpKZIcmODuY8xsEYC77zazjEfBMh1imwb8rbu/BGBmlxGtJXBR82KVJr38HEwcFTqKk+1ZHK171OvS0JFEmtqgtrISVq6EcRn9R0GkSUmuk8r35CifKSlKtGOpNRwdwMzKOb5UUZMyTZA6pZMjAHd/2cw6NStMyczrq+BH/9z0eXFbcx8M+nR8BdhN2VEBg29u+Pk2beC556B9wnri5CRJSjxUhxRGPvUeKSHKK/8OPAb0MrMfEe3F9t1ML854FpuZ/V+iYTaAm4C1zYlSMrBvJ6ythKk3hY7kRDXH4J2HYOrM0JFEju6GyrXQY3TD57RrBxepg1Mk6ZKcHCkZym/u/qCZLQCuAAy4wd1XZnp9pgnS54AfEBU3GTAT+GzzQpUmPX8fDO4MXXuGjuREW56Ltg3penboSCI7ZsOpE+IrCBdJMA2vtY6SoMJlZhOB5e7+n6njLmY2wd3nZXJ9pgnSGcBpQEnqmiuIqsK11Ug2vfgkjB8WOoqTrb0PBn8mdBTHZbJApEgWJWkYsJBoWw/JsV8DY2odH6jnsQZlmiA9CHwLWEYzCpykmeYuhq9/NXQUJzq6G7Y8C+N+HR1XVUFZpr82ObK9IlqsMs5FKSUnlHgUr2wlR0qApBHm7p4+cPcaM8v4AyzTE3e4+5+aHZpk7uhhWLkLrv5s6EhOtP4P0OdKaNcDDh2CESNg7lwoLw8Tz9FK2LUIek5UciQ5kU+F2sU0vKZESFpgjZn9DVGvEcBXiXYGyUimnzD/ZGZ3mdknzezD6VtzI5VGzHwYyttB3zNCR3Ki2sNr06fD8OHhkiOAiuuhrCPMvQUOrI96kUQkrzSn92hKz1VKjqSlvky0HNEmYCMwAfhSphdn2oN0C3AO0IbjQ2wOPJpxmNK4Fx6FsQlLjvb/Bfa9Bf2ujo7vvht+/ONw8bz+dbBS6DYC2pXDvM/DWV+F/tdBSWm0mGVjC0eKtICGATOTzX3YlBCdrDm9mrflLoy84u7bgU+09PpME6SR7p61HT/NrBtwFzCCKNH6nLvPydbr56VXX4OPfCh0FCdaez+c/slottiGDbBmDVx2WfxxuEPN0Whrke6jYd8qGPefsO538OYv4NheGPJZJUd5RolH6+Tr8FpjvUdKjJqXCEnjzKw98HngXOC9RfHc/XOZXJ9pgjTXzIa7e7Z+cr8AnnH3j6aW/e6YpdfNTzU1sHgr/CZBM8W8Jhpem/xIdPzEE/D+90cLMMbNDErbRfvAvX3P8e1NBn0COp0Gcz4D7fsc7+kSaaV8qkPKJ0qOjtPvVyzuB1YB7yPai+1TQNbXQZoE3Gxma4EjRGshubs3e5q/mXUFLiG1jpK7HwWONvd1CsqiZ6FdCQydEDqS43bMgrJOUY8NwP/+L3zlK0FDovtoOLorWriych207w3lF8PQb8CRnWFjE5EWK8TkSAlQIpzp7h8zs+vdfbqZPQQ8m+nFmSZI2fyv+RBgB3CvmY0EFgC3uvuBLLaRX579HYw+LXQUJ0oXZ5vBrl0wb16UJMWtdl1RlzOg71XR0Nqqn0O386D7KPjLf8E534w/Nil4GgbMniSvmN0QJTl571jq6x4zGwFsBQZlenFGs9jc/Z36bs2PFYiSsjHAr919NNHCTbfXPcnMvmRm881s/o4dO1rYVJ6YNQsmJWhbjOqjsOGxqP4I4KGHouG1TgG23zM7PlPNHQ5ugrO/Gq3qfWAdLP8RDLwRzrgl/tjkJLXft7t2NTzDUIlH6+RL/dGwPtveuzWkEHuPpGFm1sPMnjez1amv3Rs47x4z225my+p57q/N7E0zW25mP22kuWmp1/8u8ASwAvhJprGGWPFvI7Cx1lLff6SeBMndpwHTAMaOHet1ny8oC9fDP/08dBTHbX0Bup4T1fe4w29+A3feGW8MK34W1Rqd841ovaOa6mim2vaZMPRW6J4a3a0+CqVt441NGlT7fXve+W0L+30rJ8jHHiIJ4nZghrvfYWa3p46/Xc95/wP8Eriv9oNmdjlwPXC+ux8xs151LzSzW939F8BKd99NtD3akOYGGvtKe+6+FdhgZkNTD11BlNUVp7/Mh4PVMO4DoSM5bv3DUa8MwPz5sH8/XH55fO1veAxW/hTeeRjmfSF6rKQUDm6Gwzuiaf77VsPh7UqO8pB6jyRNvUdF6Xpgeur+dOCG+k5y95nArnqe+gpwh7sfSZ23vZ5z0kMK/9GaQEMtRfzXwINmtgQYBQRcXCewZ+6H83tDSUJWha4+ApuegIEfjY7vugu+8IV447MyGPNzuOIFqD4MM6bCgXdg5xzodTEceRc2/Qm8Or6YpKgkufYkX4bX8l2SfwfyXG933wKQ+npSD1ATzgYmm9k8M3vFzMbVc85KM1sHnGNmS2rdlqbyjowE2VTL3d8AxoZoO3FmvgQXXhA6iuO2Pg+njICO/aGyEh5+GJYvjzeGAR+EqkNQ1gEm3A3LfwyvXB8N+5VPhs1/hv4fgA59441LWk29RyLJUnIUOm5s1n+Ae5rZ/FrH01JD6+8xsxeAPvVc+50WhFhXGdAdmAiMAx42syF19lz7pJn1IZqxdl1rGpKQ5q+Gz98aOorj3vn98eG1hx+GyZOhX7/44yjrEH0tbQfn/wBOGR5tL7L5KTj769HCkCKStzS8lrd2unujHRzuPrWh58xsm5n1dfctZtYXqG+IrDEbgUdTCdFrZlYD9CSaHV/bDmBpKyaUBRtiE4Dt78CWw3DZJ0NHEqk+DJuehIEfiY7vugu++MWwMaX1uyZaTbt8Eowq3hFZEck9Da/l1BPAzan7NwOPN/P6/wWmAJjZ2UBb4KSF8Ny9mqi3q8WFqupBCumZ/4FzukG7hCwkvuVZ6D4yGrpavhzWrYNrrgkdVeSd30NZZ7hE2//lq3wZXkvyh6Pqj6QA3EE0LPZ5YD3wMQAz6wfc5e7Xpo5/C1xGlORsBP7J3e8G7gHuSU3/PwrcXHt4rY53gNlm9gTRkkIAuHtG07KVIIX08jMwodmLkefOOw/D6R+P7t91F9xyC5Ql5FfkwHo484tQ2r7pc0Uk0TS8Vrzc/V2i2et1H98MXFvruN6hldTuGzdl2Nzm1K0E6NLcWBPy6VekXlsO3/tu6CgiVQej4ucxd8KRI/DAA9Hq2UmxowKGn7RcluSJfOk9EpHC4e4/aM31SpBCObAH/rIfrkzIBrXr/xjta9ahN/z+9zByJAxp9rpauVF9BHbNh/IErTYuIi2S9N6jJA+xSvOY2UvAScNv7j4lk+uVIIUy4wE4vRN0r28mZABr7o5WqIZo5ewvfCFsPLXtWghdzoI2XUNHIi2QT71HSf5wVP2RSLN9q9b99sBHgKpML1aCFMqMJ2Ds0KbPi8O+1bBvFfT7AKxZA4sXww03hI7quB0V0fpHIhJEutdHSZrkE3dfUOeh2Wb2SqbXa5p/KHMXwWUNLhURrzX3wKCbom077rkHbroJ2ieoGHp7BfRSgpSP8qn3SJrW2uExDa9JnFIb46ZvPc3sfdS/gGW91IMUwrGjsGwnXP3Z0JFATRWsnQ5TXoCqKrj3Xnj22dBRHec1sHM2TPhN6EhEgklSz82UnqsSFU+2KDkqSAuIapCMaGhtLfD5TC9WghTCnMegR1s4bVjoSGDLM9Dx9Gil6j/9CQYOhBEjQkd13N7l0PZU6JCQWi3J2N6aBPVCZkAfkPWrr9enUJMkKSzuPrg112uILYTn/gBjWvVzy56374YzUgl1klbOTvNqGPo3oaMQkTqaO1yW5OE1JceFycw+ZmZdUve/a2aPmtmYTK9XghTCq/Ng8iWho4BD22Dby9HikNu2wcyZcOONoaM60dMr4C8JWW5A8sa1nVfoQy8GmSY9So4kkP/r7vvNbBLwPmA68OtML9YQW9xqamDRZvj3TBcCzaG198FpH4I2XeD398IHPwidO4eO6kQPPJCsJQdEYpb0oaz6ZrglOSGSolKd+vp+4Nfu/riZfT/Ti9WDFLclL0Xf9eGTwsbhHq19NORz0fGDD8Jf/VXYmOqqroZXX4VJgb9Xkldq9wiodyA+U3queu+WL/T7UfA2mdl/AzcCT5lZO5qR9yhBittzv4XRA6Ak8Ld+56vR1/KLYfXqaGPaqQlZdiBt6VLo0wd69QodiRQ4fVDWL5+SnebSz7wo3Ag8C1zt7nuAHsDfZXqxEqS4VcyEiyeEjgLevifqPTKDhx6Cj388ORvTps2aBZO1/pFkrr4PPX0QihQndz/o7o+6++rU8RZ3fy7T65UgxW3hOrgycCH0sf2w4VEY/JloqO3BB+FTnwobU30qKjS8JkUt6fVH+UpJs2RCCVKc1i6BvVVw4Q1h41j/MPS+NFpbaMGCqHB8/PiwMdXlHiVI6kGSLNAHoqTpd0EypQQpTs/eD+eVQ2ngoay374YhqbWP0sXZZmFjqmvNmiimwQlZL0oSr6UffPrArF8h1h/pZy3NoQQpTjNfgIkZr1GVG3tXwoF10O+aaJbY736X3OG1yZOTl7hJ3sq3D0cNr2VXvv38JbyEVeUWuNffhJ9/KWwMb98d1R6VlMHzz0P//jB0aNiY6qMCbWkGffhJQ/S7IS2lHqS4vLsRNhyCKQF7a2qOwbr7j6999NBDyew9guMF2l4TOhIpIPqwLB5aTV1aSz1IcXnufjj7FOjYNVwMm56ELkOh69lw6BA8/jj8+Mfh4qnP+kdg0xy48B04ewCYcnhpXGs+BPUBWr98rj/Sz1SyRZ8+cXnpKRh/btgYam9M++STcMEF0Ldv2Jhq2/YKLPoWbACGlMOsD8HOuVBTFToyKSD58AGq+qPmU4+RZJsSpLjMWwqXXxuu/YObotWzB340Ok7i1iJ7l0P/D8KrVdD2a9H9FT+B3W9Ez9dUN3q5FB99IBa3dFKk3wPJBSVIcTi4D97cC1ffHC6G9X+EAR+Csk6waxe89BJ8+MPh4qlPzwlwbB8seyGqPxr+d9BzIiy4NXq8pDR0hCISmJIiiYtqkOLw0m9hQAc4dUC4GLY+D0NSCdojj8BVV8Epp4SLpz4d+sGxY9BuNZw/JHps+Ldh31vR1ijn3BY0PEmWQq090vDaiZL8s5LCpgQpDi8+DmPPDtd+zTHYUQEXTo+OH3wQbrstXDy11VQf7xnq0Bf2T4TJT8OWR6H6Euh+PnQcoNlsIjEJVaCtREiSRglSHOYsgE/fFK79nfOgy1nQ7lTYuBGWLoVrrgkTy3//N2zaBKU74NAp0TYn1ceg2qNkaeEieN8NsHdZlNQB7F4Elz0VJl5JJH2Y5jf9/CQfKEHKtZoaWPouXHpVuBh2L4JTU3utvfgiXHkltGsXfxxbt8JXvwo/uRH6PAIHz4M9H4eSEii1aPHKs8+CGz4MPdvD0d2wawGM+deoF0kkZpl8kD9VOTyGSEQkbkqQcm35cuhaBn3Kw8VQuQY6nxHdnzcPJkwIE8esWfDBK2HMu3Daf8D2mVC6EibeGz1fUxUlSRAlR13Pim4iEot8Xv9IJNs0iy3XZs2CczuFjaFyDXROFT2HTJAqKuDCy2HiPTD4Jrjg53B0D8z5bPR8OjnatRDWPQTVR8LEKRJIsRRoq9dN8oESpFyrqIBzO4eNIZ0gHT4MK1fC6NFh4kjvr9ZxQLTcQPteMH4aHNsLr34mOmf3G1C5Fk7/BJQGGAaUxFP9iojEQQlSLrmnEqSAPUjuqQRpMCxaBOecAx06xB/Hvn3w5pvR6t21tS+PkiQz+NNQmHUjlF8cFZSLiIgEogQpl955J1rXp1/AnpDD26GsI7TpCq+9BuPHh4ljzpwoOaqvOLx9OXQ7P1oMcvJj0KFP/PGJFDnVH4mcSAlSLlVURENKZuFiSFL90eTJ9T93dDdseQamPAfdAu9XJyKxUB2SJJ0SpFxK19yEVDtBCtmD9MqMhr8XbbvDpX+CbufFG5PkHdUfiUhclCDlUkVFtKdYSOkEaedO2LEjqkGK274t8PpcmDCu4XNK28cXj4icQMNrEhcz62Fmz5vZ6tTX7vWcc5qZvWRmK81suZnd2pzrs0UJUq7s3BmtGD1yZNg4DqTWQHr9dRg7NlqUMW4v3g8Du0C3HvG3LSKJpWG2onQ7MMPdzwJmpI7rqgK+6e7DgInA18xseDOuzwolSLkyaxZceCGUBt6Bfv/bUQ/SG2/AmDFhYnjpzzBOfwhFGlMsayBJ0bseSG0MynTghronuPsWd1+Yur8fWAn0z/T6bFGClCtJqD+C40NsS5fCeYFqfOYugcuvDtO2FAzVH+WGhtckZr3dfQtEiRDQq7GTzWwQMBqY15LrW0NbjeRKRQX89KdhY6g+DEd2Qof+sGwZfOtb8cdwtBKW74Frbo6/bRFJvKcqhyv5Daj0GHTeVNOcS3qa2fxax9PcfVrtE8zsBaC+9Vq+05yGzKwz8Ahwm7vva8612aAEKRcOHIgSklAzxtIq10GngVBdA6tXw7Bh8ccw+/fQrT30Hxx/2yIikm073X1sYye4+9SGnjOzbWbW1923mFlfYHsD57UhSo4edPdHaz2V0fXZoCG2XJg7F0aNCrNidW3p4bXVq+G008LE88JjMPbM+NsVEZEkegJIDyncDDxe9wQzM+BuYKW739nc67NFCVIuJK3+aNkyGDEiTAxz5sMlU8K0LQVDQzC5ofojCeAO4EozWw1cmTrGzPqZ2VOpcy4GPg1MMbM3UrdrG7s+FzTElgsVFfCNb4SO4sQEKUSBdvUxWLwdfnlT/G2LFIGVW3szrM+20GG0muqQioe7vwtcUc/jm4FrU/dnAfVuQdHQ9bmgHqRsO3Ys2tLjootCR5JaAylgD9KSp8FLYVijw9VSZK7tvEIfhlm0cmvv0CGIFCQlSNm2aBEMHgzdc7a4Z+ZCD7E9+3sYMzDsXnQiBaq1iZGG10QapwQp2xrblDVO7lGCVNIHNm6EMwMUSs9+NfxWK5IotXuO1It0nBaJjIbZtLK2JIkSpGxLSoH2kR3R/mZ/2QRnnQVt2sTbvjss3ADv+0S87UrBUSJ1skIeVlOSJEmhBCmb3KMEKQm9Jvvfhk4Bh9fWzoM9NTD+qvjblkSqL9FR8iP1UZIkSaAEKZtWrYLOnWHAgNCRJKD+6H44r0/4vehECkw2eo/yof5IQ24SmhKkbEpK/RFECVKXM8IlSK+8DBeNi79dkQJWyENrDVGSJKEoQcqmpNQfQfgp/gvehqkfib9dSaTGhtJa+pwUDyVJEoISpGxKWg9SdS/YswdOPz3etrevhg1H4PKPxtuuSAFrrPeoGHqWNOQmcVOClC0bN0JlJQwdGjqSSOUaWH8Uzj0XSmL+MT83Hc7uAR06xtuuJFImvUDqKYpPPtQfNUZJksRFW41kS0VFNHstCYsiVh+Gwztgy/ZA9UfPwYSR8bcrkocyWQOpGHqImiOdJCmxllxSD1K2JKr+6B3oeBqsWBEmQXptJUz5QPztSuI05wOs7rn68JOmqDdJckkJUrYkrf6o8xBYujT+BKlyO7xVCVdpg1oRyT3VJkmuKEHKht27Ye1aGDUqdCSRyjXQaXCYGWwvPQj9OsGpveJtVxLnlJLDzb5GvUa5le/1R41RoiTZphqkbJg9GyZMiH87j4ZUroHDqQSld8y1Cy/+Ccbrj5RItqj+qHlqJ0lKuKU1gvUgmVmpmS0ysydDxZA1SRpeA6h8GzZZ1HsUd9H4vMVwmbYXkZa7tvMKfbBJVqhXSVojZA/SrcBKoGvAGLJj1iz4538OHcVxlWtg3ZnxD68dOwhLd8HVn4m3XRFh5dbeDOuzrcHnC3l4rSl1kyQl4JKJIAmSmQ0A3g/8CPjbEDFkzaFDsHhxNMSWBO5RgvSX7TDh4nja3Lcatr8Mrz0DndvC6WfH066ISAvU16vUmqQpl71USubCCdWD9G/A3wNdGjrBzL4EfAlg4MCB8UTVEuvWQb9+0KlT6Egi1Yegpgo2b4e4vm9LvgtHdsL6U2HcJfG0KYlU+33br782Km5KJmsgSTySOhTXsri2ZD2OYhR7DZKZfQDY7u4LGjvP3ae5+1h3H1teXh5TdC2UpB3rrQTwaPXsmpp42izrDKd/Avp9ALr1jadNSaTa79sePTRJVkTyV4i/YBcD15nZOuB3wBQzeyBAHIXJSsFroqStujqeNtucAsf2xtOWiIhIDGJPkNz9H9x9gLsPAj4BvOjuWlUwa0qAmBOktqfAUSVIkl+SOqSSC8VcoC3SUuoDLzRWoh4kkSLU2Aw2EWm+oAtFuvvLwMshYyg4ZoBBaUmMPUjdjidI7vG0KSIikkPqQSpEVgIlpfEVaad7kOJelFKkwGkVbZFwlCAVIiuBUot3iE01SJJH0vVHxVSHJCLNowSpEFlp1IMUZ5H2sT3xtCUizaICbZGWUYJUkNSDJCIi0hpKkAqRlcZbpF17FpuKtEVEpAAoQSpEVhKtpK1p/iInqVt3pDokEamPEqRCZCXx9iCVtoWSNlBzNJ72REREckwJUiGy0nh7kCDqRao6GF97IiIiOaQEqRDF3YMEUYJUrQRJJAStoi2SfUqQClIJlMQ4iw1SCdIhFWlLojVUb5TEOiQtEikSlhKkQhT3LDaIthupPhRfeyLSJK2BJEljZj3M7HkzW5362r2ec04zs5fMbKWZLTezW+s551tm5mbWM1exKkEqRBpiExGRZLodmOHuZwEzUsd1VQHfdPdhwETga2b2XjevmZ0GXAmsz2WgSpAKkQUYYmt7ClSpB0lERBp1PTA9dX86cEPdE9x9i7svTN3fD6wE+tc65efA3wM5relQglSIrDRQDZJ6kCS5klhnJFKEerv7FogSIaBXYyeb2SBgNDAvdXwdsMndF+c4Tspy3YCEEPNWI5Ca5v82eMf42hTJoqcqh3Nt5xWhwxCJVcmRGrqsbVbvf08zm1/reJq7T6t9gpm9APSp59rvNKchM+sMPALc5u77zKxj6jWuas7rtJQSpEKUXkm7KuYEqeYgoARJRKSA7XT3sY2d4O5TG3rOzLaZWV9332JmfYHtDZzXhig5etDdH009fAYwGFhsZgADgIVmNt7dt7bg39IoDbEVIiuNfrKqQRIRkWR5Arg5df9m4PG6J1iU/dwNrHT3O9OPu/tSd+/l7oPcfRCwERiTi+QIlCAVphBF2qpBkgRT/ZFIYtwBXGlmq4lmot0BYGb9zOyp1DkXA58GppjZG6nbtXEHqiG2QhRqqxElSJLnVIckklvu/i5wRT2PbwauTd2fBVgGrzUo2/HVph6kQmQBirTTQ2xaSVuk1ZqzinZD24xokUiR1lGCVJA0xCYiItIaSpAKkdZBEhERaRUlSIUoxBBberNakYRpboG2CrpFBJQgFaYQs9hK20Y9V14VX5siCaCibpHCpASpEIUYYgMo7QjVR+NtUyRPvbjznNAhiEgjlCAVIiuJf6FIgDYdoeZYvG2KiIjkgBKkgpQaYqupibfZUiVIkiwtrSdSHZKIKEEqRFYaf5E2pBIkDbGJhKY1kERaTwlSIbKSaA3SuBOkMvUgibRWNhaJFJHW01YjrdWhA+zfHzqKE5W0hbYGh2Kedl/aAWoq421TpBFNzTDTUFp2NPR91vf3RM2Z8ajvXXjqQWqt00+Ho0dhw4bQkRzXvjecWhJ/TCWl4DHXPYlIIukDXvKdEqTWMoNJk6CiInQkx3XoAz2Owbp18e6NZqXxF4aLtELINYyyUSfUnOG4uDxVOVzJUT20Xlb+UYKUDZMnJytBat8X2u6BkhLYsye+dktKAW1WK8Wn2D/80kmREqPs0PcxGZQgZcPkyTBrVugojuvQBw5tjYb/1q2Lr13TEJuISF3FnkDnKyVI2TBqFLzzDuzaFTqSSIe+cGgLDBoUxRWXEg2xibSWZqaJJIMSpGwoK4OJE2H27NCRRDr0hcOpBCnWHqSSeGueREQSTr1H+UsJUrYkqVC7fWqIbeDAeBMkzWKTPJStDzB9EEo2qP4oOZQgZUuSCrXLOkJpOzitPOYhtjIlSCIJoI1wRVpPCVK2TJgAS5fCwYOhI4l06Au9OwToQdIQm4gIqFcx3ylBypaOHeG88+C110JHEmnfB8rL4u1B6nkKbN0bX3siInKCW895IXQIBUMJUjYlqQ6pQ19ofyBa5XvfvnjaPHcgvLM7vvZEsiRUHZI2lS1c6j3Kf0qQsilJdUjt+8KRrfFO9W/XHob1gjlz4mlPRKSAqEA7WZQgZdPFF8PcuVBVFTqSMItFlpTBqD7JSRJFRAJQ71FhUIKUTaeeGk2tX7w4dCRhFou0MhjZWwmSiIjkPSVI2ZaUOqT0YpFx9iBZKZzbAxYsgCNH4mlTJEu0HpJkQ8ifvwq0s0sJUrYlpQ4pvVhknD1IJWXQsQSGDo2SJBGRItKa5Ej1R8mjBCnb0glS6PWA0kNssfYglYFXJydJFCkCK7f2Dh2CoJ7DQqQEKdsGDoQOHWD16rBxtO0B1QdhQO94a5BqqpQgiUhRUXJUmJQg5UISEgQzaN8bujrs3w8HDuS+zZIy8KqoDmv2bKjRtiOSX1SHJM2VlJ+16o+yTwlSLiSqUDs11T+OXiQrg+oj0Ls3lJfDsmW5b1NEJJBsJUeqP0omJUi5kIQeJIgKtdMz2eJIkE4ZDnuWRPcnT4ZZs3Lfpkie02ra+SkpPUeSO0qQcmHYMNizBzZvDhtHh77HZ7LFUajd5SyoOQwH1icnSRQRyTIlR8VBCVIulJREw2yhe1Bqz2SLZYjNoHwSbK84PswYejafSDOpDklqu7bzipNuSaP6o9woCx1AwUonCDfeGC6G9n1g1+swaAo88UQ8bZZPhh0VMO6voLo66rkaPDietkVEWiBk0lNs9Udm1gP4PTAIWAfc6O6765xzGnAf0AeoAaa5+y9Sz40C/gtoD1QBX3X313IRqxKkXJk8Gb785bAxpIfY4upBAug1Gd6+K+pNStchKUESkVZKYs+NtMjtwAx3v8PMbk8df7vOOVXAN919oZl1ARaY2fPuvgL4KfADd3/azK5NHV+Wi0A1xJYrY8bA229HtUih1N6PLa7FIruNjGqQjryrOiQRyQolRwXlemB66v504Ia6J7j7FndfmLq/H1gJ9E8/DXRN3T8FyFmxr3qQcqVtWxg3DubMCRdDehZb376wezccPgzt2+e2zZIy6DkRdsyOEqRf/Sq37Ykk2LWdVxTdEEo2KTFqWh7WH/V29y0QJUJm1quxk81sEDAamJd66DbgWTP7F6JOnotyFagSpFxK1yFNDtR++95weAfgMGAArF8PZ5+d+3bTdUjn3wFbtsCOHdG6SCJ5Qh/MYRXL9z8JybMdOUbZ25uac0lPM5tf63iau0874TXNXiCqH6rrO82Kzawz8Ahwm7vvSz38FeAb7v6Imd0I3A1Mbc7rZkpDbLkUeoiptC207QZHdsa7aW2vybB9FpSWwoUXhp/NJyJ5o1iSozy2093H1rpNq3uCu0919xH13B4HtplZX4DU1+31NWJmbYiSowfd/dFaT90MpI//AIzP5j+uNiVIuXThhbBoERwNuOVG7cUi46pDOnUC7F0KVQe1YKSIZCSpU+gl654gSnJIfX287glmZkQ9Qyvd/c46T28GLk3dnwLkbONTJUi51LlztGjk6oPhYqi9WGRcPUhlHaDb+fDuvPC9aCIiBSoP648A7gCuNLPVwJWpY8ysn5k9lTrnYuDTwBQzeyN1uzb13BeBfzWzxcCPgS/lKtDYa5AaW9+gIE2eDMt+F6799Ey2wYPhz3+Or930gpHj/h5WrIDKyihhFBGRouXu7wJX1PP4ZuDa1P1ZgDVw/SzgglzGmBaiBym9vsEwYCLwNTMLX6mWK5MmwfID4dpPD7ENHQpvvhlfu+WTYcesaNbcqFEwd258bYuIJFwSCrSlcbEnSE2sb1B4Jk2ClQeiVaVDSA+xpROkmpjqocovhp1zoaZKdUgi0ijVHkkSBa1Bqmd9g8LTqxd0bwNLA/0B6NAPDm6Erl2he/f46pDa9YAuZ8KS78KUS+DOO2HsWPirv4IjR+KJQUREpIWCrYPUwPoGtZ//Eqniq4EDB8YcXZaNOR1eehKm3Nz0udnWbQQsXhLdv+ACmD8/vq0/Ln0CFv4tHPojzPhP4By45ZYohosvjicGiVXt922//qWBo8kfU3qu4sWd57x3PKzPNlZu7Z3x9Su39mZYn225CE3qcdaA1i/efGsW4pDcCtKD1Mj6Bu9x92npdRbK832RwUmT4dVAnWRdhsLhrXB0b7Sy9+uvx9d2xwEw6WEY+0vY8gM4/BO4dKJmtRWw2u/bHj00STak2glX0qkeR5Io9r9gTaxvUJiu/hQs2hRf/U9tJaXRlPvdb8D48fBaTjY9bly/q+H9y6DbedDxYZj5cvwxSKLoA1HyVTZ6jyQ/hPgvXmPrGxSmcy+JJiwueyVM+93HwO6FUQ3QwoVhCsZL28N5/wQTzoc5s8MkiyIiIhkKMYttlrubu5/v7qNSt6eavjKPlZTAqP7w7ENh2u8xGnYthB49oHdvWLUqTBwAZ18Bp7SFZcvCxSBBpXuP1IskIkmmIoG4XDQBKmaGabv7GNi9KLofdx1SXb0mwzltVIckIiKJpgQpLld9DBauDdP2KedC5Zpob7RQdUhpp06EIbtVhySAepGyqb5ZbyrUzi7VHxUXJUhxmXgD7KmCdQGGlkrbQtdhsGdJ+B6kNp1h7NlRguQeLg6RRiThw1rT9kXCUoIUlzZtYURPeHZ6mPZ7jInqkEaPhuXLwy7WeP5UqD4C69aFi0GCqC/xSEIyIiJSlxKkOF04Bl6ZEabt7qOjmWwdO8LZZ8PixWHiAOh9CZzbSXVIIrVM6Rlw8oSInEQJUpymXAfzY9wwtrYeF0Q9SBC+Dql8EgzeAzMDFa1L4qgXSZJO9UfFRwlSnK64CdYfhF0B3mjdzod9q6KhrdB1SO3LYVRvmPliuBhEClBzticRkcYpQYpTx65wVtcwdUhlHaLNY/csDd+DBDD2Cti6FXbsCBuHSB2F1pulmWwiLaMEKW4TRsDLT4dpu8cFsGsBnHsubNgAe/eGiQOgz6Vw7ikwa1a4GCRWTX346cPxZJrJJhKOEqS4XfY+mLc0TNvdUwlSWRmMGgULFoSJA6IFI4ccUB2SiIgkkhKkuL3vs7BqDxyqjL/tdA8ShK9D6jQIhrcNN6tPEkm9SJJEKtAuTkqQ4lY+EPp3gJcC7MvWfSTsWwnVR8PXIZnBxMvhzbegMkCyKFKPQk3Q8qkOSSQplCCFMO4smPF4/O2WdYTOQ2DvsvA9SACnXQZndYO5c8PGITnXnMSjUJOUTGRjLaR8n8lWzD9/SRYlSCFcegXMDVT/kx5mO+OMqOdm69YwcQCUT4azjmnBSBERSRwlSCG87zOwZDtUV8XfdjpBMgvfi9RtBJx5RHVIchL1IkhSqP6oeClBCmHIKOhcCvP+FH/btQu1g9chlcDFF8H8BXD0aLg4REhuUqap/iJhKEEK5YJB8PzD8bfbfRTsXR4VaofuQQIYPAX6d4ZFi8LGITnT0sQjqQlLvlKhtkjzKEEKZdIkmD0n/nbLOkHnwbBvxfEEyT3+ONJ6TYahpjokkSxSobZI6ylBCuWqT8CijWHaTi8Y2bcvdOwIa9aEiQOgx1gYsg9eeSlcDJJY+qCUkFR/VNyUIIUy6ko4VgMrZ8ffdo8xyalDKm0HE0fC7AqoqQkXhxQ1JWIiUpcSpFBKSmBUP3jmgfjbTtKK2gDDpkKnUli5MmwcknXZSDyKLXnJxlpIItJ6SpBCumg8zHwl/na7j4Y9y6DmWPgeJIjWQxrWThvXijQgWzPZVKgtkjklSCFd+RFYGKD+p01n6DQQ9q6ACy6AN96AqgBrMqWVXwRD9oRJFiUvFFsvkoT/mav+SJQghXTxR2DHEdi8Ov6208Nsp5wCp50Gy5fHH0Nam65wwWCY+WK4GEQKTL7PZBMJTQlSSG3bw7mnwtP3xt92jwtg18Lo/rhx4YfZRk2FQwdg/fqwcUjW7K1pn9XXy1WPQuieChFJJiVIoU0cBS8/F3+73evMZAtdqN37EhjeWeshiTRT1eaOoUMQKUhKkEKb8kGYH2DWSo/RsGcJ1FQlowepfBKcsVcJkkiOqVBbQjKzHmb2vJmtTn3tXs857c3sNTNbbGbLzewHtZ77mZmtMrMlZvaYmXXLVaxKkEKb+mlYewD2bo+33TZdoeMA2LcSRo6Et96CgwfjjaG2Dn1hRA9tXCuNKubhMO3JFh8VaOfU7cAMdz8LmJE6rusIMMXdRwKjgKvNbGLqueeBEe5+PvAW8A+5ClQJUmhdesCQzvD8/fG3nS7Ubt8ehg8Pvx/ahCtgw0Z4992wcUjRKOaEKx/o51OQrgemp+5PB26oe4JHKlOHbVI3Tz33nLunp13PBQbkKlAlSElw5YWweV387fa+DI6lfgevuQZ27ow/htoGXA1Th8O6dWHjkEQrhg/N5i4W2VAdkmaySQL1dvctAKmvveo7ycxKzewNYDvwvLvPq+e0zwFP5ypQ85AblWbIzHYA7+TgpXsCgbOCZsu3mPMtXlDMtZ3u7uUtuVDv2xPkW8z5Fi8o5toyft+a2TOpODLVHjhc63iau0+r85ovAH3qufY7wHR371br3N3uflIdUq3nuwGPAX/t7stqPf4dYCzwYc9RIlOWixfNtpb+gW6Kmc1397G5eO1cybeY8y1eUMzZovftcfkWc77FC4q5pdz96hy85tSGnjOzbWbW1923mFlfoh6ixl5rj5m9DFwNLEu9xs3AB4ArcpUcgYbYREREJD5PADen7t8MPF73BDMrT89OM7MOwFRgVer4auDbwHXuntOZRUqQREREJC53AFea2WrgytQxZtbPzJ5KndMXeMnMlgCvE9UgPZl67pdAF+B5M3vDzP4rV4HmxRBbDk1r+pTEybeY8y1eUMxJl4//1nyLOd/iBcWcF9z9XeCKeh7fDFybur8EGN3A9WfmNMBa8qJIW0RERCROGmITERERqaOoEqTUugqLzOzJ1HGTS56HZGbrzGxpapx1fuqxpMfczcz+mFoKfqWZXZjUmM1saOp7m77tM7Pbkhpvmpl9I7X8/jIz+21qWf5Ex9waet/mnt63uVds79tCUFQJEnArsLLWcSZLnod2ubuPqjUVNOkx/wJ4xt3PAUYSfb8TGbO7v5n63o4CLgAOEq23kch4AcysP/A3wFh3HwGUAp8gwTFngd63uaf3bQ4V6fs2/7l7UdyIliOfAUwBnkw99ibQN3W/L/Bm6DjrxLwO6FnnscTGDHQF1pKqbcuHmGvFeBUwO+nxAv2BDUAPokkWT6ZiT2zMrfz36n2b+3j1vs19nEX1vi2UWzH1IP0b8PdATa3HMlryPCAHnjOzBWb2pdRjSY55CLADuDc1JHKXmXUi2TGnfQL4bep+YuN1903AvwDrgS3AXnd/jgTH3Er/ht63uab3bY4V4fu2IBRFgmRmHwC2u/uC0LE008XuPga4BviamV0SOqAmlAFjgF+7+2jgAHnQZWxmbYHrgD+EjqUpqRqF64HBQD+gk5ndFDaq3ND7NjZ63+ZYMb1vC0lRJEjAxcB1ZrYO+B0wxcweALZZtNQ5lsGS53HzaF0I3H070Rj7eJId80Zgox/fVPCPRH94kxwzRB9kC919W+o4yfFOBda6+w53PwY8ClxEsmNuKb1v46H3be4V0/u2YBRFguTu/+DuA9x9EFGX7IvufhMZLHkeipl1MrMu6ftE49XLSHDM7r4V2GBmQ1MPXQGsIMExp3yS4930kOx41wMTzayjmRnR93glyY65RfS+jYfet7EomvdtISm6hSLN7DLgW+7+ATM7FXgYGEj0C/wxd98VMLz3mNkQov99QtQF/pC7/yjJMQOY2SjgLqAtsAa4hSgRT2TMZtaRqHhyiLvvTT2W9O/xD4CPA1XAIuALQGcSHHNr6X2bW3rf5l4xvm/zXdElSCIiIiJNKYohNhEREZHmUIIkIiIiUocSJBEREZE6lCCJiIiI1KEESURERKQOJUgiIiIidShBKlJmVtnE893M7Ku1jvuZ2R9T90eZ2bUtaPP7ZvatZp6/ycx+mDouMbP7zOxVMzs39dhkM1thZsuaG49IvtH7ViQ+SpCkId2A9/7Quvtmd/9o6nAU0Ow/tC30c3f/Xur+VcA84EPAN1NxVcQYi0jSdUPvW5GsUIJU5Myss5nNMLOFZrbUzK5PPXUHcIaZvWFmPzOzQWa2LLVB5A+Bj6ee+3jd/2GmzhuUuv8dM3vTzF4AhtY65wwzeya143mFmZ2TQbilRLu61wCWne+ASP7R+1Yk98pCByDBHQY+5O77zKwnMNfMniDazXuEu48CSP/hdPejZvY9YKy7fz313Pfre2Ezu4BoD63RRL9rC4H0zuzTgC+7+2ozmwD8CpjSRKzPAg8AnwG+1KJ/rUhh0PtWJMeUIIkBPzazS4j+h9cf6J2l154MPObuBwFSf8Axs85EO1n/Idq3EYB2Tb2Yu1cR/eEWKXZ634rkmBIk+RRQDlzg7sfMbB3QvpmvUcWJw7W1r69vs78SYE/6f7ki0mx634rkmGqQ5BRge+qP7OXA6anH9wNdGrim7nPrgDEAZjYGGJx6fCbwITPrYGZdgA8CuPs+YK2ZfSx1jZnZyOz9k0QKnt63IjmmBEkeBMaa2Xyi/5WuAnD3d4HZqcLNn9W55iVgeLrYE3gE6GFmbwBfAd5KvcZC4PfAG6lzKmq9xqeAz5vZYmA5cD0ikim9b0VyzNzr60kVCS9VRFrp7v/SxHmDgCfdfUQccYlIw/S+lUKhHiRJskrgS+kF5+pjZpOBPwE7Y4tKRBqj960UBPUgiYiIiNShHiQRERGROpQgiYiIiNShBElERESkDiVIIiIiInUoQRIRERGp4/8Ht26u8YeoKTgAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 576x864 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# hovmoeller plots of reflected sw radiation\n",
-    "fig, ax = plt.subplots(2,2,figsize=(8,12), sharey = True, sharex = True, constrained_layout=True)\n",
-    "axind=0\n",
-    "\n",
-    "colors1 = np.linspace(0.0, 1.0, 12)\n",
-    "colors = np.append(\"darkblue\",colors1.astype(\"str\"))\n",
-    "\n",
-    "#ticks=[0,0.01, 0.5,1,1.5,2,2.5,3,3.5,4,4.5,5,10,20]\n",
-    "ticks=[0, 0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8]\n",
-    "\n",
-    "cmap= mpl.colors.ListedColormap(colors)\n",
-    "norm = mpl.colors.BoundaryNorm(ticks, cmap.N)\n",
-    "\n",
-    "\n",
-    "for ind in [1,0]:\n",
-    "    albedo_Wzm = get_albedo(winton_zmsimarray[ind])\n",
-    "    albedo_Szm = get_albedo(semtner_zmsimarray[ind])\n",
-    "    \n",
-    "    sic_Wzm = get_var(winton_zmsimarray[ind], \"sic\")\n",
-    "    sic_Szm = get_var(semtner_zmsimarray[ind], \"sic\")\n",
-    "    \n",
-    "    rsutcs_Wzm = get_var(winton_zmsimarray[ind], \"rsutcs\")\n",
-    "    rsutcs_Szm = get_var(semtner_zmsimarray[ind], \"rsutcs\")\n",
-    "    \n",
-    "    albedo_Wzmmean = selmonmean(albedo_Wzm, 40)\n",
-    "    albedo_Szmmean = selmonmean(albedo_Szm, 40)\n",
-    "    sic_Wzmmean = selmonmean(sic_Wzm, 40)\n",
-    "    sic_Szmmean = selmonmean(sic_Szm, 40)\n",
-    "    rsutcs_Wzmmean = selmonmean(rsutcs_Wzm, 40)\n",
-    "    rsutcs_Szmmean = selmonmean(rsutcs_Szm, 40)\n",
-    "    \n",
-    "    #f1 = ax[axind,0].contourf(albedo_Wzmmean.lat,albedo_Wzmmean.month, albedo_Wzmmean,levels = ticks,cmap= cmap,norm=norm)\n",
-    "    f2 = ax[axind,1].contourf(albedo_Szmmean.lat,albedo_Szmmean.month, albedo_Szmmean-albedo_Wzmmean)\n",
-    "    \n",
-    "    c1 = ax[axind,0].contour(sic_Wzmmean.lat,sic_Wzmmean.month, sic_Wzmmean, levels=[0,0.5,0.999999],colors=\"orange\",linewidths=1)\n",
-    "    c2 = ax[axind,0].contour(sic_Szmmean.lat,sic_Szmmean.month, sic_Szmmean, levels=[0,0.5,0.999999],colors=\"red\",linewidths=1)\n",
-    "    plt.clabel(c1,fmt='%1.1f',colors=\"orange\")\n",
-    "    plt.clabel(c2,fmt='%1.1f',colors=\"orange\")\n",
-    "    \n",
-    "    ax[axind,0].set_xlim(35,85)\n",
-    "    ax[axind,0].set_title(winton_exparray[ind])\n",
-    "    ax[axind,1].set_title(semtner_exparray[ind])\n",
-    "    cbar = plt.colorbar(f2,ax=ax[axind,1])\n",
-    "    cbar.set_label(\"surface albedo\")\n",
-    "    axind+=1\n",
-    "ax[0,0].set_ylabel(\"month\")\n",
-    "ax[1,0].set_ylabel(\"month\")\n",
-    "ax[1,0].set_xlabel(\"latitude [°]\")\n",
-    "ax[1,1].set_xlabel(\"latitude [°]\")\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[-70. -65. -60. -55. -50. -45. -40. -35. -30. -25. -20. -15. -10.  -5.\n",
-      "   0.   5.  10.  15.  20.  25.  30.  35.  40.  45.  50.  55.  60.  65.\n",
-      "  70.]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 360x864 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# hovmoeller plots of reflected sw radiation\n",
-    "from matplotlib.colors import LinearSegmentedColormap\n",
-    "fig, ax = plt.subplots(2,1,figsize=(5,12), sharey = True, sharex = True, constrained_layout=True)\n",
-    "axind=0\n",
-    "\n",
-    "cmap1 = plt.get_cmap(\"Reds\")\n",
-    "cmap2 = plt.get_cmap(\"Blues_r\")\n",
-    "\n",
-    "cmap = LinearSegmentedColormap.from_list(\"blub\", colors, N=12)\n",
-    "ticks=np.linspace(-70,70,29)\n",
-    "print(ticks)\n",
-    "\n",
-    "for ind in [1,0]:\n",
-    "    albedo_Wzm = get_albedo(winton_zmsimarray[ind])\n",
-    "    albedo_Szm = get_albedo(semtner_zmsimarray[ind])\n",
-    "    \n",
-    "    sic_Wzm = get_var(winton_zmsimarray[ind], \"sic\")\n",
-    "    sic_Szm = get_var(semtner_zmsimarray[ind], \"sic\")\n",
-    "    \n",
-    "    rsutcs_Wzm = get_var(winton_zmsimarray[ind], \"rsut\")\n",
-    "    rsutcs_Szm = get_var(semtner_zmsimarray[ind], \"rsut\")\n",
-    "    \n",
-    "    albedo_Wzmmean = selmonmean(albedo_Wzm, 40)\n",
-    "    albedo_Szmmean = selmonmean(albedo_Szm, 40)\n",
-    "    sic_Wzmmean = selmonmean(sic_Wzm, 40)\n",
-    "    sic_Szmmean = selmonmean(sic_Szm, 40)\n",
-    "    rsutcs_Wzmmean = selmonmean(rsutcs_Wzm, 40)\n",
-    "    rsutcs_Szmmean = selmonmean(rsutcs_Szm, 40)\n",
-    "    \n",
-    "    #f1 = ax[axind,0].contourf(rsutcs_Wzmmean.lat,rsutcs_Wzmmean.month, rsutcs_Wzmmean, levels=ticks)\n",
-    "    f2 = ax[axind].contourf(rsutcs_Szmmean.lat,rsutcs_Szmmean.month, rsutcs_Szmmean-rsutcs_Wzmmean, levels=ticks,cmap=\"seismic\")\n",
-    "    \n",
-    "    c1 = ax[axind].contour(sic_Wzmmean.lat,sic_Wzmmean.month, sic_Wzmmean, levels=[0,0.5,0.999999],colors=\"C1\",linewidths=1.5)\n",
-    "    c2 = ax[axind].contour(sic_Szmmean.lat,sic_Szmmean.month, sic_Szmmean, levels=[0,0.5,0.999999],colors=\"C0\",linewidths=1.5)\n",
-    "    plt.clabel(c1,fmt='%1.1f',colors=\"C1\")\n",
-    "    plt.clabel(c2,fmt='%1.1f',colors=\"C0\")\n",
-    "    \n",
-    "    ax[axind].set_xlim(35,85)\n",
-    "    ax[axind].set_title(str(winton_exparray[ind]) +\"-\" +str(semtner_exparray[ind]),fontdict={'size': 10})\n",
-    "    cbar = plt.colorbar(f2,ax=ax[axind])\n",
-    "    cbar.set_label(\"$\\Delta$TOA SW cs out [Wm$^{-2}$]\")\n",
-    "    axind+=1\n",
-    "ax[0].set_ylabel(\"month\")\n",
-    "ax[1].set_ylabel(\"month\")\n",
-    "ax[1].set_xlabel(\"latitude [°]\")\n",
-    "ax[1].set_xlabel(\"latitude [°]\")\n",
-    "plt.savefig(\"plots/hovmoeller_rsutcs_multi.png\",dpi=300)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[-35.  -32.5 -30.  -27.5 -25.  -22.5 -20.  -17.5 -15.  -12.5 -10.   -7.5\n",
-      "  -5.   -2.5   0.    2.5   5. ]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x432 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# hovmoeller plots of reflected sw radiation\n",
-    "fig, ax = plt.subplots(1,1,figsize=(6,6))\n",
-    "var=\"rsutcs\"\n",
-    "ind=1\n",
-    "\n",
-    "ticks=np.linspace(-35,5,17)\n",
-    "#ticks=np.linspace(-55,5,13)\n",
-    "print(ticks)\n",
-    "reds = mpl.cm.get_cmap('Reds', np.size(ticks)-3)\n",
-    "blues = mpl.cm.get_cmap('Blues_r', np.size(ticks)-3)\n",
-    "\n",
-    "\n",
-    "newcolors2 = reds(np.linspace(0, 1, np.size(ticks)-3))\n",
-    "newcolors = blues(np.linspace(0, 1, np.size(ticks)-3))\n",
-    "newcolors = np.vstack((newcolors, newcolors2[:2,:]))\n",
-    "\n",
-    "cmap = mpl.colors.ListedColormap(newcolors, name='newcmap')\n",
-    "\n",
-    "\n",
-    "albedo_Wzm = get_albedo(winton_zmsimarray[ind])\n",
-    "albedo_Szm = get_albedo(semtner_zmsimarray[ind])\n",
-    "\n",
-    "sic_Wzm = get_var(winton_zmsimarray[ind], \"sic\")\n",
-    "sic_Szm = get_var(semtner_zmsimarray[ind], \"sic\")\n",
-    "\n",
-    "rsutcs_Wzm = get_var(winton_zmsimarray[ind], var)\n",
-    "rsutcs_Szm = get_var(semtner_zmsimarray[ind], var)\n",
-    "\n",
-    "albedo_Wzmmean = selmonmean(albedo_Wzm, 40)\n",
-    "albedo_Szmmean = selmonmean(albedo_Szm, 40)\n",
-    "sic_Wzmmean = selmonmean(sic_Wzm, 40)\n",
-    "sic_Szmmean = selmonmean(sic_Szm, 40)\n",
-    "rsutcs_Wzmmean = selmonmean(rsutcs_Wzm, 40)\n",
-    "rsutcs_Szmmean = selmonmean(rsutcs_Szm, 40)\n",
-    "\n",
-    "#f1 = ax[axind,0].contourf(rsutcs_Wzmmean.lat,rsutcs_Wzmmean.month, rsutcs_Wzmmean, levels=ticks)\n",
-    "f2 = ax.contourf(rsutcs_Szmmean.lat,rsutcs_Szmmean.month, rsutcs_Szmmean-rsutcs_Wzmmean, levels=ticks,cmap=cmap)\n",
-    "\n",
-    "c1 = ax.contour(sic_Wzmmean.lat,sic_Wzmmean.month, sic_Wzmmean, levels=[0,0.5,0.999999999],colors=\"C1\",linewidths=1.5)\n",
-    "c2 = ax.contour(sic_Szmmean.lat,sic_Szmmean.month, sic_Szmmean, levels=[0,0.5,0.999999999],colors=\"C0\",linewidths=1.5)\n",
-    "plt.clabel(c1,fmt='%1.1f',colors=\"C1\")\n",
-    "plt.clabel(c2,fmt='%1.1f',colors=\"C0\")\n",
-    "\n",
-    "ax.set_xlim(35,70)\n",
-    "cbar = plt.colorbar(f2)\n",
-    "cbar.set_label(\"$\\Delta$TOA SW as out [Wm$^{-2}$]\")\n",
-    "\n",
-    "ax.set_ylabel(\"Month\")\n",
-    "ax.set_xlabel(\"Latitude [°]\")\n",
-    "\n",
-    "\n",
-    "\n",
-    "plt.savefig(\"plots/hovmoeller_\" +var +\".png\",dpi=300)\n",
-    "plt.savefig(\"plots/hovmoeller_\" +var +\".pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
-       "<defs>\n",
-       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
-       "<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
-       "<path d=\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
-       "<path d=\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\"></path>\n",
-       "</symbol>\n",
-       "<symbol id=\"icon-file-text2\" viewBox=\"0 0 32 32\">\n",
-       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
-       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
-       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
-       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
-       "</symbol>\n",
-       "</defs>\n",
-       "</svg>\n",
-       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
-       " *\n",
-       " */\n",
-       "\n",
-       ":root {\n",
-       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
-       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
-       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
-       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
-       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
-       "  --xr-background-color: var(--jp-layout-color0, white);\n",
-       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
-       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
-       "}\n",
-       "\n",
-       "html[theme=dark],\n",
-       "body.vscode-dark {\n",
-       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
-       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
-       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
-       "  --xr-border-color: #1F1F1F;\n",
-       "  --xr-disabled-color: #515151;\n",
-       "  --xr-background-color: #111111;\n",
-       "  --xr-background-color-row-even: #111111;\n",
-       "  --xr-background-color-row-odd: #313131;\n",
-       "}\n",
-       "\n",
-       ".xr-wrap {\n",
-       "  display: block;\n",
-       "  min-width: 300px;\n",
-       "  max-width: 700px;\n",
-       "}\n",
-       "\n",
-       ".xr-text-repr-fallback {\n",
-       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-header {\n",
-       "  padding-top: 6px;\n",
-       "  padding-bottom: 6px;\n",
-       "  margin-bottom: 4px;\n",
-       "  border-bottom: solid 1px var(--xr-border-color);\n",
-       "}\n",
-       "\n",
-       ".xr-header > div,\n",
-       ".xr-header > ul {\n",
-       "  display: inline;\n",
-       "  margin-top: 0;\n",
-       "  margin-bottom: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-obj-type,\n",
-       ".xr-array-name {\n",
-       "  margin-left: 2px;\n",
-       "  margin-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-obj-type {\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-sections {\n",
-       "  padding-left: 0 !important;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
-       "}\n",
-       "\n",
-       ".xr-section-item {\n",
-       "  display: contents;\n",
-       "}\n",
-       "\n",
-       ".xr-section-item input {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-section-item input + label {\n",
-       "  color: var(--xr-disabled-color);\n",
-       "}\n",
-       "\n",
-       ".xr-section-item input:enabled + label {\n",
-       "  cursor: pointer;\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-section-item input:enabled + label:hover {\n",
-       "  color: var(--xr-font-color0);\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary {\n",
-       "  grid-column: 1;\n",
-       "  color: var(--xr-font-color2);\n",
-       "  font-weight: 500;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary > span {\n",
-       "  display: inline-block;\n",
-       "  padding-left: 0.5em;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:disabled + label {\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in + label:before {\n",
-       "  display: inline-block;\n",
-       "  content: '►';\n",
-       "  font-size: 11px;\n",
-       "  width: 15px;\n",
-       "  text-align: center;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:disabled + label:before {\n",
-       "  color: var(--xr-disabled-color);\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:checked + label:before {\n",
-       "  content: '▼';\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:checked + label > span {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary,\n",
-       ".xr-section-inline-details {\n",
-       "  padding-top: 4px;\n",
-       "  padding-bottom: 4px;\n",
-       "}\n",
-       "\n",
-       ".xr-section-inline-details {\n",
-       "  grid-column: 2 / -1;\n",
-       "}\n",
-       "\n",
-       ".xr-section-details {\n",
-       "  display: none;\n",
-       "  grid-column: 1 / -1;\n",
-       "  margin-bottom: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
-       "  display: contents;\n",
-       "}\n",
-       "\n",
-       ".xr-array-wrap {\n",
-       "  grid-column: 1 / -1;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 20px auto;\n",
-       "}\n",
-       "\n",
-       ".xr-array-wrap > label {\n",
-       "  grid-column: 1;\n",
-       "  vertical-align: top;\n",
-       "}\n",
-       "\n",
-       ".xr-preview {\n",
-       "  color: var(--xr-font-color3);\n",
-       "}\n",
-       "\n",
-       ".xr-array-preview,\n",
-       ".xr-array-data {\n",
-       "  padding: 0 5px !important;\n",
-       "  grid-column: 2;\n",
-       "}\n",
-       "\n",
-       ".xr-array-data,\n",
-       ".xr-array-in:checked ~ .xr-array-preview {\n",
-       "  display: none;\n",
-       "}\n",
-       "\n",
-       ".xr-array-in:checked ~ .xr-array-data,\n",
-       ".xr-array-preview {\n",
-       "  display: inline-block;\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list {\n",
-       "  display: inline-block !important;\n",
-       "  list-style: none;\n",
-       "  padding: 0 !important;\n",
-       "  margin: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list li {\n",
-       "  display: inline-block;\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list:before {\n",
-       "  content: '(';\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list:after {\n",
-       "  content: ')';\n",
-       "}\n",
-       "\n",
-       ".xr-dim-list li:not(:last-child):after {\n",
-       "  content: ',';\n",
-       "  padding-right: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-has-index {\n",
-       "  font-weight: bold;\n",
-       "}\n",
-       "\n",
-       ".xr-var-list,\n",
-       ".xr-var-item {\n",
-       "  display: contents;\n",
-       "}\n",
-       "\n",
-       ".xr-var-item > div,\n",
-       ".xr-var-item label,\n",
-       ".xr-var-item > .xr-var-name span {\n",
-       "  background-color: var(--xr-background-color-row-even);\n",
-       "  margin-bottom: 0;\n",
-       "}\n",
-       "\n",
-       ".xr-var-item > .xr-var-name:hover span {\n",
-       "  padding-right: 5px;\n",
-       "}\n",
-       "\n",
-       ".xr-var-list > li:nth-child(odd) > div,\n",
-       ".xr-var-list > li:nth-child(odd) > label,\n",
-       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
-       "  background-color: var(--xr-background-color-row-odd);\n",
-       "}\n",
-       "\n",
-       ".xr-var-name {\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-var-dims {\n",
-       "  grid-column: 2;\n",
-       "}\n",
-       "\n",
-       ".xr-var-dtype {\n",
-       "  grid-column: 3;\n",
-       "  text-align: right;\n",
-       "  color: var(--xr-font-color2);\n",
-       "}\n",
-       "\n",
-       ".xr-var-preview {\n",
-       "  grid-column: 4;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name,\n",
-       ".xr-var-dims,\n",
-       ".xr-var-dtype,\n",
-       ".xr-preview,\n",
-       ".xr-attrs dt {\n",
-       "  white-space: nowrap;\n",
-       "  overflow: hidden;\n",
-       "  text-overflow: ellipsis;\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name:hover,\n",
-       ".xr-var-dims:hover,\n",
-       ".xr-var-dtype:hover,\n",
-       ".xr-attrs dt:hover {\n",
-       "  overflow: visible;\n",
-       "  width: auto;\n",
-       "  z-index: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
-       "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
-       ".xr-var-data-in:checked ~ .xr-var-data {\n",
-       "  display: block;\n",
-       "}\n",
-       "\n",
-       ".xr-var-data > table {\n",
-       "  float: right;\n",
-       "}\n",
-       "\n",
-       ".xr-var-name span,\n",
-       ".xr-var-data,\n",
-       ".xr-attrs {\n",
-       "  padding-left: 25px !important;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs,\n",
-       ".xr-var-attrs,\n",
-       ".xr-var-data {\n",
-       "  grid-column: 1 / -1;\n",
-       "}\n",
-       "\n",
-       "dl.xr-attrs {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  display: grid;\n",
-       "  grid-template-columns: 125px auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt,\n",
-       ".xr-attrs dd {\n",
-       "  padding: 0;\n",
-       "  margin: 0;\n",
-       "  float: left;\n",
-       "  padding-right: 10px;\n",
-       "  width: auto;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt {\n",
-       "  font-weight: normal;\n",
-       "  grid-column: 1;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dt:hover span {\n",
-       "  display: inline-block;\n",
-       "  background: var(--xr-background-color);\n",
-       "  padding-right: 10px;\n",
-       "}\n",
-       "\n",
-       ".xr-attrs dd {\n",
-       "  grid-column: 2;\n",
-       "  white-space: pre-wrap;\n",
-       "  word-break: break-all;\n",
-       "}\n",
-       "\n",
-       ".xr-icon-database,\n",
-       ".xr-icon-file-text2 {\n",
-       "  display: inline-block;\n",
-       "  vertical-align: middle;\n",
-       "  width: 1em;\n",
-       "  height: 1.5em !important;\n",
-       "  stroke-width: 0;\n",
-       "  stroke: currentColor;\n",
-       "  fill: currentColor;\n",
-       "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;rsutcs&#x27; ()&gt;\n",
-       "array(-53.59790039)\n",
-       "Coordinates:\n",
-       "    lon      float64 0.0</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'rsutcs'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-7609ff91-1a93-4b37-803a-a3cc1f3675d8' class='xr-array-in' type='checkbox' checked><label for='section-7609ff91-1a93-4b37-803a-a3cc1f3675d8' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-53.6</span></div><div class='xr-array-data'><pre>array(-53.59790039)</pre></div></div></li><li class='xr-section-item'><input id='section-5bf40b2e-b3f3-4447-b5c8-a907083eaeda' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5bf40b2e-b3f3-4447-b5c8-a907083eaeda' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-d333ac2b-7e55-46be-a98e-4526ce3dbd81' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d333ac2b-7e55-46be-a98e-4526ce3dbd81' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c5a56c7f-fa02-474e-9fd9-04ac57ef31f5' class='xr-var-data-in' type='checkbox'><label for='data-c5a56c7f-fa02-474e-9fd9-04ac57ef31f5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2e968cfe-3209-49fd-be27-d39979ca9521' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2e968cfe-3209-49fd-be27-d39979ca9521' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
-      ],
-      "text/plain": [
-       "<xarray.DataArray 'rsutcs' ()>\n",
-       "array(-53.59790039)\n",
-       "Coordinates:\n",
-       "    lon      float64 0.0"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "(rsutcs_Szmmean-rsutcs_Wzmmean).min()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 83,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.colors.LinearSegmentedColormap at 0x2b35e7fee5d0>"
-      ]
-     },
-     "execution_count": 83,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cmap"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 112,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.colorbar.Colorbar at 0x2b35e9105090>"
-      ]
-     },
-     "execution_count": 112,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "\n",
-    "top = mpl.cm.get_cmap('Reds_r', 128)\n",
-    "bottom = mpl.cm.get_cmap('Blues', 128)\n",
-    "\n",
-    "\n",
-    "\n",
-    "newcolors = bottom(np.linspace(0, 1, 12))\n",
-    "white = np.array([1, 1, 1, 1])\n",
-    "newcolors = np.vstack((white, newcolors))\n",
-    "newcolors = np.vstack((white, newcolors))\n",
-    "newcmp = mpl.colors.ListedColormap(newcolors)\n",
-    "\n",
-    "\n",
-    "\n",
-    "plt.contourf([np.linspace(0,100,1001),np.linspace(0,100,1001)],np.linspace(0,100,1001),cmap=newcmp)\n",
-    "plt.colorbar()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[1.        , 1.        , 1.        , 1.        ],\n",
-       "       [1.        , 1.        , 1.        , 1.        ],\n",
-       "       [0.90069477, 0.94083681, 0.97826154, 1.        ],\n",
-       "       [0.82834646, 0.89340744, 0.95454686, 1.        ],\n",
-       "       [0.75423807, 0.84937471, 0.92947352, 1.        ],\n",
-       "       [0.63566466, 0.79898101, 0.88797283, 1.        ],\n",
-       "       [0.48889918, 0.72039524, 0.85416088, 1.        ],\n",
-       "       [0.36390304, 0.64431064, 0.81747723, 1.        ],\n",
-       "       [0.24557666, 0.55930215, 0.76964644, 1.        ],\n",
-       "       [0.14775359, 0.46147908, 0.71925274, 1.        ],\n",
-       "       [0.0753744 , 0.37396943, 0.65576656, 1.        ],\n",
-       "       [0.03137255, 0.27790644, 0.55275591, 1.        ],\n",
-       "       [0.03137255, 0.18823529, 0.41960784, 1.        ]])"
-      ]
-     },
-     "execution_count": 62,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.vstack((white, newcolors))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 133,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[-20. -19. -18. -17. -16. -15. -14. -13. -12. -11. -10.  -9.  -8.  -7.\n",
-      "  -6.  -5.  -4.  -3.  -2.  -1.   0.]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 0, 'latitude [°]')"
-      ]
-     },
-     "execution_count": 133,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 576x864 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# hovmoeller plots of reflected sw radiation\n",
-    "fig, ax = plt.subplots(2,2,figsize=(8,12), sharey = True, sharex = True, constrained_layout=True)\n",
-    "axind=0\n",
-    "\n",
-    "ticks=np.linspace(-20,0,21)\n",
-    "print(ticks)\n",
-    "\n",
-    "\n",
-    "\n",
-    "for ind in [2,0]:\n",
-    "    T1zm = get_var(winton_zmsimarray[ind], \"t1_icecl\")\n",
-    "    T2zm = get_var(winton_zmsimarray[ind], \"t2_icecl\")\n",
-    "    \n",
-    "    sic_Wzm = get_var(winton_zmsimarray[ind], \"sic\")\n",
-    "    \n",
-    "    sic_Wzmmean = selmonmean(sic_Wzm, 40)\n",
-    "    T1_Wzmmean = selmonmean(T1zm, 40)\n",
-    "    T2_Wzmmean = selmonmean(T2zm, 40)\n",
-    "    \n",
-    "    f1 = ax[axind,0].contourf(T1_Wzmmean.lat,T1_Wzmmean.month, T1_Wzmmean,levels=ticks)\n",
-    "    f2 = ax[axind,1].contourf(T2_Wzmmean.lat,T2_Wzmmean.month, T2_Wzmmean,levels=ticks)\n",
-    "    \n",
-    "    c1 = ax[axind,0].contour(sic_Wzmmean.lat,sic_Wzmmean.month, sic_Wzmmean, levels=[0,0.5,0.999999],colors=\"orange\",linewidths=1)\n",
-    "    plt.clabel(c1,fmt='%1.1f',colors=\"orange\")\n",
-    "    plt.clabel(c2,fmt='%1.1f',colors=\"orange\")\n",
-    "    \n",
-    "    ax[axind,0].set_xlim(35,85)\n",
-    "    ax[axind,0].set_title(\"T1\")\n",
-    "    ax[axind,1].set_title(\"T2\")\n",
-    "    cbar = plt.colorbar(f2,ax=ax[axind,1])\n",
-    "    axind+=1\n",
-    "ax[0,0].set_ylabel(\"month\")\n",
-    "ax[1,0].set_ylabel(\"month\")\n",
-    "ax[1,0].set_xlabel(\"latitude [°]\")\n",
-    "ax[1,1].set_xlabel(\"latitude [°]\")\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 81,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "TypeError",
-     "evalue": "unsupported operand type(s) for /: 'tuple' and 'int'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-68-c3a95e9b0ab5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcmap1\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mbytes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m256\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for /: 'tuple' and 'int'"
-     ]
-    }
-   ],
-   "source": [
-    "plt.plot(2,2,color=cmap1(0,bytes=True)/256)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[1.        , 0.96078431, 0.94117647, 1.        ],\n",
-       "       [0.99987697, 0.95820069, 0.93748558, 1.        ]])"
-      ]
-     },
-     "execution_count": 70,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cmap1(range(2))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "new-kernel",
-   "language": "python",
-   "name": "new-kernel"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/python_scripts /Winton_artificial_forcing.ipynb b/python_scripts /Winton_artificial_forcing.ipynb
deleted file mode 100644
index 09075025b280f19d84edd51945d931d311fa5c42..0000000000000000000000000000000000000000
--- a/python_scripts /Winton_artificial_forcing.ipynb	
+++ /dev/null
@@ -1,1575 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Offline sea-ice models: Semnter 0-layer and reformulated Winton 3-layer\n",
-    "\n",
-    "Sea-ice models are written to resemble the models as implemented in ICON-AES 1.3.00. The Winton model is almost exactly structured as in Winton (2000), except for small fixes (which are also in the ICON code).\n",
-    "The Semnter 0-layer models is further simplified, especially as brine pockets are neglected (as in the ICON code). \n",
-    "Calculcation of surface fluxes is not a part of either model, it's implemented in the same way as in ICON.\n",
-    "\n",
-    "Semtner, A. J. (1976) ‘A Model for the Thermodynamic Growth of Sea Ice in Numerical Investigations of Climate’, Journal of Physical Oceanography, 6(3), pp. 379–389. doi: 10.1175/1520-0485(1976)006<0379:AMFTTG>2.0.CO;2.\n",
-    "\n",
-    "Winton, M. (2000) ‘A Reformulated Three-Layer Sea Ice Model’, Journal of Atmospheric and Oceanic Technology, 17(4), pp. 525–531. doi: 10.1175/1520-0426(2000)017<0525:ARTLSI>2.0.CO;2.\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%matplotlib inline\n",
-    "import numpy as np\n",
-    "import xarray as xr\n",
-    "import matplotlib.pyplot as plt\n",
-    "import math\n",
-    "import pylab as pl"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.27\n"
-     ]
-    }
-   ],
-   "source": [
-    "# physical constants from ICON\n",
-    "dtime      = 600       # model time step [s]\n",
-    "Ki         = 2.1656    # heat conductivity ice        [J/(msK)]\n",
-    "Ks         = 0.31      # heat conductivity snow       [J/(msK)]\n",
-    "rhoi      = 917.0     # density of sea ice  [kg/m^3]\n",
-    "rhos      = 300       # density of snow     [kg/m^3]\n",
-    "rhow      = 1025.022  # density of ocean water [kg/m^3]\n",
-    "ci        = 2106      # heat capacity of ice [J/(kgK)]\n",
-    "cs        = 2090      # heat capacity of snow [J/(kgK)]\n",
-    "Tf         = -1.9      # freezing temperature of ocean water [°C]\n",
-    "Tmelt      = 273.15    # melting temperature of water [K]\n",
-    "zemissdef = 0.996     # longwave emissivity factor   [] ICON\n",
-    "#zemissdef = 1-0.7     # longwave emissivity factor   [] Abbot(2010)\n",
-    "sigma      = 5.6704e-8 # Stefan-Boltzman constant     [W/(m^2K^4)]\n",
-    "# albedo values defined in runscript!\n",
-    "albsnow_warm     = 0.66\n",
-    "albsnow_cold     = 0.79\n",
-    "albice_warm      = 0.38\n",
-    "albice_cold      = 0.45\n",
-    "I0        = 0.17      # ice surface penetrating radiation []\n",
-    "L         = 2.8345e6 - 2.5008e6 # latent heat of fusion [J/kg]\n",
-    "muS       = 0.054 * 5.0  # constant of linear salt - freezing point relationship * Sea ice bulk salinity [°C]\n",
-    "\n",
-    "hcilayer  = 0.1       # thickness of stabilizing constant heat capacity layer [m]\n",
-    "\n",
-    "print(muS)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# functions\n",
-    "def E(T):   \n",
-    "    return ci*(T+muS)-L*(1+muS/T) # enthalpy of melting for upper layer [J/kg] #(1)\n",
-    "def E2(T):\n",
-    "    return ci*(T+muS)-L      # enthalpy of melting for lower layer [J/kg] #(25)\n",
-    "\n",
-    "def legend_color(ax, handle_array, pos):\n",
-    "    legend = ax.legend(handle_array,handlelength=0, handletextpad=0, edgecolor='none', facecolor='none', markerscale=0, loc=pos)\n",
-    "    for item in legend.legendHandles:\n",
-    "        item.set_visible(False)\n",
-    "    for text in legend.get_texts():\n",
-    "        if text.get_text()=='Winton':\n",
-    "            text.set_color('C1')\n",
-    "        if text.get_text()=='3L-Winton':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='0L-Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='Semtner_5m':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='0L-Semtner-lim5':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='1438ppmv':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='1500ppmv':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='3000ppmv':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='5000ppmv':\n",
-    "            text.set_color('C3')\n",
-    "\n",
-    "    return legend"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# surface fluxes (not actually part of the Winton Model!)\n",
-    "def surface_fluxes(Tsurfold, hsold, rsds, rlds, lhflx, shflx, albedo):\n",
-    "    #print(\"calculate surface fluxes\")\n",
-    "    # check for snow on ice\n",
-    "    if hsold>0: \n",
-    "        I=0           # fraction of penetrating radiation []\n",
-    "        #print(\"snow on ice\")\n",
-    "    else: \n",
-    "        I=I0\n",
-    "        #print(\"bare ice\")\n",
-    "    if hsold>1e-6:  # ICON checks diferently for Tsurfmelt and I!\n",
-    "        Tsurfmelt = 0 # melting temperature of surface [°C]\n",
-    "        #print(\"snow on ice\")\n",
-    "    else: \n",
-    "        Tsurfmelt = - muS\n",
-    "        #print(\"bare ice\")\n",
-    "\n",
-    "    # surface energy flux balance \n",
-    "    # longwave incoming + longwave outgoing  + shortwave balance + latent heat flux + sensible heat flux\n",
-    "    # in ICON: addition of zemissdef\n",
-    "    SWnet = rsds * (1-albedo)\n",
-    "    FS = 1* ( zemissdef *(rlds  - sigma* (Tsurfold+Tmelt)**4 )  +  SWnet*(1-I)    +   lhflx   +   shflx ) #UPWARD flux!\n",
-    "    dFS = -4 * zemissdef * sigma * (Tsurfold+Tmelt)**3\n",
-    "    \n",
-    "    #print(\"FS  = \" +str(FS) +\" W/m^2\")\n",
-    "    #print(\"dFS = \" +str(dFS)  +\" + \" +str(rhoi * hcilayer /dtime *ci) +\" W/(m^2K)\")\n",
-    "    \n",
-    "    return FS, dFS, SWnet, I, Tsurfmelt "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# 2.a) temperature calculation\n",
-    "def set_ice_temp(Tsurfold, T1old, T2old, hiold, hsold, FS, dFS, SWnet, I, Tsurfmelt, c_stability=True):\n",
-    "#    if hsold>1e-6: \n",
-    "#        I=0           # fraction of penetrating radiation []\n",
-    "#        Tsurfmelt = 0 # melting temperature of surface [°C]\n",
-    "#        print(\"snow on ice\")\n",
-    "#    else: \n",
-    "#        Tsurfmelt = - muS\n",
-    "#        I=I0          # fraction of penetrating radiation []\n",
-    "#        print(\"bare ice\")\n",
-    "    \n",
-    "    # Factor B + stabilizing ice layer in ICON ?\n",
-    "    # stabilizing ice layer dominates the sensitivity of temperature on surface flux balance -> surface temperature is far less sensitive\n",
-    "    B = -dFS               #(8)\n",
-    "    if c_stability:\n",
-    "        B = B+rhoi * hcilayer /dtime *ci \n",
-    "    A = -FS - Tsurfold * B                                   #(7)\n",
-    "\n",
-    "    #conductivities\n",
-    "    K12 = (4*Ki*Ks) / (Ks*hiold + 4*Ki*hsold)  # coupled conductivity of snow-ice layer (upper layer) [W/(mK)] (5)\n",
-    "    K32 = 2*Ki/hiold                           # coupled conductivity of both ice layers (lower layer) [W/(mK)] (10)\n",
-    "\n",
-    "\n",
-    "    A1 = (rhoi*hiold)/(2*dtime) * ci + K32*(4*dtime*K32+rhoi*hiold*ci)/(6*dtime*K32+rhoi*hiold*ci) + (K12*B)/(K12+B)   # (16)\n",
-    "    B1 = -1*(rhoi*hiold)/(2*dtime) * (ci*T1old - (L*muS)/T1old) - SWnet * I - \\\n",
-    "    K32 * (4*dtime*K32*Tf + rhoi*hiold*ci*T2old)/(6*dtime*K32 + rhoi*hiold*ci) + (A*K12)/(K12+B)          # (17)\n",
-    "    C1 = -1 * (rhoi*hiold)/(2*dtime) * L *muS\n",
-    "\n",
-    "    # temperature T1\n",
-    "    T1 = -1 * (B1+ (B1**2 - 4*A1*C1)**0.5)/(2*A1)                                         # (21)\n",
-    "\n",
-    "    # temperature T2 (not necessary to calculate here?)\n",
-    "    T2 = (2 * dtime * K32 * (T1 + 2*Tf) + rhoi*hiold*ci*T2old) / (6 * dtime * K32 + rhoi * hiold * ci)   #(15)\n",
-    "\n",
-    "    # surface temperature\n",
-    "    Tsurf = (K12 * T1 - A) / (K12 + B)      # (6)\n",
-    "    #print(K12,A,B)\n",
-    "\n",
-    "    if Tsurf>Tsurfmelt: #check for melting of upper snow or ice surface\n",
-    "        #print(\"surface melting\")\n",
-    "        Tsurf = Tsurfmelt\n",
-    "        \n",
-    "        # recalculate A1 & B1 for surface melting\n",
-    "        A1 = (rhoi*hiold)/(2*dtime) * ci + K32*(4*dtime*K32+rhoi*hiold*ci)/(6*dtime*K32+rhoi*hiold*ci) + K12   # (19)\n",
-    "        B1 = -1*(rhoi*hiold)/(2*dtime) * (ci*T1old - (L*muS)/T1old) - SWnet * I- \\\n",
-    "        K32 * (4*dtime*K32*Tf + rhoi*hiold*ci*T2old)/(6*dtime*K32 + rhoi*hiold*ci) + K12*Tsurf              # (20)\n",
-    "\n",
-    "        # recalculate T1 & T2\n",
-    "        T1 = -1 * (B1+ (B1**2 - 4*A1*C1)**0.5)/(2*A1)                                         # (21)\n",
-    "        T2 = (2 * dtime * K32 * (T1 + 2*Tf) + rhoi*hiold*ci*T2old) / (6 * dtime * K32 + rhoi * hiold * ci)   #(15)\n",
-    "\n",
-    "        Qtop = K12 * (T1-Tsurf) - (A+B*Tsurf)                    # (22)\n",
-    "    else:\n",
-    "        Qtop = 0\n",
-    "\n",
-    "    Qbot = -4 * Ki * (Tf-T2)/hiold                           # (23)\n",
-    "\n",
-    "    # calculated values \n",
-    "    #print(\"Tsurf: \" +str(Tsurfold) +\" -> \" +str(Tsurf) +\" °C\")\n",
-    "    #print(\"T1:    \" +str(T1old) +\" -> \" +str(T1) +\" °C\")\n",
-    "    #print(\"T2:    \" +str(T2old) +\" -> \" +str(T2) +\" °C\")\n",
-    "\n",
-    "    #print(\"Qbot= \" +str(Qbot) +\" W/m^2\")\n",
-    "    #print(\"Qtop= \" +str(Qtop) +\" W/m^2\")\n",
-    "\n",
-    "    # Temeperatures may change in the ice growth scheme!\n",
-    "    # ICON output values\n",
-    "    #print(\"ICON: \")\n",
-    "    #print(\"Tsurf: \" +str(Tsurfold) +\" -> \" +str(Tsurf_ICON) +\" °C\")\n",
-    "    #print(\"T1:    \" +str(T1old) +\" -> \" +str(T1_ICON) +\" °C\")\n",
-    "    #print(\"T2:    \" +str(T2old) +\" -> \" +str(T2_ICON) +\" °C\")\n",
-    "    \n",
-    "    return Tsurf, T1, T2, Qbot, Qtop"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# 2.b) ice thickness calculation\n",
-    "\n",
-    "def ice_growth(hiold, hsold, Tsurf, T1, T2, Qbot, Qtop, prls, prcs):\n",
-    "    # snow thickness calculation\n",
-    "    #print(\"calculate snow accumulation\")\n",
-    "    hs=hsold +(prls+prcs)*dtime / rhos\n",
-    "\n",
-    "    #print(\"hs:    \" +str(hsold) +\" -> \" +str(hs) +\" m\")\n",
-    "\n",
-    "    # initialize h1 & h2\n",
-    "    h1=hiold/2\n",
-    "    h2=hiold/2\n",
-    "\n",
-    "\n",
-    "    #print(\"calculate ice thickness change\")\n",
-    "    # bottom accretion\n",
-    "    if Qbot<0:\n",
-    "        #print(\"bottom accretion\")\n",
-    "        dh2 = Qbot * dtime / (rhoi * E2(Tf))        #(24)     \n",
-    "        T2 = (dh2*Tf + h2*T2)/(dh2 + h2)     #temperature change of lower ice layer due to added mass (26)\n",
-    "        h2 += dh2  \n",
-    "        \n",
-    "    hi = h1+h2\n",
-    "    \n",
-    "    fluxres_w=0\n",
-    "    # surface melting\n",
-    "    if Qtop>0:\n",
-    "        #print(\"surface melting\")\n",
-    "        dhs = -min(    (Qtop*dtime)                            /(L        *rhos)    ,hs)        #(27)\n",
-    "        dh1 = -min(max((Qtop*dtime - L*hs*rhos)                /(-1*E(T1) *rhoi),0 ),h1)         #(28)\n",
-    "        dh2 = -min(max((Qtop*dtime - L*hs*rhos + E(T1)*h1*rhoi)/(-1*E2(T2)*rhoi),0 ),h2)        #(29)\n",
-    "\n",
-    "        fluxres_w = max(Qtop*dtime - L*hs + E(T1)*hiold + E2(T2)*h2 ,0)               #(30)\n",
-    "        h1 += dh1\n",
-    "        h2 += dh2\n",
-    "        hs += dhs\n",
-    "\n",
-    "    # bottom melting\n",
-    "    if Qbot>0:\n",
-    "        #print(\"bottom melting\")\n",
-    "        dh2 = -min(    (Qbot*dtime)                                 /(-E2(T2)*rhoi)   ,h2)      #(31)\n",
-    "        dh1 = -min(max((Qbot*dtime + E2(T2)*h2*rhoi)                /(-E(T1)*rhoi) ,0),h1)      #(32)\n",
-    "        dhs = -min(max((Qbot*dtime + E2(T2)*h2*rhoi + E(T1)*h1*rhoi)/(L*rhos)      ,0),hs)      #(33)\n",
-    "\n",
-    "        fluxres_w += max(Qbot*dtime - L*hs + E(T1)*hiold + E2(T2)+h2, 0)\n",
-    "        h1 += dh1\n",
-    "        h2 += dh2\n",
-    "        hs += dhs\n",
-    "    \n",
-    "    hi = h1+h2\n",
-    "\n",
-    "    # snow ice conversion\n",
-    "    dhs = -max((hs - ((rhow-rhoi)/rhos)*hi)*(rhoi/rhow),0)\n",
-    "    dh1 = -dhs\n",
-    "    if dhs<0:\n",
-    "        print(\"convert snow to ice\")\n",
-    "\n",
-    "        # adjust T1 due to incorporation of zero heat capacity snow\n",
-    "        f1 = h1/(h1+dh1)\n",
-    "        Tbar = f1 * (T1- (L/ci) * (muS/T1)) + (1-f1)*(-muS)        # (39) with T2=-muS\n",
-    "        T1 = (Tbar - (Tbar**2 + 4*muS*L / ci)**0.5)/2              # (38)\n",
-    "\n",
-    "\n",
-    "        hs += dhs\n",
-    "        h1 += dh1\n",
-    "        hi = h1+h2\n",
-    "\n",
-    "    # even up h1 & h2 and change temperature accordingly\n",
-    "    if h1>h2:\n",
-    "        #print(\"convert h1 to h2\")\n",
-    "\n",
-    "        f1 = h1/(0.5*hi)-1\n",
-    "        Tbar = f1 * (T1- (L/ci) * (muS/T1)) + (1-f1)*(T2)        # (39) \n",
-    "        T2 = Tbar                                                # (40)\n",
-    "    elif h2>h1:\n",
-    "        #print(\"convert h2 to h1\")  \n",
-    "\n",
-    "        f1 = h1/(0.5*hi) \n",
-    "        Tbar = f1 * (T1- (L/ci) * (muS/T1)) + (1-f1)*(T2)        # (39) \n",
-    "        T1 = (Tbar - (Tbar**2 + 4*muS*L / ci)**0.5)/2            # (38)\n",
-    "\n",
-    "\n",
-    "    # check if T2>-muS through ice conversion\n",
-    "    # not explicitly defined in Winton (2000), taken from the ICON code\n",
-    "    # available energy h2*ci*(T2 + muS) is used t euqally melt upper and lower layer with enthalpies E(T1) and E2(-muS)\n",
-    "    if T2>-muS:\n",
-    "        print(\"T2 over bulk melting temperature: melting\")\n",
-    "        #hi = hi - h2*ci*(T2 + muS) / (0.5*L- 0.5*(ci*(T1 +muS) - L * (1+muS/T1)))\n",
-    "        hi = hi - h2*ci*(T2 + muS) / (-0.5* E(T1) - 0.5* E2(-muS))\n",
-    "        T2=-muS\n",
-    "    \n",
-    "    #print(\"hi:    \" +str(hiold) +\"  -> \" +str(hi) +\" (\" +str(hi_ICON)  +\") m\")\n",
-    "    #print(\"hs:    \" +str(hsold) +\"  -> \" +str(hs) +\" (\" +str(hs_ICON)  +\") m\")\n",
-    "    #print(\"Tsurf: \" +str(Tsurfold) +\" -> \" +str(Tsurf) +\" (\" +str(Tsurf_ICON)  +\") °C\")\n",
-    "    #print(\"T1:    \" +str(T1old) +\"  -> \" +str(T1) +\" (\" +str(T1_ICON)  +\") °C\")\n",
-    "    #print(\"T2:    \" +str(T2old) +\" -> \" +str(T2) +\" (\" +str(T2_ICON)  +\") °C\")\n",
-    "\n",
-    "    #print(\"\")\n",
-    "    return hi, hs, T1, T2, fluxres_w"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# surface fluxes \n",
-    "def surface_fluxes_semtner(Tsurfold, rsds, rlds, lhflx, shflx, albedo):\n",
-    "    #print(\"calculate surface fluxes\")\n",
-    "\n",
-    "    # surface energy flux balance \n",
-    "    # longwave incoming + longwave outgoing  + shortwave balance + latent heat flux + sensible heat flux\n",
-    "    # in ICON: addition of zemissdef\n",
-    "    SWnet = rsds * (1-albedo) # = swflx_ice\n",
-    "    nonsolar_ice = 1* ( zemissdef *(rlds  - sigma* (Tsurfold+Tmelt)**4 )  +   lhflx   +   shflx ) #UPWARD flux # =nonsolar_ice!\n",
-    "    dnonsolarT = -4 * zemissdef * sigma * (Tsurfold+Tmelt)**3 # dnonsolarT\n",
-    "    \n",
-    "    #print(\"FS  = \" +str(FS) +\" W/m^2\")\n",
-    "    #print(\"dFS = \" +str(dFS)  +\" + \" +str(rhoi * hcilayer /dtime *ci) +\" W/(m^2K)\")\n",
-    "    \n",
-    "    return nonsolar_ice, dnonsolarT, SWnet\n",
-    "\n",
-    "\n",
-    "# set ice temperature\n",
-    "def set_ice_temp_semtner(Tsurfold, hiold, hsold, nonsolar_ice, dnonsolarT, SWnet, c_stability=True):\n",
-    "    \n",
-    "    # effective heat conductivity of ice&snow\n",
-    "    k_eff = (Ki * Ks) / (Ks*hiold + Ki*hsold) # in Semtner paper not a variable but used in the formula for Fs\n",
-    "    \n",
-    "    F_A = -1*nonsolar_ice - SWnet  # Flux from atmosphere, not in Semtner paper\n",
-    "    \n",
-    "    F_S = k_eff * (Tf - Tsurfold) # Flux into ice\n",
-    "    \n",
-    "    deltaTdenominator = k_eff - dnonsolarT   \n",
-    "    if c_stability:\n",
-    "        deltaTdenominator = deltaTdenominator +rhoi*hcilayer*ci/dtime # addition of constant heat capacity to stabilize surface temperture (not in Semtner paper)\n",
-    "    \n",
-    "    deltaT = (F_S - F_A) / deltaTdenominator\n",
-    "    \n",
-    "    if Tsurfold + deltaT > 0: # Tsurf > 0°C -> Surface melting\n",
-    "        deltaT = -Tsurfold\n",
-    "        Tsurf = 0\n",
-    "        \n",
-    "        Qtop = (F_S - F_A)  - deltaT * deltaTdenominator # Qtop >0 -> melting \n",
-    "                                                         # (F_S - F_A) -> flux imbalance from old surface temperature Tsurfold\n",
-    "                                                         # Tsurfold * deltaTdenominator -> flux imbalance resulting from warming Tsurf to 0°C (Tsurfold in °C!)\n",
-    "        \n",
-    "        Qbot = - F_S + deltaT * k_eff # originally Qbot = -F_S\n",
-    "    else:\n",
-    "        Tsurf = Tsurfold + deltaT\n",
-    "        \n",
-    "        Qtop = 0\n",
-    "        Qbot = k_eff * (Tsurf - Tf)\n",
-    "        \n",
-    "    return Tsurf, Qbot, Qtop, F_A, F_S\n",
-    "\n",
-    "\n",
-    "def ice_growth_semtner(hiold, hsold, Tsurf, Qbot, Qtop, prls, prcs):\n",
-    "    \n",
-    "    #print(\"calculate snow accumulation\")\n",
-    "    hs=hsold +(prls+prcs)*dtime / rhos\n",
-    "    \n",
-    "    \n",
-    "    if hs>0:\n",
-    "        hs = max(hs - dtime * Qtop / (L*rhos),0)   # alf*rhos = qs\n",
-    "        hi = hiold\n",
-    "    else:\n",
-    "        hi = max(hiold - dtime* Qtop / (L*rhoi),0)   # alf*rhoi = qi\n",
-    "        \n",
-    "    hi = hi - dtime * Qbot / (L*rhoi) # Qbot=-F_S; alf*rhoi = qi\n",
-    "    \n",
-    "    return hi, hs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def set_albedo(hi, hs, Tsurf): # after set_ice_albedo in mo_sea_ice.f90 in ICON\n",
-    "\n",
-    "    if hs>1e-2*rhow/rhos: # snow has to be thicker than 0.034m\n",
-    "        if Tsurf==0:\n",
-    "            albedo=albsnow_warm\n",
-    "        elif Tsurf <=-1:\n",
-    "            albedo=albsnow_cold\n",
-    "        else:\n",
-    "            albedo = (1 + Tsurf)*albsnow_warm - Tsurf*albsnow_cold\n",
-    "\n",
-    "    else: # bare ice\n",
-    "        if Tsurf==0:\n",
-    "            albedo=albice_warm\n",
-    "        elif Tsurf <=-1:\n",
-    "            albedo=albice_cold\n",
-    "        else:\n",
-    "            albedo = (1 + Tsurf)*albice_warm - Tsurf*albice_cold\n",
-    "            \n",
-    "    \n",
-    "    return albedo\n",
-    "            "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[ -86400.  -85800.  -85200. ... 2677200. 2677800. 2678400.]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x2ba8c5d73cf8>]"
-      ]
-     },
-     "execution_count": 62,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# initial conditions\n",
-    "init_Tsurf = -10\n",
-    "init_T1 = -10\n",
-    "init_T2 = -6\n",
-    "init_Qbot = 0\n",
-    "init_Qtop = 0\n",
-    "init_hi = 1\n",
-    "init_hs = 0\n",
-    "\n",
-    "prls = 0\n",
-    "prcs = 0\n",
-    "albedo_init = albice_cold\n",
-    "\n",
-    "# boundary conditions\n",
-    "lhflx = 0\n",
-    "shflx = 0\n",
-    "\n",
-    "initial_conditions=\"melting_cold\"\n",
-    "if initial_conditions==\"melting\":\n",
-    "    # melting -> melt ratched effect with abbot (2010) zemissfac\n",
-    "    rlds = 0 \n",
-    "    shflx = 60 \n",
-    "    rsds = 500\n",
-    "    init_T1 = -1.9\n",
-    "    init_T2 = -1.9\n",
-    "    init_Tsurf = -3\n",
-    "    init_hi = 4\n",
-    "elif initial_conditions==\"melting_icon\":\n",
-    "    # melting -> melt ratched effect with ICON zemissfac\n",
-    "    rlds = 0\n",
-    "    shflx = 150\n",
-    "    rsds = 750\n",
-    "    init_T1 = -1.9\n",
-    "    init_T2 = -1.9\n",
-    "    init_Tsurf = -3\n",
-    "    init_hi = 4\n",
-    "    \"\"\"\n",
-    "    rlds = 0\n",
-    "    shflx = 150 \n",
-    "    rsds = 800\n",
-    "    init_T1 = -4.5\n",
-    "    init_T2 = -2.5\n",
-    "    init_Tsurf = -3\n",
-    "    init_hi = 1\"\"\"\n",
-    "elif initial_conditions==\"melting_snow\":\n",
-    "    rlds = 0\n",
-    "    shflx = 150\n",
-    "    rsds = 700\n",
-    "    init_T1 = -14\n",
-    "    init_T2 = -8\n",
-    "    init_Tsurf = -5\n",
-    "    init_hi = 20\n",
-    "    init_hs = 1\n",
-    "elif initial_conditions==\"freezing\":\n",
-    "    #  freezing\n",
-    "    rlds = 0 \n",
-    "    shflx = 20\n",
-    "    init_hi = 2\n",
-    "    init_hs = 0.5\n",
-    "    rsds = 500\n",
-    "    #rlds = 100 \n",
-    "    #rsds = 200\n",
-    "    init_T1 = -9\n",
-    "    init_T2 = -5\n",
-    "    init_Tsurf = -5\n",
-    "elif initial_conditions==\"freezing_2\":\n",
-    "    #  freezing\n",
-    "    init_hi = 0.05\n",
-    "    init_hs = 0.0\n",
-    "    prls = 0\n",
-    "    rlds = 0 \n",
-    "    shflx = 20\n",
-    "    rsds = 500\n",
-    "    #rlds = 100 \n",
-    "    #rsds = 200\n",
-    "    init_T1 = -1.9\n",
-    "    init_T2 = -1.9\n",
-    "    init_Tsurf = -1.9\n",
-    "elif initial_conditions==\"freezing_cold\":\n",
-    "    #  freezing\n",
-    "    init_hi = 10\n",
-    "    init_hs = 0.0\n",
-    "    prls = 0\n",
-    "    rlds = 0 \n",
-    "    shflx = 20\n",
-    "    rsds = 500\n",
-    "    #rlds = 100 \n",
-    "    #rsds = 200\n",
-    "    init_T1 = -40\n",
-    "    init_T2 = -50\n",
-    "    init_Tsurf = -20\n",
-    "elif initial_conditions==\"melting_cold\":\n",
-    "    #  freezing\n",
-    "    init_hi = 10\n",
-    "    init_hs = 1.0\n",
-    "    prls = 0\n",
-    "    rlds = 0 \n",
-    "    shflx = 150\n",
-    "    rsds = 750\n",
-    "    #rlds = 100 \n",
-    "    #rsds = 200\n",
-    "    init_T1 = -100\n",
-    "    init_T2 = -100\n",
-    "    init_Tsurf = -60\n",
-    "elif initial_conditions==\"melting_2\":\n",
-    "    rlds = 120 \n",
-    "    rsds = 300\n",
-    "    init_hi = 1\n",
-    "    init_T1 = -5\n",
-    "    init_T2 = -3\n",
-    "    init_Tsurf = -8\n",
-    "elif initial_conditions==\"snowball\":\n",
-    "    shflx = -50\n",
-    "    rlds = 0\n",
-    "    rsds = 800\n",
-    "    init_T1 = -7\n",
-    "    init_T2 = -5\n",
-    "    init_Tsurf = -10\n",
-    "    init_hi = 20\n",
-    "elif initial_conditions==\"abbot\":\n",
-    "    shflx = 80 \n",
-    "    rlds = 0\n",
-    "    rsds = 40/ albedo_init\n",
-    "    init_T1 = -3.5\n",
-    "    init_T2 = -2.8\n",
-    "    init_Tsurf = -8\n",
-    "else:\n",
-    "    rlds=0\n",
-    "    rsds=0\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "#artificial radiative forcing\n",
-    "days = 31\n",
-    "spinupdays = 1\n",
-    "time_artificial=np.linspace(-int(spinupdays),int(days),(days+spinupdays)* int((60 * 60 * 24)/dtime)+1) # timestep has to be 600s = 10m = 1/6h = 1/144d \n",
-    "                                                                     # = dtime / (60 * 60 * 24)\n",
-    "print(time_artificial*24*60*60)\n",
-    "rsds_array_artificial = rsds*np.sin(time_artificial*2*np.pi-np.pi/2)\n",
-    "rsds_array_artificial[rsds_array_artificial<0]=0\n",
-    "plt.plot(time_artificial,rsds_array_artificial)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Winton model\n",
-    "\n",
-    "Initial conditions are defined here. Albedo calculation is activatred or deactivated by commenting out the set_albedo function. The model breaks if the ice thickness is below 0m, there is no handling of minimal ice thickness implemented as in the ICON sea-ice scheme!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-92.55910893914947\n",
-      "-72.05158580079488\n"
-     ]
-    }
-   ],
-   "source": [
-    "# run Winton model\n",
-    "\n",
-    "# initial conditions\n",
-    "Tsurf = init_Tsurf\n",
-    "T1 = init_T1\n",
-    "T2 = init_T2\n",
-    "Qbot = init_Qbot\n",
-    "Qtop = init_Qtop\n",
-    "hi = init_hi\n",
-    "hs = init_hs\n",
-    "albedo = albedo_init\n",
-    "\n",
-    "# result array\n",
-    "hi_result=[]\n",
-    "hi_result.append(hi)\n",
-    "\n",
-    "hs_result=[]\n",
-    "hs_result.append(hs)\n",
-    "\n",
-    "Tsurf_result=[]\n",
-    "Tsurf_result.append(Tsurf)\n",
-    "\n",
-    "T1_result=[]\n",
-    "T1_result.append(T1)\n",
-    "\n",
-    "T2_result=[]\n",
-    "T2_result.append(T2)\n",
-    "\n",
-    "Qbot_result=[]\n",
-    "Qbot_result.append(Qbot)\n",
-    "\n",
-    "Qtop_result=[]\n",
-    "Qtop_result.append(Qtop)\n",
-    "\n",
-    "albedo_result=[]\n",
-    "albedo_result.append(albedo)\n",
-    "\n",
-    "FS_result=[]\n",
-    "\n",
-    "SWnet_result=[]\n",
-    "\n",
-    "for i in range(1,rsds_array_artificial.size):\n",
-    "    FS, dFS, SWnet, I, Tsurfmelt = surface_fluxes(Tsurf, hs, rsds_array_artificial[i], rlds, lhflx, shflx, albedo)\n",
-    "    Tsurf, T1, T2, Qbot, Qtop = set_ice_temp(Tsurf, T1, T2, hi, hs, FS, dFS, SWnet, I, Tsurfmelt, True)\n",
-    "    #Qtop=0\n",
-    "    hi, hs, T1, T2, fluxres_w = ice_growth(hi, hs, Tsurf, T1, T2, Qbot, Qtop, prls, prcs)\n",
-    "    #albedo = set_albedo(hi, hs, Tsurf)\n",
-    "    #print(\"time=\", str(time_artificial[i]), \" Tsurf=\", str(Tsurf))\n",
-    "    \n",
-    "    \n",
-    "    #hi, hs, T1, T2, fluxres_w = ice_growth(hi, hs, tsurf_array.values[tind+i,lind], t1_array.values[tind+i,lind], t2_array.values[tind+i,lind], qbot_array.values[tind+i,lind], qtop_array.values[tind+i,lind], prls_array.values[tind+i,lind], prcs_array.values[tind+i,lind])\n",
-    "    \n",
-    "    # assign results to final array\n",
-    "    hi_result.append(hi)\n",
-    "    hs_result.append(hs)\n",
-    "    Tsurf_result.append(Tsurf)\n",
-    "    T1_result.append(T1)\n",
-    "    T2_result.append(T2)\n",
-    "    Qbot_result.append(Qbot)\n",
-    "    Qtop_result.append(Qtop)\n",
-    "    albedo_result.append(albedo)\n",
-    "    SWnet_result.append(SWnet)\n",
-    "    FS_result.append(FS)\n",
-    "    \n",
-    "    if hi<=0: \n",
-    "        break\n",
-    "print(T1)\n",
-    "print(T2)\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Semtner model\n",
-    "\n",
-    "Initial conditions are defined here. Albedo calculation is activatred or deactivated by commenting out the set_albedo function. The model breaks if the ice thickness is below 0m, there is no handling of minimal ice thickness implemented as in the ICON sea-ice scheme!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# run semtner model \n",
-    "\n",
-    "# initial conditions\n",
-    "Tsurf = init_Tsurf\n",
-    "T1 = init_T1\n",
-    "T2 = init_T2\n",
-    "Qbot = init_Qbot\n",
-    "Qtop = init_Qtop\n",
-    "hi = init_hi\n",
-    "hs = init_hs\n",
-    "albedo = albedo_init\n",
-    "\n",
-    "# result array\n",
-    "hi_result_Semtner=[]\n",
-    "hi_result_Semtner.append(hi)\n",
-    "\n",
-    "hs_result_Semtner=[]\n",
-    "hs_result_Semtner.append(hs)\n",
-    "\n",
-    "Tsurf_result_Semtner=[]\n",
-    "Tsurf_result_Semtner.append(Tsurf)\n",
-    "\n",
-    "T1_result_Semtner=[]\n",
-    "T1_result_Semtner.append(T1)\n",
-    "\n",
-    "T2_result_Semtner=[]\n",
-    "T2_result_Semtner.append(T2)\n",
-    "\n",
-    "Qbot_result_Semtner=[]\n",
-    "Qbot_result_Semtner.append(Qbot)\n",
-    "\n",
-    "Qtop_result_Semtner=[]\n",
-    "Qtop_result_Semtner.append(Qtop)\n",
-    "\n",
-    "albedo_result_Semtner=[]\n",
-    "albedo_result_Semtner.append(albedo)\n",
-    "\n",
-    "FS_result_Semtner=[]\n",
-    "FA_result_Semtner=[]\n",
-    "\n",
-    "SWnet_result_Semtner=[]\n",
-    "\n",
-    "for i in range(1,rsds_array_artificial.size):\n",
-    "    nonsolar_ice, dnonsolarT, SWnet = surface_fluxes_semtner(Tsurf, rsds_array_artificial[i], rlds, lhflx, shflx, albedo)\n",
-    "    Tsurf, Qbot, Qtop, FA, FS = set_ice_temp_semtner(Tsurf, hi, hs, nonsolar_ice, dnonsolarT, SWnet, True)\n",
-    "    #Qtop=0\n",
-    "    hi, hs = ice_growth_semtner(hi, hs, Tsurf, Qbot, Qtop, prls, prcs)\n",
-    "    #albedo = set_albedo(hi, hs, Tsurf)\n",
-    "    #hi, hs = ice_growth(hi, hs, tsurf_array.values[tind+i,lind], qbot_array.values[tind+i,lind], qtop_array.values[tind+i,lind], prls_array.values[tind+i,lind], prcs_array.values[tind+i,lind])\n",
-    "\n",
-    "    \n",
-    "    \n",
-    "    #hi, hs, T1, T2, fluxres_w = ice_growth(hi, hs, tsurf_array.values[tind+i,lind], t1_array.values[tind+i,lind], t2_array.values[tind+i,lind], qbot_array.values[tind+i,lind], qtop_array.values[tind+i,lind], prls_array.values[tind+i,lind], prcs_array.values[tind+i,lind])\n",
-    "    \n",
-    "    # assign results to final array\n",
-    "    hi_result_Semtner.append(hi)\n",
-    "    hs_result_Semtner.append(hs)\n",
-    "    Tsurf_result_Semtner.append(Tsurf)\n",
-    "    Qbot_result_Semtner.append(Qbot)\n",
-    "    Qtop_result_Semtner.append(Qtop)\n",
-    "    albedo_result_Semtner.append(albedo)\n",
-    "    SWnet_result_Semtner.append(SWnet)\n",
-    "    FS_result_Semtner.append(FS)\n",
-    "    FA_result_Semtner.append(FA)\n",
-    "    if hi<=0: \n",
-    "        break"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "(0, 1)"
-      ]
-     },
-     "execution_count": 69,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAD4CAYAAAAHHSreAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deXxcdb3/8dcne9Jszb433fctDaWCLAUqUIFSdhBFr4pX8D4Qr171LvrTq/fncn+iXkVBQVG5LJYCxRaQfSkUSNd0oTRds7VJ2yxNsyff3x+ZQiGBps1kzszk/Xw88sjMmTMzn57OnHfO93vO92vOOURERI4X4XUBIiISfBQOIiLSj8JBRET6UTiIiEg/CgcREeknyusCBiMjI8MVFxd7XYaISEhZu3btQedc5qk8NyTCobi4mLKyMq/LEBEJKWa291Sfq2YlERHpR+EgIiL9KBxERKQfhYOIiPSjcBARkX4UDiIi0o/CQURE+lE4iIhIPwoHERHpR+EgIiL9KBxERKQfhYOIiPSjcBARkX4UDiIi0o/CQURE+lE4iIhIPwoHERHpR+EgIiL9KBxERKQfhYOIiPSjcBARkX4UDiIi0o/CQURE+lE4iIhIPwoHERHpR+EgIiL9KBxERKQfhYOIiPQz5HAwszgze9PMNprZFjP7nm/5WDN7w8x2mNlDZhbjWx7ru1/he7x4qDWIiIh/+ePIoQM4zzk3G5gDXGRmC4AfA3c45yYCDcDnfet/Hmhwzk0A7vCtJyIiQWTI4eD6tPjuRvt+HHAesMy3/D7gct/tJb77+B4/38xsqHWIiIj/+KXPwcwizWwDUAc8A+wEGp1z3b5VqoB83+18oBLA93gTkO6POkRExD/8Eg7OuR7n3BygAJgPTB1oNd/vgY4S3AcXmNnNZlZmZmX19fX+KFNERAbJr2crOecagReBBUCqmUX5HioAany3q4BCAN/jKcDhAV7rbudcqXOuNDMz059liojICfjjbKVMM0v13Y4HLgC2AS8AV/lWuwl43Hd7he8+vsefd871O3IQERHvRJ14lRPKBe4zs0j6wuZh59zfzGwr8KCZ/QBYD9zjW/8e4M9mVkHfEcN1fqhB5JQ1tXbx+q5DbN9/hH2HWznY0oEDIgxyU+IoGJ3AjPwUTiseTUKMP74yIsFvyJ9059wmYO4Ay3fR1//wweXtwNVDfV+RoWjp6ObxDdUsW1vFxspGen3HrjnJcWQnx2Jm9PQ6Nlc3cbClE4DoSOP0selcXVrAhdNziIuO9PBfIDK89GeQjCiNrZ3c+eJO/rJmL62dPUzJSeIr503krIkZzMxPGXCH39LRzdq9DbxWcZBVm2u57cENjE6I5gtnjeNzZxbraELCkoVCc39paakrKyvzugwJYd09vdy7ejf/83wFLR3dLJmdx01nFDOnMJWTucymt9fx2s5D3Lt6N8+/XUdGYizfuHAS15QWntTriASCma11zpWeynP1J4+EvR0HjvD1ZZvYWNnIwsmZfPPiKUzJST6l14qIMD4+MYOPT8xg7d7D/OjJt/nmI+Ws2FjDj66YRWFagp+rF/GGjhwkrD1cVsm/P7aZUTGRfH/JDC6ZlevXv/B7ex0PvLWP/7vqbQB+etUsLp6Z67fXFxmKoRw5aFRWCUtdPb185/HN/MuyTZxWPJq/334Ol87O83vTT0SE8anTx/D07WczISuRL9+/jv9atY3unl6/vo9IoCkcJOy0dnbzD398iz+9vpebzx7HfZ+bT2ZS7LC+Z35qPA99aQGfXjCGu1/exS33r6O9q2dY31NkOCkcJKw0tXZx4+/fYHXFQX585Uz+dfFUoiID8zGPjYrkPy+fwfcum84z2w5w4+/foKm1KyDvLeJvCgcJG01tXVz/uzVsrm7mzk+VcO1pRZ7UcdMZxfzq+hI2VTVxw+/XKCAkJCkcJCwc7ejms394k4q6Fn53UykXzfC2U/iTs3K56zPz2HGghc/c+wbN7QoICS0KBwl5Hd09fPFPZWyqauKX18/lnEnBMVDjwslZ/PpTJWypaeYf/vCW+iAkpCgcJKQ55/j28nJe23mIn141i4tm5Hhd0vssmpbNL66by9p9DXz1wQ309Ab/qeMioHCQEHfniztZvq6ary2axBUlBV6XM6BPzsrl3xZP5akt+/mvVdu8LkdkUHSFtISspzbv56dPb+fyOXn803kTvC7nI33hrHFUN7Zxz6u7GZ+ZyA2ne9NZLjJYOnKQkLT74FG+8deNzC5M5UdXzgqJcY3+/ZPTOGdSJt9dsZm1exu8LkfkIykcJOS0d/Xw5b+sJTLSuPNTJSEzdHZkhPGL6+aQmxLPLfevpe5Iu9cliXwohYOEnO89sYW39x/hjmvnkJ8a73U5JyU1IYa7Pj2P5rZubntAHdQSvBQOElKe2ryfB96s5Mvnjmfh5CyvyzklU3OT+d5l03l91yF+82KF1+WIDEjhICGjrrmdby/fxIz8ZG6/YJLX5QzJ1aUFXDo7jzue3cHavYe9LkekH4WDhATnHP/yyCZaO3v4+bVziIkK7Y+umfHDpTPIS43jtgc30NLR7XVJIu8T2t8wGTH+WlbFi9vr+fbFU5iQleR1OX6RHBfNz6+dQ01jGz9cqesfJLgoHCTo1TW384OVW5lfnMZnPlbsdTl+NW9MGl88axwPvLmPl96p97ockXcpHCTofefxLbR39/KjK2cSERH81zOcrNsXTWJiViLfXLaJpjYN0CfBQeEgQe2pzft5ast+vnrBRMZlJnpdzrCIi47kv6+eTd2Rdn7y1NtelyMCKBwkiLV2dvP9J7YwJSeJL541zutyhtXswlQ+d+ZY7n9jH2V7dPaSeE/hIEHr1y9UUNPUzveXzCA6QLO5eelriyaRnxrPt5eX09mtOajFW+H/jZOQtKu+hbtf3sUVJfnMH5vmdTkBMSo2ih9cPoMddS3cqYvjxGMKBwlK33tiK3FRkXz74qlelxJQC6dksWROHr96voLN1U1elyMjmMJBgs6L2+t46Z16brtgIplJsV6XE3Dfu2w6aaNi+NrDG+jo1uxx4g2FgwSV7p5efrhyG8XpCWF3TcNgpSbE8OOrZvHOgRZ+9vd3vC5HRiiFgwSVB9+qZEddC9+6eGrID5ExFAsnZ3H9/CLuenkXL2yv87ocGYGG/O0zs0Ize8HMtpnZFjO7zbc8zcyeMbMdvt+jfcvNzH5pZhVmtsnMSoZag4SHlo5u7njmHeaPTePC6dlel+O57146jSk5Sdz+0AaqG9u8LkdGGH/8adYN/LNzbiqwALjVzKYB3wKec85NBJ7z3Qe4GJjo+7kZ+I0fapAw8IdXd3PoaCf/unhqSMzsNtzioiP5zY3z6O5x3HL/Op3eKgE15HBwztU659b5bh8BtgH5wBLgPt9q9wGX+24vAf7k+qwBUs0sd6h1SGhrau3i7ld2sWhaNnMKU70uJ2iMzRjFT66axcbKRn7+rPofJHD82qhrZsXAXOANINs5Vwt9AQIcm5klH6g87mlVvmUffK2bzazMzMrq6zUgWbi7+5WdHGnv5muLQnuehuGweGYu15YW8puXdvLmbl09LYHht3Aws0TgEeCrzrnmj1p1gGX95kp0zt3tnCt1zpVmZmb6q0wJQgdbOvjD6j1cMiuXqbnJXpcTlP7j0mkUjk7g9oc2cKRdg/PJ8PNLOJhZNH3BcL9zbrlv8YFjzUW+38dOuagCCo97egFQ4486JDT99sWdtHf18NUQn91tOCXGRnHHtXOobWrjB3/T3A8y/PxxtpIB9wDbnHM/O+6hFcBNvts3AY8ft/wzvrOWFgBNx5qfZOTZ39TOn9fsZencAiZkheeoq/4yb8xovnj2OB4qq2R1xUGvy5Ew548jhzOBTwPnmdkG389i4EfAIjPbASzy3QdYBewCKoDfAbf4oQYJUb9+oYKeXsdt50/0upSQcPsFkxibMYpvLd9Ea6emFpXhEzXUF3DOvcrA/QgA5w+wvgNuHer7SuirPNzKg2/t45rTCilKT/C6nJAQFx3Jj6+cxTV3vc5/P/0O37l0mtclSZgauZegiud+9XwFZsY/nTfB61JCyvyxaXx6wRj++NpuDc4nw0bhIJ6obWpj+foqrjutkNyUeK/LCTlfv3AyaaNi+PfHNtPb2+9kP5EhUziIJ+55ZTe9jrCf4W24pMRH8+2Lp7KhspGHyypP/ASRk6RwkIBrbO3kgTf3cemsXArT1Ndwqq4oyWd+cRo/euptGo52el2OhBmFgwTcn1/fy9HOHr50znivSwlpZsZ/Xj6D5rYufvHcDq/LkTCjcJCAau/q4Y+v7WHh5ExdDe0Hk3OSuOH0Iv68Zi8VdUe8LkfCiMJBAuqvZZUcOtrJP+qowW9uv2ASCTGR/GClrpwW/1E4SMB09/Ry18u7KClKZf7YNK/LCRvpibHcdv5EXtxer4mBxG8UDhIwK8trqWpo4x/PGa/5GvzsMx8rpigtgZ88tV2ntopfKBwkIJxz/PalXUzISuSCqZrlzd9ioiL42qJJbKttZmW5hiqToVM4SEC8vOMg22qb+dLZ44iI0FHDcLh0dh6Ts5P42TPv0NWjWeNkaBQOEhB/WL2brKRYlszpN6+T+ElkhPH1Cyez++BRHllb5XU5EuIUDjLsdtW38OL2ej51+hhiovSRG04XTM1iTmEqv3huB+1dPV6XIyFM31QZdn96fS/RkcYNpxd5XUrYMzP+5cLJ1Da185c1e70uR0KYwkGG1ZH2Lv5aVsmls/LITIr1upwR4YwJGXx8QgZ3vriTlg7N+SCnRuEgw+qRtVUc7ezhpjOKvS5lRPn6hZM5fLSTe17Z7XUpEqIUDjJsensd972+l7lFqcwuTPW6nBFlTmEqF07P5nev7KKxVYPyyclTOMiweWlHPbsPHuWzOmrwxO2LJtHS0c0fX9vjdSkSghQOMmz+uHoPWUmxXDwj1+tSRqQpOclcMDWbP6zeo74HOWkKBxkWO+tbeOmdem5coNNXvXTrwvE0tXXxwBv7vC5FQoy+tTIs/vz6XmIiI7h+vk5f9dLcotGcOSGdu1/Zpese5KQoHMTvWjq6+WtZJZfMytXpq0Hg1nMnUH+kg2W6alpOgsJB/G7FhhqOdvbwqQVjvC5FgI+NT2dOYSq/fWkn3RpzSQZJ4SB+98Cb+5iSk0RJkU5fDQZmxq0LJ1DV0MYTm2q8LkdChMJB/Kq8qony6iZuOL1IczYEkfOnZDE5O4k7X9ip+R5kUBQO4lf/++Y+4qIjNPpqkImIMG5ZOJ4ddS08s+2A1+VICFA4iN+0dHSzYkM1l8zKIyU+2uty5AM+OTOXMekJ3PniTpzT0YN8NIWD+M2xjmiNvhqcoiIj+MLHx7KxspF1+xq8LkeCnMJB/OZYR/RcjaMUtK4oKSA5Lop7XtWAfPLR/BIOZnavmdWZ2ebjlqWZ2TNmtsP3e7RvuZnZL82swsw2mVmJP2oQbx3riL5+vjqig9mo2CiuP72Ipzbvp6qh1etyJIj568jhj8BFH1j2LeA559xE4DnffYCLgYm+n5uB3/ipBvHQsY7oy+eqIzrY3fSxYsyM+zQgn3wEv4SDc+5l4PAHFi8B7vPdvg+4/Ljlf3J91gCpZqaR2UKYOqJDS15qPItn5vLgm5UakE8+1HD2OWQ752oBfL+zfMvzgcrj1qvyLXsfM7vZzMrMrKy+vn4Yy5ShemJjX0e0xlEKHf9wZjFHOrpZVlZ54pVlRPKiQ3qgBul+59U55+52zpU650ozMzMDUJacqgffqmRytq6IDiVzi0ZTUpTKH17bQ48uipMBDGc4HDjWXOT7XedbXgUUHrdeAaBr+kPUjgNH2FjZyNWlBeqIDjGf//g49h5q5TldFCcDGM5wWAHc5Lt9E/D4ccs/4ztraQHQdKz5SULPsrVVREWYOqJD0IXTs8lPjddprTIgf53K+gDwOjDZzKrM7PPAj4BFZrYDWOS7D7AK2AVUAL8DbvFHDRJ43T29LF9fzbmTs8hI1NDcoSYqMoLPnlHMG7sPs7m6yetyJMhE+eNFnHPXf8hD5w+wrgNu9cf7irde3lFP/ZEOri4t8LoUOUXXnFbIHc++w59e38NPrprtdTkSRHSFtJyyZWurSBsVw8LJWSdeWYJSSnw0S+bks2JjDU2tXV6XI0FE4SCnpOFoJ89urePyOfmaIzrE3bigiPauXpat00xx8h59q+WUrNhYQ2dPL1fNU5NSqJuel0JJUSr3r9mr0VrlXQoHOSXL1lYxPS+ZaXnJXpcifnDjgjHsOniU13Ye8roUCRIKBzlpb+9vpry6SUcNYWTxzFxGJ0TzlzV7vS5FgoTCQU7asrIqoiNNs72FkbjoSK4pLeTvWw+wv6nd63IkCCgc5KR09fTy2IZqzp+STdqoGK/LET+64fQiep3jwbf2eV2KBAGFg5yUl7bXc7ClU01KYWhM+ijOnpjJA2/uo6un1+tyxGMKBzkpj26oJm1UDOdM1mCI4ejTC8ZwoLlD4y2JwkEGr7m9i2e3HuDSWblER+qjE44WTskiPzWev6xR09JIp2+4DNpTm/fT0d2rQfbCWGSEcf38Ql6tOMjug0e9Lkc8pHCQQXtsfTXF6QnMKdS8DeHs6tJCIiOMhzUR0IimcJBBqW1q4/Vdh7h8br7mbQhz2clxLJycxbK1VXSrY3rEUjjIoKzYUINzcLmubRgRrj2tkPojHbywXVP0jlQKBxmUR9dXM6cwleKMUV6XIgGwcHImWUmxPKRrHkYshYOc0LbaZt7ef4Sl6ogeMaIiI7hqXgHPv12nK6ZHKIWDnNBjG6qJjDAumZXrdSkSQNeUFtLr4BEN5T0iKRzkI/X2OlZsqOGcSZmkayrQEaU4YxQLxqXx0FuV9PZqKO+RRuEgH+mN3YepbWpnyZw8r0sRD1x3WhH7DreyZreG8h5pFA7ykR5bX82omEg+MS3H61LEAxfNyCE5LoqH3tI1DyONwkE+VHtXD6s213Lh9BziYyK9Lkc8EBcdyeVz83ly834aWzu9LkcCSOEgH+qld+o50t7NEp2lNKJde1ohnd29PLa+2utSJIAUDvKhnthYQ9qoGM4Yn+51KeKh6XkpzMhP5uEynbU0kigcZEBHO7p5dtsBLp6RoxFYhavnFbK1tpmtNc1elyIBom+9DOjZbQdo7+rlstk6S0ngstl5REearnkYQRQOMqAnNtaSnRzLacVpXpciQWD0qBjOm5LF4xuqNUvcCKFwkH6aWrt46Z06LpmVR0SERmCVPlfNK+RgSycvv6PB+EYChYP08/SW/XT1ODUpyfucOzmT9FExLFurpqWRQOEg/TyxqYaitARmFaR4XYoEkejICJbMyee5bXW65mEE8CwczOwiM9tuZhVm9i2v6pD3O9jSweqKg1w6O1eT+kg/V87Lp7Onlyc21nhdigwzT8LBzCKBXwMXA9OA681smhe1yPs9WV5Lr4NL1aQkA5iel8KUnCQ1LY0AXh05zAcqnHO7nHOdwIPAEo9qkeOs2FjDpOxEpuQke12KBKmr5hWwsaqJirojXpciw8ircMgHjh/Jq8q37F1mdrOZlZlZWX29zo4IhJrGNt7a08Cls3TUIB9uyZx8IiOMZWs1nEY48yocBmrMft+A8c65u51zpc650szMzACVNbKt3FQLqElJPlpmUiznTsrk0fVV9Gieh7DlVThUAYXH3S8A1MPlsb9tqmFmformiZYTumpeAQeaO3i14qDXpcgw8Soc3gImmtlYM4sBrgNWeFSLAJWHW9lY1cTimZoKVE7svKlZpMRHs1zDaYQtT8LBOdcNfAV4GtgGPOyc2+JFLdLnyc19TUqfVDjIIMRGRXLJrFye3rKflo5ur8uRYeDZdQ7OuVXOuUnOufHOuR96VYf0WVm+nxn5yRSlJ3hdioSIK0oKaO/q5cnyWq9LkWGgK6SFqoZWNlY2qklJTkpJUSrF6QksX6ezlsKRwkF4snw/oCYlOTlmxtK5BazZfYjqxjavyxE/UzgIK8trmZ6XzJh0naUkJ2fp3HycQ1OIhiGFwwhX3djGBjUpySkqSk/gtOLRPLq+Gud0zUM4UTiMcMc6E9WkJKfqipICKupaKK9u8roU8SOFwwi3sryWabnJuvBNTtnimbnEREWoYzrMKBxGsJrGNtbva+STs3TUIKcuJT6aRVOzWbGxRlOIhhGFwwi2ytekpP4GGaorSvI5fLSTl7ZrkMxwoXAYwVaV1zI1N5mxalKSITp7Ut8UosvXaziNcKFwGKFqGttYt6+RT87M8boUCQPRkRFcOjuPZ7fV0dTa5XU54gcKhxHqyc19F76pSUn85cqSAjq7e1mp4TTCgsJhhFpVXsuUnCTGZSZ6XYqEiRn5yUzMStRIrWFC4TAC1Ta1sXZvg65tEL8yM5aW5FO2t4G9h456XY4MkcJhBDo2ltJincIqfnb5nHzM4FENpxHyFA4j0LEmpfFqUhI/y0uN54zx6RpOIwwoHEaY/U3tlO1tUEe0DJulcwvYe6iVdfsavC5FhiDK6wJkeHT39HL4aCf1LR0cbOmk/kgHB1s6KNvT94VVOMhwuWhGDv/x2GYeWVfNvDFpXpcjp0jhEEK6e3o5dLRvR1/f0sHBI+/f8b/300lDaycDHdXHRUewaFo2E7LUpCTDIzE2iotm5PC3jTV855JpxEVHel2SnAKFQxA4ttM/0NxOXXMHB460c6C5g3rf7zrf70MtHfQOsMNPiIkkIzGWjMQYitNHUVqcRkZiLJlJsWQmxvgeiyUjKZZRMZGYWeD/kTKiLJ2bz6Prq3nh7Tou1lFqSFI4DCPnHIePdlLb1M7+pvaT2umbQfqoGLKS4shKjmV6bgpZybFkJcWSmRRHZtJ7O/1RsfpvlOBy5oQMspJieWRdtcIhRGmvcoqO3/H3/bT1/W5se3fZ/uZ2OrvfP0pl306/byef7dvpZyfHkpkcR3ZSLNnJfWGQkRhLdKTOF5DQFBlhLJ2bzz2v7uZQSwfpibFelyQnSeEwAOcczW3dVDa0+v7qb6PG99d/TWMb+5v7dv4f3PFHRxrZyXHkpsQxpzCV3JQ4clLiyE2JJycljpzkONITY7TTlxFhaUk+d728i79tquWmM4q9LkdO0ogMh2N/9Vc1tFHd2EZVQyvVDW3H3W+jpaP7fc85fsc/uyCVi6a/t+PPTYkjNzWOjFGxRESoPV8EYEpOMtNyk1m+rkrhEILCMhyccxw62sm+w+/t9KsaWt/d8Vc3tNHW1fO+5yTFRVEwOoGC0QksGJdOweh48lPjyUuN145f5BRdUZLPD1Zuo6KuRWfIhZiQDYfunl5qm9rZe6iVvYePsu9Qq+92K/sOHeVo5/t3/qkJ0RSMjmdCZiLnTMp8d+dfMDqB/NHxpMRHe/QvEQlfl83J479WbePR9VV848IpXpcjJyEkwqG5rYvfv7LrfTv/qoY2uo87xScmMoLCtHjGpI/i9LFpFKUlUJSWQGFa384/UWf0iARcVlIcZ0/K5NF11fzzosk6+g4hIbHH3Hu4lR+s3EZyXBRj0kcxPT+FxTNzGZOeQFHaKMakJ5CTHKcPnkgQWjo3n9se3MCa3Yc4Y3yG1+XIIIVEOEzITGT1dxaRmhDjdSkicpI+MS2HxNgoHl1XrXAIISFxTmV8TKSCQSRExcdEsnhmDqvKa2n7QF+gBK+QCAcRCW1L5xZwtLOHv2/d73UpMkhDCgczu9rMtphZr5mVfuCxb5tZhZltN7MLj1t+kW9ZhZl9ayjvLyKh4fSxaeSnxrN8nSYBChVDPXLYDFwBvHz8QjObBlwHTAcuAu40s0gziwR+DVwMTAOu960rImEswjecxis76qlrbve6HBmEIXVIO+e2AQON8rkEeNA51wHsNrMKYL7vsQrn3C7f8x70rbt1KHWISPBbWpLPr16o4PENNXzx7HFelxN2DrV0sLW2ma01ze/+HorhOlspH1hz3P0q3zKAyg8sP32gFzCzm4GbAYqKioahRBEJpPGZicwuTGX5+mqFwxA459h7qJUtNc1srW16NwwONHe8u05eShxTc5OH9D4nDAczexbIGeChf3POPf5hTxtgmWPgZqwBJ5p1zt0N3A1QWlqqyWhFwsCVJfl85/EtbK1pZlre0HZeI4FzjurGNsqrmthY1UR5dSPlVU00t/eN/RYZYUzMSuTM8RlMy+sby2pqbjKjR/Wd3Xnv5079vU8YDs65C07hdauAwuPuFwA1vtsftlxEwtwls/L4/hNbeXR9FdPy1N14POccB5o72FTVSHl1E5uqmiivbuLw0U6gb/DPKTnJXDI7j1n5KUzPS2FiduKwzbQ3XM1KK4D/NbOfAXnAROBN+o4oJprZWKCavk7rG4apBhEJMmmjYlg4JYvHNtTwzYumEDWCh69v7exmU1UT6/Y1sH5fIxsqG6k/0tc0FBlhTMpOYtHUbGYWpDCrIIXJOUnERgVuytUhhYOZLQX+B8gEVprZBufchc65LWb2MH0dzd3Arc65Ht9zvgI8DUQC9zrntgzpXyAiIeXKknye2XqA1TsPcc6kTK/LCYhj/QTHgmDdvgbe3n+EHt/4cOMyRnHWhAxmF6YysyCFabnJns+9bW6gWeiDTGlpqSsrK/O6DBHxg47uHub/8DnOnZzJL66b63U5w6Kts4f1lQ2s29sXBusrG99tHkqMjWJOYSpzi1IpKRrNnMLUd/sI/M3M1jrnSk+8Zn8hMbaSiISP2KhILpmVyyPrqmjp6A6LEZObWrso23uYN/cc5s3dhymvanp31OgJWYmcPyWLkjGjmVuUysSsJCJDYJDQ0P9fEZGQc0VJAfe/sY8ny2u5urTwxE8IMnVH2nlrdwNv7j7Em3saeHt/M871dRrPLkjli2ePY35xGiVFo0lJCM25YhQOIhJwJUWpFKcnsHxddUiEw4HmdlZXHOSNXX1HB7sPHgUgISaSkqLR3H7BJOaPTWNOYarnfQX+onAQkYAzM5bOLeDnz71DdWMb+anxXpf0Pk1tXazZdYjXKg6yeuchKupaAEiJj+a04jRumF/EaWPTmJ6XTHSYnnGlcBARTyydm88dz77DY+uruXXhBE9rae/qYe3eBlb7wm9HlvkAAAbNSURBVKC8qpFeB/HRkcwfm8Y1pQWcMT6DabnJI2ZSMYWDiHiiKD2B04pHs3xdFbecO36gMdqGjXOOLTXNvLyjntUVBynb00BHdy+REcacwlS+snACZ07IYG7RaGKiwvPI4EQUDiLimStKCvj28nLKq5uYVZA6rO/V1NrFKxX1vLi9npfeqX/3grMpOUl86vQxnDkhnflj00iKC80OZH9TOIiIZxbPzOW7K7awfF2138Oht9extbaZF7fX8eL2etbta6DXQXJcFGdNyuTcSZmcMymTrOQ4v75vuFA4iIhnUuKjWTQ1mxUba/jXxVOH3ITT1tnDKzvqeXbbAZ5/u56DLX1HBzPzU7h14QTOnZzJ7ILUET1sx2ApHETEU1fOy2dleS0vbK/jwukDDQD90eqPdPD82wd4ZusBXtlxkI7uXpLiojhnUiYLJ2dx9qRMMpNih6Hy8KZwEBFPnT2xb+e9bG3VoMOhoq6FZ7Ye4Jmt+1lf2YhzkJ8az/Xzi1g0LZvTitNGbEeyvygcRMRTUZERXDE3n3te3c3Blg4yEvv/le+cY1vtEVaV17Jqcy276vsuQpuRn8xXz5/EBdOymJabHNAznsKdwkFEPHfVvALuenkXj62v5gtn9c0S51xfh/Kq8lpWle9n98GjRBgsGJfOZ88o5oKp2eQF2cVz4UThICKem5idxOzCVJatrWLBuHRWltfyZHktew61EmHwsfHpfOGssVw4PWfAIwvxP4WDiASFq+YV8B+PbeaS/3mVyAjjjPHpfOmc8XxiWjbpCoSAUziISFC4Ym4+Ow4cYVpuMp+YnkPaMM1xIIOjcBCRoDAqNorvL5nhdRnio3O9RESkH4WDiIj0o3AQEZF+FA4iItKPwkFERPpROIiISD8KBxER6UfhICIi/ZhzzusaTsjMjgDbva4jSGQAB70uIkhoW7xH2+I92hbvmeycSzqVJ4bKFdLbnXOlXhcRDMysTNuij7bFe7Qt3qNt8R4zKzvV56pZSURE+lE4iIhIP6ESDnd7XUAQ0bZ4j7bFe7Qt3qNt8Z5T3hYh0SEtIiKBFSpHDiIiEkAKBxER6SeowsHMLjKz7WZWYWbfGuDxWDN7yPf4G2ZWHPgqA2MQ2+JrZrbVzDaZ2XNmNsaLOgPhRNviuPWuMjNnZmF7GuNgtoWZXeP7bGwxs/8NdI2BMojvSJGZvWBm633fk8Ve1DnczOxeM6szs80f8riZ2S9922mTmZUM6oWdc0HxA0QCO4FxQAywEZj2gXVuAX7ru30d8JDXdXu4LRYCCb7bXx7J28K3XhLwMrAGKPW6bg8/FxOB9cBo3/0sr+v2cFvcDXzZd3sasMfruodpW5wNlACbP+TxxcCTgAELgDcG87rBdOQwH6hwzu1yznUCDwJLPrDOEuA+3+1lwPlmZgGsMVBOuC2ccy8451p9d9cABQGuMVAG87kA+E/gJ0B7IIsLsMFsiy8Cv3bONQA45+oCXGOgDGZbOCDZdzsFqAlgfQHjnHsZOPwRqywB/uT6rAFSzSz3RK8bTOGQD1Qed7/Kt2zAdZxz3UATkB6Q6gJrMNvieJ+n7y+DcHTCbWFmc4FC59zfAlmYBwbzuZgETDKz1Wa2xswuClh1gTWYbfF/gBvNrApYBfxTYEoLOie7PwGCa/iMgY4APnie7WDWCQeD/nea2Y1AKXDOsFbknY/cFmYWAdwBfDZQBXloMJ+LKPqals6l72jyFTOb4ZxrHObaAm0w2+J64I/Ouf9nZh8D/uzbFr3DX15QOaX9ZjAdOVQBhcfdL6D/YeC765hZFH2Hih91OBWqBrMtMLMLgH8DLnPOdQSotkA70bZIAmYAL5rZHvraVFeEaaf0YL8jjzvnupxzu+kbsHJigOoLpMFsi88DDwM4514H4ugblG+kGdT+5IOCKRzeAiaa2Vgzi6Gvw3nFB9ZZAdzku30V8Lzz9biEmRNuC19Tyl30BUO4tivDCbaFc67JOZfhnCt2zhXT1/9ymXPulAccC2KD+Y48Rt/JCphZBn3NTLsCWmVgDGZb7APOBzCzqfSFQ31AqwwOK4DP+M5aWgA0OedqT/SkoGlWcs51m9lXgKfpOxPhXufcFjP7PlDmnFsB3EPfoWEFfUcM13lX8fAZ5Lb4KZAI/NXXJ7/POXeZZ0UPk0FuixFhkNviaeATZrYV6AG+4Zw75F3Vw2OQ2+Kfgd+Z2e30NaN8Nhz/mDSzB+hrRszw9a98F4gGcM79lr7+lsVABdAKfG5QrxuG20pERIYomJqVREQkSCgcRESkH4WDiIj0o3AQEZF+FA4iItKPwkFERPpROIiISD//HwtA4YieXM7dAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "l0, = plt.plot(time_artificial[1:],-np.array(FS_result_Semtner)-np.array(FA_result_Semtner))\n",
-    "l1, = plt.plot(time_artificial,Qtop_result_Semtner)\n",
-    "#l2, = plt.plot(time_artificial,Qbot_result_Semtner)\n",
-    "plt.xlim(0,1)\n",
-    "plt.legend([l0, l1],[\"F$_S$ +F$_A$\", \"Qtop\"])\n",
-    "plt.xlabel(\"time [days]\")\n",
-    "plt.ylabel(\"F [Wm$^2$]\")\n",
-    "plt.title(\"Semtner surface fluxes\")\n",
-    "plt.show()\n",
-    "\n",
-    "#plt.plot(time_artificial,rsds_array_artificial)\n",
-    "plt.plot(time_artificial,Tsurf_result)\n",
-    "plt.plot(time_artificial,Tsurf_result_Semtner)\n",
-    "plt.xlim(0,1)\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(time_artificial,Qtop_result)\n",
-    "plt.plot(time_artificial,Qtop_result_Semtner)\n",
-    "plt.xlim(0,1)\n",
-    "\n",
-    "plt.show()\n",
-    "#plt.plot(time_artificial[1:],FA_result_Semtner)\n",
-    "#plt.plot(time_artificial[1:],SWnet_result)\n",
-    "#plt.plot(time_artificial[1:],SWnet_result_Semtner)\n",
-    "plt.plot(time_artificial[1:],-np.array(FS_result_Semtner)-np.array(FA_result_Semtner))\n",
-    "plt.xlim(0,1)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#plt.plot(hi_result)\n",
-    "#plt.plot(hi_array[0:10,lind])\n",
-    "\n",
-    "\n",
-    "titlestr = \"\"\n",
-    "\n",
-    "# temperatures\n",
-    "fig, (ax1) = plt.subplots(nrows=1,sharex=True,figsize=(12,6))\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "plt.grid()\n",
-    "ax1.hlines(-1,time_artificial[0],time_artificial[-1],'black') \n",
-    "ax1.hlines(0,time_artificial[0],time_artificial[-1],'black') \n",
-    "ax1.annotate(\"wet surface\",[25,-0.7])\n",
-    "ax1.plot(time_artificial,Tsurf_result,'b-')\n",
-    "ax1.plot(time_artificial,Tsurf_result_Semtner,'b--')\n",
-    "ax1.plot(time_artificial,T1_result,'g-')\n",
-    "ax1.plot(time_artificial,T2_result,'r-')\n",
-    "ax1.legend([\"Tsurf Winton\",\"Tsurf Semtner\", \"T1\", \"T2\"])\n",
-    "#ax1.set_xticks([3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24],\"\")\n",
-    "ax1.set_ylabel(\"T [°C]\")\n",
-    "ax1.set_title(titlestr)\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "# hi\n",
-    "fig, (ax1) = plt.subplots(nrows=1,sharex=True,figsize=(12,6))\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "ax1.plot(time_artificial,hi_result,'b-')\n",
-    "ax1.plot(time_artificial,hi_result_Semtner,'b--')\n",
-    "ax1.legend([\"hi Winton\", \"hi Semtner\"])\n",
-    "ax1.set_ylabel(\"hi [m]\")\n",
-    "#ax1.set_xticks([3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24])\n",
-    "ax1.set_title(titlestr)\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "plt.show()\n",
-    "\n",
-    "# hs\n",
-    "fig, (ax1) = plt.subplots(nrows=1,sharex=True,figsize=(12,6))\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "ax1.plot(time_artificial,hs_result,'b-')\n",
-    "ax1.plot(time_artificial,hs_result_Semtner,'b--')\n",
-    "ax1.legend([\"hs Winton\", \"hs Semtner\"])\n",
-    "ax1.set_ylabel(\"hs [m]\")\n",
-    "#ax1.set_xticks([3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24])\n",
-    "ax1.set_title(titlestr)\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "plt.show()\n",
-    "\n",
-    "# Fluxes\n",
-    "fig, (ax1) = plt.subplots(nrows=1,sharex=True,figsize=(12,6))\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "ax1.hlines(0,time_artificial[0],time_artificial[-1],'black') \n",
-    "ax1.annotate(\"melting\",[-1,30])\n",
-    "ax1.annotate(\"freezing\",[-1,-30])\n",
-    "\n",
-    "ax1.plot(time_artificial,Qbot_result,'b-')\n",
-    "ax1.plot(time_artificial,Qtop_result,'g-')\n",
-    "ax1.plot(time_artificial,Qbot_result_Semtner,'b--')\n",
-    "ax1.plot(time_artificial,Qtop_result_Semtner,'g--')\n",
-    "ax1.legend([\"Qbot Winton\", \"Qtop Winton\", \"Qbot Semtner\", \"Qtop Semtner\"])\n",
-    "#ax1.set_xticks([3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24])\n",
-    "ax1.set_ylabel('F [W/m$^2$]')\n",
-    "ax1.set_xlabel(\"time [days]\")\n",
-    "ax1.set_title(titlestr)\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "plt.show()\n",
-    "\n",
-    "# albedo\n",
-    "fig, (ax1) = plt.subplots(nrows=1,sharex=True,figsize=(12,6))\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "ax1.plot(time_artificial,albedo_result,'b-')\n",
-    "ax1.plot(time_artificial,albedo_result_Semtner,'b--')\n",
-    "ax1.legend([\"albedo Winton\", \"albedo Semtner\"])\n",
-    "ax1.set_ylabel(\"albedo []\")\n",
-    "#ax1.set_xticks([3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24])\n",
-    "ax1.set_title(titlestr)\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "plt.show()\n",
-    "\n",
-    "# rsds\n",
-    "fig, (ax1) = plt.subplots(nrows=1,sharex=True,figsize=(12,6))\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "ax1.plot(time_artificial,rsds_array_artificial,'r-')\n",
-    "plt.hlines(rlds,time_artificial[0],time_artificial[-1],'y') #\n",
-    "plt.hlines(shflx,time_artificial[0],time_artificial[-1],'g') # shflx\n",
-    "plt.hlines(lhflx,time_artificial[0],time_artificial[-1],'b') #lhflx\n",
-    "ax1.set_xlabel(\"time [days]\")\n",
-    "ax1.set_ylabel(\"F [W/m²]\")\n",
-    "plt.legend([\"rsds\", \"rlds\", \"shflx\", \"lhflx\"])\n",
-    "ax1.set_title(titlestr)\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "# quantify radiative forcing due to change in albedo\n",
-    "rad_absorbed_winton = rsds_array_artificial * albedo_result\n",
-    "rad_absorbed_semtner = rsds_array_artificial * albedo_result_Semtner\n",
-    "\n",
-    "\n",
-    "\n",
-    "# plot absorbed radiation\n",
-    "fig, (ax1) = plt.subplots(nrows=1,sharex=True,figsize=(12,6))\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "ax1.plot(time_artificial,rad_absorbed_winton,'r-')\n",
-    "ax1.plot(time_artificial,rad_absorbed_semtner,'r--')\n",
-    "ax1.set_xlabel(\"time [days]\")\n",
-    "ax1.set_ylabel(\"absorbed radiation [W/m²]\")\n",
-    "plt.legend([\"winton\", \"Semtner\"])\n",
-    "ax1.set_title(titlestr)\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "plt.show()\n",
-    "\n",
-    "rad_forcing_dif = rad_absorbed_winton -rad_absorbed_semtner\n",
-    "\n",
-    "# plot difference \n",
-    "fig, (ax1) = plt.subplots(nrows=1,sharex=True,figsize=(12,6))\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "ax1.plot(time_artificial,rad_forcing_dif,'-')\n",
-    "ax1.set_xlabel(\"time [days]\")\n",
-    "ax1.set_ylabel(\"difference in absorbed radiation [W/m²]\")\n",
-    "plt.legend([\"Winton - Semtner\"])\n",
-    "ax1.set_title(titlestr)\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "plt.show()\n",
-    "\n",
-    "print(np.mean(rad_forcing_dif))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEGCAYAAAB7DNKzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eZxlVXUv/l3n3KpqZmTQh4KBGKIIYhtRBKKgKDgGNU7RRBzJoBh9msQY/WjeL/Fp8jQhYnwPIw5xiMbEYIxDohFRQZRmRhwgoDS00Ajd9FxV96zfH+fsc9Y+9+611q5UdXVX3/35NFTd2vec8z17WGt917CJmTFpkzZpkzZpk5ZqxXI/wKRN2qRN2qTt2m0iKCZt0iZt0iZNbRNBMWmTNmmTNmlqmwiKSZu0SZu0SVPbRFBM2qRN2qRNmtoGy/0AS9EOOeQQPvLII5f7MSZt0iZt0nartmbNmruZ+dD+5ytSUBx55JG44oorlvsxJm3SJm3SdqtGRD8Z9/mEepq0SZu0SZs0tU0ExaRN2qRN2qSpbSIoJm3SJm3SJk1tO91HQURHAPgYgP8BoAJwATOfR0TvAPBqAOubrm9h5i823/ljAK8EMATwOmb+ys5+7kmbtEnb9drc3BzWrl2L7du3L/ej7FZt1apVOPzwwzE1NeXqvxzO7HkAb2TmK4loPwBriOg/mr/9FTP/H9mZiB4O4EUAjgXwQABfJaJfZubhTn3qSZu0Sdvl2tq1a7HffvvhyCOPBBEt9+PsFo2Z8fOf/xxr167FUUcd5frOTqeemHkdM1/Z/LwJwI0AHqR85SwA/8DMO5j5FgA3AXjs0j/ppE3apO3qbfv27Tj44IMnQiKjEREOPvjgLCtsWX0URHQkgEcBuLz56LVEdC0RXUhE92s+exCA28TX1mKMYCGic4joCiK6Yv369f0/T9qkTdoKbRMhkd9y39myCQoi2hfAPwF4PTPfB+ADAB4CYDWAdQDeE7qO+fpIbXRmvoCZT2DmEw49NM4X2bJjHp9dsxaekuq33bMV//mDO10YrrltA66+bYOr79d/cBfW3rvV7MfM+Kc1a7F1dt7su3V2Hv9y1e0uXGvv3YqLf3iX61mvW7sR163d6Or7jR+txx0btpn9mBkXXX07ts/ZjOG22SE+f80dLlx3bNiGb/34btez3nDHRtxwhw/Xt358N3620da4mBlfuPYOF67tc0N88bp1Llw/27gdl97sw3Xjuvtw47r7XH0vvflu3HmfT5P88vXrsGPeh+srN/zMheuu+7bj8v/6uev+P7pzE3505yZX3y075jE3rFx979s2h8rxrFXFuG/bnOuac8MKW3bYaxao35dnvgBLhIsZm7b7cIW2LIKCiKZQC4lPMPM/AwAz38nMQ2auAHwQHb20FsAR4uuHA7gj537v+8+b8KZ/vAYX/8i2NF564Xfxio9cgdl5e3DOev+38ez3f9vsx8x4+Ue+hzP/6hKz7zVrN+KN/3gN3n7RDWbf9/3nTXj9p6/GN5y4Xvbh77km3bPO/xaedf63zH7MjLMv/C7O/Gsb17VrN+L3/+FqF67zv/5jvO5TV+EShwA4+8Lv4jc/dLkL1zP+5lt4xt/4cP3mhy7HU8+zcV13+0a89pNX4U//9ftm3/d//Sb83ieuxDeduF78QR+up533TTztvG+a/ZgZL/7g5Xi6o+91azfidz5+pQvX3158M37779fgWzc5cH34e3jhBd9x4Trjry7BGY41w8y4ef1m/PjOzWbfbbPzuPXnW7Bugy0s12/egVt/vgWbHZvqH731HTj++Efg+OOPx+rVq3H55Zcn+3oE4IYNG/D+978fN6/fjJvuysDlUG7Wb9qBW+7egh1OYQUsg6Cg2ub5EIAbmfm94vPDRLfnALi++fnzAF5ERDNEdBSAowF8N+eet969BQCwdYf9Ym5p+uZKXK1tbjSNLbP2/TdsnQUA14Dfsr5+1i0OXP/V9PVqSJ4WcG3abmtS9za41m6wraqb7/KPwY+bRbQUuDZsta95z5Ya12332LjCRuZ5Xz9sNhJPX28L8+/nzTNr7Z5mvH7y8y1m3x/9rH7WjY4xCJbPYuKqGiV6vrKFz3zT2Wspye+k2mWXXYav/fuX8ekvXowrr7oaX/3qV3HEEUeo37Hahg0b8IEPfAAAXEK1xZXY/Ofnu/cdcBmworYcFsUpAH4LwJOI6Orm39MB/AURXUdE1wJ4IoA3AAAz3wDgMwC+D+DLAF6TG/EUJtAw4zS/xZzI9zgWZmhhkxqUNoe43Lju3eLfnIMwGxT2lAsLI+fwxeXGVRb2eAVcHnogtMUUgPdszpiHzfv0jFeYh3njtXi4hg4BEVrV7I4ejt6LZ926dTjwoIMwPTODITMOOeQQPPCBD8SaNWtw6qmn4tGPfjTOPPNMrFu3DgDwyuc/E3/5jrfgCU94Ao455hh873vfw3Of+1wcffTReOtb3woAePOb34ybb74ZLzjz8Xjvn70NF198MU477TQ873nPw8Me9jC85CUvaam+NWvW4KlPOR0vevppeNkLnt3e57TTTsNb3vIWnHrqqTjvvPNGcOWcbbrTw2OZ+VsY73f4ovKdPwfw5wu9Z5Cc2xy8f2hbMvpabbOTuwTQ8pyFYyIvN65NO/yLfXPT17Ohhgns8dOENsFlt6XCFeZhDq6cNWG1YfMAH/zmf+Gu+3aofeerCjvmKpQFYdVUqfbdPjfEgw/eG3/6a8eq/c444wy85W1vx7OecALOfMqT8ZIX/wZOPvlknHvuubjoootw6KGH4tOf/jT+5E/+BBdeeCEAYDA9hUsuuQTnnXcezjrrLKxZswYHHXQQHvKQh+ANb3gD3vWud+G6667Hp75S04T33HQ1rrrqKtxwww144AMfiFNOOQXf/va3ceKJJ+Lcc8/FRz75GWwf7ItLvnRRdJ8NGzbgG9/4xtjnzjkGe0UWBey3MNU9fofQrL5DYbcNK1YX1NzQPyCzTV/PIE5wiesbfavdFJf1LBNceZpxXufmK8Z39t13X3zqixfjyu9ehpuvuRwvfOEL8da3vhXXX389nvKUpwAAhsMhDjvssPZ9nvaUp4GZ8YhHPALHHnssDjusZt5/8Rd/EbfddhsOPPDAkUd97GMfi8MPPxwAsHr1atx666048MADcf311+PXf+0ZtcXKFR58eBcU+sIXvjCNK+Md7BmCopljOxZxIkvecHa+wl7Tae3EG7UAAPOBdnH0XW5c87sTrmr3xGVtvrsSrtkcQZSBa25YoSzSuMJG/urH/yKOP/xA9bp3b96BOzZsw36rpnDUIfuofW+9ewvu2z7n4vLLssRjTvpVvOjXnopfWf1IvP/978exxx6Lyy67LOoXaMfp6RkwA0VRYGZmpv17URSRP0E22a8sS8zPz4OZceyxx+Jf/+Pisbj22UfBuIv7KJah1TN5NmOhWBNZOrjMSZ9x3zx+fnlx5dx3uXFJQWJdd6lxZWn2uwGuwPcvpgUocVmCNYdCyenbfsfYUX/4wx/iJ7fcDKAWBFdffTWOOeYYrF+/vhUUc3NzuOGGG6L3WSnX3W+//bB5kx0a/NCHPhTr16/Hd78T38fTLFyy7VEWRdZEHur+8jlxrR3DIYB0zZScjSH09Tg8lxqXtbEsBFeOhjo3n0OVZODK2KSsthBcSzZelhKwVLic95dtMXHlbP0LkBPmdzZv3oy3veF3sem++7DXzBR++eijccEFF+Ccc87B6173OmzcuBHz8/N4/etfj4c+7BjXdQ8++GCceNJJeO7pJ+FXn/hkvOxFvz623/T0ND772c/id1/zWtxz7wZwNcQfvPF/4thjdb8KMKGeRlrQInI0+xwrwdpYckz+nGdcalyWoFgILo9GF/pYm4lsWRTNboUrg1IzBfvS4KqWGVfO5h+6LqYV8uhHPxof+5d/BwD8wsH74IC9aqXxkEMOwSWXxHkgc8MKH/rHLzTXrSOTTjvttPbvF198cfvzhz7y97i1CU8+/vADo37nn39++/Pq1avxL1/6Ku68bzv2nRngFw/dd+Ra43Gpf47aHkE9Be40R+OxzN25JaaePN9ZCC6LR16xuIa7K64M6mkPxZVDoYRN3/ONTqi4L28KFflns28WrvAdR1/3Vbu2RwiKYMYuZlRGjmmc4+Sby1h0C8FlbiZLRNHMZ+AKGv0E1wSXp+/CLApH36aTH5WdxCaFg/UIebhClJqjbxCWGTfYIwRFSAhaXOdoDjfc/d0anHBdz7MuN665DFyzGbhy3kF7fdNJP8G1UnFlaens65fb131/8bPlh1xyXGbPru0RgiJo9MOMnHUr21lqZ3bfbqJbjxD6etbcBFfXrGeVnPgE1+LimltmXAtxZmdRNAvhaoz7u/ou4LoT6um/0YJGb9VsiZJ8MhyDVgkBufla9Wjm20XnN/knuCa4PM+wVLjmlhlXFp2zBP6Mhd7fEhpLjitDYuwRgqLTjgyNS0xIa9LLiWyFHcaT3mfyW/eX153g2nNxyQ1/T8Ul/2pvvr5+8rr2Jp1/f0/j5C/p6+bgyml7iKDwmcZS47L4w4VSNN5nqFwLdM/GNb9EuOR1vc/gwTW/BLhyKJqViiv+s7evjavta9z/DW94Az7+dx9or3vmmWfiVa96Vfv3N77xjXjnO9+J5z3veabf4Z3vfOeYZ7UthgXhymh7iKDwaTzS6ZyjoeZs1N5nWExNbqXimlsiXLNZ78CPa3aCq/15MXFFFI2leS8kOsjod9JJJ+GaNfXJB8Oqwt133x1lR1966aU4/fTT8dnPfjamnsZcKxYUS4wrQ2DsUYLCmpzRQsow47NoD2dfj2NwgmuCa36h9NsKwsWJn8f2DRSN0U/2sTbUk04+BVdfUQuKH3z/+zjuuOOw33774d5778WOHTtw44034n73ux+OO+44MAMXfeaTeMOrfwvP+bVn4uijj8Yf/uEfAqhLi2/btg2rV6+uy4gD+NgF78dzTz8Jj3zk8fjrv/5rAMCtt96KY445Bq9+9atx7LHH4owzzsC2rduyceWQUHtEZvZCqAx7IQlt2szM9mveOREkXnpgPotOEvRADpUwwaX2k9ddTFySotlTcYVLHXbZn6Lc/EOMP8Wgbg+YG+KQiutyKtP69vfg2XlsPejh2PLEP1P7HXbYAzEYlFh3+2249vLv4KSTTsLtt9+Oyy67DAcccACOP/54TE9P18/afOeH378Ol11+BQ49cF889KEPxbnnnot3vetdOP/883H11VcDAL7yjUtx0Wc+gY//61fx0Afsh189+SSceuqpuN/97ocf//jH+NSnPoUPfvCDeMELXoAvfeEinP6s8WU++m1CPSXaQqgMm/MW2tGicvl+Tc7rcFzI/XOvu5ga6gTXBFfOs0b8/QI2QauZVgoYq084EVdf8V18rxEUJ510Ei699FJceumlOPnkk7u+zV5x4imnYv8DDsCqVavw8Ic/HD/5yU9Grvvdyy7Fk576TOy99z7YZ5998dznPhff/GZ9PsVRRx2F1atXA6hLiNz205801/fg8VFqsu0RFoXX2TaXYVFI03hxuXx23V/2neCa4Mq97krCFTbHdSe9HQf8j/0wPUiXJL/jrs3YMjuPsiAc+8AD1OvecvtGVMzY1+FMf+SjH4tr1nwXN37/ehx33HE44ogj8J73vAf7778/XvGKV3R9m/9PTU+3Dx5KhvdbrKzGzzCu5Hjdyx6vzklvdm3bHmFRBI3fih2XA2NNThkGbsaPs3+BhGf1aHK7Iy5PFI33Hcj7W9eVuHKua76vCa4lwVVl4JLNTasssuWx+jGPwyVf+woOvN9BKMsSBx10EDZs2IDLLrsMJ5100tj7jnuEqakpzM3Vpws+7uRT8PWv/Bu2bduKzZu34HOf+xwe//jH6w+SgSvnFewRgiJMSit3KGchZU36BVzXszjaWjS7ES6PhsoL2HhyhNpSXHeCa3HvP8zAlda70309m2Tb1+jMAI5+2MOx4Z578CsnPKb9/BGPeAQOOOAAHHLIIe5nPeecc3D88cfjJS95CY575KPwa89/MV7yzNPx+FNOxqte9So86lGPcj3zf7dPv+0R1FM36fUdtX8MqHrNKmPSL+C6LouimuDKvX993QmulYQrzzvL4r9WV2dfZpRliUtv/CkO2bejhD7ykY+0Px955JG4/vrrcc+WHTjrBS/GWS94cfvYX/jCF9p+7373u/Hud78bAHD7vVvx0nNeg5ee8xr88gP2a8/4DtcK7U1vehNuumsTts4Os3DltBVvUTBzW9fGnpzdz+akjzQeP/Xjva7Vb4Jr18JlJ4UJXMY6zaFd5H0X0wLcnXBFWrpXppj9/EUxFnT/pbpuBq4ccbHiBYWcY9akjzcT47qVv69cFBZNFK5V8fjMzfY6E1y7FK5hxX5cGUItp37SYloUuxOumPf3CRWGjiv6TsbuvpCaS8rF3NddCK4cqbXiBYVcEFbNmHgh5ZjRVt/uZ9Px7FzMS4UrZ+HLvh5LYdzz9NsE1wQXkIsr2lEXpXHi57F9MzrnPB4nf1l4awUKc9Y5GyteUOSY25yj8USLzn/dxXL4LRWuaOFnaH22hjrB5b3mroZLs+yi4AcHTdVdX+3qtn5WrVqFrZs2+E+u88qUBW7Mi3b/pbou1+Mwv/U+/Gyz/+jaFe/MjhaoRWVElIN/Q8/hW7O4WecCneCa4Op/b+x1l6BvViRTlkXhu+7hhx+OL19+A2aKIQiE6t5pzCh5FHfet73N5yjvW4WCxmdxV8y4c8N2AMBUSRjesyp5zR3zQ6zfNAsA2DRdYvOd08m+m7bPY+O2Ovx1+/oprF+V3oLv2TKLrbP1Zr64uLbhJxvm8PmbduA3Tk9eMmorXlBk8bILnvSL19fLzU5wTXBlX3cF4pqamsJXflrhC9f+DADwyVediNW/dEiy/+/+5ddx68+3AgCufccZ2H/V1Nh+m7bP4Rnv+HcAwC8cvDe+8QdPTF7z0pvvxqs/cTkA4JnHH4bzX3xMsu//+8bN+N9f+gEA4I+f9jD89qMekuz72k9eiS9cu25JcXnbyqeepH/A4FAXGpWxFIlpANQaUhNcE1xALgXq7xv5CFYoLs1ay3pW0dei36L3alJ1/r5LgUu2FS8ovNRAv6/NI3c/Z2WZWgPu7DvBNcHVv5adxS2um0F/LZaPYqkSPxeKa7F8SpFiYQlLp2LRv+9i+apycMm24gXFUmW5Zg1ixuTwPsME1wRX/+/LgSuLTprg2q1wybbyBUXzMgry87JEfglOzusWjW/Jc11P3wmuCa5w/9B3T8ZFGbg8favM+4eWg8u0wMSzeiyltq8Tl6eOV2grXlCEFzxVFtFJb2P7Vl1fjxlNBEwVhSsxbKos2u9Z1237OjSDqbJwazETXBNcKxXXdAau6Qxc0xm4pgd5uDyWZXhWj0/H01fi2qUtCiI6goi+TkQ3EtENRPT7zecHEdF/ENGPm//fr/mciOhviOgmIrqWiH4l537xIOp9wyDPlIWLayyJUBbkG8RB/ao9zjZPX4nLy6FOcE1w7U64ihxcZQYuR9+lxlUUngCMHFy86LhkWw6LYh7AG5n5GACPA/AaIno4gDcD+BozHw3ga83vAPA0AEc3/84B8IHRS6ZbcDbODApH0bL6/56XOKzQTmQ72kNqBrZV4+m70nHVGo8P19QE17LhCgq0B1eA4sVV5uAaZOBy9F1qXIPCIVQqxlQGLk/fHFyy7XRBwczrmPnK5udNAG4E8CAAZwH4aNPtowCe3fx8FoCPcd2+A+BAIjrMe78qwzSWfT1nPBQFGo3HMYhB2nsmh0MzmOCSfWmCa5lwSTrJTz1NcHlxTWfgyrEoPLhkW1YfBREdCeBRAC4H8ABmXgfUwgTA/ZtuDwJwm/ja2uaz/rXOIaIriOiK9evXt58HTm5Qkpt68vQdVp3Jb/ZlxtSg9jQZFGbUV5tHKx3X1MCPq+a8jfs3uArCBBcmuIAJrgw5sXyCgoj2BfBPAF7PzPdpXcd8NgKRmS9g5hOY+YRDDz20/Tw4rKYK29Ekpa1VgXFYMYoiDLhDiyl8zrahs+8E18Jw1QJQ78vsx1U5+y4VrlpDneCa4Fp8XLIti6AgoinUQuITzPzPzcd3Bkqp+f9dzedrARwhvn44gDu895JRGcx6aV9pQnrq8JcFgcge8IoZg5Ki50lfF21f7bq7Cq6y8OMKfT24BiUtOq6CAi61a631tc+q962qDpf2CAvBNShsXHXI6+6Hy77/BNdy45JtOaKeCMCHANzIzO8Vf/o8gLObn88GcJH4/KVN9NPjAGwMFJWntYNY2i+8pWiKwj6HoNl4SiJH3/qa1v3DdT19lxpXQboJW/eFCLe0r+vp2y06u28urjJYShbnLHDlhJyqGczN83lwhcsMypWLy474meBablyyLUdRwFMA/BaA64jo6uaztwB4F4DPENErAfwUwPObv30RwNMB3ARgK4CX59xMDiLQaMFj2SwRvVASdszbkSnthuqhaMog7W0zdsphUSw1rtJjUSwhLtnXwjUoCbO7OC7poA6/p3ANRd8JrgkuYHlwybbTBQUzfwvj/Q4AMFL0lus39JqF3q+lJwJFUjGmEtV6Oy29wLY5vVZ7VTHKAiCy6YFhxZiZLqN7pK4Z7i9/V591mXFNLwCXy4x3JFBJbnh7Bi6PyR9w6QXWJrh2J1wBx1LhGhSE7S5q14erYsb0YPlwybbHZGYPWsmc7ttRGb5BDNFB1ruWPgoflWL3HfY0g8XGVRR2pEXF7HrWPi4tQb6PS6NeForL5VNqfS+++wMTXMDi4ioWGdeocqX0XQAub9STF9ewWl5csq14QVEJLQbwazzmIDKDvNST8Duo0p79z7rUuFymseBFJ7gmuKy+ubjcFM0El/tZc3DJtuIFxbD3YtRS0CKKxi5FHZxSdomBYSWinlSTv/5/a33kUE8uczMPl0c78kRojeBymvHmdbm77q6Oq33WCa4Jrl0AlycCUbYVLyj6A86KqcXtgDtMSEYTRuqhaHzRQaOagX7N8KyAE1eRh8s+hlMIYJe5G3wv+jUB6adR+rZCZdfHNcINT3CpbYJraXF5+sq2BwiKTpuWv49rrT/DkQwTSjZ7Eme8EQnSorH6joteSF5X9F0OXDnPumS42I+rNvknuCa49mxcsq14QdGPy/dRT4VD2vupJ+mj8EQvlI4My9F8g8XDVYf9ehPubA413HNZcVV+XHWi0wTXBNeejUu2lS8oFuDo8dZE8mZYVpUv6inHoujj0pNs8nCFzGzj+I4ozls1jSe4Jriwe+LyVFRYqbhkW46Eu53aqt5L1N5LO+kddVBazbtwJMOwrw6LvH/97Mr9VyguZj+usCgnuCa4lgxXq9Frz1r/30VZ70a4ZFv5giIMoifqqPlT6eAaO83ANt+GFVC0jm9NM4mfdbGiF3YnXEFzyqkLNcG18nBVDDeuin24wp9ycGX5Nh3hsbsTLtlWvKDI4eRaR64ra7IeRABqMgzQZWMWRrZz52jK40Xl72OvO8G1snERACIXroJ2D1zDpq8HV7iuhWsk4meCy/SvhrbiBUXfy29RNKFgl8dBXVBdi8RjQnZJNkq/VqjZ/oyF4vJGZUxw7Ua4CnLjKosJrgkuHy7ZVrygyKltEpcAdpj85DPfOse3RRH5n3WhuDzJgRNcE1zeZ53g2r1w5fSVbcULiooZJYY4fMuNAKbVgRxWjP2K7Th4bp19olTF2A+bAQa2Vfvpz1Ax9q3uwwwNXdnW+/KW6Pex12wecAZDV99aM3GclFXVGg/YYVVVIsvUgWva5SdqNJ7C17csfPW2JrgmuJYSVzi3fDlxTTlwtX0duGRb8eGxFTNeVn4ZL7nuZTiBfmCYZcBf0vtw7nW/DlTz5nX/5q5X4MN3Pd/mJZnxpqufivcV7zHNwgdhPV773SfhxeXXzEJ/Ty7W4PXfORkPodsN0xT4PfonvG3NyagqvWonM/C6De/GW+79Exc//rIf/A5eXvyb+V73xVa85NqzsZpuMnH9Eq3F875/LvbHZhPX4+kaPO2nf2lqRszA6dv+HU/e9iUXrlPu/DgeXfzIxFViiFNuuwCHYKOJa39sxmPWfRIlhiauB9NdeNiGS1y4jpq/BUcO/8uF6/CtN+LgYpOJCwAeuPVGFKhMXIQKB8/eHn13XBtWwDQNsfdwowvXFCpM0ZwLV0lAWVi0S/3/rsqq1reveaf7DptDgzzUE3PtUyqMZw337JLz9H4ARD05ra8fl2wrXlAMK+AxxY8AAA+gDXq0BzOeSGsAAPvyZvW6FQP78SYANte4ircDAE6lKw2zEHhIUR/e94ziO4ZpDDy3/CYA4Bj6qYnrtfQZAMA+jbWSvC4zfnXb17F6xxoTV8GzOGLzNfhD+php7j6quAkP2Hwj/nDwDyaucwf/ggdvuBynFdeauP4fvRMn3PXPmKm2mbh+e8N7cc7G80xczEM86bb34+P0NhPXr9CPceJtf4f/NfVhF67H3/LXeGJxtYnr/9I78fyb/ghFNWvievf638VfrP89B+dd4eXffwX+gd5i4volWosXXX023jj4jInrN8qv4+wrnoPj6WYT19vpArzxqqeCDYVlyIw/u/t1OO+uV7i4/DeuOR1/RB81cR2ITfidS5+AJxTXmLiOoZ/gJVe+CAdjo4nrSXQFnnXL/2dTT8x48tYv4YwtX3DhOvlnf4/V9EMTV4EKj1v7dzgI95m49sNWPPJn/wRCteuecLezW1UxplBbB1OYd0UPAMCBjRDw9LUmx8HVPdHzaNfcH1sBAPMozUiLacwBAAqwG9cBhgDMw3Vv9DzaNfdGLSznMDBx7Y0d9fdQZOBavPE6sNoYPY92zf2pFrz7YpuJ6xfoTgDANOZMXEeiPsRxMefhvlU99ofjLhPXg+jnAIBH0s0mrscX1wIAjqD1Jq7n4GIAwP6OeXjU3E04ZLjexDVV7cBMtRW/hS+auB5R3ILp4Vb8TvmvJq7XDP4FB2+5CacUN5i4/gZ/gePv/iL2ZkNhqRiv2nAeXrHxfJv2qYZ44m1/i4/jbSauX6Ef4cRb/y/+19SHHbguwqk//t94YnG1O+FuxQsK+SL2ojhNmocAACAASURBVB16wSzRd6bZ2FKtEhey0vb3bjZ/wDJhGftSPdHmUJqRFtT8nINrL/Es41qEy5hD+6Fb7BauA5oNdYjCxFWgfoZ9aJsb1z7QLSWpZVm4DoQQFAau+1H9DuYd41U2uPbCrBuXfMfjWg6ug7DB1XdY1Zo3AMxjYOIKitgA825c+xsCMAfXwSwUMQPXPkJhsXDNNLiG0I+krZYI1wHsn4f7U72u98dWk3o6imolZJUxD2Vb+YKiYoT3NoM51SyTZtgU6yY/VXPtzyXPJfsxM6a483dYJuSMsBKsvuGvqzC7aLikb6aodFzTArcXF0OPKJO4pjHvxjVt4OJhh4sU/xMzY0Zcy3rWVaj7enCFtooWb7ykYGdl1TMz9uIdY59ntC+wD3VWnYUrKCx70w43rhxFzMK1X6SI6biCwjKP0kXnAI3C4hzbHIVFT6JjHIT7xn5vtC9wEAXBruMaMmPQBMDsZewbsq14QcHMCFPZ2lClyTaNOXUgB2KTLKsdyX4VAzPk3VDR0kkAVLNQWjEzGbhmDFxS6JW8+LjIoMkkrqzxYj+uQtl8K0Yr1OrfLVy10PHg8ios0XjxrIpLCnML17QT15A5ax4uBJc1XhA+DFIUsZzxysUV2mLi4mGHixWFpWK0Skj9u45LKizu9WUoLLKteEHR3ySt6AVv33LYDeJAcTgOK44nslHca0ZsqJa5GQTgUuEqh+kFOqziRefFBdhm9IJw0ayOS2yog6E+XtMkLMAlwFULQK1v9/OMEfVTirk3ZeCKBLuBa3qp5yHNqRTJQChfpWLZLnS8fLiaZ81cXxouOV4Wrpx9Qyosi4VLtpUvKBiYakytetH5TEhLi5Da9kDV5NityVXMmG4Wc2lEJAwZrQm5uLjExsNpekDSSf17jO3bLGYPrqKZyjOGxpOFq/KP14xTk5NjS2ATF7W4csZLfwcxLs0CzJuHMxm4umfNw6VpvtJSGqgWe948zBkvLxMR4SIdl1xfFq5IAC4BLmu8ZFvxgqISknkGc67ElbqvtUC7yTmlDHhfM7CiJ4JmMENzjqinum/tlPJTTxouaR1ZllK4P2DjCu9gGvPuaK5VWeNlCQohAKu0AMzFFQS7D9d896yLNl5iQ1UERfY8FILdwhUUsVW0mPOwwzJl4PLSSdKqKsAqLuYu+GCG9PGK/E/WvjGUiphfsFt0UifY9eg3KUSs8ZJt5QsKoaVbJn/scJxTzb1Y87YGvNt4VFqWpVCzn3UhuGZIj3SQ2naOpWThCn0tiqi2PvzvILR68033nYpwaZx3Hq52vAyKSGqIi4lLCgdNsNfPuoB56MElFTHv+jIibqJ5aOLKGa9OEbMoGi+uUR9guq93ffUFu3bNodgLpjBvPuuME5dsK15QDMVEGmCom3Bi5k4ZETdykAtWnFJV7PRVHVhV55ibwtAwIReGy4okKr0b6giudAJVVSFadBau0Nd61lgA6hpqEeFSBHsPV6XsZjWubvP3jpdlreZESEknvRYhVeMSlJqJq1NCTFyRwrI44+VWxCq/k75eX/V1XfMwEux+XJpGX3oFYDauTrAvFi7ZXLWeiOggR7eKmTfY3XZuk1TGgOZVU4ukIxeV2+QnZZPsR1pgmBYUctENMHRTGVNGDSnIUF5DqMjJq4WR9nFpAlBukh4qY6aNy9dxyZBXC9eUjA4yx0to3k5cAweuadFXpTJEZEzOPCzM8ZJOX9+cnXLNQ6GwqLi6v1lKgBfXCJc/VBQW8Q6moW/ozLFyo+ISMjcH15RlKQmFZagccSdxzWDWxBUpLE6TwlsU8I7mHyl9SgAPdl5vp7V6wMPGU6mmVmQWGslD006LgnsbKnF6Isu+A6MeUD3g9TNYtYMifwqGBkUjw2P1Z5WmsSYsWSxmD65OsFu4hNZp4hIC0MQlxtbElTNeXlzC77CIuOQ8tHB1CotOZUTry8AlrboS1aLMwz71pL0DSZOVxl4gef8B6X1l7lG5SOPVp6ytvlJhsXBNO/vK5hUUNzLzo7QORHSV81o7tVUMTLWOOV3rlBr0wNDk4rh8bRARD7ia7NVFaJl0EteWhOtZcywKlotOj/OeinBpyXnoCUAd1wz5+kahhhm4VKqQEXH5Wgy/3Pyt+1cZ70DisvpG+TwmLt/YsngHlkUjr2s9a9EXgE5q15qHkSJmzMOZiMu3xsu3b4woLIs2D33WPTN6CosPVy3YfZLC66M4aZH67PRWcZeJOIWhEZInBYUx6YVwKIzM7BA9UT+QbkaXzbOWZNATAtfAwEULxqVrnYMMXKHvwKDJKvG+LFzy+awFKhelZQGGMQBiemvcs8q5ZY4X+cZLzidTqDgFO4tnBQAoOTIVy7IcNi6piKmhoQsUgLbFLv5u0VRSABq4OqFi4RI5HxYFmsFEzES4fAEYpWO8ggCy5qFsLkHBrATUZ/RZjsbcpeKXhoMYYuMxN1/uNsmCNf4QKElkmRrZmN3GY5n8Qqhk4aoycOnPGuPSraruWXVzV25oA6u6Zc/k9+PSn3VAGe8gzC2DdpGCdWCNV7XQeWjhEn83+obxsugk7glL7zxc1PFC/jz04Cqd+wb1FBavcmPhKjNwTUmFxRovcu4b8rmtDkT0FCL6IBGtbn4/x3XlXaTVE6kecIvHLsTADGioZ1hCDriiGSDWvC2tr5ucusnP6DapPFzzBi6peSsWBWIN1dKOus3fqN8EtILd8hOReK8D0s9NiMdLx+VdoP1N0ovL4ueXah5Ky1bLCpbz0NL85Ty0+Pm+BajhGmTMw0IIdquOVw4uabGr87AnADVcBXxKCIPdCku0bxh0Uo3Lt2/I5vFR/B6AlwN4axP9tNp36V2jyQ2txBDbMzQ5P0Wja51yclgWhXciSzqnxBA7VOoptih0XGIzMbVpcR3VNJabv8V5S1wVZp2anCWA5OZr4xKrxzm2to+CI2txW4Zl68Vla6ii0J6zr2ceSoVFW1/RhmpsaOTcUEcsCqMuVLT5m7i6vvo8lArLYo6X+Luxb0yLMbDOzpDK6GJST+uZeQMzvwnAGQAe47pyohHRhUR0FxFdLz57BxHdTkRXN/+eLv72x0R0ExH9kIjOzL2fXMxT5DchrTBOigZci0nn3kQ2NFTyTuRuIuXh0sMdyfmsVdXTvE1cQovx4jImfRFRT8Z4eamMKta8LQ010s4MXFIAquPVE+w6LikA/eOlhZz26T97vBZI0Si4IkUM/vHSKDVJQ/vWV/13c7yEILPC2pcKl6Sh1SzuaH3pylX03I4+/wYARHQIM78ZwMdcV063jwB46pjP/4qZVzf/vtjc8+EAXgTg2OY7f0tEZc7N+hqqxt/JAZ+CTtEU0earRySUkXbk1bx1rjHWDPS+MS7DNM7ANcjQjgrns0a4DB4ZGVRG5MzOwmVYFOSbW5XcpAxc8cbjn4c2Lh8FWvufBP1njlfg/Y311RPs7nloRGjFlJphfbS47PGSCosX18CYh+RkIkb2DcNijxWW9P37FsWiZWYz80XNjxc2v7/Pd+nk9S4BcI/ZsW5nAfgHZt7BzLcAuAnAY/PuJxxYRj0eqclZPgJpReiLLi/qSTo81WQYMZEs7axvUahRNBlcfhHhUjhvxBFaNi4RHeTUzmxcPouij0u1KDJxDdy4xMZnhT5n+CgK5zyU/gwrORBik7JwxRaFrs1SJNT8vjIbl/CVOddXSRYuQT1ljJcqANFnIoyxjRQWH66lCI8F9GS7xWivJaJrG2rqfs1nDwJwm+iztvls9OGIziGiK4joivXr17efc1X1tAg/560uZulwVCeyPyqjdgwK7UwrszBiUSyWyS99FFa0Sb7vpc4i9+Gy6IG+pbR4uHwLtOoJNYvz9tIeI9F3blx69F2OpeQNPsjBlUPtyjEaZPiU7PHybagjoc/OeWhRu0VGtGSOb9OrsIyE1TtNihxB4TRSFtQ+AOAhqB3l6wC8p/l8nHAa+xzMfAEzn8DMJxx66KHic6mdWWZhXzNI9/WHubE/0mHE+tA4zAoFcfusKq4RSynd1++kZ7/10cOlOlKrCqUTlwzZsCgtbx5F3wK0op5C34LYqJ/EQmHx0xMWBemlaHJxtVShA9eU8KstBS5rfZVe60M63s18nr7vJf2sfUVMpxX945Xj24wVlvT9+/S206DYNSwKZr6TmYdc7+ofREcvrQVwhOh6OOpSIv5W5WidgmvMil4wHIPO8L3+pNfqDKHHi3opmjo8VsPlDEsc2Xj8QkWrd4Ucq05aFIZD3xtt0sdl1RmKkg6VJDbOcXiOcN4+XN7Q6/49+q2PSyv4yD36T8cVCwrVQZyxvrxO+v7my9pGXQ1bRcy2KOJ3oJ60KJ9V9Sn1w5l9+0atsOiKmFRYloJ6+uOMvlmNiA4Tvz4HQIiI+jyAFxHRDBEdBeBoAN/Nujb3tU4v12iFx8bXTbV+mJtVaTaiBxTePwfXQhPuBgouFg5PwHbMeWmqHD9R/x3oiU45uLybbz8pSsO1sLk1ID+uyBod86yDDFyRFazNw6jisn99lQausrf5as/qj1Lr0TmKwjIyt5wCcMocL2lR6OPlDdMeWV+KwpJD/8nmrfUEZr7e7mU3IvoUgNMAHEJEawG8HcBpTUIfA7gVwG8397yBiD4D4PsA5gG8hjXeYtz9qr7Wme5b9LQ+9TyKyCmVMZENf0bhpJ6oV+jPG0FiJbHJCZcTl68XLevj0jZUf+QZ9QSgPl7+uHyv43vkHThxWRE//XBL/zz05/Pk5Cao87DHz3txWclekTZtjQH5x8tbdmahkUxm0mGEy1/5QCviOLq+lC1SCjVjfcnmFhQAQEQnAPgTAL/QfJcAMDMf770GM//GmI8/pPT/cwB/nvOc0fd7GqquTfc5VK8ml8PlZ5jGKvUkcBlazMiG6tV4lgiXph3FuPTxKrLGK97Q9GddWESbRmVEVl3WeGUkfpq4fJx3f2xZsSjQz/nIoGj889CPy5qHXoUlJ/k2h4koM8bLr9z0x9Y3XmaElGhZggLAJwD8AYDrAMXO3ZVaLyY9JyrDnenbJOQQjbpxRjcew4lI3T21nIt+DkHOovPjGrpxmTyyu8yCH1fWxtPTUDVc7pDTEd7fu6HmbDzWPBR9TVwLC6pQk/Ok5m359XLmbM+npOEqnIK9XxhR6yv3DVthkXtMxr5h4FpI6Z/6y4ujsMiWKyjWM/PnM7+zrC1w3lwMMBhaET/1y66oNIvyBc2gQtkmRY0Z75YXrahEwUM7IQhDMJX1JqgcwhI2HqYCJfsiLRhkRmWEd8Cg1uRO4SpRgUEgsKMYm+ir4Ip9FP4IEgtXRNGQjSs0/dyGmB7Qxisr4gf+d7B0uHyCPQoTz8Klr0X5rFMGrtj/5celri8hrM01E70Dfd+IBLu5vnzU0wi9rfpe/OMlW66geDsR/R2ArwFoa+sy8z9nXmentfbFlDMYDPWQuBCFwOUMyvm0o6fW/OuNb1gMWkqrGBMYxs3mX5UzKOa3GhZFo8UPZkBzW9UktnZylqswqCxcjVArZ1AO0465WvOv+w5pqqUSUrjKBlc53O5wZg+BwSpgfhugWErtGAxWYTDnxFVM27iahTSkqbbCZxpXhWExjbKadXD5Fbicrk9HVPoGjZDLaQzmDVxN36qYwsDEFcardOAaoqIBCp438w0GGIKLQS0kHBQNU9laNKnWKixUqAl3zNwpbShaa1HDxVSAuHLV8eqUG2UeNpgZZEYyealdZo7zQ8jClZEfElUGtudh/az+6rG5guLlAB4GYAod9cQAdl1BESbyYBUGs5t0k7/xQlXlTFO1MzXgzeZPJZgGqhkdTP6qmAaw1RfDX64C5rbqpvEw4JrBYG6rG5cWRtpuklSiKgYqVRd40U5Q6HxrgaoWgPPb9I2nOfKRyxkM5rYbuDoBODWv4ypQoUKJigYqrRjhqmZNH0WBClzOgIazqubdaq/lDAbz+nnR7XgV0+pi7nAVqGhKpd8ClVErLPNmDH+LyxAUrQY/WIVy1shgbnHNQDsPIlhqDKqFZSMAx21W3fqaQTncZvpeYoXF4aMYrMLUnBdXrbBouEJoaq2I2bhahcXwF0YKi+bMDvtGo7AsetRT0x7JzI/I/M7ytjDJBzMoscFFZVTlTDOIiUs2g8hUoqJSjfZoJ3I5A8CO4R+gAg+m677aAuUO1wD3GbgaDbVcZeIaoAKjBFOpRueEzaTDZXPDXO5t4kKEa4srKSvgSvUNGwRT0dKKLlxzm8zjYOuNZ29gdpO6SQVcPFiFwY7t/nmo1IVqx4sKVI3C4sI1v8Uu4oiq3lDntugKS9Xhmprd5JyHHlxDVA0uLeooVli2OXIThq3CotFUraU0mEE5t82Yhx2uqXkdl1RY3LiqWXPfkAqLa321Cku6q2w5eRQA8J2mUN/u0wLXWE63TudUC4PBxZShdTYcK5W1j8DoO6AhuKw3fyuMtMQQaPqqFSNDDF45Y+IqBa4CbOCqLaWqERQ6rmApxbV5xl+3AhqhouFqtSEHrk5QTLvHqyosi6Khk1pcDt9Lg0sNjw3zcGDPw0AncaOwJKkMdP4vbhQWrW+98Uw391A21OYZ2jmrhcdC4rKSzYTFbjxrCQbTABWVjr6dwqLXT4rnoRYs0o77YMaR9NjgGqwynzUwEVVh4yrE3NLreAVqN6wvxacU9oLmWZeKevpVAGcT0S2ofRTZ4bE7u7XaUDltliMo0JllhcY1gtFRT2FDTV21kfbNxlMoG2rLpTeTw5VBXU7VuDQqA4HOmTJxBUuJUThxTdXPoyYPBVxTzQfpvhRwDaabaqS2j6IWgDauikoA1PRN4ypp2OKixcIlNDk7kdA3DztLaQCmolEClGelSuBK378tce0S7AvDVaJKnqESIs9iRUzH1SosDlwcNlRlL6AsXI1VVdS4UmdXdExEAW4p0DSuATpc1lEGcrxUSymM5UBXrvotV1CMKw++SzcSFgUAsPLCWw21mEaJrUmzMHD5NUVTGIu5cXC1VoJH87Ytio4brieHKgCjBbrDwFVHXflwZVpKA3vjaaM7mutqTt8wtvWGOuvEVZq4SjFemqDIwUUCV11mwd5Q63k4Z89DKlyWbYkKXMxE90j1raknex62lEhQWBylZIIA1HANMASjaMbLtoK5DALQwjUEiiDYHRtqOW2WT28jBRtFzBqvigZg2OuroErgsvcNztk3WgGYxiWbS1AQ0esBfBvAVaxmFe16rePyG0GhZpl2k97S5OpFVzYDzsn9PxwYw8Xe8T2064bJ4dEMwuTQQhhb6mkGJbbZDk9hKWm4plGBi1UuXAP4Jn0fl5Z0WIhIohI7HJp30FD18ZrCEFzu5cQ1bC0K3UfRw+XcfAvM2oESQrBruGYazrt+Vm3jaXITHEqApAotXBRZgOlAhZbLLwYAbFxTkJaSHVQRBLvWt1PEgsJi46qKGRTGPOwrYhquAYbCUrL2jaEPF3dMhFXIUjavj+JwAOcBuIuILiaidxLRM5qjUXfpRj0NVdPoAy3ExbRqxksuH1TUpq+pyTmojKYibDCNSTWN/bjaBdoKwDSuoqGeQEU9kUzN26YyAq5OqPlMYwtXN14+XK0AdI2XbfJzxXWl27BJauPVx6VSoH5cHfWk+5RaztsxD8FNRdjSftYcXKWwAHXapfETOXyAwe/ADgsQaCwlB66ir4gp1219gOUUSpX+C+NVtAqLjmvoxhVRoNrm3/o2bVyyuSyK5hhUENE0gBMAnAzgFQA+SEQbmHmXdXBTX5NTkmxiDVWPhx5QbfLDoDJa3r+0N54g7clhQhZ9S0nBVQqT38TlpJ7CITAeKkNGWgBQBUXR01C1pKgiC1flxjXwbjzC/1X31TTUeGxZSYrq5qHOjwcfSdh4ClUAxladHkXj3yTDHKXmurrF3nH5tsUeNlRLsMeat87l1xVhhw4aegSXYx7C8JW1lpJLYeFYYdGCKpqKsEOHT6ndYxplVMMlW66PYi8A+wM4oPl3B+pyHrtsC4uXBo5NaoRrVPhDVGAaAIYzu9UiwmaiDDjnWAnN39qNx+OjKKZBYBVX7RgsnbiEAFSc9J0WY2uz7Xi1uDwUzYw5XiX1BeD4a7b+jKB5q8EHMS5d8/ZrckVP8zbHyxFU0eGaDp8k7899rVObW33qyeUrm7JxNevLM16SJoM6D+P15aKeSofjux0vPVKvjahzzkO5vrTqfQvZN+AQ7LJ5fRQXoD63ehOAywFcCuC9zHyv6y7L2NrohaB5O7jhVpNLvG+peSNwjYYWwY6ojC6CxMMNx7h0LaKbHBauEPWExuS3cHk2fxa5LHVfh59o0Exkh1BpKZpFwhVTGZ4xyOCGgybn4LzbqCcVV009IfjKFgVXEzY6cGyoPVxqcl7YxBvBruKiqrUoLFwDN7UbrxlvdFD03TGtq+jgGC+Kgyr08RrmWYAD209DvTmrOvRF8/ooHgxgBsDPANyO+kChDc7vLm/raaiqRYFOMts8thQUuj9jIKMyFI2n70DTN/8+Lrsej0XRxLhKVePpyjw4cAnnLGBs/j2KRq8z1Oe8PZqcjSvaUNXxyhDWVUxlaH29VGHnoyhMDbWLDvJYgHFEncdJ76FL/RRol28AIp+l5MA1atXZSiOV9juQTISFq6+w6LhkPo/HX2mHx1IPl+ovFM3ro3gq1SUOj0Xtn3gjgOOI6B4AlzHz2113W4Ym6QlAtyi6xLRpwyzkJiGoBKgpe6HwyNKRm7foPJtvBq5ypuGxE7ePNG9CAVZxleTj8kc2f5dpHHBpTsTOAqsd7xquIaqiBBHpTkTmOkHSkR+CaiHjleFILaZMXCH4gCynL8c5Hx7axeUr6yk3PurJChYJuAbNPHRw+a0P0LYAaWBHfsnoIC+u1lJScA2aaEmY4ecZvs0eLt88tJU22XIOLmIA1xPRBgAbm3/PRH1s6S4rKEZejMY1Bqk9mDLMXbQbT4Emokar7+LW5BZA0Th8FJ3Jb3PDg2aBEjWhl1o9HoisZI/vxZNvwHFfnaLx4yrbjacR7AouGUKZx3l7ooNC3ottKWEwbdATTY5OMUABG1ct2MN4eXDZiYRZYb9ivAryzMNCWBQWLlvz7o+Xukn2/DQ6LhFVSPa+0VkUmsJSV3Ro59ai+Tb7Csvi+iheh9qSOAXAHOqcissAXIjdxJnteTEFD1GBQKIi7LjW1vihsr409JpIpUjy8XDeeRpq0Az0CKkK1G6oqpXQUhlQk4f6OQS65t3X5DwCMOBy5Ic0VIaOq954CPVmouOqwMUgusf4zn1NzucnsvrK0EwzKxlDgApwk3Fujpcr47xvAXqe1XaO5uKqFRaovH8flyrU2vVlr8Uix6fUKxNkWewVDVA0CouGq4ic2X5cWYm6zrQ4r0VxJIDPAngDM69zfmeXaP0XYy3QysnPd6Uu2JkRO0CFEoWRbwAA5Im1701kLeei4AqMAkQFyMwPCdEmlYmrQAXQABUKXVD0IrT0CJJ+KG36fZU8xBAlqHD6U2gAeHEVU/Xmq26oMUWj5r2M4NKpjApd6HVKAMrxojqP2cSVRal5Sl30KFDLqqpAgKGIdWumbPI/7Hwediksfd+LlsvS19IVahedsPTkfIAKMBHI9NNUQKuweHwUtmUrrbr6u4ubR/E/XVfbBRv1XoxmUZSoKzuiCJVTUwMeNNQZAENjwGsNdbYo68nh0WI84Xt9x5yKqxGALlwhhFLnhoNVNVeUzVkAGo8d8716aGiP9lCDD6oWl0bRcFuXatCcL2DjGhYlquaMAxOXUwmpcXmCKqqM8Qo+JV0AdrWDaoVFo2j6uHwWRYNLyQ+R89Aarzaq0FDEWuujaBQWhaLp+8q8JTxqXLoPcIgSZJaH6WpztdSuGS051VqL1rP6LFt/TpNsrqgnIrpyMfosRxtxZhtFAZkKoaEqHCqJhCBHtAlR2VgUi8x5e/INmo2HnBVhc6KDqCljkhP267E+XJEpzcZjOXLb2kUZ1iKoBLvHyxP51Ytf15z0AVdh1znqEiQ9uIZAIwB1S6mndaqbVOdPqb+rWIAIlq09D1uL3RXNVWvebAj2/rP61lcYrzQu6gl226qzix12dakGpsLSD3nNWV/afiibl3o6hoiuVf5OqBPwdrlGPS3dpJ6KQbOZcJo/rDoNFZivnWlmtEkzkRfJmd0KQIcWUfJ8nUQXBKCFq9Xk0o65FleYyJqzLeNZ+5SaailxLaxROMYrCEDAh6sMuPyO3BzO2/SVUdFFxii46oqwZWMpzZq45sqw+dqad1c91kGBOiwl4qGYh/p4ldRF35WYN3ENi0YR86wvT9LjiINY95VVhaBAFVyDdn0RCsd4DYuiVlg868tlsfet+0V0ZqM+1c5qvjvu5NbXDLQY46I1ja1QQxGX39AaLg3V0OTQf1aXCekp3V1XurU0njZCq6gFhRZK22moAxPXCIeqTJXRGjt61FPwKblwNVFPblyW7+W/YQGqY9tYCZZl28XldwqLrqHW87BCaViAGc86Ml4W9TRofGUWrtr6YcCBa4hZKh0WxQJwtT5AndplBMGuRzKFhDu0YdqJR0Ww2INFoVg0GWtmRMFc5DyKn7iutgu2Uc1bM/kb07jlUMf3C1w+PBwqmgJrjcbjS0yzyyyM+ij8VIaOK9AuNq7a2dZQNFmad0ZSlBOXFnnW+V4KgD21nmqq0LIARxdoDi7DVxb5KNK4Bk3UE1A2gQq6/4mKOjdBE9ZArISofpqMd9BuqKUHV9C8YeIqWupJ5/L77MJi4Rr1KaVxhcAWxrxZmysoLHXWvd9SyqHUFrUo4O7c8sISq5q/dXCNISoDXOk8cqMyUJvE5o/dXixNruAmNNRxxkQQFJYArOkcbjdUdYFmad69RCcjkdCjecdWnY2rJK4FoEXR9MZAC6XtUzQWrsqJq+W82cY1oKrxUeiCvR8pmKN5W7XUgq/Mh2sAWLiCpVQOwCgNLn8B9Q+OggAAIABJREFUuBw+QDlensoHtWD3nfcSfEo5gS3aPOxHqannhou24gVFKzELX8JdKF+hHVZSRyRwNOBJyzBI+6KoF2iOc9QoBV1ftxlCFRe3lpLuQKtxsQNXu9E1uNRnbXHVz+rC5aLUOlxWRmyZjatxEKu1gzK0sxbXIP59TCNh2Vrj1UU9sa7Ntusgh1LzFHHsrhvdJ4WL/LiALlgkiaspYU+ijImJy5FLkmMtFg1VWLjmofQB6rhK4ka5MSz2od/3MioAFQpStNwzs3e71p/IlmRmEFDUJm/qsBJmrjcpKsCmFhEmZ1cJMxlB0RNqOWGJVt82mks5rKTGVcd5WyUG2k2y6I4X1RxzEpcrMa2wfUokLCXtmNsOl8OfIXC1h1Ils9h60UGqGe8fW2JucJXqMbcsFRbneIUNVQu7xch4OXC5ktg6QaEdcxtwcVH7C3XNuxuvioxw4hF2QRdqdV/nvtEEVdihvOwqdx9wkYiQMvcNR5Ra0VNY1ARg0bIsCiJaBeD3UJ+dzQC+BeADzLw95zo7s1Hg+T1Zi83mT42gSJnRzCHZrOaGS1SYT1oUgXoiMDpNqqSxnaNnVTWeHi5dk+M6iqbFNd7cDM5RtGG/jNkkrqrB1fVdHFx+qrAer06wp/rW48UtrgKMOXO84kJ7Ki5HYcTRPAq9hEetsNR6XIr2YG7mgZiHKVzt/GjeAWnjJZQbC1dfsKtRT6hQoUDZjFfKuu/WF8FeX0OBKzjJU7h6SqOKK0O5CZYt1YqYhotQNeNaNkmHKVzN+iqKVmExx8vFRPTGyykoci2Kj6EuDPg+AOcDOAbA32deY+e2kRID1uZbgMICTbzwSmw8IeQ0WWOnHfBGiyBO9u0GsYx/9/RVF2jAVbpwcdHlG5i4goZK6b4jkWcui2IQ3WdcKwRFo/WNxsvU5Hq4lL59/5de8NGvzbaF/lpc469bScFu5FwEiiFsPBquPv3ni8v34KrHgMjGVQgL0IWroRW1+kk5XP4ILnUexgqLa99w4oLD+ugLtSzf5mJGPYn2UGZ+pPj960R0TeY1dmrLeYk1RUNigY7X+iquz+klIoSQONPcjTRUg8rw1IXK0Axq05gcGw9jAG5xucx44Rz14/JvPKZQcY7XoNlQzWKHLfXUWB+NAJwqx/Tta6jq+QZ9n5LRV+BK9e1wlaImUgpX8256gn0crr5FoedG+HFRKCXTKmJpXFPthso6rsin5MTV+ok8UWoOS4lrfwoZFmBYX7UFyAZdG6gnW2Hp51HkKSxLY1FcRUSPC78Q0YmoCwTusi1rwBFKh4cFmtIMgtNXlgtOXDSUDSgKsfkm+vajaDwmvyM/JDhH6wmqad7caulWBnPLeRedlu5xpIbnMXG5TP6u5IoLV8QjJy46lsvX+7Zzy4XLdvq2Y2BqqJ2vzDqRsK23VXTOURuXnfeSE27ZUYXBWkxvqCQ0b328BEVj4GLOUMTgn4dhbpEDV9E46cM8HCZeF0eUWq2wJI2aET+sg9p1BMHIlmtRnAjgpUT00+b3BwO4kYiuA8DMfHzm9XZC89M5gRsuGo0jdZ5s5KMwyyAHi0IeV2k5pTIG3LFAAz3R4lJ8FEVfk7Oe1UHR9LUYNXyv71MyTH5In5LLR6HXsOo21CZKTaEH+ladmnTYw2X5n4IzG4DqU6pxEdhw+soNtTLHq/+sWoSWn8sPayZo3inlJvJRmE56P1WYQ6n1BbuZ0EpF61Ny+TZD9VjHeOWuLz2aq2cBLlEexVMz+480IroQ9TkWdzHzcc1nBwH4NOoqtbcCeAEz39sclnQegKcD2ArgZcycVVOKnJoBCy2mM42VBUrBR6EPuOSGK4t6yuEaR3ClHGg8ZuNJT+SSKieuboFWRkx4n3bxRQfpURkdLkIRotRUwd6Nl5cbhheXS7D3NG8loq7WOjuFpUqonWHjIcfGUwnBbvLjPf+XS/Nu6RxtvGpLqVNYlHkI5zwUFE1lKWJV3uZf4/LtGzWlFqxFQ7AXtYKpZ92L9WUpLD1catmZjGAR2bKopyZD+0AAz2r+HcjMPwn/nJf5CEYFzpsBfI2ZjwbwteZ3AHgagKObf+cA+EDO8wLoyugayV5hEKMBT9i7fdO4PoRl/P3biSwibix6oBvwtCbXXsTYfGNcNkVD4HqDCBEcFq4ijnoa10bKV2gTOVzE0I7aRQc7Sq1iBhGDihBK6xivSJNLPGvLj4eoJ2XRteOlKwHteJGPyw8Ki5l1H2neYZMa33ckRFmj1Pr+JzWSKSgsNa5UOHOHqwtntnD1o57G44qFtV5NoLe+TFxSYUnvGzIIxoWrkApL6llzLAp/X9myBAUR/T6ATwC4f/Pv40R0bs41mPkSAPf0Pj4LwEebnz8K4Nni849x3b4D4EAiOiznfl4J2vKH1IUlprIW24Sgxtx0SXuqD5fR46EzooOycNX0BMpA0aRx9SeyjcsT5+3nsdtM6JAgqeAqhd/B6jvqe0nhirnhrPj1RdBQO39K53vRBGDblwq1JARFzmwLV29DXYQ8iiiZ0xFU0SlidQBC2qoL49WdGmcHYCwgOshaXyhc+wZRh6tw4nLnUSwkCGaJop5eCeBEZt4CAET0btQn3b0v8zr99oBwIBIzryOi+zefPwjAbaLf2uazkcOTiOgc1FYHHvzgB7eftwkmho+iHmqOwhKT9EDTN1T49GidtdNXdxD3LQoX510YJj86DrXDpb2DCkMPLnQcKqhUNTn0xsDH5RvUk8AVNLkk5w10lTgLJ65eHoWOy+Oj8NEeNa5YQzXnYSF9ZYlHRaBA7dLdHaVmW4CtVt4Kdn19AR0uSlE0oS8VQKHjCs/aWbYOS8lhURTO/Kswt+Q81MeranF59gIiMnGN+AAXAdfo9/IaIa4SO2w+W6o2Nr1kXEdmvoCZT2DmEw499FDxlwoVCCGSKaX1yciYwqBookxfw4nYz6NwOaWKEhWcBekM6klq3gXpmneU6VsYFT6HgVLLwEUlKhC0+kl9YZnaUKWG2nHDFq7SrHfV4mqjg7S4/C6UFjAomkxcEBSoxo8XqMtXmBWPBS4rO72fo+OjMux5OBodlF5fndPXl0kva45pmdFeXN6cpir4XgSupCImmQgTV7xvLJZvMydCSrZci+LDAC4nos81vz8b9bnZ/912JxEd1lgThwG4q/l8LYAjRL/DAdyRc2FihizLYXHDgIhfT5qQIuLGmW9A0eEyKXqgo6nqw2X0+PUhuixXM+JHxHmnqYzOORo2VBNXTlQG1cle1sZToRNq9ngVoIKa26QWc62lhw1Vz3vpNG8rok0KwCFKM+ejEtp0amyDIzfyUSjj1S+5YuJqLSVHNFcTqKBvPFzjco1XSCT0zcNQTUDF1QuPdSVINgpLTi0101cmLPaUMzvsG5VQMNO4Ot+mJVRGFJaMaC5vCY9cZ/Z7AbwctY/hXgAvZ+a/yrlGon0ewNnNz2cDuEh8/lKq2+MAbMw9s5vaWvH6hipj0i3NoD7gh4GCOi4/MTadU6qrC5VWDOINNWE8haeIciM0Ta6PK7mhVqHGjpicFi7qKLUULsn7V6SXWq9xkan1dRoqmZp3OJAp0uSSuHrx6xquMcmUOi45D3VcELiSeRSV9JUNoB0GJIs4WnkvkaAwcFFvvExLKcKljRcDhajIauEiR4FO0Zctix21wgJDALaWLWxqt6pCsIg45S+Jq7NogmD34BrCOMogMCye6g+i5dZ6ejcz/xGAK8d85r3GpwCcBuAQIloL4O0A3gXgM0T0SgA/BfD8pvsXUYfG3oQ6PPblOc8L1Jq3rHOkaQb1opsyhUrgJcPGo9XLD4NWR3qQTmUEwRA2HrPAGtnPyoEXnRLvQOOGw8Zj0C6tjyJQTw5chX24TMm1JllScAxqmlwF0KB7BwaXHwIVVDO+5fKDUJnL0LwVbriZh6XDsu0SP418A3TarGX9EHfzsNa8Zx2ad1NnyIjLZ8eG2uISyo3lL6zzKPQw0pAXQEXZ5JKkx4vE5ltXcjbWl2ND7eYhOXFJC9AuN9IltA7NOes5HK0tfGqMV7/lUk9PAdAXCk8b81myMfNvJP50+pi+DOA17qcb0/pZyR7Ouy5Gppn83FAZtRmtOhFlBnNRqqerSc0g5CakW5y9q2veTUYs2SUGAkVjlYKOM7MtXHLjMc7kyNK84ygaM6JNanJJ66cWogV1pS5Mp28r2B2WUotr/EWjKBrDp9T2LexS62G8isb3ouOSFoVxxgOGUZ0jywKUCosVzRXXeko8KgdcQbDPmg79NpTWCD6oFRaPRRErLFopmX6NuDSu+tmKVrDP+cbL2DdaJWQpLAoi+l3UVWMfIs7OJgD7Yjco4SE3yZR2VjGac5WLDC3CU1q4GfBi0HGoVlHAZnKkYreBoPEULlwlVQAkrtSzYsxE1jnvQpaCTtbj6W08Ru2gWgB6xitsqIHztnhk+3CZyEcR3kFyvGIqQ68dFLRpan7X+PkgAO1M305hsUJepe9FHy/pe7F9SowKnfWTFtZAKUJetb4drgJUDnQf4EjRTd94VYalBPYqYl20pHffoMb/5PJtihpWvn2jMEvz18E9tj9DNq9F8UnUNNBfAvgz1EJiO4D1zNzPidi1WrvxWIPIbZVVi8qINDl3Qbyu0J7b5Fejg3qlwx2Z2a1F4cgPMaODWi5fhu95cRkLlGzTOMJlOhFjTU49WlMWBYSPHuh4ZG1DjTVvNTObApXhtJSa6xaoMExuPAKXtzRJ2Hi0Wk+IFTEt4qeviGmWbYkqWjNpXLGvzD0PqQQszVsIdjXyjJqAGdIFu9w32lpPjnloKW39YJEc36Y3PNYrKLYC+FMATwbwENRO8Pujzp94FxE9ipmvcl5rp7a2tr83iibjfAOKLIrEA/S4YVf8euNE1GvsVPHkdNQ5at+BoXkHbdoTky6LAprx641Q0TS54Bj0jUHH9wJA6gGkJmfmh7Sat39sQWSeXljjKp3zsGfZKuMlfWVq1r84F8V6B60zlMjvowiad0KodL4X6c+wLUCLoqHWoiBzfcUKC9lcfiSs089KQgmpP7TXItHA2Av660urfNALqlB9ZVWPKlxcQfEeAHsD+AVm3gQARLQ/gP9DRB9AXZLjKOe1dmqTp0+F38e1KNvaZVE0mnehH1Yiq3Z2G6qDyiArj6JyLTr5rB5uOIRbhtPVbFwD06KQWaaViWsYL9CEdtSNF7nGq402KerT1aysZE9cfl+TU8/XRrxAU9psZP0YWrosuWJRGSHUmyRV6HHSe6OeXPMw3lD1KqvcrS8VV/CVDWA5vtFXWBRc/Qq+to8ib9+wwrS7g8Eyiom2hSyNeejwAfabV1A8HcDRLFAx832N7+Ju1A7tXbL1X4zGDXdnZgctXddQ5WKuUlpEz+mrlRgYjTbRBryXH5LceATn7dCO+os5jUtqPKU+6YWlBIvzBjdhifV7Tb2DmMu3NbmyJyy1Y24lLnXzjZyjxrnh7NOmx4+XR0O1j7mtH7XbeMySEA5co4qYnhvh9SkRKlBRuo65rR/VMV7S90JWnlKTx+EYr7aUjMOylUEw+nGwowqmb7wcFqAYL/XwJtEKVy+g4jFPyTXxub6pw7RLtj4/n9pQ23N6HU7Eirk++LwQp5AlK5d2moFlRvcXqKnxkC0AuafFWLhGkodMXA7qCR0ul4bqsAC7ar8dnWPjssdLnkdhlVwppHOUCrWIY58q1HH1gw90DZXE+/LicpW68PheRijQdJBAyHvx+V4YQHd2RVJQyPNDCr045Ug4sxp910/U9ewbNq7OCtYrA8sSHu7xogIMfd8Y9VFo/oyueQXF94nopSMPSPSbAG50XmN5WhsP7Y3dlppcIt9AHr9olPugKHPUONIwbDQh30DbeNqoDGPjCbjE5EiWuqhqxxwJwWpST40AcmdmmxtPTqx92FCNvhEufbxiqlDPe5EaKgzqqe930GpYjVJPiqXUlrvX6ZzI92LNwyxKLT7sy8ZVuqK5BlTVmIzs9BZXJNhTuGILsPQoLI55SCP7hmEBFgN0WfeJs9PlvmE6syUuXQAWQQAuUR7FawD8MxG9AsAa1O/nMQD2AvAc5zWWpZU9zduTOdptqKm+nSZplSOAtCgaJ+J8ahxzEp16lpKZb1DYE7nFVZSgUn9f1FJqXU2kFK6+xmOXGLA173H5IWlcHYfbjldqgchwy8aZPesZLyv4gH2aXFyZOERzJd5BJeehwTkL30twjs4tGi4yFZbY92LMQ5H1b1VJIOl7aQRgeh6KLG4iFVddTFQwER4fRbsXJKLvqqpRWDpLKZ1IIX0v9fpKGR8Sl8uZXdgWe7+5BAUz3w7gRCJ6EoBjARCALzHz11x3WcbW11BTLzHiUK1oE2HukrGY++F7WmjmaFiiZfL7ONSWyrDoAXFmQTgzIH24jNCmvU7fVkt3UGpezltaCUmLQuAyLMC88Yo1OTvRKdP3YghAmUNg1YWKzm3I0lCtkhA934vhK4sspeSc7bRpapNfdeseQhGbXRRcveigDFwpX0L7vqlEW58swVpEfr0m637O43uBJ1FXKGJq365lZWYz838C+M+c7yx36zvbktEmTT0gLgTnnZK2on6TtaF2ET9dWGLaNzpK0TBzu1hGcdkD3tZvku8g9awSl3tDpVbj8eCqqHN8p3BVno2n4pEFmkw0GqN5p8dL4sobr9IaLziinkI9IIcVzJFlq3P5MjKmK/iYwiUTCUnFVfAwUsSSgr3ikc03vb5GcaUT04SV0OTImONVdBuqOg9FImFSEQv7hofOaXMjRL0rQxmVCotvHoa+2r5RmuPVb14fxW7cehLUzN61N55KhK5Z3HB0UpVxyFGcb6AXAutbP2oWtzPckhH7HTRccnJ2ZwYYvhdxBnIKV5f0qI9XwBUf8GPgkpy3QdEEKkHTvFvNrQm3JANXFFSh5lxUvXmYelbpd9ATw1rB1FxXG68C4zaeNK449yhN55Q9XEpFvPraVAKFblH055Y+D8cpYilcVasEAdZ4cbO+nf4vsVEn15fEZfgA4xpxpCo3LV2bST2teEHRDzVMRj2BRyZ9cjNpT2HrymF7F6h6Clnbt3aOWpOjkpuJGpcfUzRpKqM7BY0oVGRNmcY9ikY9ravvHNWLDfrzDXobT5J6EhpqGyFl4WooNTcuUgsjFhi6tM6x+QaGj4Kk5u2lnpy4zGKDCFVWPVx+L0otaX0Ev4OoDJxU8CQ/78047xQxbX15qzOPKJiGD5CExZ72bXZr0XbSjyos6QKCvtp3/bbiBUX9Ej0DLjW5oJ2lNp6MqCfJNRbOM7NbHtnKxvT5KEJBvC46KOWjCBpqWRdZE5+Nvz+azdfI9I2ciFZfv0/JS9FULS77UCpEuJyZvg1dqfftVYRN8tijFkUyOkgcR1sYfSkDV5/LN8dLKmIKrpEMZpPWHLS4UpF6FDm+C7U4ZT+DWcM1msHs2TeCYNd9gFGYdpJ+i30vtWAf33VUsKf7Fr3x0gtZiu+5eu3GrY3dNkIo22gTx+Yr67CEAU8mcEXarFXrSSxQGOWV24gfXajF1Uh1jWc8rpQTsYuQsmrRdLi6zGyN9ogjmYzxit6B5SfqfEqp8ZJnnFtURswNW+PlK50QVzE2aKo2So3EeNm8PwxtejSowio3Ly1bPTpIztk0lx8EsDhEzEPtmomfMaVmWrZyL1AsW+pbFObcIqGwOOahUfAxynuBsRZRAQ5fWb+teEHRZlsDqJSY8La4VyEzs/WNp65uqWtyfYrGV7XTYW62Yb+kJg9Fx5uacd4iKau0NG8ZlWFUI83gx7vseEIFUnAJ34tVt0aE8na4HFRhsOpSVlXEDVvHpgZhXeNKLVAeZ1GYobwDoLQ475hS06oYxz4Kw5/BPkUs9gEa2rTk8ktdEYvnVk2TDc3xKgFDESuY22vWz+TJ+rfewaivzIerXl8pXOiNl46r78yeCAoAjWmMerDrw2VS0RNjTGMj3FJmZitHpjUPYmdmt0JMOKVU07gZPq3AGTNAISnL4iUFpRa4/KR2FNFJGZmjrTab6ssCV7rcRx3VEXPeZilqweV7Im5aAbgYlFoQ7LDGq1ZY4nmYmrMBF5m4orDftoLu+GeNw5kNClTg0kp3M3Nd7t5hKbW+l4KET8mmCs0CgiMWhT5elVTEkmMwagFaPkAZpp0OrhkVFItBqbWlf4IiNhEUdWsHEQATKaZx3Zc8Ay40njY8NsWh9gbcc2ZAWKCayS9xVVQg7fRtNJ7CIQC507zJjA4a9b24aj1ZGk8IKADUXJLI92JRakKTC/HraQswHgPXeDkomjKahyXaqJYxuPpUhpWYVs9D/bAtquIxcFEZDgq0jTwDVMu2wyWi1Kz8EJLz0G+xp2tz5Vi2jQWIRrAr+wb1sv7T1G7nA7TO15ZKCFnrC3JsHZSaUFi8eRQrXlC0h88DqJSs4Ki2v+GY6xKdHPHQMi7f0uTGmPypfVri0goIjosOSvtegibpyTeI80N07SyOTLFwBYtCO1408r04LUB5vrZFe3RnPOjadP1DHZfvx0XqePWrGFuUWnTOu0ErdhuP4syO5mGz+SZxCYudHOPlmYcccIkN1eF7sU6bHJunpI0XBVyl4QPsH3iWsj7G5fMkHjbyvfiDRYKvTB0vobBM8iia1p59i2aj8Ay400cBofGk+8poE+tc46AZNDHhWigtxwtUKwnhrR4b4/LxyOEd2Px8gwt6yGnBUuNZnI0H0qII13b4lMjIo5BhibYmJxYoSmUzCVZVaQrADpedIBk/q3e8guZtOLMd4xX7XnRc1GrentIksTatWuEZzuwCfmrXGx7bWnUiUTe9b4g1kxEs4sEFBxU/+r0V3og605iRTtuPF2hwUKe0mNEFmpz0UQLXwFigTUw60CY6eRdo2klfb1IkHXPJSAuxQI1J3zf5rZPFqsaRy9bmKy1AhXrqNh671hOifAPf5usy4zkcK1n/U3NkuFugtdaXtiioh8uKUpNUoamwNFFquoO6Zy06FRatjMm4WmpmUIXcUM28Fwed1L6DwqWIyXmo4epbgFaNuGgeOn2A3kRdC1frzEYYr4lFUTuapIZKtmbg8lFENXaMzOyI87azQatm0WnmJjeTs9V4SHMiCk3O2CTbGjtUn1UssY69cPOcnY/CgytN57SOQbcmV7XvtQZg4CrKNizRF6Wml/BoS2wDbQFBFZdw+mpBFSO1g5LnG3SCvTAT08Zx+eNxAYyhnFvGPMyzKGxFTOYpFaWOa9SZrZS6AAtFLPiUxuNq2QUECzCNqyt3HxQxXcEsZD6P4vwPuLpDqcZftl1fBg3cHR/czFmkmYh+W+GCohlEYWq1jp9ea7l8UWU1Pem7DbUwQuL6zmxLM+iEWvoErIBLUjQarn7pBDuMtECRmZtgFQWUQi3lSB3BpRRuG5fBbGVmh0Pt63v56Dc1yzXClXakRsIaqN+Zmm/gozLG43Ik3DlOuAu4NId+wCU1VHu8HGdyjIkO8jizrXnYWoBNfx1XHASjW0pVSxEBUKzgMdRuMkHSb1EgsurSju9WCYGNq99WtKCI+Hmg3qgVzrtfZ8hVtIx0bhg9B5blbKsgnjXRt49Lsyi6hCBZOsHjGNQtiphSs8MSgxYDCgl3KVxVq5lxtnPUol08Jv84KiOFqymjAiBUxdVwySi1pKUEf5SadDrbPqVxkTFpXK3W2fqfxj9rX0PVz0UJFqBV9qazwruoQociZqwvGVCgWrYA4qgnxaeEUSbCNw+9CmYpBPv4y9blYbp9I2nZAvE8NEr+x/dYwY2BLnYbRsIdRo/LTGqo6HwUVqjfSGiocqxjRGUoCXdhckpc6RpWo1SGjcuTdCgpNVKPq4wXaJpHrscgzqNIaTztYnY4R7sELk9fSak1x3BqoYYjG096vFhsPKlDqWLBXrT3Gd+5swDbvh7O2ziGM8KFtJYeRZ7B5vJH8pQS7yDCZRW9FGeodFFqmsUu/URpXCX6fT0WoBV+PjoPU+M1jirULIqgsASrLj1esSI2sSjQTc44HCzNCbZVIC3NYBhMfsmP26n4lhktk820aJOKGQVJoZIOj+1wiUVnZfpmRNxE1kdSO5LccHoxt7iE5q2N1wilZm6oHgE4ZryS9EDsyE0JwBpXJ9hrX5k2Xr7oIJaZ2c5s55j2GN+3EBQNK5vvOMvWWl8ezVvmUbTvzKGIFY0ipkV+VUKwq+PVV8RUXPE8TPo2m32jkJVmnQpmaeDyKGLdeIXgnmISHgsIblhwcr4DSALXmHIiSs3bH/VkLlBIiiZdtrrPeWvHpobEtGiBpnAJZ5spAEWkhXVoDiGmnlKO1M4xGGuzKi6x6Kz8ELlA08XzuogfM4ZfmPHamRyd7yVQNJpFMS7c0tJQyRwvGRljhggLvwOQdqQyAwUJDdUYr9H8EANXYQvLvjO7vldqvIRVZ4yXVFjCnE3h6itiyUJ7PVpTwxXtG6WOSzIRtQDUcMl3oB+3LNuKFhQjGg/KdHXLKoQlFu3EtzJ9Ic4BcMXlBw1lmO5boVkYSt2a8ZpBYiJX4xLu9LBEmUviw9VMZOWgeKnxFGAVV6vJUZFcSPEBPwal1nwe4zIWs+DHU+NFPBQLtKYyUrii6CCidFHA5kAmcvgo+medNA+r4xIKyzAp2DtLCUW9mYzDNdaZnZFvYOXzRBGIqTHAqACshqmzK0YVlhQuEkJF9Sm1SpvDBzhGwUxaCRGusL6U8RJCLUU9dYqYLdj7bUULim5y2lxjx+XLQ1h07axw+DNaHlb09WjeGkUzisv2UXjO125xOTap2IkYNt/xC7SQG4/mo2g3HptDjcbLEIARLoMe6JeFt3BJKkMfL0mppS2K1unrUFjCmBdCS7epJ1sJyKUyOqevHvVEwZltnK8dbahWCQ9Zm8uRdNjiUiK/+goLowRUXNwbLwtX1zeVH8JCYbEOEZMKS6h8kFbE+tTuhHoSzhtynufkAAAgAElEQVTpo0g7EQdURTx2OtZdDnjQ5DLMTeXsiljzTkfRjJbwSE/kWkN1UDSRxuPFJTQpbYHKMUhEm4yMF9L5Bl1f6XdwjJcZvx47EbW+7VkM6ISaFqXWUWrp/JAYly9KjRwCcJxFkaSpRhQWf/RdTpSanafkoJ5aRUwkHSZwFT2LIhUdNLpvWOPltABFIqHtA+wUFqvwaHuIGYDuFM3xzxpbtpPMbAAdj91RNOm44fiQdqfT1xHqN85HUSkaYmfyp+OhAy8aLVAFV0H9REKPoMiIX3fgqnoaqo6rbPsmLcCKUVK8QC1KzRV80Ms3qD9SuPyIG07jisItlfwQZnS4mmdNztl2vAZZwQdZmnfrU0rhEj4KzQIc6wP0+Cj8ArCjc7Tgg0CTdWdLj8NV9IRl2l8JcY5N8AGm5yyAKOrJcySvp/Cod7yidIEJ9VS3kUxfLYFLHHzeaX6pySGiaLKig/SNR2aRaxpPG/EjnFJpZ9voQkpHBwXnqO1I7SdwabikRaHFurcRWoIbTjt9pUUTFmgq3HJUQ01pUkVG8EEfl5YRG2f6Kglc1eiGbjnp4/BYg/N21LsirkR+iD5eZYRLGa+qGlFYTIpGRt95Tlo0rEWpiKmnMvYUFjVMu1HEEFk/iXko9w1rvMZSoJpPqU+BjsdF0foq3YJi4Oq1kxoR3QpgE+pDqeeZ+QQiOgjApwEcCeBWAC9g5ns91+tz+Vr0QhRrb4WRtjkEdt2adsCjkDhtIgunVCKGfxRXWuPpOFw7I7bjUMkWgON8L0lcsY/CjUtdoJ2zz7QAczRUQWW0JnqirywcR0TJYoe11ik4b2WBjsNlO0elhmpnZvvGS1AZ5nh1zmwLV2wB5lBqdq0n0wKMKNB0TaQR34tDEYspa4uJkNSTn4nQFRbbB9in1EIAhqftihbFE5l5NTOf0Pz+ZgBfY+ajAXyt+d3VIkcTdE6ukk4xw0cRJnLh4ZEhJnJLe6Rq0PMYi2L8gFOk8Sgcau/I0vo+1gK18w1ojGmcxCX5eRNX5eK8o6NYDUotdo7mU2ppLj/O0dGco32Kxi5f4dh4pHKT5aOwxms0Okh3+nryebryFQuJDvKEkZqhz1E0V7roZour6OasOQ8dFiDGCBV7vCRdqoxXK9jLZBHHESe94rPtt11RUPTbWQA+2vz8UQDP9n4xit2GbkJiTJJPmvNuuMYmK7n+viffQC9wNuqjGB+/Hh3oDp1SQ8uLSlwpbjjgGght2qDUClnuI03neHGVPVxpC1DwvUb8epzApZ8xHo2XFcLIFfrRXOnxEoJdtWxHLVDLWpTRQWnaQyosIUEyReeMUhkpXKO1uRJ0bWQpOX0vDr+afF/teCX6SmqXjPFqz5aGz1LK8r1EPorUeElntpXQ2s/5SI9X7HvZfS0KBvDvRLSGiM5pPnsAM68DgOb/9x/3RSI6h4iuIKIr1q9fj6Z/7MxWHD0cUTTNucbJyRm0PpuiGcflp8/J7dWlSoaR9qNNSHGkjsOll3mQCVypEgMRrjaXJEEPgOvDX9y4wngpuMK9qHCMl4zLbxazeW6Do9BeX5NLhsf2Nbl0wcfYsm34dKPMQ6QEeBLuCn286tpBfS4/havzlWmBCt2GKnM+DKVNhtIuUuKnK5wZPd+LUmgvnlvO8FihsFgh3T5c/YoOqRI5/fwr60TAru1SPgoApzDzHUR0fwD/QUQ/8H6RmS8AcAEAnHDCCQzUUkcmmEgHcUkj32+61K9Eq5/UaumOMNJ4Q9WFSm22x1E0WnGvjs7pHFh9XJGlhJqmSmqo7TuQHGqOxpOyKDrtzFWMbcG4DOsj8il5BIVlUXCkoSad2eiPV3oeRgEFQFPuW7cSalyWwtL5XiwLsMbVXK9IhzMz+hZgkRyvKJIJxvoag8tTFNC2AMXcUgrtjfheQMnxioIPmvO1XeHMGcUpLUsp8lG0FY81XLHvZew87LVdyqJg5jua/98F4HMAHgvgTiI6DACa/9/lvd4oJ5c+1ziyKABo2c5x9II36qlsU/E1DrXVvJVT48ZywyktouXywwJVjj9caBhpGbS+tI/C63sZV7RsvDbbUV9uXDKM1MJViPHSnNmOBMkWl0iKSvPjYuNBQ5caWmccfZfho0id1zw23yDtK2vnChzzkISgMPwOLj+N9AG246Vx+VJhceJS+ka+MkD1F44LPkgKdnF8sJUf4rUoRp3Z+kFPsu0ygoKI9iGi/cLPAM4AcD2AzwM4u+l2NoCLvNcc4fKhmdFi0aHZpBzJMLbDUWreuglZRNELabOww9WF7/lxpY+DxRi+dVE07zEUjRbnHfuUEhtqT/PWcHU5MjauscEHSvmIEJffcd4eXOkjcVlqnYBaxiRODjToHIyOVxpX30fhw1Vpgr0aNw91Sk06iNP+lDHzMFFKRgZKaDRZt748CovwlaEZL8NHESeJOnwvZcCVUliG0b5h5vOQrbD0265EPT0AwOcavnsA4JPM/GUi+h6AzxDRKwH8FMDzvResmhjnoeQaicevpZ7GU2sejgVqhBqOW6BVyuQXIXnUaKjj5nwOrsjZhsZSsnB5Qv3QTfouLl9zInacdzLTt2KUVGFeLmZKnOzVs5T+//auPui2qqz/nn3e916QmBC/BoUUGASRAOWCKEb2LU6TWlgqlppFU/nRODU5NZOKOVmi1h9lWVk2mWRqhuiYjuH4MfkBigIhhnpF4mvyQkEWvO/ZT3/svfZeH8961rPfey7nnnPXb4bhfc/d7zn7d5611/P9LI1XeKykzmta6Cl2+TMdsf38prnboGmGBlsFXqMRUJqKa1PsQrmlZgR4vLKdvv0csTbYfDMnzHHsURgS30G/Qbk6qHQcbMNSTinHK2xozQ7aE9ahaShgoUKKhH1DL2c2hAo57MzGkAOUb9fHQaMomPnrAM4QXv82gB/a6fv6lrerG1Yt78EymGUFThM2nqCBa7jWUOZGeauzu5YDgWfn1U/iZVeAjbShqklfP5ktD5mLeblQoXhtwksLZdh5DZuXiRcn8sryopBXQ7lrUws1f7jMmHcYLdT8vY68Cp6tsA5zvBryz0KYZXn5x7Z2d573KPx7LYdoBHkpoy7iYpEcL99g0Xgl6xDK/CTRA7QUi5Sv9Q2xnLxcjmI+FIvMMMuuwxAHTejpQCCN5SuVDkKssZRsCwSubej9taVT44JZNEoVjZvZQv5CzlbchKEMjdfoKdHwneU3KSGUofYbjNNIy+cAjEolH1Lz8kRwYSpLiEbnJVne2kykMTlaOt8gjA1n4+Pe8aYdL6WEMVCA+joMci+lckuvUnDsON8/Xhzx0rruOTDE9HJmMZmtGSxe3qGcezFU6gmhwnyxSGpgWoY4jvLSFGt5L2iZQa47HtNCT2uuKMIY6rjxpNfGFo9qyYmKQu/G9I8/VA8uihanVpdv4hWFnuy8CsnRIe7vndtgqvPOn7Mh9YdoYSqfF6MxbJKGHIX3viVeDYfJUY1XXB2UX4dhkp614yqF3oR8SM3jVbRQx8Y0sqxDL6+X5xWHdmf5JL3Pa1KSXvcoGp9XPz7d8nz51VwpLy/vABd6Kucrp4VALaFdF7Kmgrz8Z5Gy8ko+o3zJ6iKZskpN/zCXqzLUWP6EeTzwardtSV8ari11+sZDAVVeU2PexRjqHC0oVBSKRzHkXgweRXrIkfSERtVclB8gGCbpy7mXgdeQe9E8pZmZlz9yJcsrXofKYVvSpFtTI6El5u15Stbqu7E5T9Tsw/vthFc5rDj2G+TDb74HOL06SOc1Pou53GaQVzN2cQeeraH6DjOLvELvw9JHsdaKgiNLTrO841ijNmYhjKHq1QvdMaCjFdO9pryvv5CJxcR3XA+9eF7lqgz/eNMSrzik1p1DLdxq4lHkLbm430D1KLwwWbFB0lfWM/3aQKkVeAUjVyy8XOGD4lFMyZV1ij00WLRx3H7vUXe+do6XLy+XKxPeNOmj0Hh5VnqRV2+IBZMPLLkXpZ9H8CjyCeJ0HdqqJcu5l9EQK010GJPZ2rDDZD+EIq8Ia64ovHOwAW9xlGONlj4Km8DHxdkULO/QLew3CuF9405fnVf4gGq8+IDyGmUAyN3pwbnK/X1Yy0i1OUNyqDCvAAdepRANWvhdyTqv1sYr2lD1Mm3PSi9OCBgNlqbQGR1sqEOl3v6tQ6mcOX9q3ATFzq2Zl+8pEfXDDrO8QmU5pZw5Oz9JWIda6IkHXvqYIArudabyCopFlLxajLVWFEmsUQnniH0UWRfSe0AnCHzozNZijV5suLs2rZBKY/nlxjSKrpXv1R5DxQReccy7xGu0vA3y8qz0XBIxqHoylJGOHqBhJtKw8eSt9DTmbVDsUVhRxBQLlYUQqKYsabRQOxKyvGSP3fJ8zQCTvHTFDk+xT8qVDV5Vbh2GBmaRl/v+ldCuOMAwq1R8XqVZT5zwkoy2eN/QFHuMNVcUvQZ1CUcoB8VL/QYWy6A0jpvHOvOhcUYrtxxi3r0lNy/HGrXBbWLuJcNrkiXnhV3KvMbFWeIljfCwyqtsoVpCGd7mX5iy6jc6jbzSe0jllU8QBzLAFM+2nHvhSAaW6bHDSBuV17j55xLEowJ1kw9I8QBTz1bLAcYy0KrvYOY1eosar6TjXAntSg2SeqgwDFlbQmqD4SQ0501Zh+lnrDHGmLcr9ct3+lJk8bSqJecLvFBuGQhRXxyxu9t9VPowJ7yUnouB12yjyIv8RW8oI23NvML6dZ2Xv5ANvAzJUel8by0+nsTy1RzFWKXWcZBCT7Elp6xDfyIsxri/CN+jKPLyK37KvOKQWo5X3M+TDWW04TrUPMDQU9KH5/lNdMWGuyBHQQvh5YyuwVgyeeyWSASnil3JAY4Nkk5eUuhJquaqoaeh3wDNuPlmB4ENLr9/aE4p5m0bxuaP2O4uzbjcSBeHJPBxXn65K1jmVYp5W0IZdl7+nKMSr64/xMBrUBTOQlUOA5okr3B0eHdjWvI/4iW6/LIlp/NyHoUyQl7wKHRe4eavjruP12GWVxzK0Mtj/VxZ8fkKci/5MFU7yMuyoUbhHOE7SM+jUHglfS/K8b0TQk++wTLK1uAF0xR5KUUwEdZaUYyWQVRtIlYShZacud9gKHNTqjLILvBBJIq76SwDf3HO0GZ4CZ7SIuq80Qajw0u82PPqSrySGVYSL8HyntIRmw/RpPFerdxyvDa/+cYe4JB7EXkJntKEvhfdsw0Vu2Z5xxZqnlece8nx6i1vz5ot9r0Y+kMAFhSgJayYTxBL1ZJZXs6jaCy83PNl6Hvx5aXkv0ZevfxnhucrKO6RecVYa0UhxfLLOYqw4U2CVL6njcWIBS67heEM/HEulGzxxF3BpZi3X3Fj6hwdFGD+YbbyaqbyaqbwCuPjEoKQWoEX+YcsFXmNa2vkJVty5HuApOTKnMESxMcNIbVh41FCanH4T+EVx7xzvKTqIJWXwfKepACFBLWFF/rDm3LrUO43kG7VnU1T5iUWVWSfRYmXrKh8j73MqzXxirHWiqKzz8OyRCLGXM629Zf0SSlrMlvZTIDI5VeSbXFNuubyM2KLpzuvWeSVDGPLJ32lqifVSzBYcrHVqTWxdfJiI68w6Wvi5VWpLYLXTMg/6by8XFmWFw/XdH9rrMu3FB8MvPKbr5OX30hY5OXq/JXztYfParxNqthH4fHKKUukoac8L//5UnJl/fvS8B1Q9nztYaP3qrk0I2TgZchXxiFQ6dpRXqGnlOc1RiJ0XvH9rDFaZszIjzUq89ejfgPNo5hUDx30RuQ3nrErOb5WKt9zvCIXUk0ijp6SLeatW3INe6ONlU0qqTxTBu3J1VyFYYf+ucbFHIXNQh0sbwuvxOqTec3iWvcsr7Q/JO8BTgipcXjGRPdSzvvxQ08leYUeRYNWNVj88vNJvLSBeHHi3ZInsqxDt+n28hJ5xTkKpfggmM48GI35PSZW7DmvLjAalVJayVMi5AznEGutKJLS0CY/OiFJSqkbamrJ5Wv42bN4nDUrCdFVm0Tle5J1FJeGNvkZ9BKvchWNV5WhVHDEFSS5HgIppCZaqG2LhnxFoRytOU83nvz5v8LGswBeUkhN5zUq6yIvMvCSFLtieY+erWEdWng5gyVQ7PJIiODc8iIvP7Srh2iCQ5aKvNJS2hyvcDilgZfvUZiqufR12ICTUKFk3Aznlkd9SnJVYTxmXBlNktzPGqONFqd2FoJbXI2/8Silod0PzbCZqOc2xF6CYsX4naMAxMNl4i5XnRebeYU5ivxD53jFXeQ5yzvk5eq8hWujh047M2CQl6/YlQoSK6/wdLcyL1h4DQnPMi8W1mFx1EUzK/KKBxh2N5a3UON1KMvLJahDBahW3w1WunU4pf58hYrd4rGPe4HGq1PscWe2cKtRDlDrD5FzSlpDa6TYtTyRM1gb7fnqeTW+Z5t5viKstaIYmk6CMrfCmHFXD60crBKU76E/11h9QMuhjDSG2rubokcRekoqL2FqZ5aXb3n3vPSO87ICTHMvTXhfKi+t49zJdpSXyfKGyz/leM3NvELLO8+rdeswCtFYjnh1lV8yrzRPo208liq1lJcSoplvh7wskw+iirYir/4carWay2CwDLxg4eXkNSr27DjuZJTMbIG8rGW/Une67CkBAPUJb20dpp+xxmh9Vw/A0Dgjfd/Dl+iHaBQvoX8/oFv0msBtLqSL94ZlpFJsto1CTyqvJPdCSrWJV75X5MVJjiLPK40NSzeb8nLlzBIvZ6X7vAyhQuiFCr4bX8pRxMMOc7ziUKHGa2wk9HMvhlDGgnh1VwklwvLxieE1Kq9wQ9V4UWSwtMiXCJsNFkS5l8H7EBdXz6v8fLl7Je87yPOKDZY8r8bIS+rRyfEachzx2TC5oIF/P+VLVhiRJamNTB6SbdHDLIHiB1TJZwQPKCnaHnH1gouhSg9oaE2bePnVJhleTWyhKrziSZwlXrGFKtaEC5tkfmiZxKsQovHCA5QrYfTCE/rGE1YyqWc8CGsryysuI6XZBIMlzyscOKltPK5BMgqBimGPMOyi8ZJnqZXKYz2DReVV7g9xuZe0oVUyxGJ5KZ5SPHRT5RXuG9rIf7vBEva9qB5FdGyrWlQRYb0VRSJwZbaJFMs3uvxaCaNk8VCmxjmYRePeWxR4+oCWeY2jE8qd2WN4wNYfovPyS/1UXtH3qvZR9B5F4w8FzC74WAFqJYxCLF+4NuGl1vBHlnejzQ6SckqGcssCL3BqsOR5SaEnYR1EZzFovNIcoHav4fdV5hWHnmRefiKXNE8pyb0ofRRDrmwCL98QU/tDYoPFkANUeYXhP41XjLVWFPnkqBbz9pKjmUqH5AFVchSiGy/mHaIcxSzvUcTjEBbFC4lrrPNqvRhukZcLT2m8ouYl3VPaTng1JFdwxB6FmqMQLG8p/MctgvJYtd8gMljGMwMMuRcTL6fY893p3QBDGy+536Bseau84hAouhp+i7z087WF0K4qr3J/SOsqhppxKF/eA7TzkgxMveO8nKMY5WXgNXirI6/qUUCwUDWXvw0tnnG0sPTG0QOqDqTzO33d+b/leuhB67PQRxEdA6qHMpzl7UStzHeJjxdVeIWd2TovqTpI5eXFe4u8hoYsjVf0gBYGCI4uvz02PBwuI4YyHK/+85WkLw28RnllK9oieWnnNQfVQWoZaXjKoMYrnmag8Ro2VC+klpvjFcurxAtmXulUXDmh7z5/o8wrGSWT55UYLCqvdDyMmK+MIxFK+M3Ji5sxmV3Po4CXvGnGTYoKm/8Ya6Tioh8tVCWU4XsUJZef/I3HWd6SdRZa3iqvuCpDsyIm8IqHwam8xLr8fOWZhVcSG7bwcqGMAi+rvLqBk+WcUjy+gixD5gJeuTMDJAtVq6KJcxRKUUUTW6hlz1Yt0xZ45TepqbwsfUrxOlR4RaW8Oq8JebWkArHAy9R/lXu+8sUilFSpibcQYK0VRXxcphOi1jjjxxrzG09qeWvzXRKXP5Ns8xOpg0UpWN7x+cMmXp7lnbdmU8tb5WUYMdAyQDQqS5VXFCbTeMUxb5UXpsgrrcvXeVnkFYXULLwo9pQMil1JpIa8XJVaJulLo5U+5BSU5GiY9M00pkW5Mo2XbHlbqoPKyWzQFF6Ghjsxt5kLl4Yec4lXaojJvPy+F43XWChR5pXcT/GKFUbc5aqda5zGGpVSP8HiyWWEwomwWp13dFC9anlHSSkTL18BlniNyWyNlyn3wvGIgTwvd5iRhVdabZLnJcWG87yEU9Cy8prGa5yJNI0XFUpprbzitZXjJY0mEct+5+HGR03+fG2p+q7Ma1yHUzwKedYToyFfXk2eV9zQqvBK8oXO+zDKSys/t5TVMzPI747XeM0jD1CTV4T1VhSDhRoupLnQ7RwvZCiu8ZjMHsv3st2YomuslCVOSCLaeEUK0JCYs/OKQxn7x2sYO0BlXsSxNVs+5Mh/QPO8hHlbBgtV5RWtF9s6nA1/U+QVVKkpZaSw8ZpZ5SWU8mZ5Cf08Vk+pKC/ERRUWeTnFXi4jHXmlm+/Q9+JV303hZTnwTJuKOz5fUWd2ZpRM8PkKrxhrrSji5Kj2JSYJauguZAsaHvxO809xjZXY8OBC9tZnZhYN4Fs8yuKQHrosr3YCL6kssRxDNfEyyCvhpXSnI9qoNV7dg2sf4eHivSqvaJPU12EcJtN4hYq9xGvKyBWYeIXfa2l+kp2Xu9bKyyov4/MVbagjL2F+UhvKQOMlhUCz/TzseQlqCDR6vtTxLM6wiI0A+UhcH2utKJJGp8kbTz7x3XpfndpvIJVbTkm2ifXrrnwvrLOWN54ogabwChJoBl7pQpZ5iWWkIq+wNFTnleZpNF5zo7ykxjStkz4+X1vrN/BnIuV4SZV6+YSjnZfkKeXl1YLjZLbGawfrsMTLN1gWtQ6tz1fcHGjiZViHicECZdR6kMx2OSUDr1ne+4CQe8nyirDWiiKO5Y+TFfOLflx0lE30JBsq5cvcwvEVzuWXFqe7NrSmtTI3StzN/eQVK0CFVzjCo8TLD2UovKISSr07PVbsjcKLJ/Kyyit1+WVeUfWdwivu0XENkjle1nXY5Z+mrMOyvNpIWdvk5Sd9ZV7BAMMiL1vZL/fFIqZ1mOQoNF6xl6DJK1Ls6r4h5FP29/mKxt6ovJL7WWPEpYajBpUqbqINVSsdizbUlgqWnKnahCOBayGaON5r4eU3HRo9JYWXFPPO8RL7Q5QZVn51UJmXTV7xxqNbctNdfhuv2EI18KJ8f0jQo1Pk5Sl2Ay8y8JImBCyC1+R1aORlXYdSgjrPK/WU8vKy85KT2dq+4Up5NV5p9V2WV4T1VhTJrCfFo4ivVcr3Gj8u2l+bjzVKSV+hMiaxePLXJlNWtfBA/ICq5bEc8Oo2TC02HLqw4r0OvMLObOnaZHCcksSLE9RFXlGIJs/Ljw3rvIINVeGVFhQo4YEkpJafXNp5SrPxTxVejZijyPHyNlSNFyJFMUVeGi9fWRd5sXkdmnkJRkiOF6K8g8YLiDzAgrwA+zq0PF9jea6FV3Q/xStWGOMkThd6ytcYJxUkWvdstJBLw/PiskT5SMPwFLSxHjrV9vGEUVJijUnFTzPLV9HAS+SiUJcPHi9VeKXJ0TyvJPSk8JIOpcrzmgcKUOMlDZnL8fLDVBqvOFemHZuadJErvIDQYNEG0sm5F0ty1BkhSn9IU+Y1aUoCt2iNvIKQWoFXd275zMArrDzT5ZXzKOTQU6AAC8/XouU1ekoGXhFWQlEQ0dOJ6EYiuomIXmX+w3ar+/vZru7/SqkfDQlib1Y7yQOzZryNbWwMv2vJtg3M0dLm8J6At3n7t8rdtRzdq1znvQNes0Xz2jbz2sQc3GwWeWG+1d9IeK2sAF3cv8yr4bmZ1wxzsDevX+e1HfQQZHkNG6ql+k7YeEgejNjwPAyBFpL0cT9PjtfMz704C1Vch9HGo/GSFGCWV2SIFYsPbFNWZ5JHIfUp7U+uTOEVVGj1vPITHfwchc4riERovKbkNiMc9IqCOlZ/DOACAKcCeB4RnWr64223ofYbmvLFNBxuUmP1ghR62sacvI1HSUptYhvzYTNTGp3aFrtpGxg21I3stbQdKgqNFw28dhV5zXgb227zN/Fy35XOaxPbw+drvJyioI3dRV5NO4XX1jR5kYEXMzaxDW52l3lt39/9f+OwIq9Z667dPfDKhTI2+H5sGeW1C1vYbtx76rx2YcszWLR1eKB4bWGLdpl4bWIL88atgbwC7Hhtg5uYl6DUtu8L71VRgI3j5a3DHK8Zb4UGC+UnOW9iCy2F+4bGazSuFF7u+fIaP3O8YmwUr1g+zgFwEzN/HQCI6DIAzwTwb7k/uP+267H3ktPwuLYXeG9NO6vvhCsuxN4PzoK/Obe9p/uhGRXFw3E3bvmjs7E3ev9z59/G1saDxheowdntl7H3ktOSezkJt+ObdOxwHQD8wN3vxd5LPhZct9kvrHFgV2d5POWG12HvJW8Krj1lAq8nHyBej53AqyE28RrlFXoUKi/vAc3z2oftjcNNvE7G7fhm8ygTrxkxeDAsDLw2Qg9Q5zVuqI/AXQ8orw1q0Q7fq4WXU5Z5Xk9xvDbKvJ48gdfjcDtubo4p8tpgYJPmaJ1SU3id6nhtHl7kdZ7j1V+r8Tpvvg/3zw4z8Xo8bsfNs3NNvHbTFubu+1J4Pb7nxbuOKPKKsQqK4lEAvuX9fguAJ8UXEdHFAC4GgJOPORL7HnQ8AOCOXWfh9JPPAwAcffoFuObaK9E6i8HDPgC3HXUcTj/ioQCAI5/0Alx79z4x0bMPx2P3iefjIf3v9511MW675gpAsHr24QQcfc6Lu1+aBl957C/jO7deLxK9q3ksHn32T3W/PPxUXPeIZ+H+/9knXnvnmvK6Y9cenHHyUyuvpfO68ADxepiJ12Enfh+OtvI6+0UmXnc3Jx3A52vZvGzyunPXWTj9FE1e8meQZVr0UJAAAAetSURBVCDUMkFEzwHwY8z8C/3vPwvgHGZ+We5v9uzZw1ddddUDdYsVFRUVawEiupqZ98SvH/Q5CnQexHHe78cCuHVJ91JRUVFxyGEVFMXnAZxERMcT0S4AzwVw+ZLvqaKiouKQwUGfo2DmbSJ6KYB/BjAD8HZmlgNpFRUVFRULx0GvKACAmT8E4EPLvo+KioqKQxGrEHqqqKioqFgiqqKoqKioqFBRFUVFRUVFhYqqKCoqKioqVBz0DXc7ARHdA+DGZd/HAcBDAfznsm/iAKDyWi1UXquFKbwezcwPi19ciaqnHeBGqbtw1UFEV1Veq4PKa7VQeeVRQ08VFRUVFSqqoqioqKioULGuiuJty76BA4TKa7VQea0WKq8M1jKZXVFRUVGxOKyrR1FRUVFRsSBURVFRUVFRoWKtFAURPZ2IbiSim4joVcu+n0WCiPYS0bVEdA0RreypTET0diK6k4iu8147mog+SkT/3v//wcu8x50gw+s1RPQfvcyuIaJnLPMep4KIjiOiK4noBiK6nohe0b++0vJSeK26vA4jos8R0Zd6Xq/tXz+eiD7by+vv++Mapr33uuQoiGgG4KsAfgTdYUefB/A8Zs6erb1KIKK9APYw80o3BBHR+QDuBfA3zHxa/9ofANjHzG/oFfyDmfk3l3mfU5Hh9RoA9zLzpcu8t52CiI4BcAwzf4GIjgRwNYBnAXgRVlheCq+fxmrLiwAcwcz3EtEmgE8BeAWAVwJ4HzNfRkR/CuBLzPzWKe+9Th7FOQBuYuavM/P9AC4D8Mwl31NFBGb+BLqjhn08E8A7+p/fge6hXSlkeK00mPk2Zv5C//M9AG5Ad4b9SstL4bXS4A739r9u9v8xgB8E8J7+9R3Ja50UxaMAfMv7/RasgfA9MICPENHVRHTxsm9mwXgEM98GdA8xgIcv+X4WiZcS0Zf70NRKhWh8ENFjADwBwGexRvKKeAErLi8imhHRNQDuBPBRAF8DcDczb/eX7GhfXCdFQcJr6xFX63AeMz8RwAUAfrUPdVQc3HgrgBMBnAngNgBvWu7t7AxE9F0A3gvg15j5v5d9P4uCwGvl5cXMc2Y+E8Cx6KIsj5Mum/q+66QobgFwnPf7sQBuXdK9LBzMfGv//zsB/CO6RbAuuKOPG7v48Z1Lvp+FgJnv6B/cFsCfYwVl1se63wvgncz8vv7llZeXxGsd5OXAzHcD+DiAcwEcRURurt+O9sV1UhSfB3BSn+HfBeC5AC5f8j0tBER0RJ90AxEdAeBHAVyn/9VK4XIAL+x/fiGAf1rivSwMbjPt8WysmMz65OhfAriBmd/s/dNKyyvHaw3k9TAiOqr/+XAAP4wu/3IlgAv7y3Ykr7WpegKAvpztDwHMALydmV+/5FtaCIjoBHReBNBN/P27VeVGRO8C8DR0o4/vAPBqAO8H8G4A3wPgZgDPYeaVSgxneD0NXRiDAewF8Esutr8KIKKnAvgkgGsBtP3Lv4Uunr+y8lJ4PQ+rLa/T0SWrZ+icgHcz8yX9/nEZgKMBfBHAC5j5vknvvU6KoqKioqJi8Vin0FNFRUVFxQFAVRQVFRUVFSqqoqioqKioUFEVRUVFRUWFiqooKioqKipUVEVRcUiDiI4iol/xfn8kEb1H+5sdfo6bTHpJ5t/3EtFDF/h57ySifUR0YfnqigodVVFUHOo4CsCgKJj5VmY+UJvrW5j5dw7Qewdg5ouwJg2nFctHVRQVhzreAODE/vyBNxLRY9yZEkT0IiJ6PxF9gIi+QUQvJaJXEtEXiegzRHR0f92JRPThfmDjJ4nolNKHEtFDiOgj/Xv9GbxZZf1nXt2fKXBx/9pLiOgt3jW/SERv7rv2P9ifQXAdEf3Mor+gioqqKCoOdbwKwNeY+Uxm/g3h308D8Hx0c39eD+A7zPwEAP8K4Of6a94G4GXMfBaAXwfwJ4bPfTWAT/XvdTm6LmeHn+/faw+AlxPRQ9B11v5EP6MIAF4M4K8APB3Arcx8Rn8OxoetxCsqrNgoX1JRcUjjyv7MgnuI6L8AfKB//VoAp/cTSJ8C4B+6EUIAgN2G9z0fwE8CADN/kIju8v7t5UT07P7n4wCcxMyfIaJ/AfDjRHQDgE1mvpaI7gNwKRH9PoArmPmT+8G1okJEVRQVFTr8mTit93uL7vlp0M37P3MH753MzyGip6Eb5vZkZv4OEX0cwGH9P/8FuplEX0HnTYCZv0pEZwF4BoDfI6KPMLOYMK+o2Clq6KniUMc9AI7c6R/35xh8g4ieA3STSYnoDMOffgLARf3fXADAHZLz3QDu6pXEKejGRLvP+iw6D+P5AN7V/+0j0YXD/hbApQCeuFMuFRU5VEVRcUiDmb8N4NN9IviNO3ybiwC8hIi+BOB62I7gfS2A84noC+jGxt/cv/5hABtE9GUArwPwmejv3g3g08zsQlXfC+Bz/almvw3gd3fIoaIiizo9tqLiAQARvQbAvcx86X6+zxXoymw/Zrj2r9HlLRbeF1JxaKF6FBUVDwzuBXBxruGuhL4x8KsA/teoJN4J4PsB/N9OPq+iwkf1KCoqKioqVFSPoqKioqJCRVUUFRUVFRUqqqKoqKioqFBRFUVFRUVFhYqqKCoqKioqVPw/VNExu0qcMjwAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "59.27211415115418\n",
-      "38.46705417626044\n",
-      "-11.294842918690131\n",
-      "-0.14219326233654664\n",
-      "3.782292105536017\n",
-      "3.8030541356377157\n"
-     ]
-    }
-   ],
-   "source": [
-    "# plots for presentation\n",
-    "# qtop\n",
-    "fig, (ax1) = plt.subplots()\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "\n",
-    "ax1.plot(time_artificial,Qtop_result_Semtner,color='C0',linestyle='-')\n",
-    "ax1.plot(time_artificial,Qtop_result,color='C1',linestyle='-')\n",
-    "ax1.legend([\"Semtner\",\"Winton\"],loc=1)\n",
-    "ax1.set_ylabel(\"Qtop [Wm$^{-2}$]\")\n",
-    "#ax1.set_xticks([3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24])\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "#ax1.set_ylim(0,400)\n",
-    "ax1.set_xlim(0,days)\n",
-    "\n",
-    "\n",
-    "ax1.set_xlabel(\"time [days]\")\n",
-    "ax1.set_xlim(0,days)\n",
-    "plt.savefig(\"plots/model_qtop_{}.svg\".format(initial_conditions),dpi=500)\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "# plots for presentation\n",
-    "# qbot\n",
-    "fig, (ax1) = plt.subplots()\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "\n",
-    "ax1.plot(time_artificial,Qbot_result_Semtner,color='C0',linestyle='-')\n",
-    "ax1.plot(time_artificial,Qbot_result,color='C1',linestyle='-')\n",
-    "ax1.legend([\"Semtner\",\"Winton\"],loc=1)\n",
-    "ax1.set_ylabel(\"Qbot [Wm$^{-2}$]\")\n",
-    "ax1.hlines(0,time_artificial[0],time_artificial[-1],'black',lw=1) \n",
-    "#ax1.set_xticks([3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24])\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "\n",
-    "\"\"\"if initial_conditions==\"melting\":\n",
-    "    ax1.set_ylim(-3.2,3.2)\n",
-    "elif initial_conditions==\"freezing\":\n",
-    "    ax1.set_ylim(-20,4)\"\"\"\n",
-    "\n",
-    "ax1.set_xlabel(\"time [days]\")\n",
-    "ax1.set_xlim(0,days)\n",
-    "plt.savefig(\"plots/model_qbot_{}.svg\".format(initial_conditions),dpi=500)\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "# hi\n",
-    "fig, (ax1) = plt.subplots()\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "\n",
-    "ax1.plot(time_artificial,hi_result_Semtner,color='C0',linestyle='-')\n",
-    "ax1.plot(time_artificial,hi_result,color='C1',linestyle='-')\n",
-    "ax1.legend([\"Semtner\", \"Winton\"])\n",
-    "ax1.set_ylabel(\"hi [m]\")\n",
-    "#ax1.set_xticks([3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24])\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "\n",
-    "#ax1.set_ylim(3.3,4)\n",
-    "\n",
-    "ax1.set_xlabel(\"time [days]\")\n",
-    "ax1.set_xlim(0,days)\n",
-    "plt.savefig(\"plots/model_hi_{}.svg\".format(initial_conditions),dpi=500)\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "# hs\n",
-    "fig, (ax1) = plt.subplots()\n",
-    "plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "\n",
-    "ax1.plot(time_artificial,hs_result_Semtner,color='C0',linestyle='-')\n",
-    "ax1.plot(time_artificial,hs_result,color='C1',linestyle='-')\n",
-    "ax1.legend([\"Semtner\", \"Winton\"])\n",
-    "ax1.set_ylabel(\"hs [m]\")\n",
-    "#ax1.set_xticks([3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24])\n",
-    "ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "\n",
-    "#ax1.set_ylim(3.3,4)\n",
-    "\n",
-    "ax1.set_xlabel(\"time [days]\")\n",
-    "ax1.set_xlim(0,days)\n",
-    "plt.savefig(\"plots/model_hs_{}.svg\".format(initial_conditions),dpi=500)\n",
-    "\n",
-    "plt.show()\n",
-    "\n",
-    "print(np.nanmean(Qtop_result_Semtner))\n",
-    "print(np.nanmean(Qtop_result))\n",
-    "print(np.nanmean(Qbot_result_Semtner))\n",
-    "print(np.nanmean(Qbot_result))\n",
-    "print(np.nanmean(hi_result_Semtner))\n",
-    "print(np.nanmean(hi_result))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# plots for thesis\n",
-    "\n",
-    "if initial_conditions==\"melting_icon\" or initial_conditions==\"melting\":\n",
-    "    hilim=[3.95,4]\n",
-    "    qtoplim=[0,300]\n",
-    "    qbotlim=[-50,4]\n",
-    "elif initial_conditions==\"melting_snow\":\n",
-    "    hslim=[0.8,1]\n",
-    "    qtoplim=[0,150]\n",
-    "    qbotlim=[-10,10]\n",
-    "elif initial_conditions==\"freezing\" or initial_conditions==\"freezing_2\":\n",
-    "    qbotlim=[-240,0]\n",
-    "    qtoplim=[0,300]\n",
-    "    hilim=[0,0.4]\n",
-    "    \n",
-    "\n",
-    "#hi\n",
-    "fig, (ax1, ax2, ax3) = plt.subplots(3,1,figsize=(6,4))\n",
-    "#plt.subplots_adjust(hspace=0)\n",
-    "\n",
-    "\n",
-    "if init_hs==0:\n",
-    "    ax1.plot(time_artificial,hi_result_Semtner,color='C0',linestyle='-')\n",
-    "    ax1.plot(time_artificial,hi_result,color='C1',linestyle='-')\n",
-    "\n",
-    "    legend = legend_color(ax1,['3L-Winton','0L-Semtner'],1)\n",
-    "    ax1.set_ylabel(\"hi [m]\")\n",
-    "    #ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "    ax1.set_xlim(0,7)\n",
-    "    ax1.set_ylim(hilim[0],hilim[1])\n",
-    "    ax1.xaxis.set_ticks_position('none')\n",
-    "    ax1.set_xticklabels('')\n",
-    "else:\n",
-    "    ax1.plot(time_artificial,hs_result_Semtner,color='C0',linestyle='-')\n",
-    "    ax1.plot(time_artificial,hs_result,color='C1',linestyle='-')\n",
-    "\n",
-    "    legend = legend_color(ax1,['3L-Winton','0L-Semtner'],1)\n",
-    "    ax1.set_ylabel(\"hs [m]\")\n",
-    "    #ax1.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "    ax1.set_xlim(0,7)\n",
-    "    ax1.set_ylim(hslim[0],hslim[1])\n",
-    "    ax1.xaxis.set_ticks_position('none')\n",
-    "    ax1.set_xticklabels('')\n",
-    "    \n",
-    "\n",
-    "\n",
-    "\n",
-    "# qtop\n",
-    "ax2.plot(time_artificial,Qtop_result_Semtner,color='C0',linestyle='-')\n",
-    "ax2.plot(time_artificial,Qtop_result,color='C1',linestyle='-')\n",
-    "#ax2.legend([\"Qtop Semtner\",\"Qtop Winton\"],loc=1)\n",
-    "ax2.set_ylabel(\"Qtop [Wm$^{-2}$]\")\n",
-    "#ax2.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "ax2.set_ylim(qtoplim[0],qtoplim[1])\n",
-    "ax2.xaxis.set_ticks_position('none')\n",
-    "ax2.set_xticklabels('')\n",
-    "ax2.set_xlim(0,7)\n",
-    "#ax2.hlines(0,0,7,lw=1,color='black')\n",
-    "\n",
-    "\n",
-    "# qbot\n",
-    "ax3.hlines(0,0,7,lw=1,color='black')\n",
-    "ax3.plot(time_artificial,Qbot_result_Semtner,color='C0',linestyle='-')\n",
-    "ax3.plot(time_artificial,Qbot_result,color='C1',linestyle='-')\n",
-    "#ax3.legend([\"Qbot Semtner\",\"Qbot Winton\"],loc=1)\n",
-    "ax3.set_ylabel(\"Qbot [Wm$^{-2}$]\")\n",
-    "#ax3.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "ax3.set_ylim(qbotlim[0],qbotlim[1])\n",
-    "ax3.ticklabel_format(axis='both', style='plain',useOffset=False)\n",
-    "\n",
-    "ax3.set_xlabel(\"Time [days]\")\n",
-    "ax3.set_xlim(0,7)\n",
-    "\n",
-    "ax1.spines['right'].set_color('none')\n",
-    "ax2.spines['right'].set_color('none')\n",
-    "ax3.spines['right'].set_color('none')\n",
-    "ax1.spines['top'].set_color('none')\n",
-    "ax2.spines['top'].set_color('none')\n",
-    "ax3.spines['top'].set_color('none')\n",
-    "ax1.spines['bottom'].set_color('none')\n",
-    "#ax2.spines['bottom'].set_color('none')\n",
-    "ax3.spines['bottom'].set_color('none')\n",
-    "\n",
-    "\n",
-    "plt.subplots_adjust(hspace=0.05)\n",
-    "ax1.text(-0.16,1,\"a)\", transform=ax1.transAxes, fontsize=10)\n",
-    "ax2.text(-0.16,1,\"b)\", transform=ax2.transAxes, fontsize=10)\n",
-    "ax3.text(-0.16,1,\"c)\", transform=ax3.transAxes, fontsize=10)\n",
-    "\n",
-    "plt.savefig(\"plots/model_hi_qtop_qbot_{}.pdf\".format(initial_conditions))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## compare enthalpy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/sw/rhel6-x64/conda/anaconda3-bleeding_edge/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: divide by zero encountered in true_divide\n",
-      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# example of E & E2\n",
-    "plt.subplot()\n",
-    "T_vector=np.linspace(-100,0,401)\n",
-    "plt.plot(T_vector,E(T_vector),'C3')\n",
-    "plt.plot(T_vector,E2(T_vector),'C1')\n",
-    "plt.hlines(-L,T_vector[0],T_vector[-1],'C0')\n",
-    "plt.legend(['Winton upper layer','Winton lower layer','Semtner'])\n",
-    "plt.xlabel('Ice Temperature [°C]')\n",
-    "plt.ylabel('Enthalpy [Jkg$^{-1}$]')\n",
-    "plt.xlim(-8,0)\n",
-    "plt.ylim(-360000,-200000)\n",
-    "plt.tight_layout()\n",
-    "plt.savefig(\"plots/enthalpy.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "E1_array=np.zeros(np.size(T1_result))\n",
-    "E2_array=np.zeros(np.size(T2_result))\n",
-    "for i in range(np.size(T1_result)):\n",
-    "    E1_array[i]=E(T1_result[i])\n",
-    "    E2_array[i]=E2(T2_result[i])\n",
-    "\n",
-    "plt.plot(E1_array)\n",
-    "plt.plot(E2_array)\n",
-    "\n",
-    "dhi_bot = Qbot_result/(rhoi*E2_array)\n",
-    "dhi_bot_Semtner = -1*np.array(Qbot_result_Semtner)/(rhoi*L)\n",
-    "\n",
-    "dhi_surf = Qtop_result/(rhoi*E1_array)\n",
-    "dhi_surf_Semtner = -1*np.array(Qtop_result_Semtner)/(rhoi*L)\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 90,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'dhi_surf_Semtner' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-90-b669873ae3d7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdhi_surf_Semtner\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Semtner'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdhi_surf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Winton'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"surface ice thickness change [ms$^{-1}$]\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'dhi_surf_Semtner' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "plt.plot(dhi_surf_Semtner,label='Semtner')\n",
-    "plt.plot(dhi_surf,label='Winton')\n",
-    "plt.ylabel(\"surface ice thickness change [ms$^{-1}$]\")\n",
-    "plt.legend()\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(dhi_bot_Semtner,label='Semtner')\n",
-    "plt.plot(dhi_bot,label='Winton')\n",
-    "plt.ylabel(\"botom ice thickness change [ms$^{-1}$]\")\n",
-    "plt.legend()\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(dhi_surf_Semtner+dhi_bot_Semtner,label='Semtner')\n",
-    "plt.plot(dhi_surf+dhi_bot,label='Winton')\n",
-    "plt.ylabel(\"net ice thickness change [ms$^{-1}$]\")\n",
-    "plt.legend()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 bleeding edge (using the module anaconda3/bleeding_edge)",
-   "language": "python",
-   "name": "anaconda3_bleeding"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/python_scripts /bifurcation_Semtner_unlim-lim5.ipynb b/python_scripts /bifurcation_Semtner_unlim-lim5.ipynb
deleted file mode 100644
index 0f0f659a70720cb04e0d769496f41b758bda5e7c..0000000000000000000000000000000000000000
--- a/python_scripts /bifurcation_Semtner_unlim-lim5.ipynb	
+++ /dev/null
@@ -1,237 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Create CO2 - ice-edge latitude diagrams and calculate stability\n",
-    "Stability is assessed by reading simulation data and applying the stability criterion. CO2 - ice-edge latitude diagrams are created by manual input of stability and equilibrium ice-edge latitude. The actual bifurcation diagram is added afterwards as a best guess."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%matplotlib inline\n",
-    "import xarray as xr\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import stats\n",
-    "\n",
-    "\n",
-    "def plot_simulation_merged(axes,co2, startlat, endlat, col, stable, offset=0): #plot a simulation into the bifurcation diagram\n",
-    "    #plt.plot(co2,np.sin(np.radians(startlat)),'bo',fillstyle='none')#\n",
-    "    handle = []\n",
-    "    if stable==2: # metastable\n",
-    "        axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),markeredgecolor=col,marker='o',markerfacecolor=\"none\",clip_on=False)\n",
-    "    elif stable==1: # stable from warm\n",
-    "        axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),color=col,marker='o',clip_on=False)\n",
-    "    elif stable==3: # towards Snowball\n",
-    "        if endlat==0:\n",
-    "            axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),color=col,marker='v',clip_on=False)\n",
-    "        else:\n",
-    "            axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),color=col,markerfacecolor='none',marker='v',clip_on=False)\n",
-    "        handle, =axes.plot([co2 *(1+offset),co2 *(1+offset)],[np.sin(np.radians(startlat)),np.sin(np.radians(endlat))],color=col,linestyle='-',alpha=0.2,clip_on=False) #plot the line\n",
-    "    elif stable==4: # towards icefree\n",
-    "        axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),color=col,markerfacecolor='none',marker='^',clip_on=False)\n",
-    "        handle, =axes.plot([co2 *(1+offset),co2 *(1+offset)],[np.sin(np.radians(startlat)),np.sin(np.radians(endlat))],color=col,linestyle='-',alpha=0.2,clip_on=False) #plot the line\n",
-    "    return handle\n",
-    "\n",
-    "    \n",
-    "def legend_color(ax, handle_array, pos):\n",
-    "    legend = ax.legend(handle_array,handlelength=0, handletextpad=0, edgecolor='none', facecolor='none', markerscale=0, loc=pos)\n",
-    "    for item in legend.legendHandles:\n",
-    "        item.set_visible(False)\n",
-    "    for text in legend.get_texts():\n",
-    "        if text.get_text()=='Winton':\n",
-    "            text.set_color('C1')\n",
-    "        if text.get_text()=='3L-Winton':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='0L-Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='Semtner_5m':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='0L-Semtner-lim5':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='0L-Semtner-limited':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='1438ppmv':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='1500ppmv':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='3000ppmv':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='5000ppmv':\n",
-    "            text.set_color('C3')\n",
-    "            \n",
-    "    return legend\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAETCAYAAAAYm1C6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deXhU5fn/8fedEAj7DkEBEQXUEkFQ6y7iLooLVO1m3Eqt9ie1K1b7LdbWgvZrpVdr+3Whxmq1ghRR6kJxoUoVkcVhEVlEZA3IKpCEJPfvj3MSA2SZDDOZmeTzuq65Zs5ztvschrnznOec5zF3R0REpK4ykh2AiIikJyUQERGJiRKIiIjERAlERERiogQiIiIxUQIREZGYNEnkxs1sNPAdwIBH3f0hM+sA/APoBawGrnb3bYmMQ0SkscvNz/0GcF/xjoE9iwsuLvOSNhlga4Cfrx437O+xbDNhNRAz60+QPE4GBgCXmlkfYAww0937ADPDaRERSZAweTxavGPgEUUbrjIvaZsJZsARwKO9xkz/RizbTeQlrGOBd919j7uXAG8BVwKXA/nhMvnAFQmMQURE4D6gRXHBheBND5zXIpxfZ4m8hLUI+I2ZdQT2ApcAc4Gu7r4BwN03mFmXqlY2s1HAqHAy2937H7CIHqEXEYmCYTiOl7SrbpGesWw3YTUQd18KjAdmAK8AC4GSOqz/iLuf6O4nAoWJiVJEpOHLaZkDgDXZXt0ia2LZbkLvwnL3x919kLufBWwFlgObzKwbQPhekMgYREQau9GDRpOdmU3TLq+CFR84ew/w81i2m9AEUn55ysx6AlcBzwDTgLxwkTzghUTGICLS2A3rPYyxp43liMM20azbFLcmO0rBHfgU+E6sd2FZInvjNbP/AB2BfcAP3X1m2CbyHME1tzXA19x9ay3bmRteyqpMbSAiInVncdtQOnTnrgQiIhI3cUsgehJdRERiogQiIiIxUQIREZGYKIGIiEhMEtqZYip4c1kBv3pxCaXuXHNSD24dcjTX/N9/uWvYsRzfvdqnMpm3Zhv3vLiE4pIyiktKufT4w7jj/L6HHM+kuZ9xVt/OdG2TfcjbEhFJpgadQErLnP95YTFP3fRVctpmM/yPb3P+sV2jWvfHzy3kj98YxHGHtaG0zFm1+Yu4xDT5g7X0y2kdlwRSUlpGk0xVIkUkORp0Alnw2XaO6NiCnh1bAHDZgMN4bcmmqNbd8kURXdo0AyAzw+jTtTUAe4pL+OULi1m2aRclpc4PzuvDBV/JYdLcz3htySbKypxlm3bxnTN7s6+0jCnz1tG0SQZP3HASs1d+TmTdDn7w7AKaZWXyz1tP49z/fYsRg7szc+kmSkqdP31zEEd3aVXjft5YVkDRvjL2FJfyzKhTEnPyRERq0aATyKadhRzWtnnFdLe22Sz4rNq+YPZz0xm9Gfq7Nzmld0fO7teZEYO6k52VyR9fX8FpR3fkga8NYMfefVzxp3c4o08nAD7etIvpt59J0b5ShjzwJj+7+Bj+NfpMfvXiEp6ft46bzjiS/NmrD7p81qFFFtNvP5O//Xc1j85axfiRx9e4n3mfbueVH5xJuxYH9aopIlJvGnQCqeoZyWifoBl9Xh+uOOEwZi3fwgsL1jNtwXr+8d1T+c/yLfx76SYemfUJAEX7Slm/fS8Ap/buSKtmTWjVrAmts5twXni57Jic1izduLPafV3UvxsA/Q9vyyuLNwLUuJ8z+nRS8hCRpGvQCSSnbTbrd+ytmN6wo5AubbL5aOOug5b98aSFLF6/k65tmvHEDScDcETHlny7Y0u+flIPBt07g227i3GcP39rMEd1brXf+vPXbKdpky/bI8ysYtosaI+pTvlymRlGSWmwXE37adE0sy6nQUQkIRp0C+yA7m1Z/fluPtu6h+KSMl5cuJ7zj6u6Ef13XxvAy6PPrEger3+0ifJuXlZ/vpvMDKNN8yzO6tOZ/NmrK+YtWrejTjG1ataEL4pq79X+UPcjIpJoDboG0iQzg18N7891E+dQWuZcfWJ3+oaN4Tc+8T5NMoL8OeiIdjz8zcH7rTtl3jrufWkp2VmZNMkwHrr2BDIzjNvP7cM9Ly7hoof+g+N0b9+CidefFHVMIwd35+5/LqpoRK/Ooe5HRCTR1JmiiMRs+qrpTJg3gTXru1Ky5RJKittweLvm/OTCflxxwuHJDk+qFrfOFBt0DUREEmf6qumMnT2WnVuPoWjDVRVjba/bvpc7p0QAlEQauAbdBiIiiTNh3gQKSwspLriwInmU27uvlAdeXZakyKS+KIGISEw27g5uOfeSqrsEKr/tXBouJRARiUlOyxwArEnVD+ce1q55leXScCiBiEhMRg8aTXZmNk27vApWvN+85lmZ/OTCfkmKTOqLGtFFJCbDeg8DgraQNUzRXViNUIO/jfftdW8zfs54Sr2Uq/pcxc25N3PDKzfw4xN/zFc6faXa9RZuXsj4OeMpLi2muKyYi3pdxK0Dbz2UwwBg6oqpnHbYaXRp0eWQt1WVhxc8TIsmLbi+//X8cf4fGdx1MKcedmpU6xbsKWDcnHE8OORBPtr6EQV7Cjir+1l12n8051ZEkio9buM1s3bAY0B/gh/8G4FlwD+AXsBq4Gp335aI/ZeWlfKbd3/DIxc8Qk6LHK6dfi3n9DgnqnXvfvtufnf27+jXoR+lZaWs3rk6LjG9sOIF+rTrE5cEUlJWQpOM6v8Jv3/C9+u0vS4tuvDgkAcB+GjrRyzesrjOCUREGo9EX8KaALzi7iPNrCnQAvg5MNPdx5nZGGAM8LNE7DyyJULPNj3p0boHABcfeTFvfPZGVOt+Xvg5nZoHvd9mZmRyVLujANizbw+/nfNblm9bTqmX8r0B32Noz6FMXTGV19e8TpmXsWL7Cq477jr2le3jpVUv0TSjKQ+f9zDvbXiPxZ8vZsx/xtAssxlPXfIUl0+9nOFHD+etz95iX9k+/nfI/9K7be8a9zNr7SyKS4vZW7KXxy98vNpjuOvtuzi7+9lc0OsCLpx8IZf0voQ5G+dQUlbCL0/9ZXDpYecabuh/A1f3u5p1X6zj+zO/z3OXPsefFvyJopIi5hfM5+bcmzmr+1lVxlNYUsgv3vkFK3espHfb3hSVFh3iv5qIpIuEJRAzawOcBVwP4O7FQLGZXQ4MCRfLB94kQQmkYE9BxZ0iAF1bdOXDzR9Gte63j/s2l029jJO6nsTph5/O5UdfTrPMZjwaeZSTc07m3tPvZWfxTr4x/Ruc0i0Yk2PF9hVMumwSRaVFDJsyjDsG38GkyyYxfs54pq2cxreP+zbPfPTMQZd42jVrx3OXPcezHz1L/uJ87jntnhr3s3DzQqYMn0LbZm3rdD5yWuTw9CVPM37OeO5+527+dvHfKCot4soXruTqfldXLJeVmcVtA29j8ZbF3HXKXUBwnbuqeCZ9PInsJtlMGT6FZVuXcc1L19QpJhFJX4msgfQGNgN/NbMBwAfAaKCru28AcPcNZlbltRwzGwWMCic7xRKAV9FMYhbd5b/vDfgelx55KbPXz+Zfn/yLlz95mb9e9Fdmr5/Nm5+9Sf7ifACKSosq7oc/OedkWma1pGVWS1o1bcXZ3c8GoG/7vny87eNq93Vez/MAOK7jcfx7zb8BatzPqd1OrXPyABjSY0hFPHtL9lbE2jSzKTuLq+9uvqZ4Ptj0Ad889psA9OvQj77tD33YXxFJD4lMIE2AQcD/c/f3zGwCweWqqLj7I8AjEDSixxJA1xZdK350ATbt2USXFl1Yvm35Qcve/fbdfLT1Izq36Myfz/szAD3a9OCaNtcwou8IzvrHWWwv3I678+CQBzmy7ZH7rf/hlg/JysiqmM4gg6aZwdO5ZkZJWfU98JYvl2mZlJaVlh9/tftp3uTL++v/MO8PzFo7C4DJwyfXeD4qx3NgrOX7rU518QBY/NrkRCSNJPI5kLXAWnd/L5yeTJBQNplZN4DwvSBRAfTv1J9Pd37K2l1r2Ve6j5c/eZkh3YdUueyvz/g1k4dPrkges9bOquhKfc3ONWRaJq2btub0w0/n70v/XjFv6edL6xRTy6yW7N63u9blot3P7YNuZ/LwybUmj7pqmdWSPSV7ao1ncNfBTP9kOgDLty2vsaYlIg1Lwmog7r7RzD4zs37uvgw4F1gSvvKAceH7C4mKoUlGE37+1Z9zy79vobSslCv7XMnR7Y8G4NaZt1bcwTSg84CKu4/KvbjyRe5//36yM7PJzMhk3JnjyMzI5LvHf5fx74/nqmlXAXBYq8P407l/ijqmy4++nHvfvbeiEb06h7qfQ3Vyzsk8HnmckdNGcnPuzdXGc02/a/jFO7/gqmlXcUz7Y+jfqX+9xSgiyZXQ50DMbCDBbbxNgVXADQS1nueAnsAa4GvuvrWW7ag7d0kbU+ev44FXl7F++14O00N1knrids25wT9IKFKfps5fx51TIuzd92WbUvOsTH57Va6SiKSKuCUQ9YUlEkcPvLpsv+QB6tpcGi4lEJE4qq4Lc3VtLg2REohIHFXXhbm6NpeGSAlEJI5+cmE/mmdl7lemrs2loVJ37iJxVN5QrruwpDHQXVgiIo1LenTnLpJIet5CJLmUQCQtHfi8xbrte7lzSgRASUSknqgRXdKSnrcQST4lEElLet5CJPmUQCQt6XkLkeRTApGEmzp/HaePe50jx0zn9HGvM3X+ukPepp63EEk+NaJLQiWqsVvPW4gkn54DkTqbvmo6E+ZNYOPujeS0zGH0oNEM6z2symVPH/c666polzi8XXPeGTM00aGKyMHUG68kx/RV0xk7eywbdm+gaMcAli+4jtsecU749fQqL02psVuk4VICkTqZMG8ChaWFFO8YSNGGq/CS9oCx7Qu4c0rkoCSixm6RhksJROpk4+6NABQXXAjedL95VT2HocZukYZLCUTqJKdlDgBe0q7K+QdemrrihMP57VW5HN6uOUbQ9qHR+UQaBt2FJXUyetBoxs4eyxdNtoeXr/ZX1aWpK044XAlDpAFSApE6Kb/b6t7dL7Nx9bn7XcbSpSmRxkW38UrM1BuuSFqK2228SiAiIo2LngOR+Ji+ajoXTL6A4/OP54LJFzB91fRkhyQiaUJtII1Y+UOBhaWFAGzYvYGxs8cCVPtkuYhIOdVAGrHyhwIrKywtZMK8CUmKSETSSbU1EDP7MIr1N7v7uXGMR+pR+UOB0ZaLiFRW0yWsTOCSGuYbMK22HZhZJjAXWOful5rZE8DZwI5wkevdfUF04Uo85bTMYcPuDVWWi4jUpqZLWN91909reK0Gbo1iH6OBpQeU/cTdB4YvJY8kGT1oNNmZ2fuVZWdmM3rQ6CRFJCLppNoE4u5v17ZybcuYWXdgGPBY3UOTRBvWexhjTxtLt5bdMIxuLbsx9rSxakAXkahU+xyImR0L/DicfNDdF9d542aTgd8CrYEfV7qEdSpQBMwExrh7URXrjgJGhZOd3L3XAYvoORARkbqrl+dAHgXGAD8DHqnrhs3sUqDA3T84YNadwDHASUCHcPsHcfdH3P3E8AHCLXXdv4iIJFZNjegrgZEEf+mviWHbpwPDzewSIBtoY2ZPufu3wvlFZvZXvqzliIhIGqnpEpYBFxDcjfWqu5fGvBOzIXx5Caubu28It/97oNDdx9SyvroyERGJj7hdwqq2BuJBZnk1Xjuq5Gkz60xwEAuAWxKwDxERSbCaaiBj3X1sjStHsUw8qAYiIhI3ia+BADeb2c5agrgWGBuvYEREJH3UlEAeJbj9tiaPxjEWERFJIxoPRESkcdF4ICIiklxKICIiEhMlEBERiUmtCcTM+prZTDNbFE4fb2Z3Jz40ERFJZdHUQB4l6L9qH4C7f0hw+66IiDRi0SSQFu4+54CykkQEIyIi6SOaBLLFzI4ivG3WzEYCBw9jJyIijUpNDxKWu42gO/djzGwd8AnwrZpXERGRhq7WBOLuq4DzzKwlkOHuuxIfloiIpLpqE4iZ/bCacgDc/cEExSQiImmgphpIeT9Y/QhGD5wWTl8GzEpkUCIikvqqbUR393vc/R6gEzDI3X/k7j8CBgPd6ytAEUltm/ds5pYZt7Blr0aebmyiuQurJ1BcaboY6JWQaEQk7UxcNJHIlggTF01MdihSz6JJIH8D5pjZWDP7JfAe8GRiwxKRdLB5z2amrpjKuDPHMW3lNNVCGplaE4i7/wa4AdgGbAducPf7Eh2YiKS+iYsmMrTHUHq07sFlvS9TLaSRiaYvrJ7AFuCf4evzsExEGrHNezYzbeU0RvQdAcCN/W9ULaSRieYS1nTgpfA1E1gFvJzIoEQk9U1cNJHhRw2nQ3YHADq36KxaSCMTzYOEuZWnzWwQ8N2ERSQiaWHx54uZXzCfp5Y+tV/5CV1OSFJEUt9iGtLWzOa5+6AExFPd/jSkrUiKWr1jNQC92vZKahwStbgNaVtrDeSAJ9IzgEHA5ngFICIi6SmazhRbV/pcQtAm8nxiwhERkXQRTQJZ4u6TKheY2deASdUsLyIijUA0d2HdGWWZiIg0IjX1xnsxcAlwuJn9odKsNmhEQhGRRq+mS1jrgbnAcOCDSuW7gDsSGZSIiKS+ahOIuy8EFprZ0+6uGoeIiOynpktYz7n71cB8MzvomQt3Pz6hkYmISEqr6RLW6PD90voIRERE0ktNA0ptCD/e6u6fVn4Bt9ZPeCIikqqiuY33/CrKLo53ICIikl5qagP5HkFNo7eZfVhpVmvgnUQHJiIiqa2mNpC/E3Tb/ltgTKXyXe6+NaFRiYhIyqvpNt4dwA7g6wBm1gXIBlqZWSt3X1M/IYqISCqKZkTCy8xsOfAJ8BawmigGlDKzbDObY2YLzWyxmd0Tlh9pZu+Z2XIz+4eZNT3EYxARkShs3rOZ3PzcV3Lzc3Pisb1oGtF/DZwCfOzuRwLnEl0bSBEw1N0HAAOBi8zsFGA88Ht370MwzvpNMUUuIiJ1Eo4WeTLw03hsL5oEss/dPwcyzCzD3d8gSAg18sAX4WRW+HJgKDA5LM8Hrqh72CIiUheb92xm6oqpAN8A8uJRC4kmgWw3s1bALOBpM5tAlJ0pmlmmmS0ACoAZwEpge6WuUdYCh1ez7igzm2tmc4FO0exPRESqNnHRRIb2GAqwCniSONRCokkglwN7CDpQfIUgCUT1dLq7l7r7QKA7QbXp2KoWq2bdR9z9xHAo2y3R7E9ERA62ec9mpq2cxoi+I8qL7icOtZBaE4i773b3Mncvcfd8d/8D8GJdduLu24E3CdpS2plZ+d1f3Ql6/RURkQSZuGgiw48aTofsDgBE8iIbiEMtJJoRCavSs7YFzKwzQfvJdjNrDpxH0ID+BjASeBbIA16IMQYREYnC4s8XM79gPk8tfQpgWW5+bvmsQ3ooPNYEUuVlpwN0A/LNLJOgpvOcu79kZkuAZ83s18B84PEYYxARkSg8efGTAKzesZrLpl7WL5IX+Tge262pK5OrqpsFNK9tw+7+IXBCFeWrCNpDREQkjdVUA7mshnkvxTsQERFJLzV1ZXJDfQYiIukpu0l2skOQJIm1DUREBICclnHpFUPSUDTPgYiIiBxECURERGISTW+8LczsF2b2aDjdx8w0TrqISCMXTQ3krwQ9654aTq8l6KFXREQasWgSyFHufj+wD8Dd9xI8CyIiIo1YNAmkOOyKxAHM7CiCGomIiDRi0dzG+0uCXnh7mNnTwOnA9YkMSkREUl+tCcTdZ5jZPIKedA0Y7e7qXl1EpJGrNYGY2aDw44bwvaeZtQU+rTQwlIiIpIleY6Z3I7hB6vrV44ZtjHU70VzCehgYBHxIUAPpH37uaGa3uPtrse5cRESS4qd8OTb6D2PdSDSN6KuBE8LRAQcT9LC7iGB8j/tj3bGIiNS/4q2ndgZuIBwbvdeY6TH3RRNNAjnG3ReXT7j7EoKEsirWnYqISHIUfz7kZuCfxGFs9GgSyDIz+7OZnR2+HgY+NrNmhM+GiIhI6vv8i314SesrgcfCovs5hFpINAnkemAF8APgDoKsdT1B8jgnlp2KiEj9e+bdLViTXf8ENgOsHjfskMZGN/doRqdNLjOb6+4nHlCc+oGLiKSQS//4BovW7qlq1jurxw07o67bqzaBmFmEGn6k3f34uu4sVkogIiKHrnxM9F1LxwXT44Yd0tjoNd3GW97j7m3h+9/C928CVaYwERFpPGoa0vZTADM73d1PrzRrjJm9A/wq0cGJiEjqiqYRvaWZVVwbM7PTgJaJC0lERNJBNE+i3wRMDLsvcWAHcGNCoxIRkZQXTWeKHwADzKwNQaP7jsSHJSIiqa7aS1hm9lClz6PdfWd58jCzJ+ohNhERSWE1tYGcVelz3gHzar2F18x6mNkbZrbUzBab2eiwvIOZzTCz5eF7+xjiFhGRJKspgVg1n6NVAvzI3Y8lGEvkNjM7DhgDzHT3PsDMcFpERNJMTW0gGWHtIKPS5/JEklnbht19A+EYIu6+y8yWAocDlwNDwsXygTeBn8USvIiIJE9NCaQt8AFfJo15lebV6SlwM+tF0A38e0DXMLng7hvMrEs164wCRoWTneqyPxERSbyaHiTsFY8dmFkr4HngB+6+0yy6q2Hu/gjwSLiNufGIRURE4ieaBwkrmNnYOi6fRZA8nnb3KWHxJjPrFs7vBhTUZZsiIpIa6pRAgOHRLmhBVeNxYKm7P1hp1jS+vKsrD3ihjjGIiEgKqGsCqcvdWKcD3waGmtmC8HUJMA4438yWA+eH0yIijU7BzkKumziHgl2FyQ4lJtF0ZVLZ4GgXdPe3qT7hnFvH/YqINDh/eWsVCz/bzv+9tYpfXHpcssOps1prIGbW18xmmtkidy8zs+PN7O76CE5EpKEq2FnIpLmf8dA1A3l+3tq0rIVEcwnrUeBOwvHP3f1D4NpEBiUi0tD95a1VXPCVHI7o2IKrTujO/721Ktkh1Vk0CaSFu885oKwkEcGIiDQGBTsLeX7eWq49qQcAt5zdOy1rIdEkkC1mdhThw4NmNpLwCXMREam7v7y1ihGDutOxVVMAurTJTstaSDSN6LcRPNB3jJmtAz4BvpXQqEREGrAP125n7qfbmPjOJ/uVn3hEevUtG814IKuA88ysJZDh7rsSH5aISMM1+XunAbBq8xcA9O7cKpnhxCyau7DuM7N27r477BSxvZn9uj6CExGR1BVNG8jF7r69fMLdtwGXJC4kERFJB9EkkEwza1Y+YWbNgWY1LC8iIo1ANAnkKWCmmd1kZjcCMwjG8RARkTSwec9mbplxC9sKt8V1u9E0ot9vZhGC7kcMuNfdX41rFCIikjATF00ksiXC88ufj+t2o+oLy91fBl6O655FRCThNu/ZzNQVU7n/rPv52ayfQTBA35Z4bLvaS1hmtsvMdlbx2mVmO+OxcxERSayJiyYytMdQerTuwTk9zwG4OV7brjaBuHtrd29Txau1u7eJVwAiIpIYm/dsZtrKaYzoOwKAEX1GAFzZpM2CuAwTXtfxQEREqrR++17Wb9+b7DDq5FBjTvVjnrhoIsOPGk6H7A4A5e9Ts9q/G5daSF3HAxERqVLhvtJkh1Bnhxrzoa6fnZV5SOvXZvHni5lfMJ+nlj5Vufj6jCa73gcOOfMpgYiIJMlh7ZondPtPXvwkAKt3rK4ou2zqZf0Wf+fNj+OxfSUQaXQ27t4IQE7LnCRHUjepGnd5XJCe/TlJ7JRApNEpLEmvMRfKpWrcX8alBNLYqBFdRKSRyG6SDXFo+yinBCIi0kjktMwhkhf5LF7bUwIREZGYqA1ERKSORv55NnM/PbhjwhOPaF8xWFRjoAQiIlJHx3dvx/Hd2/GtU3oCwYiCv3pxCWZJDqye6RKWiEgd3XJ2b56ft5bPvygGoGBnIVPmr+W7Z/dOcmT1SwlERKSOurTJZsSg7kz6YC3ZWZn85a1VjBjUnS6ts5MdWr1SAhERicEtZ/fm1cUb2bq7uFHWPkAJREQkJuW1kG8+9l6jrH1AAhOImU00swIzW1SprIOZzTCz5eF7+0TtX0Qk0W45uzcDerRrlLUPSGwN5AngogPKxgAz3b0PMDOcFhFJS13aZPPkjSc3ytoHJDCBuPssYOsBxZcD+eHnfOCKRO1fREQSq76fA+nq7hsA3H2DmXWpbkEzGwWMCifjMnqWiIjET8o2orv7I+5+orufSJwGgBcRkfip7wSyycy6AYTvBfW8fxERiZP6TiDTgLzwcx7wQj3vX0RE4iSRt/E+A/wX6Gdma83sJmAccL6ZLQfOD6dFRCQNJawR3d2/Xs2scxO1TxERqT8p24guIiKpTQlERERiogQiIiIxUQIREZGYaERCEZEGLrtJYvrqUgIREWngclrmJGS7uoQlIiIxUQIREZGYKIGIiEhMlEBERCQmSiAiIhITJRAREYmJEoiIiMRECURERGKiBCIiIjFRAhERkZgogYiISEyUQEREJCZKICIiEhMlEBERiYm6c2+EfjJpIa9/VEDHVk157Y6zAfj9jI959v01dGjZDICfXtiPc47pUrHOuu17Of/Bt/jBeX0YddZRrNz8Bd//+/yK+Z9t3cMd5/flpjOOrN+DEZGkUQJphEYO7k7eab344XML9iu/6YwjGXXWUVWuc++LSxjSr3PF9FGdW/Hy6DMBKC1zvnrfTC78StfEBS0iKUcJpBH6au+OfLZ1T9TLv7p4Iz07tqB5VmaV899ZsYUjOrage/sW8QpRRNKA2kCkQv7sT7nooVn8ZNJCduzZB8Ce4hL+8tZKRp/bp9r1Xly4nuEDDquvMEUkRSiBCADfOuUIZv30HP51+5l0adOMX09fAgRtIzedcSQtm1VdWS0uKePfSzdxSW63+gxXRFKALmEJAJ1bN6v4fO1JPbkp/30AFny2nX9FNvLbf33EzsJ9ZJjRrEkmeaf1AuDNZQX0P7ztfuuLSOOgBCIAFOwspEubbCBo8+jbtTUAk245rWKZ38/4mJbNvkweANMWrucyXb4SaZSUQBqh//fMfN5d9Tnbdhdzyn0zueP8Pry7aitL1u/EDLq3b859V+bWup29xaW8vWIL911V+7Ii0vCYuyc7hlqZ2Vx3P/GA4tQPXFLS6h2rAejVtldS42B11tkAAA2qSURBVKirVI27PK6y4k4A9O7cKonR1M2qzV8A6RVzHFi8NpSUGoiZXQRMADKBx9x9XDLiaOimr5rOhHkT2Lh7Izktcxg9aDTDeg/bb5mp89fxwKvLWL99L4e1a85PLuzHFSccnqSIE2vktJEs27bsoPJ+7fsxefjkJEQUnVSNuzyu3atup6zo4MuYx3Vrw7/CZ4VSzSUT/sOSDTsPKk/lmFNRvd+FZWaZwJ+Ai4HjgK+b2XH1HUdDN33VdMbOHsuG3RtwnA27NzB29limr5pesczU+eu4c0qEddv34gRPm985JcLU+euSF3gCDegygKyMrP3KsjKyGNhlYJIiik6qxl0eV2bzT4GS/eZlZRqDjmifnMCiMKhnO7Iy9/9DPNVjTkXJuI33ZGCFu69y92LgWeDyJMTRoE2YN4HC0sL9ygpLC5kwb0LF9AOvLmPvvtL9ltm7r5QHXj34r92G4JbjbyHD9v/KZ1gGtwy4JUkRRSdV4y6Pq2mn18H2v6Kcacbt5x6dpMhqd/u5fciw/RNIqsecipKRQA4HPqs0vTYs24+ZjTKzuWY2F8iuYjumV/WvDbs3VNlGFJYbYOu2761ymbA86ccQ71fnFp2tqLToz0BReKhFRaVFD3dq3inpsaVj3OVxZWTtKspqO5dKtZCiwpKyh7u0zk76uavu1aVNthWVlO13TlM95ji+4iYZCaSqAzjoh8zdH3H3E8NX/3qIq6FZE0V5NMs0NPfy5fetLJxOB6ka972AH1ALSaX4apKq5zRtJCOBrAV6VJruDqxPQhwN3c+BAzu82hOWk5ufO7a2Zcr1GjN9bEIiTIJIXmQD8FeCH4y/RvIiG5McUlRSNe7yuDKydpVltli5iDC+1eOGpUR8NVk9bth+5zQdYk41yUgg7wN9zOxIM2sKXAtMS0IcDVokL/J34DvApwR/ZX0KfCcsB/jl6nHDqlwmLK/sl/UTdb25F3ib9PuLM1Xjvhd4OzN74zdJzfhqkqrnNC0k5TkQM7sEeIjgNt6J7v6beg+ikcvNz/VIXiSq66G9xkz31eOGxfXaqYikv7R4kLAqZrYIKKx1QalSdq/swYWrCz+IZtmmOUcPLt64Iqpl00gnYEuyg2hAGtv5TOfjzY5Xu3I6d2VSWMXT6RKlsAYS1fkLayAN6lxX07uBxKixnc90Pt7wzta4UHfuIiISEyWQxuueBC0rIo1EOreBjHL3R5Idh6QnfX/iq7Gdz3Q+3njGnrYJREREkkuXsEREJCbpfBeWVJKbnzsRuBQoiORF+h8w78fAA0DnSF5kS1g2hOBZnCxgSyQvcnZYPprg4UIDHo3kRR6qt4MQkbSSMjUQM5toZgXh8x3lZR3MbIaZLQ/f24flZmZ/MLMVZvahmQ2qtE5euPxyM8tLxrEkyRPARQcW5ubn9gDOp1L/Vrn5ue2Ah4HhkbzIV4CvheX9CZLHycAA4NLc/Nw+CY88Dsysh5m9YWZLzWyxmY0Oy/UdipGZZZvZHDNbGJ7Te8LyI83svfD8/CPsUQIzaxZOrwjn96q0rTvD8mVmdmFyjqh2ZpZpZvPN7KVwOi2O1cxWm1nEzBaU36ZbH9/9lEkgVP0DOAaY6e59gJnhNARjifQJX6OAP0Nwwgi63fgqwY/gL8tPWkMXyYvMArZWMev3wE/Zv8PKbwBTInmRNeG6BWH5scC7kbzInkhepAR4C7gycVHHVQnwI3c/FjgFuC0cZ0bfodgVAUPdfQAwELjIzE4BxgO/D8/pNuCmcPmbgG3ufjTB9248QPjvcC3wFYL/4w+H4wKlotHA0krT6XSs57j7wErPpyT8u58yCcTdq/oBvBzIDz/nA1dUKn/SA+8C7cysG3AhMMPdt7r7NmAGVfxV3ljk5ucOB9ZF8iILD5jVF2ifm5/7Zm5+7ge5+bnXheWLgLNy83M75ubntgAuYf+OL1OWu29w93nh510EPwKHo+9QzMJz80U4mRW+HBgKlA+FeOA5LT/Xk4FzzczC8mfdvcjdPwFWEPxApRQz6w4MAx4Lp430PtaEf/dTJoFUo6u7b4DgBwLoEpZXN6ZIVGONNAZhArgL+J8qZjcBBhP8Z7kQ+EVufm7fSF5kKcFfUjOAV4CFHDjUXBoILyecALyHvkOHJLykswAoIPherAS2u3v596Ly+ak4d+H8HUBH0uecPkRQWy8LpzuSPsfqwGtm9oGZjQrLEv7dT9dG9OrGFIlqrJFG4ijgSGBhbn4uBN3mz8vNzz2Z4IuxJZIX2Q3szs3PnUXQ5vFxJC/yOPA4QG5+7n3hsmnDzFoBzwM/cPedZtX2AanvUBTcvRQYaGbtgH8SXOY8aLHwPW3PqZldChS4+wdmNqS8uIpFU/VYT3f39WbWBZhhZh/VsGzcYk/1GsimsGpF+F5+rb66MUU01kgokheJRPIiXSJ5kV6RvEgvgnMzKBxH4gXgzNz83CZhTeWrhNd9c/Nzu4TvPYGrgGeScgAxMLMsguTxtLtPCYv1HYoDd98OvEnQvtTOzMr/+Kx8firOXTi/LcFl6XQ4p6cDw81sNcEw20MJaiRpcazuvj58LyBI9CdTD9/9VE8g04DyOwHyCH74ysuvC+8mOAXYEVbRXgUuMLP2YePPBWFZg5ebn/sM8F+gX25+7trc/Nybqls2vFT1CvAhMAd4LJIXKb/77fnc/NwlwIvAbZG8yLYEhx4X4fXnx4Gl7v5gpVn6DsXIzDqHNQ/MrDlwHsEfGm8AI8PFDjyn5ed6JPC6B08qTwOuDe9cOpKg8XZO/RxFdNz9Tnfv7u69CBrBX3f3b5IGx2pmLc2sdflngu/sIurju+/uKfEi+Et3A7CPIBPeRHBNcSawPHzvEC5rwJ8IrsdGgBMrbedGgoarFcANyT4uvert+3MGQXX7Q2BB+LpE36FDOqfHA/PDc7oI+J+wvDfBj+IKYBLQLCzPDqdXhPN7V9rWXeG5XgZcnOxjq+W4hwAvpcuxhjEuDF+LgbvC8oR/99WViYiIxCTVL2GJiEiKUgIREZGYKIGIiEhMlEBERCQmSiAiIhITJRAREYmJEoiIiMRECUQSzsyuNDM3s2PC6XZmdmsS4+lllcadiXEbs+u4fI6ZPWtmK81siZn9y8z6hvO6m9kL4RgMK81sgoXjTkSx3V5mtjfs8LDemVnzcAyKYjPrlIwYJHmUQKQ+fB14m6CLCIB2QNISyKEIu3/IcPfT6rIOQf9Eb7r7Ue5+HPBzoGs4bwow1YNxG/oCrYDf1CGsle4+sA7Lx4277w33nWp9W0k9UAKRhAp7xz2doGua8gQyDjgq/Mv1gfCv6I/M7DEzW2RmT5vZeWb2TvhX+cmVtvfDcJlFZvaDsKylmU23YOS8RWZ2TaVt5lsw6tpkM2tRKbRMM3vUgpH2Xgv7esLMvmXBKHwLzOz/wu7Me1kw0uHDwDygh5l9USmm68J9LDSzv1VxGs4B9rn7X8oL3H2Bu/+HoNO+Qnf/a1heCtwB3HhAvNGe7yqPO4ryGs+9mY2vXGs0s7Fm9qO6xicNTLL7ndGrYb+AbwGPh59nA4OAXsCiSsv0Ihh3JJfgj5oPgIkEffZcTvDXOQRjmESAlgR/pS8mGPdjBPBope21DbfpBN1cE27vxwfsb2A4/VwY57EEnUhmheUPA9eFy5cBp1Taxxfh+1cI+jzqFE53qOIc3E4wql1V56fKeQR9UB0fxfmt6lwedNy1lEdz7k8A3qq0nyVAz0rTq8vPgV6N56UaiCTa1wm6xyZ8/3o1y33i7hF3LyNIDDPd3QkSRq9wmTOAf7r7bg9GypsCnBkuc174V/KZ7r4jXP4zd38n/PxUuH7l/ZW3G3wQ7uNcgiT1ftimcC5BR3UAn3owetuBhgKT3X0LgLtXNaxwTYyqx1wwwM3sirCm9IKZXRDlNqs77urKaz337j4f6GJmh5nZAILhXNfU4TilAUrXAaUkDZhZR4If2P5m5kAmwY/lw1UsXlTpc1ml6TK+/J5WOTqUu39sZoMJet/9rZm9BjzJwT/Mlacr768UaB5uP9/d7zzgOHoBu6vaN9UngMoW82WX4FXNG3HA/toQjMuw0t0jwNSwe+3fAa/Vsi+qiMdrKY/m3EMwdOtIIIcv/yiQRkw1EEmkkQRjLx/h7r3cvQfwCdATaB3D9mYBV4TX7lsCVwL/MbPDgD3u/hTBj+ygcPmeZnZq+Lm8Ib8mM4GRFozqhpl1MLMjoljn6jBZYmYdqljmdaCZmX2nvMDMTjKzs8P1W5jZdWF5JvC/wBPuvqfSNu4m6II7GtUdd13Px4GeJWjHGsmX44RLI6YEIon0dYK7jyp7nuBH6J2w0faBaDfm7vOAJwjGX3gPeCy8tJILzAkvO90F/DpcZSmQZ2YfAh2AP9ey/SUEP9SvhevMALrVss5igjum3jKzhcCDVSzjBMnufAtu010MjAXWV5r3NTNbDnwMFBLcpVV+19d44OXw+KNR3XHX6XxUc6ytgXUejrUtjZvGA5EGKbzs9JK7909yKIfEzG4nGE3ufWCBV7qTK5zfi0rHWd1xJ/p8WDAU7InlbUHSOKgNRCSFufsfgD/UsEgp0NbMFngSngUJb3/+L5BF0GYijYhqICIiEhO1gYiISEyUQEREJCZKICIiEhMlEBERiYkSiIiIxEQJREREYqIEIiIiMfn/puhxRRcBC5gAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "### %matplotlib inline\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "save_plot = True\n",
-    "plot_unlim = True\n",
-    "plot_5m = True\n",
-    "\n",
-    "offset=0.01\n",
-    "labelsize=10\n",
-    "ticksize=10\n",
-    "\n",
-    "\n",
-    "fig, ax = plt.subplots(figsize=(6,4))\n",
-    "ax.spines['left'].set_position(('outward',5))\n",
-    "ax.spines['bottom'].set_position(('outward',5))\n",
-    " \n",
-    "# 5m simulations\n",
-    "\n",
-    "if plot_5m:\n",
-    "    color_5m='C2'\n",
-    "    #b=plot_simulation_merged(ax,1250, 90, 0, color_5m, 1)\n",
-    "    #plot_simulation_merged(ax,1375, 90, 0, color_5m, 1)\n",
-    "    plot_simulation_merged(ax,1438, 90, 0, color_5m, 1)\n",
-    "    plot_simulation_merged(ax,1500, 90, 46.6, color_5m, 1)\n",
-    "    plot_simulation_merged(ax,1594, 90, 50.3, color_5m, 1)\n",
-    "    #plot_simulation_merged(ax,1250, 90, 0, color_5m, 1)\n",
-    "    plot_simulation_merged(ax,3000, 90, 65, color_5m, 1)\n",
-    "    plot_simulation_merged(ax,5000, 90, 90, color_5m, 1)\n",
-    "    \n",
-    "    # Jormungand\n",
-    "    #mlo_aqua_2000ppmv_Jor2\n",
-    "    plot_simulation_merged(ax,2000, 13.48, 0, color_5m, 3)\n",
-    "    #mlo_aqua_2000ppmv_Jor5\n",
-    "    #plot_simulation_merged(ax,2000, 32.68, 29.34, color_5m, 3)\n",
-    "    #mlo_aqua_2500ppmv_Jor2\n",
-    "    plot_simulation_merged(ax,2500, 13.48, 0, color_5m, 3)\n",
-    "    #mlo_aqua_2500ppmv_Jor5\n",
-    "    #plot_simulation_merged(ax,2500, 32.68, 36.16, color_5m, 4)\n",
-    "    #mlo_aqua_3000ppmv_Jor\n",
-    "    plot_simulation_merged(ax,3000, 28.03, 36.87, color_5m, 4)\n",
-    "    #mlo_aqua_3000ppmv_Jor2\n",
-    "    plot_simulation_merged(ax,3000, 13.48, 0, color_5m, 3)\n",
-    "    #mlo_aqua_3000ppmv_Jor3\n",
-    "    #plot_simulation_merged(ax,3000, 16.26, 22.95, color_5m, 4)\n",
-    "    #mlo_aqua_5000ppmv_Jor\n",
-    "    #plot_simulation_merged(ax,5000, 28.03, 34.75, color_5m, 4)\n",
-    "    #mlo_aqua_5000ppmv_Jor2\n",
-    "    plot_simulation_merged(ax,5000, 13.29, 30.00, color_5m, 4)\n",
-    "    #mlo_aqua_5000ppmv_Jor4\n",
-    "    plot_simulation_merged(ax,5000, 7.47, 15.07, color_5m, 4, -offset)\n",
-    "    #mlo_aqua_10000ppmv_Jor\n",
-    "    #plot_simulation_merged(ax,10000, 28.03, 41.30, color_5m, 4)\n",
-    "    \n",
-    "    \n",
-    "#hice_unlim simulations\n",
-    "if plot_unlim:\n",
-    "    color_unlim='C0'\n",
-    "    a=plot_simulation_merged(ax,1500, 90, 0, color_unlim, 1)\n",
-    "    plot_simulation_merged(ax,1594, 90, 49.54, color_unlim, 1, offset)\n",
-    "    plot_simulation_merged(ax,1688, 90, 51.07, color_unlim, 1)\n",
-    "    plot_simulation_merged(ax,1875, 90, 53.20, color_unlim, 1)\n",
-    "    plot_simulation_merged(ax,2250, 90, 56.85, color_unlim, 1)\n",
-    "    plot_simulation_merged(ax,3000, 90, 65, color_unlim, 1, offset) #5m limited, but always under 5m\n",
-    "    plot_simulation_merged(ax,3000, 14.46, 0, color_unlim, 3, offset)\n",
-    "    #plot_simulation_merged(ax,3000, 22.05, 22.83, color_unlim, 4)\n",
-    "    plot_simulation_merged(ax,3750, 14.46, 0, color_unlim, 3)    \n",
-    "    #plot_simulation_merged(ax,3750, 19.2, 18.7, color_unlim, 4)\n",
-    "    #plot_simulation_merged(ax,3907, 14.46, 15.1, color_unlim, 2)\n",
-    "    plot_simulation_merged(ax,4063, 14.46, 11.5, color_unlim, 3)\n",
-    "    #plot_simulation_merged(ax,4219, 14.46, 16.23, color_unlim, 2)\n",
-    "    plot_simulation_merged(ax,4375, 14.46, 18.2, color_unlim, 4)\n",
-    "    plot_simulation_merged(ax,5000, 14.46, 24, color_unlim, 4, offset)\n",
-    "    #plot_simulation_merged(ax,5000, 11.6, 14.3, color_unlim, 2)\n",
-    "    plot_simulation_merged(ax,5000, 90, 90, color_unlim, 1, offset) # limited, but no ice at all\n",
-    "    #plot_simulation_merged(ax,10000, 14.46, 18, color_unlim, 4)   \n",
-    "\n",
-    "\n",
-    "ax.set_yticks([np.sin(np.radians(0)),np.sin(np.radians(10)),np.sin(np.radians(20)),np.sin(np.radians(30)),np.sin(np.radians(45)),np.sin(np.radians(60)),np.sin(np.radians(90))])\n",
-    "ax.set_ylim(-0.1,1.1)\n",
-    "ax.set_xlabel(\"Atmospheric CO$_2$ [ppmv]\",size=labelsize)\n",
-    "ax.set_ylabel(\"Ice-Edge Latitude [°]\",size=labelsize)\n",
-    "\n",
-    "plt.tick_params(axis='both', which='major', labelsize=ticksize)\n",
-    "\n",
-    "ax.spines['right'].set_color('none')\n",
-    "ax.spines['top'].set_color('none')\n",
-    "ax.yaxis.tick_left()\n",
-    "ax.xaxis.tick_bottom()\n",
-    "\n",
-    "\n",
-    "ax.set_xscale('log')\n",
-    "\n",
-    "ax.set_xticks(np.linspace(1000,10000,10) )\n",
-    "ax.set_xticklabels([1000, 2000,3000,4000,5000,'','','','',10000] )\n",
-    "ax.set_xlim(1000,5000)\n",
-    "ax.set_ylim(0,1)\n",
-    "# extra ticks at bifurcation points\n",
-    "#semtner_bif=1641\n",
-    "#semtner_5m_bif=1547\n",
-    "semtner_bif=1547\n",
-    "semtner_5m_bif=1469\n",
-    "ax.vlines([semtner_5m_bif],-0.04,-0.01,color=color_5m,lw=1,clip_on=False)\n",
-    "ax.vlines([semtner_bif],-0.04,-0.01,color=color_unlim,lw=1,clip_on=False)\n",
-    "#ax.axvline(semtner_bif,-20,0.1)\n",
-    "ax.annotate(semtner_bif,(semtner_bif,0.02),color=color_unlim,ha='center',clip_on=False)\n",
-    "ax.annotate(semtner_5m_bif,(semtner_5m_bif,0.1),xytext=(semtner_5m_bif,-0.05),color=color_5m,ha='center',va='top',clip_on=False)\n",
-    "ax.set_yticklabels([0,10,20,30,45,60,90])\n",
-    "legend_color(ax,[\"0L-Semtner\",\"0L-Semtner-limited\"],2)\n",
-    "\n",
-    "\n",
-    "if save_plot:\n",
-    "    plt.savefig(\"plots/bifurcation_5mlim_merged.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 bleeding edge (using the module anaconda3/bleeding_edge)",
-   "language": "python",
-   "name": "anaconda3_bleeding"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/python_scripts /bifurcation_Winton_Semtner_unlim.ipynb b/python_scripts /bifurcation_Winton_Semtner_unlim.ipynb
deleted file mode 100644
index c8aa6e011151f7bd8ce1da7ded24c175b45fc008..0000000000000000000000000000000000000000
--- a/python_scripts /bifurcation_Winton_Semtner_unlim.ipynb	
+++ /dev/null
@@ -1,219 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Create CO2 - ice-edge latitude diagrams \n",
-    "CO2 - ice-edge latitude diagrams are created by manual input of stability and equilibrium ice-edge latitude. The actual bifurcation diagram is added afterwards as a best guess."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%matplotlib inline\n",
-    "import xarray as xr\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import matplotlib as mpl\n",
-    "from scipy import stats\n",
-    "\n",
-    "\n",
-    "def plot_simulation_merged(axes,co2, startlat, endlat, col, stable, offset=0): #plot a simulation into the bifurcation diagram\n",
-    "    #plt.plot(co2,np.sin(np.radians(startlat)),'bo',fillstyle='none')#\n",
-    "    handle = []\n",
-    "    if stable==2: # metastable\n",
-    "        axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),markeredgecolor=col,marker='o',markerfacecolor=\"none\",clip_on=False)\n",
-    "    elif stable==1: # stable from warm\n",
-    "        axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),color=col,marker='o',clip_on=False)\n",
-    "    elif stable==3: # towards Snowball\n",
-    "        if endlat==0:\n",
-    "            axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),color=col,marker='v',clip_on=False)\n",
-    "        else:\n",
-    "            axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),color=col,markerfacecolor='none',marker='v',clip_on=False)\n",
-    "        handle, =axes.plot([co2 *(1+offset),co2 *(1+offset)],[np.sin(np.radians(startlat)),np.sin(np.radians(endlat))],color=col,linestyle='-',alpha=0.2,clip_on=False) #plot the line\n",
-    "    elif stable==4: # towards icefree\n",
-    "        axes.plot(co2 *(1+offset),np.sin(np.radians(endlat)),color=col,markerfacecolor='none',marker='^',clip_on=False)\n",
-    "        handle, =axes.plot([co2 *(1+offset),co2 *(1+offset)],[np.sin(np.radians(startlat)),np.sin(np.radians(endlat))],color=col,linestyle='-',alpha=0.2,clip_on=False) #plot the line\n",
-    "    return handle\n",
-    "\n",
-    "def legend_color(ax, handle_array, pos):\n",
-    "    legend = ax.legend(handle_array,handlelength=0, handletextpad=0, edgecolor='none', facecolor='none', markerscale=0, loc=pos)\n",
-    "    for item in legend.legendHandles:\n",
-    "        item.set_visible(False)\n",
-    "    for text in legend.get_texts():\n",
-    "        if text.get_text()=='Winton':\n",
-    "            text.set_color('C1')\n",
-    "        if text.get_text()=='3L-Winton':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='0L-Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='Semtner_5m':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='0L-Semtner-lim5':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='1438ppmv':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='1500ppmv':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='3000ppmv':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='5000ppmv':\n",
-    "            text.set_color('C3')\n",
-    "            \n",
-    "    return legend"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "save_plot = True\n",
-    "plot_winton = True\n",
-    "plot_unlim = True\n",
-    "\n",
-    "labelsize=10\n",
-    "ticksize=10\n",
-    "\n",
-    "offset=0.01\n",
-    "\n",
-    "fig, ax = plt.subplots(figsize=(6,4))\n",
-    "ax.spines['left'].set_position(('outward',5))\n",
-    "ax.spines['bottom'].set_position(('outward',5))\n",
-    " \n",
-    "    \n",
-    "# color_winton simulations\n",
-    "if plot_winton:\n",
-    "    color_winton='C1'\n",
-    "\n",
-    "    \n",
-    "    a=plot_simulation_merged(ax,1875, 90, 0, color_winton, 1)\n",
-    "    plot_simulation_merged(ax,2250, 90, 0, color_winton, 1)\n",
-    "    plot_simulation_merged(ax,2437, 90, 50.5, color_winton, 1)\n",
-    "    plot_simulation_merged(ax,2625, 90, 52.6, color_winton, 1)\n",
-    "    plot_simulation_merged(ax,3000, 90, 56.3, color_winton, 1)\n",
-    "    plot_simulation_merged(ax,5000, 90, 90, color_winton, 1)\n",
-    "    plot_simulation_merged(ax,3000, 15.3, 0, color_winton, 3, -offset)\n",
-    "    plot_simulation_merged(ax,5000, 15.3, 0, color_winton, 3)\n",
-    "    plot_simulation_merged(ax,5000, 38.9, 54.3, color_winton, 4)\n",
-    "    #plot_simulation_merged(ax,10000, 15.3, 6, color_winton, 3)\n",
-    "    plot_simulation_merged(ax,3000, 30.2, 0, color_winton, 3)\n",
-    "    plot_simulation_merged(ax,4219, 30.2, 0, color_winton, 3)\n",
-    "    plot_simulation_merged(ax,4219, 16.6, 0, color_winton, 3, -offset)\n",
-    "    \n",
-    "    \n",
-    "# hice_unlim simulations\n",
-    "if plot_unlim:\n",
-    "    color_unlim='C0'\n",
-    "    a=plot_simulation_merged(ax,1500, 90, 0, color_unlim, 1)\n",
-    "    plot_simulation_merged(ax,1594, 90, 49.54, color_unlim, 1)\n",
-    "    plot_simulation_merged(ax,1688, 90, 51.07, color_unlim, 1)\n",
-    "    plot_simulation_merged(ax,1875, 90, 53.20, color_unlim, 1)\n",
-    "    plot_simulation_merged(ax,2250, 90, 56.85, color_unlim, 1)\n",
-    "    plot_simulation_merged(ax,3000, 90, 65, color_unlim, 1) #5m limited, but always under 5m\n",
-    "    plot_simulation_merged(ax,3000, 14.46, 0, color_unlim, 3, offset)\n",
-    "    plot_simulation_merged(ax,3750, 14.46, 0, color_unlim, 3)    \n",
-    "    #plot_simulation_merged(ax,3907, 14.46, 15.1, color_unlim, 2)\n",
-    "    plot_simulation_merged(ax,4063, 14.46, 11.5, color_unlim, 3)\n",
-    "    #plot_simulation_merged(ax,4219, 14.46, 16.23, color_unlim, 2)\n",
-    "    plot_simulation_merged(ax,4375, 14.46, 18.2, color_unlim, 4, )\n",
-    "    plot_simulation_merged(ax,5000, 14.46, 24, color_unlim, 4)\n",
-    "    #plot_simulation_merged(ax,5000, 11.6, 14.3, color_unlim, 2)\n",
-    "    plot_simulation_merged(ax,5000, 90, 90, color_unlim, 1, offset) # limited, but no ice at all\n",
-    "    #plot_simulation_merged(ax,10000, 14.46, 18, color_unlim, 4)\n",
-    "\n",
-    "\n",
-    "#ax.hlines([np.sin(np.radians(56.3)),np.sin(np.radians(50.5)),np.sin(np.radians(52.6))],1500,3500)\n",
-    "ax.set_yticks([np.sin(np.radians(0)),np.sin(np.radians(10)),np.sin(np.radians(20)),np.sin(np.radians(30)),np.sin(np.radians(45)),np.sin(np.radians(60)),np.sin(np.radians(90))])\n",
-    "ax.set_ylim(-0.1,1.1)\n",
-    "ax.set_xlim(1000,10500)\n",
-    "ax.set_xlabel(\"Atmospheric CO$_2$ [ppmv]\",size=labelsize)\n",
-    "ax.set_ylabel(\"Ice-Edge Latitude [°]\",size=labelsize)\n",
-    "\n",
-    "plt.tick_params(axis='both', which='major', labelsize=ticksize)\n",
-    "\n",
-    "ax.spines['right'].set_color('none')\n",
-    "ax.spines['top'].set_color('none')\n",
-    "ax.yaxis.tick_left()\n",
-    "ax.xaxis.tick_bottom()\n",
-    "\n",
-    "\n",
-    "ax.set_xscale('log')\n",
-    "\n",
-    "ax.set_xticks([1000,2000,3000,4000,5000,6000,7000,8000,9000,10000] )\n",
-    "ax.set_xticklabels([1000,2000,3000,4000,5000,'','','','',10000] )\n",
-    "ax.set_xlim(1000,5000)\n",
-    "ax.set_ylim(0,1)\n",
-    "\n",
-    "# extra ticks at bifurcation points\n",
-    "winton_bif=2344\n",
-    "#semtner_bif=1641\n",
-    "semtner_bif=1547\n",
-    "\n",
-    "ax.vlines([winton_bif],-0.04,-0.01,color=color_winton,lw=1,clip_on=False)\n",
-    "ax.vlines([semtner_bif],-0.04,-0.01,color=color_unlim,lw=1,clip_on=False)\n",
-    "#ax.axvline(semtner_bif,-20,0.1)\n",
-    "ax.annotate(winton_bif,(winton_bif,0.1),xytext=(winton_bif,-0.05),color=color_winton,ha='center',va='top',clip_on=False)\n",
-    "ax.annotate(semtner_bif,(semtner_bif,0.1),xytext=(semtner_bif,-0.05),color=color_unlim,ha='center',va='top',clip_on=False)\n",
-    "\n",
-    "ax.set_yticklabels([0,10,20,30,45,60,90])\n",
-    "legend_color(ax,[\"3L-Winton\", \"0L-Semtner\"],2)\n",
-    "#plt.legend((a,b),(\"Winton\", \"Semtner hice_unlim\"))\n",
-    "if save_plot:\n",
-    "    if plot_winton:\n",
-    "        plt.savefig(\"plots/bifurcation_winton_merged.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 bleeding edge (using the module anaconda3/bleeding_edge)",
-   "language": "python",
-   "name": "anaconda3_bleeding"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/python_scripts /cdo_pp.ipynb b/python_scripts /cdo_pp.ipynb
deleted file mode 100644
index 7d1a67e082fc4dcc6ba516678430caafc21a5936..0000000000000000000000000000000000000000
--- a/python_scripts /cdo_pp.ipynb	
+++ /dev/null
@@ -1,347 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Postprocessing of ICON-AES output for Snowball experiments\n",
-    "\n",
-    "This scripts merges the 2d output data of ICON into a global and zonal mean. It does that by processing custom subperiods and then merging these output files. This is done so that not all the output data has to be reprocessed if the simulation is continued at a later time, as well as for a better overview of which period is processed and which is not. For this, it is reasonable to *not* delete the output files of the subperiods (*.yXXXX_XXXX.nc) until it's certain that this simulation is not continued.\n",
-    "Additionally, 3d data is copied."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Definition of paths "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/bb1092/pp_JH/csecfrl_experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/ exists\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os, glob, sys\n",
-    "from datetime import datetime\n",
-    "\n",
-    "#experiment = \"mlo_aqua_4219ppmv_71sic_winton_semtnerrestart\" #experiment name\n",
-    "experiment = \"mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1\" #experiment name\n",
-    "\n",
-    "base_path = \"/scratch/b/b380905/experiments/)\" #base path of experiment output data\n",
-    "#base_path = \"/scratch/b/b380782/experiments/\" #Christoph\n",
-    "data_path = base_path +experiment +\"/\"\n",
-    "\n",
-    "save_path = \"/work/bb1092/pp_JH/csecfrl_experiments/\" #saving path\n",
-    "\n",
-    "if not os.path.isdir(save_path +experiment): #check if experiment folder in saving path exists\n",
-    "    print(\"creating folder \" +save_path +experiment)\n",
-    "    os.mkdir(save_path +experiment)\n",
-    "else:\n",
-    "    print(save_path +experiment +\"/ exists\")\n",
-    "    \n",
-    "filename = experiment +\"_atm_2d_ml\" #basename of input and output file"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Process subperiod of a simulation into zonal and global mean\n",
-    "Output files are *gm.y0000_9999.nc and *zm.y0000_9999.nc."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0347*\n",
-      "cdo mergetime: Processed 330854400 values from 540 variables over 359 timesteps [53.82s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0348*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [50.85s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0349*\n",
-      "cdo mergetime: Processed 330854400 values from 540 variables over 359 timesteps [57.53s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0350*\n",
-      "cdo mergetime: Processed 330854400 values from 540 variables over 359 timesteps [49.51s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0351*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [54.46s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0352*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [56.52s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0353*\n",
-      "cdo mergetime: Processed 330854400 values from 540 variables over 359 timesteps [50.91s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0354*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [44.30s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0355*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [48.27s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0356*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [50.75s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0357*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [48.14s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0358*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [48.34s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0359*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [47.18s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0360*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [46.44s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0361*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [38.40s 362MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0362*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [48.39s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0363*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [47.57s 364MB]\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1/mlo_aqua_5000ppmv_83sic_hice_unlim_csecfrl1_atm_2d_ml_0364*\n",
-      "cdo mergetime: Processed 331776000 values from 540 variables over 360 timesteps [46.41s 364MB]\n",
-      "cdo cat:                        1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 6 6 6 6 6 6 6 6 6 6 7 7 7 7 7 7 7 7 7 7 8 8 8 8 8 8 8 8 8 8 9 9 9 9 9 9 9 9 9 91cdo cat: Processed 5968281600 values from 810 variables over 6476 timesteps [294.88s 452MB]\n",
-      "cdo fldmean:                        1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 6 6 6 6 6 6 6 6 6 6 7 7 7 7 7 7 7 7 7 7 8 8 8 8 8 8 8 8 8 8 9 9 9 9 9 9 9 9 9 91cdo fldmean: Processed 1673314304 values from 45 variables over 6476 timesteps [185.01s 306MB]\n",
-      "cdo remapcon: YAC first order conservative weights from unstructured (20480) to lonlat (192x96) grid\n",
-      "cdo remapcon:                        1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 6 6 6 6 6 6 6 6 6 6 7 7 7 7 7 7 7 7 7 7 8 8 8 8 8 8 8 8 8 8 9 9 9 9 9 9 9 9 9 910cdo remapcon: Processed 1673314304 values from 45 variables over 6476 timesteps [228.43s 482MB]\n",
-      "cdo zonmean: Processed 1076486144 values from 45 variables over 6476 timesteps [84.30s 323MB]\n",
-      "merging and averaging took 0:28:11.264509, 0:01:33.959139per year\n",
-      "removed temporary files\n"
-     ]
-    }
-   ],
-   "source": [
-    "startyear = \"0347\"\n",
-    "endyear = \"0364\"\n",
-    "\n",
-    "currentyear = startyear\n",
-    "\n",
-    "starttime = datetime.now()\n",
-    "for year in range(int(startyear,10),int(endyear,10)+1):\n",
-    "    currentyear = str(year)\n",
-    "    while len(currentyear)<4:\n",
-    "        currentyear = \"0\" +currentyear\n",
-    "    print(data_path +filename +\"_\" +currentyear +\"*\")\n",
-    "    \n",
-    "    checkFileList = glob.glob(data_path +filename +\"_\" +currentyear +\"*\", recursive=True)\n",
-    "    if len(checkFileList)!=12:\n",
-    "        sys.exit(\"Wrong number of files for year \" +currentyear +\"! \" +len(checkFileList) +\" files\")\n",
-    "        \n",
-    "    !cdo -O mergetime {data_path +filename +\"_\" +currentyear +\"*\"} {data_path +\"temp_y\" +currentyear +\".nc\"}\n",
-    "\n",
-    "\n",
-    "# merge files\n",
-    "!cdo -O cat {data_path +\"temp_y*.nc\"} {data_path +\"temp_merged.nc\"}\n",
-    "!cdo -O fldmean {data_path +\"temp_merged.nc\"} {save_path +experiment +\"/\" +filename +\".gm.y\" +startyear +\"_\" +endyear +\".nc\"}\n",
-    "!cdo -O remapcon,r192x96 {data_path +\"temp_merged.nc\"} {data_path +\"temp_remap.nc\"}\n",
-    "!cdo -O zonmean {data_path +\"temp_remap.nc\"} {save_path +experiment +\"/\" +filename +\".zm.y\" +startyear +\"_\" +endyear +\".nc\"}\n",
-    "\n",
-    "endtime = datetime.now()\n",
-    "duration = endtime-starttime\n",
-    "print(\"merging and averaging took \" +str(duration) +\", \" +str(duration/(int(endyear)-int(startyear)+1)) +\"per year\")\n",
-    "\n",
-    "\n",
-    "#remove files in SCRATCH directory\n",
-    "fileList = glob.glob(data_path +\"temp_y*.nc\", recursive=True)\n",
-    "\n",
-    "#for filePath in fileList:\n",
-    "#    os.remove(filePath)\n",
-    "\n",
-    "os.remove(data_path +\"temp_merged.nc\")\n",
-    "os.remove(data_path +\"temp_remap.nc\")\n",
-    "print(\"removed temporary files\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Merge subperiods\n",
-    "Ouput files are *.gm.nc and *.zm.nc"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "cdo mergetime: Processed 1101015 values from 180 variables over 24467 timesteps [730.82s 232MB]\n",
-      "cdo mergetime: Processed 105697440 values from 180 variables over 24467 timesteps [824.56s 266MB]\n"
-     ]
-    }
-   ],
-   "source": [
-    "#merge single files\n",
-    "!cdo -O mergetime {save_path +experiment +\"/\" +filename +\".gm.y*.nc\"} {save_path +experiment +\"/\" +filename +\".gm.nc\"}\n",
-    "!cdo -O mergetime {save_path +experiment +\"/\" +filename +\".zm.y*.nc\"} {save_path +experiment +\"/\" +filename +\".zm.nc\"}"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Create monthly and yearly means\n",
-    "Output files are *.mm.gm.nc, *.ym.gm.nc, *mm.zm.nc, *ym.zm.nc"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "cdo monmean: Processed 1101015 values from 45 variables over 25282 timesteps [109.40s 209MB]\n",
-      "cdo yearmean: Processed 1101015 values from 45 variables over 24534 timesteps [105.47s 176MB]\n",
-      "cdo yearmean: Processed 105697440 values from 45 variables over 24534 timesteps [132.00s 193MB]\n",
-      "cdo monmean: Processed 105697440 values from 45 variables over 25282 timesteps [141.59s 232MB]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# monthly & yearly means\n",
-    "!cdo -O monmean {save_path +experiment +\"/\" +filename +\".gm.nc\"} {save_path +experiment +\"/\" +filename +\".mm.gm.nc\"}\n",
-    "!cdo -O yearmean {save_path +experiment +\"/\" +filename +\".gm.nc\"} {save_path +experiment +\"/\" +filename +\".ym.gm.nc\"}\n",
-    "!cdo -O yearmean {save_path +experiment +\"/\" +filename +\".zm.nc\"} {save_path +experiment +\"/\" +filename +\".ym.zm.nc\"}\n",
-    "!cdo -O monmean {save_path +experiment +\"/\" +filename +\".zm.nc\"} {save_path +experiment +\"/\" +filename +\".mm.zm.nc\"}"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Optional: Merge additional subperiods \n",
-    "If the subperiod files have been deleted but the simulation is continued afterwards, this is used to merge additional subperiods into the final file. It works, but it's not recommended because it's easy to skip a time period or double it."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#merge additional single files\n",
-    "!cdo -O mergetime {save_path +experiment +\"/\" +filename +\".zm.y0*.nc\"} {save_path +experiment +\"/\" +filename +\".zm.nc\"} {save_path +experiment +\"/temp.zm.nc\"} \n",
-    "!cdo -O mergetime {save_path +experiment +\"/\" +filename +\".gm.y0*.nc\"} {save_path +experiment +\"/\" +filename +\".gm.nc\"} {save_path +experiment +\"/temp.gm.nc\"} "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Remove subperiod files in work directory\n",
-    "Only do this if you're certain that the simulation will not be continued."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#remove files in WORK directory\n",
-    "fileList = glob.glob(save_path +experiment +\"/\" +filename +\"*.y0*\", recursive=True)\n",
-    "\n",
-    "for filePath in fileList:\n",
-    "    os.remove(filePath)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Optional: copy 3D files into work directory"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/bb1092/pp_JH/mlo_aqua_4219ppmv_77sic_hice_unlim/3D\n",
-      "/work/bb1092/pp_JH/mlo_aqua_4219ppmv_77sic_hice_unlim/3D/ exists\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_4219ppmv_77sic_hice_unlim/mlo_aqua_4219ppmv_77sic_hice_unlim_atm_2d_ml_0291*\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_4219ppmv_77sic_hice_unlim/mlo_aqua_4219ppmv_77sic_hice_unlim_atm_2d_ml_0292*\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_4219ppmv_77sic_hice_unlim/mlo_aqua_4219ppmv_77sic_hice_unlim_atm_2d_ml_0293*\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_4219ppmv_77sic_hice_unlim/mlo_aqua_4219ppmv_77sic_hice_unlim_atm_2d_ml_0294*\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_4219ppmv_77sic_hice_unlim/mlo_aqua_4219ppmv_77sic_hice_unlim_atm_2d_ml_0295*\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_4219ppmv_77sic_hice_unlim/mlo_aqua_4219ppmv_77sic_hice_unlim_atm_2d_ml_0296*\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_4219ppmv_77sic_hice_unlim/mlo_aqua_4219ppmv_77sic_hice_unlim_atm_2d_ml_0297*\n",
-      "/scratch/b/b380905/experiments/mlo_aqua_4219ppmv_77sic_hice_unlim/mlo_aqua_4219ppmv_77sic_hice_unlim_atm_2d_ml_0298*\n"
-     ]
-    }
-   ],
-   "source": [
-    "# copy 3D files\n",
-    "startyear = \"0291\"\n",
-    "endyear = \"0300\"\n",
-    "\n",
-    "currentyear = startyear\n",
-    "filename3D = experiment +\"_atm_3d_ml\"\n",
-    "filename3Dmean = experiment +\"_atm_3d_mean_ml\"\n",
-    "print(save_path +experiment +\"/3D\")\n",
-    "if not os.path.isdir(save_path +experiment +\"/3D\"): #check if experiment folder in saving path exists\n",
-    "    print(\"creating folder \" +save_path +experiment +\"/3D\")\n",
-    "    os.mkdir(save_path +experiment +\"/3D\")\n",
-    "else:\n",
-    "    print(save_path +experiment +\"/3D/ exists\")\n",
-    "    \n",
-    "\n",
-    "for year in range(int(startyear,10),int(endyear,10)+1):\n",
-    "    currentyear = str(year)\n",
-    "    while len(currentyear)<4:\n",
-    "        currentyear = \"0\" +currentyear\n",
-    "    print(data_path +filename +\"_\" +currentyear +\"*\")\n",
-    "    !cp {data_path +filename3D +\"_\" +currentyear +\"*\"} {save_path +experiment +\"/3D/\"}\n",
-    "    !cp {data_path +filename3Dmean +\"_\" +currentyear +\"*\"} {save_path +experiment +\"/3D/\"}\n",
-    "\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 bleeding edge (using the module anaconda3/bleeding_edge)",
-   "language": "python",
-   "name": "anaconda3_bleeding"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/python_scripts /energyflux_icelimit_comparison.ipynb b/python_scripts /energyflux_icelimit_comparison.ipynb
deleted file mode 100644
index 2f38c341c534e55db35d1e54fa939a78b43dab04..0000000000000000000000000000000000000000
--- a/python_scripts /energyflux_icelimit_comparison.ipynb	
+++ /dev/null
@@ -1,1184 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Calculation of the artificial heatflux out of zonal data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "mlo_aqua_1438ppmv_atm_2d_ml_0137to0338.mm.zm.nc\n",
-      "mlo_aqua_3000ppmv_Jor2_atm_2d_ml_0258to0425.mm.zm.nc\n"
-     ]
-    }
-   ],
-   "source": [
-    "%matplotlib inline\n",
-    "import xarray as xr\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "import matplotlib as mpl\n",
-    "\n",
-    "experiment1 =  \"mlo_aqua_1438ppmv\"\n",
-    "filename1 = experiment1 +\"_atm_2d_ml_0137to0338.mm.zm.nc\" \n",
-    "data_path1 = \"/work/bb1092/pp_JH/\" +experiment1 +\"/\"\n",
-    "\n",
-    "experiment2 =  \"mlo_aqua_3000ppmv_Jor2\"\n",
-    "filename2 = experiment2 +\"_atm_2d_ml_0258to0425.mm.zm.nc\" \n",
-    "data_path2 = \"/work/bb1092/pp_JH/\" +experiment2 +\"/\"\n",
-    "\n",
-    "experiment3 =  \"mlo_aqua_5000ppmv_Jor2\"\n",
-    "filename3 = experiment3 +\"_atm_2d_ml_0258to0306.mm.zm.nc\" \n",
-    "data_path3 = \"/work/bb1092/pp_JH/\" +experiment3 +\"/\"\n",
-    "\n",
-    "experiment4 =  \"mlo_aqua_1500ppmv\"\n",
-    "filename4 = experiment4 +\"_atm_2d_ml.mm.zm.nc\" \n",
-    "data_path4 = \"/work/bb1092/pp_JH/\" +experiment4 +\"/\"\n",
-    "\n",
-    "\n",
-    "\n",
-    "print(filename1)\n",
-    "print(filename2)\n",
-    "# load netcdf file\n",
-    "DS1 = xr.open_dataset(data_path1 +filename1, decode_times=False)\n",
-    "DS2 = xr.open_dataset(data_path2 +filename2, decode_times=False)\n",
-    "DS3 = xr.open_dataset(data_path3 +filename3, decode_times=False)\n",
-    "DS4 = xr.open_dataset(data_path4 +filename4, decode_times=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "def legend_color(ax, handle_array, pos):\n",
-    "    legend = ax.legend(handle_array,handlelength=0, handletextpad=0, edgecolor='none', facecolor='none', markerscale=0, loc=pos)\n",
-    "    for item in legend.legendHandles:\n",
-    "        item.set_visible(False)\n",
-    "    for text in legend.get_texts():\n",
-    "        if text.get_text()=='Winton':\n",
-    "            text.set_color('C1')\n",
-    "        if text.get_text()=='3L-Winton':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='0L-Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='Semtner_5m':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='0L-Semtner-lim5':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='0L-Semtner-limited':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='1438ppmv':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='1500ppmv':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='3000ppmv':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='5000ppmv':\n",
-    "            text.set_color('C3')\n",
-    "            \n",
-    "    return legend"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# qbot\n",
-    "da1 = DS1.qbot_icecl.sel()\n",
-    "da1 = da1.assign_coords(time=(da1.time/360))\n",
-    "da1 = da1.squeeze()\n",
-    "\n",
-    "da2 = DS2.qbot_icecl.sel()\n",
-    "da2 = da2.assign_coords(time=(da2.time/360))\n",
-    "da2 = da2.squeeze()\n",
-    "\n",
-    "da3 = DS3.qbot_icecl.sel()\n",
-    "da3 = da3.assign_coords(time=(da3.time/360))\n",
-    "da3 = da3.squeeze()\n",
-    "\n",
-    "da4 = DS4.qbot_icecl.sel()\n",
-    "da4 = da4.assign_coords(time=(da4.time/360))\n",
-    "da4 = da4.squeeze()\n",
-    "\n",
-    "qbot1=da1.values\n",
-    "qbot2=da2.values\n",
-    "qbot3=da3.values\n",
-    "qbot4=da4.values\n",
-    "\n",
-    "mqbot1 = np.pi/2* np.dot(da1.values,np.cos(np.radians(da1.lat))) / np.size(da1.lat)\n",
-    "mqbot2 = np.pi/2* np.dot(da2.values,np.cos(np.radians(da2.lat))) / np.size(da2.lat)\n",
-    "mqbot3 = np.pi/2* np.dot(da3.values,np.cos(np.radians(da3.lat))) / np.size(da3.lat)\n",
-    "mqbot4 = np.pi/2* np.dot(da4.values,np.cos(np.radians(da4.lat))) / np.size(da4.lat)\n",
-    "\n",
-    "\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# sea ice thickness tendency\n",
-    "da1 = DS1.dhidt_icecl.sel()\n",
-    "da1 = da1.assign_coords(time=(da1.time/360))\n",
-    "da1 = da1.squeeze()\n",
-    "dhidt1 =da1.values*60*60*24*30 # ice growth per month\n",
-    "\n",
-    "da2 = DS2.dhidt_icecl.sel()\n",
-    "da2 = da2.assign_coords(time=(da2.time/360))\n",
-    "da2 = da2.squeeze()\n",
-    "dhidt2 =da2.values*60*60*24*30 # ice growth per month\n",
-    "\n",
-    "da3 = DS3.dhidt_icecl.sel()\n",
-    "da3 = da3.assign_coords(time=(da3.time/360))\n",
-    "da3 = da3.squeeze()\n",
-    "dhidt3 =da3.values*60*60*24*30 # ice growth per month\n",
-    "\n",
-    "da4 = DS4.dhidt_icecl.sel()\n",
-    "da4 = da4.assign_coords(time=(da4.time/360))\n",
-    "da4 = da4.squeeze()\n",
-    "dhidt4 =da4.values*60*60*24*30 # ice growth per month\n",
-    "\n",
-    "\n",
-    "# sea ice cover\n",
-    "da1 = DS1.sic.sel()\n",
-    "da1 = da1.assign_coords(time=(da1.time/360))\n",
-    "da1 = da1.squeeze()\n",
-    "sic1 = da1.values\n",
-    "\n",
-    "da2 = DS2.sic.sel()\n",
-    "da2 = da2.assign_coords(time=(da2.time/360))\n",
-    "da2 = da2.squeeze()\n",
-    "sic2 = da2.values\n",
-    "\n",
-    "da3 = DS3.sic.sel()\n",
-    "da3 = da3.assign_coords(time=(da3.time/360))\n",
-    "da3 = da3.squeeze()\n",
-    "sic3 = da3.values\n",
-    "\n",
-    "da4 = DS4.sic.sel()\n",
-    "da4 = da4.assign_coords(time=(da4.time/360))\n",
-    "da4 = da4.squeeze()\n",
-    "sic4 = da4.values\n",
-    "\n",
-    "# sea ice thickness\n",
-    "da1 = DS1.sit.sel()\n",
-    "da1 = da1.assign_coords(time=((da1.time-da1.time[0])/360))\n",
-    "da1 = da1.squeeze()\n",
-    "sit1 = da1.values\n",
-    "\n",
-    "da2 = DS2.sit.sel()\n",
-    "da2 = da2.assign_coords(time=((da2.time-da2.time[0])/360))\n",
-    "da2 = da2.squeeze()\n",
-    "sit2 = da2.values\n",
-    "\n",
-    "da3 = DS3.sit.sel()\n",
-    "da3 = da3.assign_coords(time=((da3.time-da3.time[0])/360))\n",
-    "da3 = da3.squeeze()\n",
-    "sit3 = da3.values\n",
-    "\n",
-    "da4 = DS4.sit.sel()\n",
-    "da4 = da4.assign_coords(time=((da4.time-da4.time[0])/360))\n",
-    "da4 = da4.squeeze()\n",
-    "sit4 = da4.values\n",
-    "\n",
-    "#temperature\n",
-    "da1 = DS1.ts.sel()\n",
-    "da1 = da1.assign_coords(time=((da1.time-da1.time[0])/360))\n",
-    "da1 = da1.squeeze()\n",
-    "ts1 = da1.values\n",
-    "\n",
-    "da2 = DS2.ts.sel()\n",
-    "da2 = da2.assign_coords(time=((da2.time-da2.time[0])/360))\n",
-    "da2 = da2.squeeze()\n",
-    "ts2 = da2.values\n",
-    "\n",
-    "da3 = DS3.ts.sel()\n",
-    "da3 = da3.assign_coords(time=((da3.time-da3.time[0])/360))\n",
-    "da3 = da3.squeeze()\n",
-    "ts3 = da3.values\n",
-    "\n",
-    "da4 = DS4.ts.sel()\n",
-    "da4 = da4.assign_coords(time=((da4.time-da4.time[0])/360))\n",
-    "da4 = da4.squeeze()\n",
-    "ts4 = da4.values\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAD8CAYAAAC8TPVwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO2df7RcVZXnP18T8mg0JEgSgTwgaQykgbZbjeC0LeOI0NFW0zODEuixwWatjNOmf44j0D8QaZkJ/mYtGHvSkBb8QUCUNqtJGwFb7eklmIB2a0LoTuIjvBBNYkKAweT5YM8f91a4qVS9unXvuVXn1tuftd5K1bn31jm5depbu/bZ+2yZGY7jOE49eEm/B+A4juPkx0XbcRynRrhoO47j1AgXbcdxnBrhou04jlMjXLQdx3FqhIu24zhOCSQtlvSYpC2Srmpx/DxJj0gal3RR07FTJH1d0qOSNkma16k/F23HcZyCSJoC3Ay8FTgTuETSmU2nbQcuB77Y4iVuBz5mZr8EnAPs6tTn1DIDdhzHmeScA2wxs20AklYDS4BNjRPMbCQ99kL2wlTcp5rZfel5z+bpMArRfulx02zmScf0dQxPjx/dk37Gxvp3yzWmQtfZtCRrdtq0cY6deuCwY3uee9mh154yBlMOGDowVm6ggbCjp/H80eL5aXDUy37OsVMPcNyU5444b9/zx/D0+NGH3pui9wlevFe9Ztq08Z700/z+94MnN+3fY2azy7zGG990tO3b+0LnE4GNP/j5RiD7H19pZivTx3OBJzLHRoFzcw7jdOApSV8B5gP3A1eZ2fMTXRSFaM886Rh+765f7+sY7vvxwp70MzJaaq4VZmj7tFLXHzxljHnDu7nghM2H7tXI6Gx++R+PYsbWg0zbPJrMppelfzHxAvD0i093/+ZpPHPqi8K84Nd2HHo8Mjo7yL3qB/OGd/elX4ALTtjcs77+/Ox7Hy/7Gvv2vsCX752V69yFp+w8YGaL2hxu9Q2f95t7KvBG4NUkLpQ7Sdwot3a6aGDplRBPRF1FutXr7dw+l9uZy/THjRlbD/JLm7cH7aNXzL53K413ZWzhMPsfP+nQseRj3PkzlxX9Zrq59yEFfqK5VrWgl/2s9VL0AzMKnJx5Pgw82cW138u4Vv4WeD11F+0YhDcPvRDnkEI8/fHuf8YfsqgHiGmbR5md6sXYwmH2nzaU67rs/ZtIwDvR7j0Nba3nmZ/9tNS7+5zfW9k4CrAeWCBpPrADWApc2sW1x0mabWa7gTcDGzpdFKVo10WoG/TLmnbCMbZwuN9D6KlbpZ8CPUiY2bik5cA6YAqwysw2SroO2GBmayS9DrgHOA54h6QPm9lZZva8pA8AD0gS8DDw1536jEK0nx4/uhZCXbU4h3ZpFLGm2zFj68FgrxUj0zaP9l24G+9/L8S7MZddvMtjZmuBtU1t12Qerydxm7S69j7gVd30F4Vo14V2EzyUmLf7sBYV81Y/24sK+f7ThgZeuIsSylXSoArxdnEeHDom10haJWmXpB82tf9+mgW0UdJHM+1Xp5lBj0n6jSoGHRN1sr5DWt5Oa6Y/bsHuc8j3fmR09mF/Tn3JY2l/FriJJHMHAEn/gSSA/FVmdlDSnLT9TBJH/FnAScD9kk7vFHfotKdhbYX4AD9zqgoLilvZExPCwm5QpXvELe7601G0zezbLfLh/xuwwswOpuc0Ui+XAKvT9h9J2kKSMfSdYCOOjMaHoCrrJZS15VZ2tTTf3xARJaHF2wV7MCjq0z4deKOk60kyhT6QOtvnAg9mzhtN2waWyfRTc9DC/aqirNVdlaWdnasu4PWl6IZRU0nCV14P/A/grjRkJXd2kKRlkjZI2vDzp45MLa4LVU7+2KzsfkdX1IGQC5FVMpmMjUGjqGiPAl+xhO+SJArPoovsIDNbaWaLzGzRUTP7u+9IrBw8ZSyI1fXMqQoiJm5p945eCbeLd/0o6h75W5LsnW9KOh2YBuwB1gBflPRJkoXIBcB3Qww0VuoUPeJUz/THLeiiZBW4a6TedBRtSXcAbwJmSRoFPgSsAlalYYBjwGVmZsBGSXeRbEs4Dry/rpEj/bBAqhDosq4RjxrpjlCCXWUEiSfW1Js80SOXtDn0X9qcfz1wfZlBxUDRCV1G7Ft9UMsKeZkwP+DQXhwu3vkIZWkPbZ9WmXC7WNcbz4gMQMzhfiEWIV2wuyNU+F9Vm0m1mq8u5PXBRbsgdVnAaQiGx2lXTx1cI+ACXXdctLugV0IdU+q6W9n5qcMipFN/XLS7oOrsxwZZSyuET7tBEQH3jaK6I8TmUZ4R6UyEV2MvQK8mf0wWt9M9ZTePCvn+u2APDm5pF6T5QxCzj7uMcEw2K7vx/81bwaYVMfq2R0Znu3APCG5pB6AKwY4thX0yUUawIdz2rKHj9j0DcjBwS7tLejXpD54y1vdsyIbVOdnS12dsPVhauENY21VuHOVWd31xS7tL5g3vPuKvKkLtO1KUhnBNto2iyrpGYhbsBm51h0PS4rToyxZJV7U4fp6kRySNS7qoxfFjJe2QdFOe/qKwtI+deoALTth8RHsd6kZWRb+t7MlMGb92wy1SVrib3/9ebNfaCbfOj0TSFOBm4AKSDfPWS1pjZpsyp20HLgc+0OZl/hL4Vt4+oxDtuhT2baZKSyWWijWTlaLWdoyLkM24+AblHGCLmW0DkLSapBjMIdE2s5H02AvNF0t6LfAK4GvAojwdRiHasdLLn48xhvdNtsiRyYL7tIMyF3gi83wUODfPhZJeAnwCeA9wft4OXbQnoNXErkrIQ1Zin8ja60bQs4k1YwuHB35BsvH/G1s4XHgxstX9LWJ9V5Vg02CyC/e+54/h7qdfk/Pse2dJ2pBpWGlmK9PHuQu/tOD3gLVm9kRSQyYfLtpd0m6ix7yoE8LyHnTBrpIyfu7sl3ZoAZ/swt0Fe8ysnesid+GXFvw7krKNvwe8DJgm6VkzO2IxM4uLdkF6IdKxLEa6YBcn1kgSF+tgrAcWSJoP7ACWApfmudDMfrvxWNLlwKJOgg0u2oWpynVSRqhDLza6T7sYdViM9EIIYTCzcUnLgXXAFGCVmW2UdB2wwczWSHodcA9JXd13SPqwmZ1VtE8X7RKEtrZjEuzJzLTNo6Vi0+tQCKGB761dHjNbC6xtarsm83g9idtkotf4LPDZPP3lKTe2Cng7sMvMzm469gHgY8BsM9uTVmS/EXgb8BxwuZk9kmcgdWTe8O6gwl0mzK+VSLiQFyNEMlHswu3CXF/yZER+Fljc3CjpZJKA8u2Z5reSFPNdACwDPlN+iJOPRhX2stXYG9l5obL0JguTwYfvGZH1paNom9m3gb0tDn0K+CCHh7csAW63hAeBmZJODDLSCKnLYmSoDYwmC2Ut7ZBfkp7O7jRTyKct6Z3ADjP756b4wlaB5nOBnYVH2Af6PYl9h796EyqVvSrcNVJvuhZtSccAfwZc2Opwi7aWyiFpGYkLhaE507sdRqXkmdRVp7DHkL4+WavWlF2IbODlx5wqKGJpnwbMBxpW9jDwiKRz6CLQPM0oWgkw/YwTamcSVl16LNTeI2WEezIKdmjKWt1VVGQvMmfdOo+HrkXbzH4AzGk8lzRCEhS+R9IaYHm6acq5wH4zq5VrpFtCR5BkiSW5xumOkNa1V2Z3mskT8ncH8CZglqRR4ENmdmub09eShPttIQn5e2+gcUZFzCLtfmwnLy7Y9aSjaJvZJR2Oz8s8NuD95YcVN9nJXkWcdoOQm0W5mPeOuviyfe+ReuIZkQWpciHSLe44KFN2LPRufxPRa/92GfxLojwu2gWp0pcdAi98UJ5BrhOZBxfYOHHRLkEv3CRlrO6GaLh415eq9x9xYa4fLtoF6JWF7W4SJ7Rgu0jXHxftAvSiok1ZwXax7g+xp683z1MX8frhol2SWP3a7tPuDyF392vQi3212+GiHh8u2iWpOjOyKC7Y/SOUcLsv22mFi3YBQgl06IxHF+p4CCHcVRb39Rjt+uKiXYDmyV5UxCf6MHohhPqTvfdlBDxkBIkLdf1x0Y6UUDv9OXFQ1vIOJdztDAwX8/rgol2Q2HzYTryUdZN42F/cSFpMUmZxCnCLma1oOn4e8GngVcBSM7s7bf9VkupexwLPA9eb2Z2d+stTbszpAx6j7TjxI2kKcDNJqcUzgUskndl02nbgcuCLTe3PAb+TVmZfDHxa0sxOfbql7TgVEeumUR6rHZRzgC1mtg0g3ZZ6CbCpcYKZjaTHXsheaGb/mnn8pKRdwGzgqYk6dNEuSFUp7KFwK3sw8LC/anh6/Gju+/HCnGffO0vShkzDyrSIC7QusXhut+NJi8hMA7Z2OtdFuwAxirQTF7HHaYNb3F2wx8wWtTmWu8RiO9Li558DLjOzFzqd76LdJXWpwO4Zkf0lRHHfKuK0XZiDk7vEYiskHQvcC/y5mT2Y5xoX7Tb0y5r2SuyDQYyWtgt2JawHFkiaD+wAlgKX5rlQ0jTgHuB2M/tS3g7zlBtbBbwd2GVmZ6dtHwPeAYyR+GDea2ZPpceuBq4gCWH5AzNbl3cwMZF3gocWd9+WdTAIZWmHFO7sXHUBD4OZjUtaDqwjCflbZWYbJV0HbDCzNZJeRyLOxwHvkPThNGLk3cB5wPGSLk9f8nIz+/5EfeaxtD8L3ATcnmm7D7g6HfANwNXAlWmoy1LgLOAk4H5Jp5vZ83luQB2pYu8Rt7YHh7JZkRPNhV5UrHFx74yZrSWpj5ttuybzeD2J26T5us8Dn++2vzw1Ir8taV5T29czTx8ELkofLwFWm9lB4EeStpCExHyn24HFSi/cJqGyId2v3T9idI8044JcT0L4tH8XaGTxzCUR8QajadsRSFoGLAMYmjM9wDB6Q1W7+vn+2U4zVVet8U2j6kkp0Zb0Z8A48IVGU4vTWqpJGue4EmD6GSfUTnFCx2mXrcTum0U53eBiXV8Ki7aky0gWKM83s4Y6lAp/qQt1idN290i96WdRXydeCu09km6QciXwTjN7LnNoDbBU0lAaArMA+G75YcbFvOHdh/5ixgXbcQaPPCF/dwBvAmZJGgU+RBItMgTcJwngQTN7XxrqchdJ3v048P5BjByp2tL2zaLqT4i9tKssguDUlzzRI5e0aL51gvOvB64vM6gY6aVLJET0iMdp9586RJA49cO3Zs1Jr10ioT6sse40N+jEft9HRmfXZm3GORxPY4+MkNVq3MruHyGrsns1dieLi3YBqtyWtfEB9VJjTpW4GNcXF+2cVPFTsgphdus6DkK6R6qwthvz2cW7frho52SiyR2yGrtb2INBKPdIVa4RF+v64qIdGWXdI1mhcKu7v7S7/92Ieat5UEVVdhfx+uCiHRm+w99g4da2ExoX7YLEGi7lYh0HoXzavYwccRGvBy7aBZk3vLsS4Q7pHgEX8X5Rl5A/cLGuGy7aJagi9K+Me8QFOiwzth489Hj/aUNdXz/R+1HWrw3hrPAqfzX6F0J4XLQDEcryLmNpe+p6eIqIdTvKWt69Sml3oY0bF+2SxBi/7VuyhiGEYMe4EOmiHJZ019MbSWpE3mJmK5qOnwd8GngVsNTM7s4cuwz48/TpR8zstk79uWi3IdaFRmdy4YIdN5KmADcDF5DUE1gvaY2Zbcqcth24HPhA07UvJ9k1dRFJsZiH02v3TdSni3Yb8kxuF3anE82/eLq1vENuz+qCXQnnAFvMbBuApNUktXIPibaZjaTHXmi69jeA+8xsb3r8PmAxcMdEHbpoF6RKwQ6x/4j7t8tTdiGyFUWjSprnQhER9wrsLzI2NrWbz/AsSRsyz1em5RIhqYH7RObYKHBuztdtdW3LmrpZXLQLUlWB3waezt5/Qi5CQjn/tlvafWWPmS1qcyx3XdxQ17poFySkWHsl9sElpoVIT6aphDJ1cUdJqoJlr/1mp4vylBtbRVLAd5eZnZ22vRy4E5gHjADvNrN9SmqP3Qi8DXgOuNzMHsn5H6gVzRO+jIhnP5RlQv0auIjHQ+O9KCPeIRNsXKiDsx5YkNbE3QEsBS7Nee064H9KOi59fiFJKccJyWNpfxa4Cbg903YV8ICZrZB0Vfr8SuCtJMV8F5D4dT5Dfv9O7YhxIdIFOxwhfdplE23yfJnnEfZ+ztlB/MIws3FJy0kEeAqwKq2Vex2wwczWSHodcA9wHPAOSR82s7PMbK+kvyQRfoDrGouSE5GnRuS3Jc1ral7Ci2b9bSQm/ZVp++1mZsCDkmZKOtHMdnbqp45UWQzB6T+hfdrQf792OwZRUHuFma0F1ja1XZN5vJ7E9dHq2lXAqm76K+rTfkVDiM1sp6Q5aXu71dAjRFvSMmAZwNCc6QWHEQcu2E4nYs2GdLGuH6EXInOvhqYhMysBpp9xQq1+08cs0p4NOXiEFGwX6fpTVLR/0nB7SDoR2JW2l1lJrQ0hFyGbOXjKWJA0dnD/dr8JtT1ryIXIieaqC3o9KCraa4DLgBXpv1/NtC9Ps4LOBfYPqj+7SkIIt+N0SztBdzGPizwhf3eQLDrOkjRKkiu/ArhL0hUkefXvSk9fSxLut4Uk5O+9FYzZcWpB7HUiwQW5juSJHrmkzaHzW5xrwPvLDioWeum7jq3MWCPcbdrm0SCvNxmJdfGxgQt2PfGMyAmoogJ7O8om2DQI5c/ef9oQM7YeZGzhsAt3Qcpa2iE3i3IGBxftgrQS9FBCXtan7QuQYZix9WDwpJqym0WFFPDGfHWLu164aAeg36XGXKSrYVCLIIALdZ1x0S5JDDHbHps92FRR3LfVvHUhrwcu2iUJWZW9jFska9G5gMdDiA2jvHqNk8VFuwRVWNkhCyCAC3i/CZVg4zgNXtLvAdSZecO73WpxasfI6Owo3HpOMdzSjhAvijA4xLafdgM3NuqLi3ZOemWZePr64BGji2RkdLYLd01x0c5JlXHZWUIk2Xglm3jwkD8nNC7aJQgZOVIVLtj9JZR7pB1FBd0rs9cXF+2CVC3W7iYZLMqmtPue2k4DF+0uiakKexa3qOMn1K5/RXGxrgZJi0kKmk8BbjGzFU3Hh0hq7L4W+ClwsZmNSDoKuAV4DYkW325m/6tTfy7aXRKyLmQr68n92INBKHGuYq+RZlzMiyNpCnAzcAFJEZj1ktaY2abMaVcA+8zslZKWAjcAF5NsaT1kZr8s6Rhgk6Q7zGxkoj49TrsEVUx239FtMJj+uB32V5Sh7dMO+6sCj9suxTnAFjPbZmZjwGqSAudZlpAUQAe4GzhfkkhKMb5U0lTgF4Ax4OlOHbql3SU+uZ1uiDV6JItb2h2ZJWlD5vnKtMYttC5mfm7T9YfOMbNxSfuB40kEfAlJ4fNjgD82s72dBuOi3SUh3SPt8K1ZB4d++7Fb4SINGlM3n7E9Zrao3Uu1aGv+ALY75xzgeeAk4DjgHyXdb2bbJhpMKfeIpD+WtFHSDyXdIeloSfMlPSTp3yTdKWkgwyBitrhjE4nJTtkv0dBuEXeHBCVPMfND56SukBnAXuBS4Gtm9nMz2wX8E9Duy+EQhUVb0lzgD4BFZnY2ycppw8n+KTNbAOwjccIPHI19R6qyWsr+JHbhjoNnTlWUZcfc2g7GemBBaqxOI9HANU3nNAqhA1wEfCMtzbgdeLMSXgq8HtjcqcOy7pGpwC9I+jmJT2Yn8GaSbxBInO/XAp8p2U+0VGGxhLCs3EXiTIRHkoQh9VEvB9aRGK6rzGyjpOuADWa2BrgV+JykLSQW9tL08puBvwF+SOJC+Rsz+5dOfRYWbTPbIenjJN8WPwO+DjwMPGVm4+lpoyRO+COQtAxYBjA0Z3rRYfSdxiQPKd6htmd14R4Mqtgwqh2+J0n3mNlaYG1T2zWZxwdIwvuar3u2VXsnCou2pONIVj7nA08BXwLe2uLUlsqRrr6uBJh+xgnRqEs/fX0xWdiNauxOOXwh0glNGffIW4AfmdluAElfAX4NmClpamptt3LKR02eCV1l1AjEUQChUY3dKU6s4X7Z+esCXj/KiPZ24PVpJs/PgPOBDcA/kDjbV5M4379adpCx0asd/4ribpEwNL60ihb4bfc+dCPmVWwWlcV92/WjjE/7IUl3A48A48D3SNwd9wKrJX0kbbs1xEBjxgV7MBnkauzgwlxXSkWPmNmHgA81NW8jCRqfFIQS7KIuERfpeInNl92MLzrWE8+ILEmoDMmi/mzfKCpeYqvE7gI9GLhol6CqyjUhFiJdvOOhjHhn50JZAfcFyMHARTsyvPjBYBGrT9tdI/XFRTsyQoT9gVvcsRBjNXYX63rjot0FdarI7mIdBzFa2m5l1xsvghAhIT6kITYqcgYTF+x645Z2F0w02WOK1Qa3tEMwY+vB0rHaoauxV5lQ0woX+Phw0S5BaKEu6xZxoQ5LiOQaKO8i8a1ZnSwu2l0Sm1BDeLHO7jkybfNo0NeeTMTsnvLwv/riot0lofcdCVGRPXSCTcPCnLH1IGMLh124CxLjDn8NXKjri4t2AKrYU7so7iKJi1bvR7dC3vwlXoVf20W8PrholyQGoc7i8dnxEWPYXwMX6/rhol2CmPzbLtLxEco10quqNU49cNEuSGz7joQqfuCEI/s+xOLbdss6PJIWAzeS1Ii8xcxWNB0fAm4HXgv8FLjYzEbSY68C/g9wLPAC8Lq0PFlbPLmmID75nW4o80U6tH1asD1pYnPn1R1JU0gK9L4VOBO4RNKZTaddAewzs1cCnwJuSK+dCnweeJ+ZnQW8Cfh5pz7d0i5BqG1Zs5Td5c+Jk5hitT3cLyjnAFvMbBuApNUktXM3Zc5ZAlybPr4buEmSgAuBfzGzfwYws5/m6dAt7QCEtF7K+rXdNRIfMQm2U4hZkjZk/pZljs0Fnsg8H03baHVOWjt3P3A8cDpgktZJekTSB/MMppSlLWkmcAtwNknV9d8FHgPuBOYBI8C7zWxfmX76Qa9/RsZmXTcSbDxGuzyxxWu7dQ1TxrpyWe0xs0VtjrV6Y5tfuN05U4FfB14HPAc8IOlhM3tgosGUtbRvBL5mZguBXwEeBa4CHjCzBcAD6fPaMW9494R/oTl4ylhpi6qxSVQIgWgk2IwtHC79Wk55n7YTLaPAyZnnw8CT7c5J/dgzgL1p+7fMbI+ZPQesBV7TqcPClrakY4HzgMsBzGwMGJO0hMShDnAb8E3gyqL9xEjsiznuIomT5vclRFX2Il/0neavW+JdsR5YIGk+sANYClzadM4a4DLgO8BFwDfMzCStAz4o6RhgDPj3JAuVE1LGPfKLwG7gbyT9CvAw8IfAK8xsJ4CZ7ZQ0p9XFqV9oGcDQnOklhtF7qliAbBCiCIIn2PSXusVnu0gXx8zGJS0H1pGE/K0ys42SrgM2mNka4Fbgc5K2kFjYS9Nr90n6JInwG7DWzO7t1GcZ0Z5KYsr/vpk9JOlGunCFmNlKYCXA9DNOqIW6VGFhx7izn28YVY5Q8dmNueELkXFjZmtJXBvZtmsyjw8A72pz7edJwv5yU0a0R4FRM3sofX43iWj/RNKJqZV9IrCrRB9RUVWIXzPdCHkrUfANo+IhxCJk1eLdmMtucdeDwqJtZj+W9ISkM8zsMeB8ktjETST+mxXpv18NMtLIaJ7gsfi53SUSH7FFj2Rxoa4fZZNrfh/4gqRpwDbgvSQRKXdJugLYTpufBXWnKpEOVdAXXMAHCXeROA1KibaZfR9oFb94fpnXdcoRQqyzfm2nPGWt7ZAV2d26rjeext6Cfro6QqSxh4ge2X/aEDO2HnR/dkliy4Z0wa4/Ltot6HZihxL5GLdm9YXIcpQt7Bt6EdIXHeuPi3ZElInRdl92eEJUY28Qwj0C4cV7IlzY48RF23HaMKjV2F2M642Ldg5iTKrJEtKybl6AnMyukVCWdpn0dfAkG+dwXLRz0MkyKSLq7T6AZVwjIcS7sQDpJIR0kcQSq+2ukXrjoh2AecO7o0iueeZUuT+7AkJb3GUWJauwtl2g64WLdk5iEOU8uHCHpaxYeyV2JzQu2jmpcme/kLiLJCxlrewQm0e5T9vJ4qLdJTELNrilHStlLO6QYu3Wdf1x0e6SVpM+hJAXjSapemtWJwxl/NnZuVFWwJvnqot4/XDRLknoLVq7Fe8qtmZ1qiG2eG3wyux1xEW7ALG7SMriPu0kPr1RHzNE9EhMgu3iXG9ctCegl+IcItkmlIU92QUbDi9o3G/BDo27SOqNi/YEdDOZywp8iN39nHCEtrTLUlWMtlMeSYuBG0lqRN5iZiuajg8BtwOvBX4KXGxmI5njp5AUj7nWzD7eqT8X7QHB/djVUka4y6axN2j1pR5CyN3yLo6kKcDNwAUkJRjXS1pjZpsyp10B7DOzV0paCtwAXJw5/ing7/P26aJdkpAulDLWtof6hSWkewTi8Wm7IAfnHGCLmW0DkLQaWEJiOTdYAlybPr4buEmSzMwk/RZJ1a//l7fD0qKdftNsAHaY2dslzQdWAy8HHgHeY2YD9bsupFDHtoe2+7MTQrpHYvJpu1VdiFmSNmSerzSzlenjucATmWOjwLlN1x86x8zGJe0Hjpf0M+BKEiv9A3kHE8LS/kPgUeDY9PkNwKfMbLWkvyL5afCZAP1EQ8iivs0WVNFK7KEE3CNHwhJzGjskc3cyCveUA9bNPN9jZq3KKgK0eoObP4ztzvkwiVY+K+WfJ6VEW9Iw8JvA9cCfKOn5zcCl6Sm3kfwsGCjRbhBT6J8XQQhP1touykTvRV5BD5lcMxkFumJGgZMzz4eBJ9ucMyppKjAD2EtikV8k6aPATOAFSQfM7KaJOixraX8a+CAwPX1+PPCUmY1nBju31YWSlgHLAIbmTG91SvTEsrtfaNzaroZY/NpOUNYDC1K38A5gKS8arQ3WAJcB3wEuAr5hZga8sXGCpGuBZzsJNsBLio5U0tuBXWb2cLa5xaktTQ0zW2lmi8xs0VEzjyk6jIHDP5hOlQyikdFPUgN1ObCOxE18l5ltlHSdpHemp91K4sPeAvwJcFWZPstY2m8A3inpbcDRJD7tTwMzJU1N/zOtfioMBD75nW4pu5+2EydmthZY29R2TebxAeBdHV7j2rz9Fba0zexqMxs2s3kkPwm+YWa/DfwDyU8ASK55TLoAAAyLSURBVH4SfLVoH05/cNdInIRIvnKfdv2pIk77SmC1pI8A3yP5aTBwhIwgcZy8lM2M7DRPXdTjJ4hom9k3gW+mj7eRBJwPPLHEa4NHjMRMKHeIV2V3wDMiW9ILqznUPiNeiT1+3JfthMRFuwV5LZCQSTVQrhI7lBfwRtZfQ7zHFg67cA8Ybl3XHxftEsRSN9JdI9URIsGmQdmNo5q/1Iu4Syaapy7o9cBFuyShxLqMu8Q3i6qOUIIdYzq7i3Q9KRzy5yTEMPFdsONn+uN26K8oIfdbj2HeOsVw0Y6EMlaUL3A53eCCXW/cPVKC0H7sosV94UXhLmt1e2LN4TR82iGr10x/3PpaCKFOOQX+BXMkLtolCL1hVAyx2r5Z1OE0fNoxFEKA3u9N46IZHy7aJWlM6hDiXaZyjRf1jZ8yFrYvQjoNXLQLUNXPy34LdjMeox2WMpZ2Y26EEu/sHHYBrxcu2gWoah/topZ2KH82HO4e8eSasIQq8FsGF+j646LdJTEv4oQUb3BLGw5fiIQwvu0GRdwlZRciu5m/LvBx4qLdJa0mcgwJNlW4SNzSDrsQCeWs6xCuERfi+uOiXZBYokaq3DDKCU/ZcL+ywu2+7Prjol2QkPuOZD+I3Qp4swCUEfHmDaOcwcUFu754RmRJYrG4wdPZnfzEvDZTNyQtlvSYpC2Sjqj/KGlI0p3p8YckzUvbL5D0sKQfpP++OU9/bmmXJLTFHXJ/CSc++u3TbuCWdhgkTQFuBi4ARoH1ktaY2abMaVcA+8zslZKWAjcAFwN7gHeY2ZOSziYpDjy3U5+FRVvSycDtwAnAC8BKM7tR0suBO4F5wAjwbjPbV7SfWInRUvHd/uKmbIhfCJ+2E5xzgC1pxS4krQaWAFnRXgJcmz6+G7hJkszse5lzNgJHSxoyswn9k2Us7XHgv5vZI5KmAw9Lug+4HHjAzFakPxWuIqkbWWvqUs3GhXswcbGOlrnAE5nno8C57c4xs3FJ+4HjSSztBv8Z+F4nwYYSom1mO4Gd6eNnJD2aDm4J8Kb0tNtIakfWXrSrDPVrEMI94oIdL/2OHHFeRAfGuglnnSVpQ+b5SjNb2XipFuc3fwgnPEfSWSQukwvzDCaITzt1rL8aeAh4RSromNlOSXPaXLMMWAYwNGd6iGHUGhdrpxMhhbvZ4HAf94TsMbNFbY6NAidnng8DT7Y5Z1TSVGAGsBdA0jBwD/A7ZrY1z2BKi7aklwFfBv7IzJ6W8lkS6TfVSoDpZ5xQK8WJKYW9QVWp7JOZUFVrsoQoOVZGuF2cg7MeWCBpPrADWApc2nTOGuAy4DvARcA3zMwkzQTuBa42s3/K22Ep0ZZ0FIlgf8HMvpI2/0TSiamVfSKwq0wf/aBXi4whI0V8l7/whKwPCeUXIkNY2e3mtot5MVIf9XKSyI8pwCoz2yjpOmCDma0BbgU+J2kLiYW9NL18OfBK4C8k/UXadqGZTaiZZaJHlA7mUTP7ZOZQ41tlRfrvV4v20S+6ncBFRT5URXaoZgHSU9jLC3aoTaHcnx0vZrYWWNvUdk3m8QHgXS2u+wjwkW77K2NpvwF4D/ADSd9P2/6URKzvknQFsJ0Wgx0UYgv7C+EicddIa4pWrmn3XvR6oyhncCgTPfJ/ab0qCnB+0detEyETa0IQwtJ2wW7NoGwYlcVdIvXEMyILUIVAx1AAISvY7hoJvwhZFg/7c8BFOxpiK4DgVEPjffICCE5RfMOoAlQ1+ctYUc+cqkN/ZWi4AWK0NPtFyMIHZQi5LatTX1y0CxKjcENYd4kLd0KoXx9lv1hDhIiOjM528a45LtolmDe8+9CfM7iEsLRDuENC+rNduOuL+7S7oOqJHkMqu/u0E7KJNUXD/bKE8GWHXohszGc3OuqFi/YE9NoaaXwgyyTYNNOtkHv1murox+JjJ1yw64eL9gS0m9BVinmo1PYyVrcLdkLoNPZQ1naDKtPas7iwx4WLdgGaJ3G/q7H7Dn/VMGj7jmRxIa4vLtoTELsPG8ILtifYvEhIS7vMXtpQjT/bhbueuGhPQFUWdYMQG0ZNJARFBN0TbBJChzvG5M92sa43Ltpd0A8fdzeEtrrHFg5Pems7FNn3pt/Va9zKrjcu2pHg/uzJQVHBDuUacbGuP55cEwkHTxkr9MEMlb6eJZa07VgIeT+KfsmGiiryjMj645Z2CWIrO5YVbrfAyxEyuSa2yBGn3rilHRFD26eVsqimP26H/pzyhPLnl31Pys6LVri1XV/c0i5B6CIIIYr7hkpl9wXIsMQUPdKg05x1/3ecVCbakhYDN5IUu7zFzFZU1Vc/qMpSiakquxMPIV0kLsZh6aR1koaA24HXAj8FLjazkfTY1cAVwPPAH5jZuk79VSLakqYANwMXAKPAeklrzGxTFf2FoJ8/F2Osyu68SIiFyBDJNVBN6rqLeHFyat0VwD4ze6WkpcANwMWSziSpzH4WcBJwv6TTzez5ifqsytI+B9hiZtsAJK0GlgDRinbRiRvKLQJx7PLnVEfZvUfc2o6SPFq3BLg2fXw3cJMkpe2rzewg8CNJW9LX+85EHVYl2nOBJzLPR4FzsydIWgYsS58++623fOKxwGOYBewJ/Joh8HHlp/9j+jHwzSNa+z+uI+lqTI9XOJAmqrhXp5Z9gafHd6/72o//96ycpx8taUPm+UozW5k+7qh12XPMbFzSfuD4tP3BpmvndhpMVaLdypQ4zAxM/9MrW5wXZgDSBjNbVNXrF8XHlZ8YxwRxjivGMUG84zKzxYFeqqPWTXBOnmuPoKqQv1Hg5MzzYeDJivpyHMfpF3m07tA5kqYCM4C9Oa89gqpEez2wQNJ8SdNInO1rKurLcRynX+TRujXAZenji4BvmJml7UslDUmaDywAvtupw0rcI6nfZjmwjiQMZpWZbayirwmozPVSEh9XfmIcE8Q5rhjHBPGOKwjttE7SdcAGM1sD3Ap8Ll1o3Esi7KTn3UWyaDkOvL9T5AiAEsF3HMdx6oCnsTuO49QIF23HcZwaMXCiLelOSd9P/0YkfT9tnyfpZ5ljf9XjcV0raUem/7dljl0taYukxyT9Rg/H9DFJmyX9i6R7JM1M2/t6r9IxLE7vxxZJV/W6/3QMJ0v6B0mPStoo6Q/T9rbvZQ/HNiLpB2n/G9K2l0u6T9K/pf8e18PxnJG5H9+X9LSkP4rhXg0aA+3TlvQJYL+ZXSdpHvB3ZnZ2n8ZyLfCsmX28qf1M4A6STKiTgPuBjqmsgcZ0IclK9rikGwDM7MoI7tUU4F/JpAYDl/R6GwRJJwInmtkjkqYDDwO/BbybFu9lj8c2Aiwysz2Zto8Ce81sRfpFd5yZXdmHsU0BdpAkmbyXPt+rQWPgLO0GaZrou0kEMWYOpbKa2Y+ARipr5ZjZ181sPH36IEmcaAwcSg02szGgkRrcU8xsp5k9kj5+BniUHBlrfWQJcFv6+DaSL5h+cD6w1cx6mHg5eRhY0QbeCPzEzP4t0zZf0vckfUvSG/swpuWpK2JV5qdrqzTYfgjD7wJ/n3nez3sVyz05RPrr49XAQ2lTq/eylxjwdUkPp1tCALzCzHZC8oUDzOnDuCAJacsaS/2+VwNFLUVb0v2SftjiL2uNXcLhE2cncIqZvRr4E+CLko7t4bg+A5wG/Go6lk80LmvxUsF8VnnulaQ/I4kT/ULaVPm96jTsFm198+NJehnwZeCPzOxp2r+XveQNZvYa4K3A+yWd14cxHIGSBJN3Al9Km2K4VwNFLYsgmNlbJjquJFX0P5HsX9u45iBwMH38sKStwOnAhpYvUsG4MuP7a+Dv0qeVpvznuFeXAW8Hzk+ztHpyrzoQzTYIko4iEewvmNlXAMzsJ5nj2feyZ5jZk+m/uyTdQ+JS+omkE81sZ+qP39XrcZF8iTzSuEcx3KtBo5aWdg7eAmw2s0PlVyTNThdIkPSLJCmj23o1oPRD1OA/Aj9MHxdKZQ00psXAlcA7zey5THtf7xWRbIOQrovcCjxqZp/MtLd7L3s1rpemC6NIeilwYTqGbLr0ZcBXezmulMN+4fb7Xg0itbS0c9DsUwM4D7hO0jhJlYj3mdneHo7po5J+leRn/gjwX6F4KmsgbgKGgPsSfeJBM3sffb5XkWyDAPAG4D3AD5SGjgJ/ClzS6r3sIa8A7knfs6nAF83sa5LWA3dJugLYDryrl4OSdAxJxE/2frSc905xBjrkz3EcZ9AYVPeI4zjOQOKi7TiOUyNctB3HcWqEi7bjOE6NcNF2HMepES7ajuM4NcJF23Ecp0b8f0xOvHtqNGJ6AAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# points where sea ice thickness exceeds the sea ice limit\n",
-    "icelim1= np.where(sit1 + dhidt1>5) \n",
-    "icelim2= np.where(sit2 + dhidt2>5)\n",
-    "icelim3= np.where(sit3 + dhidt3>5)\n",
-    "icelim4= np.where(sit4 + dhidt4>5)\n",
-    "\n",
-    "\n",
-    "removed_thickness1 = np.zeros([da1.sizes[\"time\"],96])\n",
-    "removed_thickness2 = np.zeros([da2.sizes[\"time\"],96])\n",
-    "removed_thickness3 = np.zeros([da3.sizes[\"time\"],96])\n",
-    "removed_thickness4 = np.zeros([da4.sizes[\"time\"],96])\n",
-    "\n",
-    "# calculate removed sea ice thickness\n",
-    "removed_thickness1[icelim1] = sit1[icelim1] + dhidt1[icelim1] - 5 # per month\n",
-    "removed_thickness2[icelim2] = sit2[icelim2] + dhidt2[icelim2] - 5\n",
-    "removed_thickness3[icelim3] = sit3[icelim3] + dhidt3[icelim3] - 5\n",
-    "removed_thickness4[icelim4] = sit4[icelim4] + dhidt4[icelim4] - 5\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "fig1, ax1 = plt.subplots()\n",
-    "im1=ax1.contourf(da1.lat, da1.time, removed_thickness1)\n",
-    "\n",
-    "fig1.colorbar(im1)\n",
-    "plt.show()\n",
-    "\n",
-    "fig2, ax2 = plt.subplots()\n",
-    "im2=ax2.contourf(da2.lat, da2.time, removed_thickness2)\n",
-    "\n",
-    "fig2.colorbar(im2)\n",
-    "plt.show()\n",
-    "\n",
-    "fig3, ax3 = plt.subplots()\n",
-    "im3=ax3.contourf(da3.lat, da3.time, removed_thickness3)\n",
-    "\n",
-    "fig3.colorbar(im3)\n",
-    "plt.show()\n",
-    "\n",
-    "fig4, ax4 = plt.subplots()\n",
-    "im4=ax4.contourf(da4.lat, da4.time, removed_thickness4)\n",
-    "\n",
-    "fig4.colorbar(im4)\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#physical constants from icon\n",
-    "alv = 2.5008e6    # [J/kg]   latent heat for vaporisation\n",
-    "als = 2.8345e6    # [J/kg]   latent heat for sublimation\n",
-    "alf = als-alv     # [J/kg]   latent heat for fusion\n",
-    "rhoi = 917.0      # density of sea ice         [kg / m**3]\n",
-    "\n",
-    "#calculate energy flux from the freezing of removed sea ice thickness, dhidt = F/(alf*rhoi) <-> F=dhidt*alf*rhoi\n",
-    "\n",
-    "energy1 = np.zeros([da1.sizes[\"time\"],96])\n",
-    "energy1 = removed_thickness1 * alf * rhoi / (60 * 60 * 24 * 30) # Joule per second per m^2 -> Watt per m^2\n",
-    "\n",
-    "energy2 = np.zeros([da2.sizes[\"time\"],96])\n",
-    "energy2 = removed_thickness2 * alf * rhoi / (60 * 60 * 24 * 30) \n",
-    "\n",
-    "energy3 = np.zeros([da3.sizes[\"time\"],96])\n",
-    "energy3 = removed_thickness3 * alf * rhoi / (60 * 60 * 24 * 30) \n",
-    "\n",
-    "energy4 = np.zeros([da4.sizes[\"time\"],96])\n",
-    "energy4 = removed_thickness4 * alf * rhoi / (60 * 60 * 24 * 30) \n",
-    "\n",
-    "\n",
-    "fig1, ax1 = plt.subplots()\n",
-    "im1=ax1.contourf(da1.lat, da1.time, energy1)\n",
-    "\n",
-    "fig1.colorbar(im1)\n",
-    "plt.show()\n",
-    "\n",
-    "fig2, ax2 = plt.subplots()\n",
-    "im2=ax2.contourf(da2.lat, da2.time, energy2)\n",
-    "\n",
-    "fig2.colorbar(im2)\n",
-    "plt.show()\n",
-    "\n",
-    "fig3, ax3 = plt.subplots()\n",
-    "im3=ax3.contourf(da3.lat, da3.time, energy3)\n",
-    "\n",
-    "fig3.colorbar(im3)\n",
-    "plt.show()\n",
-    "\n",
-    "fig4, ax4 = plt.subplots()\n",
-    "im4=ax4.contourf(da4.lat, da4.time, energy4)\n",
-    "\n",
-    "fig4.colorbar(im4)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#global mean flux \n",
-    "msit1 = np.pi/2* np.dot(sit1,np.cos(np.radians(da1.lat))) / np.size(da1.lat)\n",
-    "msit2 = np.pi/2* np.dot(sit2,np.cos(np.radians(da2.lat))) / np.size(da2.lat)\n",
-    "msit3 = np.pi/2* np.dot(sit3,np.cos(np.radians(da3.lat))) / np.size(da3.lat)\n",
-    "msit4 = np.pi/2* np.dot(sit4,np.cos(np.radians(da4.lat))) / np.size(da4.lat)\n",
-    "\n",
-    "msic1 = np.pi/2* np.dot(sic1,np.cos(np.radians(da1.lat))) / np.size(da1.lat)\n",
-    "msic2 = np.pi/2* np.dot(sic2,np.cos(np.radians(da2.lat))) / np.size(da2.lat)\n",
-    "msic3 = np.pi/2* np.dot(sic3,np.cos(np.radians(da3.lat))) / np.size(da3.lat)\n",
-    "msic4 = np.pi/2* np.dot(sic4,np.cos(np.radians(da4.lat))) / np.size(da4.lat)\n",
-    "\n",
-    "mts1 = np.pi/2* np.dot(ts1,np.cos(np.radians(da1.lat))) / np.size(da1.lat)\n",
-    "mts2 = np.pi/2* np.dot(ts2,np.cos(np.radians(da2.lat))) / np.size(da2.lat)\n",
-    "mts3 = np.pi/2* np.dot(ts3,np.cos(np.radians(da3.lat))) / np.size(da3.lat)\n",
-    "mts4 = np.pi/2* np.dot(ts4,np.cos(np.radians(da4.lat))) / np.size(da4.lat)\n",
-    "\n",
-    "\n",
-    "\n",
-    "#energy1 * np.cos(np.radians(da1.lat))\n",
-    "menergy1= np.pi/2* np.dot(energy1,np.cos(np.radians(da1.lat))) / np.size(da1.lat)\n",
-    "menergy2= np.pi/2* np.dot(energy2,np.cos(np.radians(da2.lat))) / np.size(da2.lat)\n",
-    "menergy3= np.pi/2* np.dot(energy3,np.cos(np.radians(da3.lat))) / np.size(da3.lat)\n",
-    "menergy4= np.pi/2* np.dot(energy4,np.cos(np.radians(da4.lat))) / np.size(da4.lat)\n",
-    "\n",
-    "ymenergy1=np.zeros(int(menergy1.shape[0]/12))\n",
-    "ymenergy2=np.zeros(int(menergy2.shape[0]/12))\n",
-    "ymenergy3=np.zeros(int(menergy3.shape[0]/12))\n",
-    "ymenergy4=np.zeros(int(menergy4.shape[0]/12))\n",
-    "\n",
-    "ymsic1=np.zeros(int(msic1.shape[0]/12))\n",
-    "ymsic2=np.zeros(int(msic2.shape[0]/12))\n",
-    "ymsic3=np.zeros(int(msic3.shape[0]/12))\n",
-    "ymsic4=np.zeros(int(msic4.shape[0]/12))\n",
-    "\n",
-    "for y in range(0,int(menergy1.shape[0]/12)):\n",
-    "    ymenergy1[y] = np.mean(menergy1[(y*12):(y*12)+11])\n",
-    "    ymsic1[y] = np.mean(msic1[(y*12):(y*12)+11])\n",
-    "    \n",
-    "for y in range(0,int(menergy2.shape[0]/12)):\n",
-    "    ymenergy2[y] = np.mean(menergy2[(y*12):(y*12)+11])\n",
-    "    ymsic2[y] = np.mean(msic2[(y*12):(y*12)+11])\n",
-    "    \n",
-    "for y in range(0,int(menergy3.shape[0]/12)):\n",
-    "    ymenergy3[y] = np.mean(menergy3[(y*12):(y*12)+11])\n",
-    "    ymsic3[y] = np.mean(msic3[(y*12):(y*12)+11])\n",
-    "    \n",
-    "for y in range(0,int(menergy4.shape[0]/12)):\n",
-    "    ymenergy4[y] = np.mean(menergy4[(y*12):(y*12)+11])\n",
-    "    ymsic4[y] = np.mean(msic4[(y*12):(y*12)+11])\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "# sea ice latitude\n",
-    "ice_lat1 = np.arcsin(1-msic1) * (180./np.pi) \n",
-    "ice_lat2 = np.arcsin(1-msic2) * (180./np.pi) \n",
-    "ice_lat3 = np.arcsin(1-msic3) * (180./np.pi) \n",
-    "ice_lat4 = np.arcsin(1-msic4) * (180./np.pi) \n",
-    "\n",
-    "yice_lat1=np.zeros(int(ice_lat1.shape[0]/12))\n",
-    "yice_lat2=np.zeros(int(ice_lat2.shape[0]/12))\n",
-    "yice_lat3=np.zeros(int(ice_lat3.shape[0]/12))\n",
-    "yice_lat4=np.zeros(int(ice_lat4.shape[0]/12))\n",
-    "\n",
-    "menergy1m=np.zeros(int(ice_lat1.shape[0]/12))\n",
-    "msit1m=np.zeros(int(ice_lat1.shape[0]/12))\n",
-    "\n",
-    "for y in range(0,int(ice_lat1.shape[0]/12)):\n",
-    "    yice_lat1[y] = np.mean(ice_lat1[(y*12):(y*12)+11])\n",
-    "    menergy1m[y] = np.mean(menergy1[(y*12):(y*12)+11])\n",
-    "    msit1m[y] = np.mean(msit1[(y*12):(y*12)+11])\n",
-    "    \n",
-    "for y in range(0,int(ice_lat2.shape[0]/12)):\n",
-    "    yice_lat2[y] = np.mean(ice_lat2[(y*12):(y*12)+11])\n",
-    "    \n",
-    "for y in range(0,int(ice_lat3.shape[0]/12)):\n",
-    "    yice_lat3[y] = np.mean(ice_lat3[(y*12):(y*12)+11])\n",
-    "    \n",
-    "for y in range(0,int(ice_lat4.shape[0]/12)):\n",
-    "    yice_lat4[y] = np.mean(ice_lat4[(y*12):(y*12)+11])\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "5.877783718381085\n",
-      "-0.002561321\n"
-     ]
-    }
-   ],
-   "source": [
-    "\n",
-    "\n",
-    "#plt.plot(da1.time,menergy1)\n",
-    "#plt.plot(da2.time,menergy2)\n",
-    "#plt.plot(da3.time,menergy3)\n",
-    "plt.plot(ymenergy1)\n",
-    "plt.plot(ymenergy4)\n",
-    "plt.plot(ymenergy2)\n",
-    "plt.plot(ymenergy3)\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "#plt.title(\"hice_5m: heat flux from removed ice\")\n",
-    "plt.title(\"\")\n",
-    "plt.xlabel(\"time [years]\")\n",
-    "plt.ylabel(\"qbot_removed [W/m²]\")\n",
-    "plt.xlim(0,210)\n",
-    "plt.ylim(0,8)\n",
-    "plt.savefig(\"plots/heatflux_comparison.svg\",dpi=500)\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "\n",
-    "plt.plot(da1.time,-mqbot1)\n",
-    "plt.plot(da2.time,-mqbot2)\n",
-    "plt.plot(da3.time,-mqbot3)\n",
-    "plt.legend([\"1438ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "plt.title(\"hice_5m heat flux at ice-ocean interface\")\n",
-    "plt.xlabel(\"time [years]\")\n",
-    "plt.ylabel(\"qbot [W/m²]\")\n",
-    "plt.show()\n",
-    "\n",
-    "print(ymenergy2[-1])\n",
-    "print(ice_lat2[-1])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x2b09e07b0710>]"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# co2 equivalent of artifical heat flux\n",
-    "alpha = 5.35\n",
-    "mco21 = 1438 * np.exp(menergy1/alpha)\n",
-    "mco22 = 3000 * np.exp(menergy2/alpha)\n",
-    "mco23 = 5000 * np.exp(menergy3/alpha)\n",
-    "mco24 = 1500 * np.exp(menergy4/alpha)\n",
-    "\n",
-    "mco21r =  np.exp(menergy1/alpha)\n",
-    "mco22r =  np.exp(menergy2/alpha)\n",
-    "mco23r =  np.exp(menergy3/alpha)\n",
-    "mco24r =  np.exp(menergy4/alpha)\n",
-    "\n",
-    "plt.plot(da1.time,mco21)\n",
-    "plt.plot(da4.time,mco24)\n",
-    "plt.plot(da2.time,mco22)\n",
-    "plt.plot(da3.time,mco23)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(630,)\n",
-      "(630, 96)\n",
-      "(630,)\n",
-      "0.9916648749327626\n",
-      "0.9420278794069241\n",
-      "0.9797683783641139\n",
-      "(0.0, 1.0)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaUAAAEKCAYAAACymEqVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeXiU5bn48e+dTJLJQhb2JUDYZF+EsLoAKoo7WsV6qmLVunRxqdXWnrr2WNvan609ai1trXhaFXHBBTcqiyIgQmSRTQgJENaQhSSTTNb798c7mQwxIZkQJgv357pyMfPO+z7vMw+Z3PPsoqoYY4wxrUFYS2fAGGOMqWZByRhjTKthQckYY0yrYUHJGGNMq2FByRhjTKthQckYY0yr4WrpDNQnLCxMo6OjWzobrUJVVRVhYfb9AawsAllZ1LCyqFFcXKyq2mBhiEg4sBbYp6qX1HrtRuBJYJ/v0DOq+vfmzmtdWm1QioyMxOPxtHQ2WoVly5Yxbdq0ls5Gq2BlUcPKooaVRQ0RKWnkqXcBW4H4el6fr6o/bp5cNZ6EcvKsiNwD3AIosAn4vqp66zrX7Xar1+ulvLycrKwsvN46TzsleL1e3G53S2ejVbCyqGFlUeNULwu3201ycjIRERGISLGqxh7vfBFJBuYBjwM/raemlNoSQSlkNSUR6QXcCQxT1RIReQ34LvDi8a7LysqiQ4cOpKSkICIhyGnrU1hYSIcOHVo6G62ClUUNK4sap3JZqCo5OTlkZWXRr1+/xl72J+B+4HiF9h0RORv4BrhHVfeeYFYbJdSNsC4gWkRcQAywv6ELvF4vnTp1OmUDkjHGHI+I0KlTp8DWJJeIrA34ubXW+ZcAh1V13XGSfRdIUdVRwH9walUhEermu7twqoslwMeq+r1ar98K3ArgcrnGLV68mISEBAYOHBiyPLZGlZWVhIeHt3Q2WgUrixpWFjWsLGDnzp0cPXqU6dOnH7f5TkSeAK4HKgA3Tp/Sm6p6XT3nhwO5qppwMvL9rfuFKiiJSBLwBnANkA8sAF5X1X/VdX51n9LWrVsZOnRoSPLYWp3KTRO1WVnUsLKoYWWB/29lY/qUqonINOBndfQp9VDVA77HVwA/V9VJzZ7pOoSy+e48IENVs1W1HHgTmBLC+zfKTTfdRNeuXRkxYsS3XvvDH/6AiHDkyBEA3n77bUaNGsWYMWNITU1lxYoV/nPvv/9+hg8fztChQ7nzzjs51VZjr6scH3nkEXr16sWYMWMYM2YM77//vv+1J554goEDBzJ48GA++ugj//EPP/yQwYMHM3DgQH7729+G9D20Bl6vlwkTJjB69GiGDx/Oww8/DEBGRgbTp09n0KBBXHPNNZSVlQFQWlrKNddcw8CBA5k4cSKZmZn+tOor41NFSkoKI0eO9H9eAXJzc5kxYwaDBg1ixowZ5OXlAU4/zZ133snAgQMZNWoUaWlp/nTmzZvHoEGDGDRoEPPmhaxV66QTkcdE5DLf0ztFZLOIbMAZC3BjyDKiqiH5ASYCm3H6kgSnjfIn9Z0fFRWlqqpbtmzRYL2VlqVTnvhEU37+nk554hN9Ky2r0dcuX75c161bp8OHDz/m+J49e/T888/XPn36aHZ2tqqqFhYWalVVlaqqbtiwQQcPHqyqqp9//rlOmTJFKyoqtKKiQidNmqRLly4N+n1UKygoaPK1J2zDfNWnhqs+nOD8u2F+oy6rqxwffvhhffLJJ7917ubNm3XUqFHq9Xp1165d2r9/f3/Z9e/fX9PT07W0tFRHjRqla9asaba3Fkrvpb+nMxbM0JEvjtQZC2boe+nvNeq6qqoqLSwsVFXVsrIynTBhgq5atUqvvvpqfeGFF1RV9bbbbtPnnntOVVWfffZZve2221RV9ZVXXtHZs2erav1l3Nbkv/OOfjP9HN0yZKh+M/0czX/nHVVt3Gekb9++/s9utfvuu0+feOIJVVV94okn9P7771dV1UWLFunMmTO1qqpKV61apRMmTFBV1ZycHO3Xr5/m5ORobm6u9uvXT3Nzc5vzLTZZ9d9KwKMh+rt+Mn5CVlNS1S+A14E0nOHgYcDc5r7Pwq/28cCbm9iXX4IC+/JLeODNTSz8al+D1wKcffbZdOzY8VvH77nnHn7/+98fM+AiLi7O/9zj8fgfiwher5eysjJKS0spLy+nW7du/mvuvfdexo4dy7nnnkt2djYA06ZN4+6772bKlCmMGDGCNWvWAE7t4rbbbuP8888nJSWFN998k/vvv5+RI0cyc+ZMysvL+eCDD5g9e7Y/X8uWLePSSy8NvvBq2/gavHsnHN0LqPPvu3c6xxtQXznW5e233+a73/0uUVFR9OvXj4EDB7JmzRrWrFnDwIED6d+/P5GRkXz3u99l0aJFgPOt9+c//zkTJkxgwoQJ7Ny5E4Abb7yR22+/nbPOOovTTjuN9957D4AXX3yRWbNmcemll9KvXz+eeeYZnnrqKU4//XQmTZpEbm4uW7duZcKECf58ZWZmMmrUqCAL7dsW7VrEIysf4YDnAIpywHOAR1Y+wqJdixq8VkSIi4sDoLy8nPLyckSEJUuWMGvWLADmzJnDwoUL/WU5Z84cAK666io++eQTVLXeMs7MzGTIkCHMmTOHUaNGcdVVV1FcXNxgGd9xxx1Mnz6d/v37s3z5cm666SaGDh3KjTfeCMBf/vIX7r//fv/7ePHFF/nJT35yQuV49N13OfDgQ1Ts3w+qVOzfz4EHH+Lou+82Oc3A8qpdjjfccAMiwqRJk8jPz+fAgQN89NFHzJgxg44dO5KUlMSMGTP48MMPgaZ9tufMmdMyn+1WLKSj71T1YVUdoqojVPV6VS1t7ns8+dF2SsorjzlWUl7Jkx9tb3Ka77zzDr169WL06NHfeu2tt95iyJAhXHzxxbzwwgsATJ48menTp9OjRw969OjBBRdc4O8X83g8jB07lrS0NKZOncqjjz7qT8vj8bBy5Uqee+45brrpJv/xjIwMFi1axNtvv811113H9OnT2bRpE9HR0SxatIgZM2awevVq/2Tj+fPnc8011zT5/fp98hiU15qHV17iHG+iZ555hlGjRnHTTTf5m0r27dtH7969/eckJyezb9++Oo/v318zYDM+Pp41a9bw4x//mLvvvtt/PDMzk+XLl7No0SJuv/12/6ikr7/+mpdffpk1a9bw3//938TExPDVV18xefJkXnrpJYYOHUpZWRm7du0CnHIM/IPQVE+nPY238th5dt5KL0+nPd2o6ysrKxkzZgxdu3ZlxowZDBgwgMTERFwuZ0ZHdXnBsWXpcrlISEggJyen3jIG2L59O7feeisbN24kPj6e5557zn9efWWcl5fHkiVL+OMf/8ill17KPffcw+bNm9m0aRPr16/nqquu4s033/Sf3xy/k4f/+Ce01nxF9Xo5/Mc/Nep6EeH8889n3LhxzJ3rfB8+dOgQPXr0AKBHjx4cPnwYCO53srocm/LZTk9Pb5nPdivW7tbl2J9f92Tm+o43pLi4mMcff5zHHqv7D/EVV1zBtm3bWLhwIQ8++CDgjILZunUrWVlZ7Nu3jyVLlvDpp58CEBYW5v+luu66647ph7r22msBp5ZRUFBAfn4+ADNmzCAiIoKRI0dSWVnJzJkzARg5ciSZmZm4XC5mzpzJu+++S0VFBYsWLeLyyy9v0vs9xtGs4I434I477iA9PZ3169fTo0cP7r33XoA6+9tEpN7j1arL69prr2XVqlX+47NnzyYsLIxBgwbRv39/tm3bBsD06dPp0KEDXbp0ISEhwf+Ns7ocq6997TWnJthcfwAOeg4Gdby28PBw1q9fT1ZWFmvWrGHr1q3fOqe6XJpSlr179+aMM84A6v+drF3Gl156KSLCyJEj6datGyNHjiQsLIzhw4eTmZlJly5d6N+/P6tXryYnJ4ft27f779FUFQcOBHW8ts8//5y0tDQ++OADnn32Wf9nsi5NKcemfLYvvPDClvlst2LtLij1TKx7vbz6jjckPT2djIwMRo8eTUpKCllZWYwdO5aDB4/9g3L22WeTnp7OkSNHeOutt5g0aRJxcXHExcVx4YUXsnr16jrTD/wjW3suVvXzqKgowPml983Y9j+vqKgA4JprruG1115jyZIljB8/vnlGIiUkB3e8Ad26dSM8PJywsDB+8IMf+JsxkpOT2bu3Zl5eVlYWPXv2rPN49bdaqL/sGipHcMousFxrl+M333yDiDBo0KAmvddA3WO7B3W8PomJiUybNo3Vq1eTn5/vz3N1ecGxZVlRUcHRo0fp2LFjvWUM9ZfX8R4Hll3tcq1dlm+88QZXXHHFCc81dAX83zfmeG3V77dr165cccUVrFmzhm7dunHAF9QOHDhA165dgeB+J6vTra1Vf7ZbsXYXlO67YDDREcfOV4iOCOe+CwY3Kb2RI0dy+PBhMjMzyczMJDk5mbS0NLp3787OnTv935zS0tIoKyujU6dO9OnTh+XLl1NRUUF5eTnLly/3N99VVVXx+uuvA/Dyyy9z5pln+u81f/58AFasWEFCQgIJCY2fFjBt2jTS0tL429/+1nzV+3MfgohawTwi2jneBAcCvtG+9dZb/pF5l112Ga+++iqlpaVkZGSwY8cOJkyYwPjx49mxYwcZGRmUlZXx6quvctFFF/nTqC6v+fPnM3nyZP/xBQsWUFVVRXp6Ort27WLw4Mb/3w8YMIDw8HB+/etfN1s53jX2Ltzhxy6B4w53c9fYuxq8Njs72/+tuqSkhP/85z8MHTqU6dOn+/s/5s2b5//2fNlll/lHhL3++uucc845iEi9ZQywZ88efy3olVdeqfN3snYZN8aVV17JwoULeeWVV5qlLLveczdSaykhcbvpes/d9VxRw+PxUFhY6H/88ccfM2LEiGPKq3Y5vvTSS6gqq1evJiEhwd8U//HHH5OXl0deXh4ff/wxF1xwAdDGPtutWKtdkLWpZp3eC3D6lvbnl9AzMZr7LhjsP96Qa6+9lmXLlnHkyBGSk5N59NFHufnmm+s894033uCll14iIiKC6Oho5s+fj4hw1VVXsWTJEkaOHImIMHPmTH9TUWxsLJs3b2bcuHEkJCT4f1kBkpKSmDJlCgUFBf7+qcYKDw/nkksu4cUXX2y+YaqjfP0pnzzmNNklJDsBaVTD/Sx1leOyZctYv349IkJKSgp//etfARg+fDizZ89m2LBhuFwunn32Wf9EyGeeeYYLLriAyspKf2d6tdLSUiZOnEhVVRWvvPKK//jgwYOZOnUqhw4d4vnnnw96TbRrrrmG++67j4yMjKCuq8/F/S8GnL6lg56DdI/tzl1j7/IfP54DBw4wZ84cKisrqaqqYvbs2VxyySUMGzaMq6++mscff5zTTz/d/zt68803c/311zNw4EA6duzIq6++Chy/jIcOHcq8efO47bbbGDRoEHfccYf//vWVcWMkJSUxbNgwtmzZcswAkqZK8H2GDv/xT1QcOICrRw+63nM3CZde6g849Tl06BBXXHEF4NQg/+u//ouZM2cyfvx4Zs+ezT/+8Q/69OnDggULALjooot4//33GThwIDExMfzzn/8EoGPHjjz44IOMHz8egIceesg/oKdNfbZbs5Ye/lffz4kMCW/NYmNj6zw+depU/fLLL+t8rUWHhLcy1WVR1/BeVdU5c+boggULQp2tFtEcvxcZGRnfmv5Qrb4ybo1aw2ekKZ/t5mRDwo0xxphmFtK174JhywzVsCVUalhZ1LCyqGFlEfwyQw1s8hcFvASMA3KAa1Q18yRk+1uspmSMMaem6k3+6nIzkKeqA4E/Ar8LVaYsKBljzCnGt8nfxUB9W5xfTs12Fa8D50qI9g9qE0GptTYxGmNMa1Drb+Rx91Pyqd7kr6qeJHsBe31pVwBHgU7NmOV6tfoh4W63m5ycHNvozxhj6qDq7DwbMPWhQlVT6zs/cJM/39YVdZ5W161OLKeN0+qDUnJyMllZWf7FDU9FXq836Lk27ZWVRQ0rixqnelm43W6Skxu90soZwGUichG+Tf5E5F967CZ/WUBvIMu3U3gCkNucea5Pqw9KERERwew73y4tW7aM008/vaWz0SpYWdSwsqhhZdF4qvoA8AAcs8lf7V1n3wHmAKuAq4AlGqJ+lFYflIwxxpx8IvIYsFZV3wH+AfyfiOzEqSF9N1T5sKBkjDGnKFVdBizzPX4o4LgXuLol8tQmRt8ZY4xx5Hnz+OfX/yTPm9fSWTkpLCgZY0wbsnDnQp5a9xQLdy5s6aycFCFrvhORwcD8gEP9gYdUtXHbRhpjjGHWwFnH/NvehCwoqep2YAz411zaB7wVqvsbY0x7kORO4vsjvt/S2ThpWqr57lwgXVV3t9D9jTHGtEItskq4iLwApKnqM7WO3wrcCuByucYtXrw45HlrjYqKioiLi2vpbLQKVhY1rCxqWFnUmD59eqNWCW+tQh6URCQS2A8MV9VD9Z1XvXWFcSYGTps2raWz0SpYWdSwsqhxKpRFnjePhTsXMmvgLJLcSfWe19itK1qrlmi+uxCnllRvQDLGGHOs9j7qrlpLTJ69FnilBe5rjDFtVnsfdVctpDUlEYkBZgBvhvK+xhjTVlVPlgX4/ojvH7fprj0IaVBS1WJV7aSqR0N5X2OMaauau9lORNwiskZENojIZhF5tI5zbhSRbBFZ7/u5pVlu3gi29p0xxrRiJ6HZrhQ4R1WLRCQCWCEiH6jq6lrnzVfVHzfXTRvLgpIxxrRizT1Z1rcFRZHvaYTvp9Vs721r3xljTPvS4HboIhIuIuuBw8BiVf2ijnS+IyIbReR1Eel90nPtYzUlY4xpX467HTqAqlYCY0QkEXhLREao6tcBp7wLvKKqpSJyOzAPOOfkZbmG1ZSMMeYUpar5OPspzax1PEdVS31P/waMC1WeLCgZY0wrdLL2TRKRLr4aEiISDZwHbKt1To+Ap5cBW5s1E8dhzXfGGNMKVQ8FB5p7VfAewDzfbg1hwGuq+l6t7dDvFJHLgAqc7dBvbM4MHI8FJWOMaYVO1goOqroROL2O44HboT8APNCsN24ka74zxphW5FRbwaE2C0rGGNOKnCoLr9bHmu+MMaYVOVUWXq2P1ZSMMaYFVTfXZRzNOKWb7apZTckYY0IscMO+6ua6Lw9+yWf7PgOafbRdSIiIAN8D+qvqYyLSB+iuqmuCSceCkjHGhFjgcO/qZrppvacxvvv4ttxs9xxQhbPyw2NAIfAGMD6YRCwoGWNMiAX2GwUuuNovoV9LZutETVTVsSLyFYCq5olIZLCJWFAyxpgQa+6Vv1uJct+EXAVn5QicmlNQbKCDMcaEyMlaOqiV+DPwFtBVRB4HVgC/CTYRqykZY0yInMSlg1qcqv5bRNYB5wICzFLVoNfMC2lQ8i0C+HdgBE4V7yZVXRXKPBhjTEtp73OQVHUbtRZ3DVaom++eBj5U1SHAaEK48qwxxrSEwCa76r6k9jgHSUSuFpEOvse/EpE3RWRssOmELCiJSDxwNvAPAFUt8+3lYYwx7dYptGzQg6paKCJnAhfgbAz4l2ATEWe79pNPRMYAc4EtOLWkdcBdquoJOOdW4FYAl8s1bvHixSHJW2tXVFREXFxcS2ejVbCyqGFlUaM1l0VRZRGri1YzKW4SceEnP4/Tp08vVtXY+l4XETfwKRCF04Xzuqo+XOucKOAlnM39coBrVDXzePcVka9U9XQReQLYpKovVx8L6g2oakh+gFScvTkm+p4/Dfy6vvOjoqLUOJYuXdrSWWg1rCxqWFnUCHVZ5Jbk6gubXtDcktxjHtd3TigBHj3+32IB4nyPI4AvgEm1zvkh8Lzv8XeB+cdL03fee8BfgXQg0Rf0NjR0Xe2fUA50yAKyVPUL3/PXgV+E8P7GGNMsAkfRAXWOqGutI+18gavI9zTC91O7yexy4BHf49eBZ0REfNfWZzbOtup/UNV83+619wWbv5AFJVU9KCJ7RWSwqm7HGTa4JVT3N8aYExG4Xl1do+hmDZzV4Dkh4hKRtQHP56rq3MATfJNc1wEDgWcDKgvVegF7AVS1QkSOAp2AI/XdVFWLRWQpMEhEzvYd9gad+WAvOEE/Af7tW3piF9B6vj4YY8xx1K75BNZ+qh//8+t/1ntOCFWoaurxTlDVSmCMb5rOWyIyQlW/DjhF6rrseGmKyC3AXUAysB6YBKzCWQuv0UIalFR1PU7fkjHGtHrB1nza2jwkXzPbMpxmt8CglAX0BrJExAUkALkNJHcXzuKrq1V1uogMAR4NNk+2zJAxxtQjcDh3Y+YYtYV5SCLSxVdDQkSigfP49oTXd4A5vsdXAUsa6E8C8Kqq15dulDoTaQcHmz9bZsgYY+rR1mo+jdQDmOfrVwoDXlPV90TkMWCtqr6DM5/0/0RkJ04N6buNSDfLF+wWAotFJA/YH2zmLCgZY0yAXE8ZC9bu5erU3nSMbX+reavqRuBbc4dU9aGAx17g6iDTvcL38BHfgIcE4MNg82fNd8YYE2DB2r088cE2Fqzd29JZaVPEcZ2IPKSqy3EGO4wJNh0LSsYYE2DGyDgumLKVGSNb5woRrdhzwGTgWt/zQuDZYBOxoGSMOaXlesr46/J0cj1lACzf/z4r8+axfP/7LZyzNmeiqv4I39wkVc0DbOdZY4xpSGC/UXVzHcBtUwe018ENodAsO89aUDLGnHICA9HVqb2P+bedblUeCrV3nr0K+FWwiVhQMsaccgIDUcfYSGZP7MjCnf9m1sBZrXqOUWslIoKz8njb2nnWGGNayrFDvSO5beoA/2utdfHUtkJVVUQWquo4TnDnWQtKxphTQu2+o1ayeGp7slpExqvqlyeSiAUlY8wpoXbf0fEWWDVNMh24TUR2Ax6cJjxV1VHBJGJByRhzSpBwD5GdPkXCZwGRVjtqfhc2RyI2T8kY0y7lesr405KveDbt7/6muurFVaFtLJ7axjwGHFXV3aq6GygAHm7gmm+xmpIxpl1asHYvz659BXe3D4iJDLea0ck3SlXzq5+oap6IfGuNvYZYUDLGtEtXp/ampPJaIhJP8w/1tn6jkypMRJJ8KzkgIh1pQoyxoGSMaVcCR9Xdfc7p1LEgtjk5/h+wUkRex1nVYTbweLCJhDQoiUgmziJ9lTRiy15jjAlGrqeMBz75Byvz5gE25yiUVPUlEVmLs/25AFeq6pZg02mJmtJ0VT3SAvc1xrRxtSfAVj/vWeZsirpg7V4+/qIP50+cY31HLcAXhIIORIGs+c4Y0+pVB5/iskqe/mQH4EyArZ4QO3twBJcSOBdpFknuoBeoNidARKKA7wApBMQWVX0sqHQa2nbd11nVkKrAURfHSSsDyMNpb/yrqs6t9fqtwK0ALpdr3OLFixtx6/avqKiIuDjb2wWsLAKdSmXxfkYZr20v5/IBLqJcwlm9IugQKRSWKZ/tK2dsYhndk06NsmjI9OnTi1U1tr7XRaQ38BLQHWcV77mq+nStc6YBbwMZvkNvNhRcRORD4CjO+neV1cdV9f8Fk//GBCUvzj7rcpzTwlW1T4M3E+mpqvtFpCuwGPiJqn5a17lut1u9Xm9DSZ4Sli1bxrRp01o6G62ClUWN9lYWtZvmAo/PW5kBCHOmpBzzWrX3PnmP7G7ZtqAqICINBaUeQA9VTRORDjhBZFZg/48vKP1MVS8J4r5fq+qIE8g60LjJs1tVtb+q9qvvB8hpzM1Udb/v38M4S5xPaHrWjTHtSX3bkC9Yu5enP9lJTGR4nQEJYHXR6mMmxpr6qeoBVU3zPS4EtgK9miHplSIy8kQTaUyf0uTmOEdEYoEwVS30PT4fZwawMcZwdWpvissqKC6r9O8C+9IXm6mI/YK7z5/o7y+qy6S4SQwYMMAGNzhcvlFw1ebW7iqpJiIpOGPmv6jj5ckisgGnpexnqrq5gfueCdzo66Yp5SSufdfTNyFqnYicpaqf1T5BVRvTztYNeMvZdgMX8LKqfhhMZo0x7dvGrKMs3Z5NTGQ4gH9FhrN6bUTCH6e+3bXjwuO4ZESjW5rau0ZNtxGROOAN4G5VLaj1chrQV1WLROQiYCEwqIEkm2Xtu8YEpblAmogMx4mE3wpKjaGqu4DRTbnWGNN+BY6sW7o9mzMGdCKnqIzSqgImDYgjPGYCn+37jFe2vUK0K9r6jZqBiETgBKR/q+qbtV8PDFKq+r6IPCcinY83nce33t0Ja0xQ2qqq94vIXcCk5ripMcaAE5B+8nIan6fnMK5fBOdM3Myg6HP467JdRHRcjrvbB9wx4A6m9j6TkooS/1YTswbO8q/aYAEqOL5dYv+B87f9qXrO6Q4c8m3eNwFn/EGdYwdEZIWqnikihTgjq/0v4TTfxQeTv8YEpfdxUn5aRCobOtkYYxpr3spMPk93/tZtKnyfKPcnDOvl5q5zL8Bb2Y34rqdx7ZDvkOROIs+b568p2U6xJ+QM4Hpgk4is9x37JdAHQFWfB64C7hCRCqAE+K7WM1RbVc/0/duhOTLXYFBS1Q8CHj/THDc1xpzavtqXxU8/eIZ8bzGRXUtITMgnRnqQA2zP38Tvz76eJPdgoKZrJHBBVVvxu+lUdQXHn+JT/be+Rf7eN3pFBxFJBf4b6Ou7rkkjK4wxp6707CIeWvg120vfoLTDhxABUThfxQuLShnQZRyrD6z2N83V10RnK363X8EsM/Rv4D5gE84sYGOMaVD15Nd8bz7vZ77DkYOjiejoIapWY8+YbkN4/Jx7+XDPG5RUlPDKtlf4y4a/ANZEdyoJJihlq+o7Jy0nxph2J3AgQ2TXhUR1Wk20ewnhUtN6FEYEVZRTELYZCS8m2hXNU+ue4o7Rd/DTcT+1JrpTTDBB6WER+TvwCc7EKADqGk5ojDEAzy9L5/P0HCQim4hEZz5neGRRwBlCFeW4w93sKdzDk18+yeNnPk5JRQmAja5rg0RkBs5eSs+q6noRubW+ybt1CSYofR8YAkRQ03yngAUlYwzg1IyeX7aTLQcKefTy4Xyxew8RXRYSmbSasPCa86qqICwMqkcQeyu99Ivvx33j7yPJneSvLUW7oq3pru35IU68+JVvQe8xwVwcTFAaraonvK6RMaZ9yvWUcecraazY6Qzxvvpmfn0AACAASURBVPr5lcR0XYK78+pvnRsWsOpm99juXDHwCq4dcq2/VmSj69q0bN+uET8Tkd8C44O5OJigtFpEhjVlJ0FjTPu3YO1ef0AKE8jz5lMVvq7B6yZ3n8wPx/zwmGM2uq7tERE3MBDYLSJuVfWq6i9E5CfBpBNMUDoTmHOii+0ZY9qX6mWCxqd0xO3OgS6vEhaZjbi8VDZiH4IDxQdOfibNSSMiLuA3wE3AbpzVH+4WkX8C/62q/xtMeg0GJRGZDKwGZgafXWNMe5brKeOOl5eT5vkH7l1bCO+jx/QdNSQ5LplfTvzlycugCYUngQ5AP99WGIhIPPAH389dwSTWmJrSHOBZ4BvgQ+BDVT0YzE2MMe1PnjePm9/9H74J+w/uJGfsU2M2aAsXF5VaAcClAy6lX0K/k5hLEwKXAKcFLkOkqgUicgewjeYOSqp6O4CIDMFZmvxFEUkAluIEqc9V1dbEM+YUkusp48b3fklG6QrCgukEACq1gkndJ3F6t9O5dsi1JyeDJpS0rnXxVLVSRI6/tXkdGv3rpKrbcKLeH0UkGpgOXA08ReACVcaYdi3jaAY/eP8+Dni3HzOKrrFSu6Xy+6m/t/lH7ccWEblBVV8KPCgi1+HEjKA0pk/pbuBz4CtVp86tqiU4q4e/H+wNjTFtQ/UAhqtTe5NXXMYvF64iLHElGWUf4akobFJAGpI0hKemPWUBqX35EfCmiNwErMOZfDYeiAauCDaxxtSUkoGngSEishFYiROkVqlqbrA3NMa0DfNWZvL0JztYsu0w+/NLOORaSFTkp01KSxDmDJ/DTSNusoDUzqjqPmCiiJwDDMcZmf2Bqn7SlPQa06f0MwARicRpppuCM/TvbyKSr6rDmnJjY0zrU714Kgh5xWUAfJGRi0TtJialaQEJYNaAWdybem8z5dK0JiIyEOimqkuAJQHHzwL2q2p6MOkF00UZDcQDCb6f/TgrhgdFRMKBtcA+Vb0k2OuNMSfPgrV7efqTnQB06xAFQIeocGI6/h/nrqli2SihMOa4W/EcI7CGZNqtP+FsElhbie+1S4NJrMFWYRGZKyKfA/OByTjNd1eraqqqNmXK9V3A1iZcZ4w5yc4b1o2UTjEAHCp01l3ukRDFuVsKuH5pFT98r4oOxY0fUHVhyoXcm3qvNdm1bymqurH2QVVdC6QEm1hjuir74OzDdRDYB2QB+cHeCEBEkoGLgb835XpjzMmT6ynj4be/JjOnmIn9OjKqVwIAkrWX1B1VFEXCuHTl0tWNnwHSN6HvycquaT3cx3ktOtjEGtOnNFNEBKcDawpwLzBCRHJxBjs8HMT9/gTcjzP791tE5FbgVgCXy8WyZcuCSLr9KioqsrLwsbKo0dxl8X5GGSt2lgPQo3gfPdO+oNSdwsNfvEBSWc15/Ro5df6suLPok9MnJP9f9nvRor4UkR+o6t8CD4rIzTij8YIidcx5qv9kp6ZzBk5wugTopKqJjbz2EuAiVf2hiEwDfna8PiW3261er7fReWvPli1bxrRp01o6G62ClUWN5iyLXE8Zf1q8naXbs5k+uCtjlixg6MevURARTXx5CaXhUBAF2Ynw10vCONCp/kaWHrE9ePLsJxnddXSz5K0x7PeihogUq2psCO/XDXgLKKMmCKUCkcAVwa4A1Jh5SnfiBKEzgHJ8w8GBFwhuoMMZwGUichFOdS9eRP6lqtcFk2FjTPOpDkZvb9jP0RJn6Z91mzI4Y5PztyW+3NlsL6oSuhTDnh5CUXTdAx3iIuJ4/rznQxqMTMtT1UPAFBGZDozwHV7kG40XtMaMvksBXgfuUdUmL+erqg8ADwAE1JQsIBkTQoFDvi8b05P/eW8L6zZmMmPPGlZ3H865+9dz+v4t9Dma5b+mJByiK+FQfE2f0svnOH86ukR3oWdcT07verrNQTrFqepSnOXnTkhj+pR+eqI3Mca0vFxPGfe+tp6l27MB+M/q7QxZv5zZpUV8Z+dyUg9uZUzOLv/5lRJGeOdORGdnsz8RjkZDtwKnTymccG4dfesxG/OZtkFEegMvAd1xdhGfq6pP1zpHcBZNuAgoBm5U1bRQ5K8xzXdpqjr2RM8JpKrLgGWNPd8Yc+KeX5bO0u3ZjO2TSEyki24fLOCWzYvYlpgMwKC8vcecH65VlBUVEwn0zAdXFWzqDS9cEMZlAy771sZ8ps2oAO5V1TQR6QCsE5HFtTZwvRAY5PuZCPzF9+9J15jmu6G+5YXqIziTaY0xrVSup4yPNjv9zdmFpVye4mJghwqOdOhMcqFTc4qtKv/WdZElHv/jrgWwt4twoFMY96TeE5qMm2bn64Y54HtcKCJbgV5AYFC6HHjJt/r3ahFJFJEeJ9KF01iNCUpDGnGObV1hTCs2b2UGu3OLSYqJ4OjBI3R/708Mzt7hf70SOGZvvpgYJDaWiE6dKMvLg0OH2J8IL50rXJRykTXZtRMikgKcDnxR66VeQGDVOct3rN6gJCK/U9WfN3SsIY3pU9odTILGmNajemDDZzuOADCGfG75/H/pWHDkmPP8ASkmBoqLobgYLS6mvKAASkuJnJjKrpvHMCs+2vZAav1cIrI24PlcVZ1b+yQRiQPeAO5W1YLaL9eRbkPzh2YAtQPQhXUcO64gt+cyxrQF1cFo3e58Vux0AlB8qYf/Wvy/dPQc+db5FeERuCq/3Xynpc5SQ3EjRvGDs21B1TaiQlWPu8ediETgBKR/q+qbdZySBfQOeJ6Ms95pXWndAfwQ6F+rq6cDzrJ0QWlSUBKRbr6x6caYVqb2KLveSdH0Ei/XffgvkusISF6gogriwKklAYiAKmHx8VQVFBDmPt5KMqYt8Y2s+wewVVWfque0d4Afi8irOAMcjh6nP+ll4APgCeAXAccLm7K9UVNrSnOA3zfxWmNMM6rejO+8Yd1YtuYbOn76Md8UdeMHBTvY13sQZ7/zOt2Kc+leUveSlW4ADaglhYdDZSUxUybT/cEHKVqyhIQrrwzJezEhcQZwPbBJRNb7jv0SZ51TVPV5nA1cLwJ24gwJr3fxbVU9ChwVke8DV+LMbXUBiAiq+lgwmWtqULpcRIqBxaq6vYlpGGOaQfVmfB9tPsjQj+YzZftifhPXia5FOZSsdRHtbBhdv/BwiIqqqSVVOuOWYk4fS1S/fkTdfPNJfgcmlFR1BXX3GQWeozg7ygZjIXAUZ6mh0qblrulB6UqcERtXiMhAVb2lqRkwxjRdrqeMtZlOC0l2Yal/qGzXohyAhgMSQGUl7tNOIyw6msh+/QhzuwmLdpN03fdOUq5NO5WsqjNPNJEmBSVff9KHvh9jTAhVD2LIzCzjq/JMPk/P4bwekZy/8QPcuTvxuKKIrajni2pYGFRVfetwzLixdLvvvpOcc9POrRSRkaoa9OavgZo60OERnM6vfcBXqvrsiWTCGHN8gWvWAf7dYWcnljCgSyznb1zEyM/fq/viiAiIjASP55iAJPHxaEEBMVMm0+kWa+wwJ+xM4Psisgun+U5wWgJHBZNIU5vvEoHVOOsn2dRuY06i2qPpbpjUl5ROMWTmFLPrqy1c//lruCqO3ealIDKW+Eqv0z9UXu78BIqMpN/8V/2DGFxJNhnWnLALmyORpgalXN+1h32PjTHNLNdTxvPLdvLxlkNk5hT7A9HS7YfZm1fC1LBs7v7gGdwlHjzhkVRQ84GOKvdS5o4isqS4zrTjZswgPDGRTjaIwTSfPcD3gP6q+piI9MFZ9DWoBRga3A5dRObVPuYb4vc88Gec0RbGmGZUXTua+1mGPyCdP6w7Zw7szN48Z4+jS754G7dvbbrYyjJcOEs+A0RpZb0BCaBo0SKOvlnXnEljmuw5YDJQveRHIRB0105jakr+9kAR+VhVzwdQ1f2Afc0yphlVzzkqLqtk6fZsJqQkEekKZ1jPeOZ+uosbJvXBu6uA733+MjGFeVRx7DfLMAAJA/WFp7Awp0/JtzKDxMaiHg8xkyfb3CPT3Caq6lgR+QpAVfNEJDLYRBoTlALXO+oS7A2MMY23YO1envhgG3edO5Bbz+rHlgOF/HTGaSz/5jD3nBZF92ceZXLOAVJKjtNqrgGj66qq/AEpom8fev7ud5SsW2f9SOZkKBeRcHwxQ0S6UFN5b7TGBKXuInIjsIEGJlwZY07M1anOcmPjUzpyy0tfkuspJyuvmMycYn6/9p+MzNp8zKe8CijGRTQVzqKqkZHgcvknwrp69SL+ggt8846uw5WURMyYMaF+W+bU8GfgLaCriDwOXAX8KthEGhOUHgFScZaZSBaRTcBm388WVX0j2JsaY2pUN9lVB6Tisgp++tp6cj3lJMa4SA4r5YytH7ErIoGhCC5f40UVzlfSOAImyJaVQVkZ0qEDWlhI/MwLbP6RCQlV/beIrAPOxanAzFLVrcGm05itK45Z8lxEknH6mUYCs3BWmm2QiLiBT4Eo331fV9WHg82wMe1JrqeMO19JY8XOHD7bcYRxfZP8c5DCBfq7KrjkjecYnetsU14W5YZSZ/h3XaOUwhITqcrPJ2n21bg6drR+IxNSqroN2HYiaQQ9JFxVs3CWNX8/yEtLgXNUtci3bPoKEflAVVcHmwdj2ovnl6WzYqezJNCKnUdQVW6Y1JfX1u6lU95Bblv8T/oUZfvPjyz1OgMXystrBjlERRGWmEhkj+50+8UvrM/IhJSIFFL3XkvVk2fjg0kvZPsp+Rb4K/I9jfD9NLRplDHtVuAW5W6XkJoURt/3XmaAu5Jf70mnd+FhEipKKAtzEVlVQSVCOAoVTnOdv6ZUWgrFxcSMHUtk377WZ2RCSlU7NGd64sSK0PCNzFgHDASerWPr3FuBWwFcLte4xYsXhyxvrVlRURFxcXEtnY1WoS2XRWGZ8p/dZYBwXt8I/rO7nLfTy4kIg/IquD1rKZevXXTMNeXhEUTUsflevfe48gqKzz+/mXPe+rXl34vmNn369GJVjW2Je4tIEjAI344oAKr6aTBphHTnWVWtBMaISCLwloiMUNWvA16fC8wFcLvdOm3atFBmr9VatmwZVhaOtloWuZ4yfvJyGp+nO6PijhBPSXkkkM+grrFIYSH93cL+mI70LM6lLDqWyBIPEe5I8PiCkm+fo2r+5rvYWNwDBxIzbiyDfvCDU7LZrq3+XrQnInILcBfOLrXrgUnAKuCcYNJpke3QVTVfRJYBM4GvGzjdmDZv3kpnNW+ApJgI/+P4Ug9DP1tKvLeIkenLASjs3J3THriPg7/6Ferx1CQSEJCI70DeDTfQZ9Mmuv3iF0T16xey92JMPe4CxgOrVXW6iAwBHg02kZAFJd9EqnJfQIoGzgN+F6r7G9MSqlf3/myHsw15B3c4ecXlTOyXxOBu8US8/m+u2ryI3ISaeekdjhzkyLPPoCUliNuNen2LrUZFQWkpEh1Nv/nzObR7N31+/OOWeFvG1MWrql4RQUSiVHWbiAwONpFQ1pR6APN8/UphwGuqWs9a+8a0fbVX9waQowV8Z88aYoZcztqNGZxe6GFnl34MzM4AYEOn/sSNGc247tF44xMoP3iQyoPOYIj4Sy6m5Kuv6Pmb3zg1o91BrXNpzMmW5euaWQgsFpE8YH+wiYRy9N1GnN1qjWnXqifD7ssrYen2bMb2SSC1byd27NjL1LdeYeKhbWw5vI2zi/NJ9uSQFdsZgNKYODqNHEpK7h7yP1lHWHw8VQUFhMXHk3jVd+h0ivYXmbZBVa/wPXxERJYCCTRhI9gW6VMypr1Jzy7if97bwpzJKTz8zmZ25xbTOykagOzCMgAu3LGCkYe24YmKYVh2OgBZsZ3JGjiKxKzNxOUcInnZIv/6DFUFBf5/XZ06WUAyrZqI3AMsUNUsVV3e1HQsKBlzAqqDUXFZJV9k5LJ6Vw4l5c7qdF06RBJf5mHImvdZtGc4d2xcD0BsqTMCrzgqhugunZi0YQmu5OTAxYIAcCUnE3f22biSEm1lBtMWxAMfiUgu8CrOqj2Hgk3EgpIxQapungtcNHVCShIDusSSnu2Mlot3u0jbc5R7c9dy3uZFXJSxip7FuRS43MRXeCmMiqVDqYeYzO24evSgIisLgOjx44keORLvtq0Ur1xF+b4suvzkx1ZLMq2eqj4KPCoio4BrgOUikqWq5wWTToOb/BljjlW9vcTsv64i11NOfHQ43vJKEqIjGJWcAECBt4Lx4YV03PoVu7sPoGexs9XE4aQeHBw6lvgHfklFhLPVTPX09ejUVKJHjiQs2k33Bx8kdurZeJZ/apvxmbbmMHAQyAG6Bnux1ZSMCdLVqb35y7J08kvKEcDtcrFxn9P/06ncw3cy13Co7xB+uvxvRHsK8MY4q7AcSejKM0Mu5qfu/fDU73CVO31NsVMmU3nkCFEDBpD7wgsAhMXE0PO3v+Xom29a051pE0TkDpwaUhfgdeAHqrol2HQsKBnTSNVzjkCYelpn3t5wAAUOFzqb6LldYVywdQXXb19MVuZqoj0FVERE4S4uJCu2M1VDR/KbrQuIOXLomNpRZPfuHHnjTaJHjKTzj34EqH9B1U432+bOps3oC9ytqutPJBELSsYEqL23UeDjwDlHY/s4zXTdtZgzdn7B7sHj+LFnC5q1DoBDKUMhcxtho0+nb2UhyV+shtWfHHOv6NRUkv/3z4BTM7KVvU1bpqq/aI50LCgZE6C6v6i4rIKNWUdZuj2b1bty6NIhiqXbsxnQOYbc4nLIP8r3tn5Eav4uhhxKZ8OBrXTz7XlU7I5jYlQJFZ4jsHIxCT/6EaSOoyI/j9Lt3xB12mm4khL9O8ECViMybZaIrFDVMwO2sAjcobz1bl1hTFtw3rBu/mHdS7dnkxjjYun2bP+nbHduCTElRcxO+xejD+3wX5dcmg9AUWQMcd4iKtLW4UpOJqJHd2LPOpPCxYspy8ig68/utf2OTLuiqmf6/m2WLSwsKBnjk55dxK0vrSU928OW/QVEhQv5xc7soQ6lHi7Ys4by8y+m25L/HBOQADp5ctkT14X9A0YwacNSijt3IyYri4qsLPb9/OdU7N4DwN5t26jKzXOusdqRaUdE5KG6jqvqY8GkY0HJGJ//eW8L6dkewgQO+QYvAESEwTX7VnHl5g9Zd3g7R7qnALA/piPrug/BKxGkeg/Qb983xOTvJ3fIaHqNGkLJa/MBqNi9h+jx4yk/fIiK3XuInXq2jagz7VHAkva4gUuArcEmYkHJnNLSdufx09fWMzo5gZyiUtyuMLwVzooMHSs8XLhjBR3KPEw4tA2Acdk72TJkGN+kjOK0zI10Oed0Vo2/kAGr3qbqxW/ovHs7ANFTxhH7ox9RVVJCWLSbpOuuA/AP8bamO9PeqOr/C3wuIn8A3gk2HQtK5pSVnl3E9/6+mpLyKjJznKV/4ks9XLJnDR/3mcD0PWu4bnvN7sdHXdEkVJTQLW0FR0aNJ33AAEaWFnHlxveJv+YKDm7/muJVq5yTBcJiokm67nvHBCBrsjOnkBigf7AXWVAyp5TAuUaf7cj2r1M3oHMMWfklzNixhps3LyKhtIj+R/ezavAUehw9RHllJaUVSkLebjp5cum06iPyI2IoLi+mGGdId/eHHuTgY7/GPXQIYW43h5/8A2CByLQuIvICTtPaYVUdUcfr04C3gQzfoTcb0y8kIpuoWaAkHGcS7a+DzZ8FJXNKyPWU8fyynXzw9UH25pUAzoZ7AFHhQqHXCTqL+0wA4PTD2xmbvZM9Jfn0KcrmQEI3Bh09xK5ep1FVpSQW5tG5yNm4Lzo1lbL9+9lz++1U7N5D3JlnkHDllf65R8a0Mi8CzwAvHeecz1T1kiDTDTy/AjikqrXXGW6QBSVzSpi3MpO5n2Ucc6zQW4krTCitVA4XlRJf6uHK3Z+DwP8NmUmkvo9UVvJ1lwGMyE4ne/BoUs8Yx/qsfD7fcZCpXTvTo1Mc0SNHkvvCPwGI6N/PVmMwrZqqfioiKSch6e/UPiBSM2VJVZ9qTCIWlMwpwmlViAqH0krnSHyphxl71rC5Yz+u2/EJe91JzMpcCUBKtz10Toylx85NZPcfxoaq/gzIPkDuCy/QB+gDhKf0o+TLbUSPGkX0+PGA0uOxx2wQg2lpLhFZG/B8rqrODTKNySKyAWfn2J+p6uZGXJMKjKdmcMOlwKfA3mBubEHJtEuB20v8+r3NZOWW0D0+ivhoF98cckauXrprBddtX0x+RAyJ5cX0iHN2gM2K7cTEQ9twdRsNffvQJ3UkXXzDu8MSE4m/6CLKMjMoXrmK2KlnE+Z2U/Lll3S972fONuXGtKwKVU09gevTgL6qWiQiF+Fsbz6oEdd1BsaqaiGAiDyCs+nfLcHcPGRBSUR647RhdgeqcKL306G6vzm1zFuZydOf7CA6Isw/mAHgYEHN/KPqHtnE8mJKwyNYesYVRKZ/w6jCfZDSk4qNGwCIP+88GD+esgP7qczaR2SvnnT5yY+PWcHb+o9Me6GqBQGP3xeR50Sks6oeaeDSPkBZwPMyICXY+4eyplQB3KuqaSLSAVgnIoubsrS5MfWpHtDw3sYDAJSUVxEbJZSWKxVVEO0Ko6SiimiX8F7/MxmZl8mYwzuIqixn6oq3iIkIp2P+IVwRzk6w0eNTQZWSL78k8Xv/RXlWFnHnnPOtPiPrPzLthYh0xxmkoCIyAWffvZxGXPp/wBoReQvnO98VHH8wRZ1Ctsmfqh5Q1TTf40Kcmb69QnV/037lesr46/J0f5Pd3M8y2H/UC0C3DlEkRkfhmw9Lie9BhKeIq3YswS1VfNBnPEcSupLsOULH/ENIdDTu0aMBiJ0wkbDoGADKdmXgWf4pRUuWhP5NGtNMROQVYBUwWESyRORmEbldRG73nXIV8LWvT+nPwHdVVetLr5qqPg58H8gD8oHvq+pvgs5fI+7V7HwjPz4FRgRWFUXkVuBWAJfLNW7x4sV1Xn+qKSoqIi4urqWz0SrULovCMuVvm7xszK6iczQkRApd3LAxRymugOhwKPENbHALREU4j8/bvJRbNi8CYG//YZTfciNdly4meuVKwj0eSocMoXzAAEApmTAB94YNeEePxr1hAyVTpqCt4P/Dfi9qWFnUmD59erGqxob6vuIMtfse0F9VHxORPkB3VV0TVDqhDkoiEgcsBx5X1Xr3eXa73er1ekOXsVZs2bJlTJs2raWz0SpUl0X1JNjVu3L5IiOXDu5wCr1O9OmZ4Gb/US/xbhcFXmeaROfYCIpKK/1LCMWXerhqxxImerI4rWscMePGEhYdzZFnnyOifz96P/ssRUuWcPjJP9D1vp+1yuY5+72oYWVRQ0RaKij9BWe8wDmqOlREkoCPVXV8MOmEdPSdiEQAbwD/Pl5AMuZ4cj1l3PlKGit21jRzV3+3coUJFVXOkwJvBXHuMIq8VeQVl1MZ8P2re3wUHXt2o8/RArwbvsK7YQOdf/Qjut73M/88o3DfwAUbwGBMo0xU1bEi8hWAquaJSGSwiYRy9J0A/wC2NnYSlTFQM7z7vGHdeGtHKX/f+dUxAQmgqLTSP9JOgNioMMIkjEJfTak6IA3rHkfHODcPedKonP8aYQkJVAGu5F7EnnUmJevW+dO0CbDGBKVcRMLxDWwVkS44NaeghLKmdAZwPbBJRKr3cP+lqr4fwjyYNqR2E90zS3f4muiOkBQTQV5xORP7dWR0ciIA3vJKlm4/7F9GCKr8NaeEaBfXjO/D7VMH0DE2koq808j86F3Kd2UQ1jGJiqx9HPnLX/As/xSw0XTGNMGfgbeAriLyOM6AiV8Fm0jIgpKqruDYbXKNqVN1MFq3O58VO2umRlT3GUWFQ15xOT0T3IzuncjtUwfwp8Xf8NLq3YzqleAPStUBaUCXWObekMqALjUd4a6kJHo/+yyHfvtbOt9xByXr1hF3zjkUTZhgzXXGNIGq/ltE1gHn4vytn6Wqtp+SafsWrN3L05/sBPAPVugSG0mEK4wSr5c83/zX/Ue9zP10F69+uZvSMqeVYHeuh9mpyazJyOXeGafx5lf7+NUlw44JSNWi+vWjz1//CkDMmDHOMashGdNkqroN2HYiaYRsnpIxjZGeXcSn32Rzw+S+3DCpLzGRzkrevTvFsP+olwjnKQnRzvep6IgwCkoqKa1UwgWOllTQI8HNsvums/+ol6Xbs/nPlkMt9XaMMUGympJpMdUDGK5O7Q3AvJUZvL1+P5k5xRws8NI5Lsq/LFCRt5yEaBeHiytI6RTDI5cO52+f7aKD28WKnUfo3yWOMcmJvLR6N9WtxNXpVv9rjGn9LCiZkKvdZ/TJ1kMcOOr19wVFR4SRnu2hNGDNum8Oe/yPM3OKuee19eQVl/uPXTyyB1en9qZXUrQ/CHWMjeS2qQNC9K6MMc3BgpIJucA+o6SYCNZk5h3zekl5Fb2Totmb56zsfbCglNjIcDxllcS4oLjCGeiQ0imG84d3JzoijKtTe1sQMqYdsKBkQqq6z2hsn0TS9uSTV1xOtw5R5JeUUVpRM7u1S4co9uaV0LdTLAcLSvGUVZIY4yK/uIKxfRKIiYzg0cuH1zmAwRjTdtlAB3NSBC6SGnjs1pfW8nl6DtmFpYztk0ivRDeHCksprVDio8P956b27cgNk/qwP7+Ey0f3IKVTDPnFzkTYswZ15V+3TLSAZEw7ZDUlc1IsWLuXJz7YxidbD/mX/YkId/qK4qPD2ZtXEjDJ1VmvTgQKSirpmeBmQ1Y++/OdczxlFeR6yjljQCc6U8CcKSkt9K6MMSebBSXTLKoHL+R5ytl+qJDB3Tswtk/it/qLJvZLIvNIMQU4E2HH9kkkJtJFeWUVX2Tk0jE2gv1Hvew/6mVUrw5EumJ58OJhbD9UyNWpvdn45Uo6xga9nJYxpo2woGSaReDgBYAvMnJJinH2iYhyib+/aHdOMYcKnWHePRPcRISHsWLnEXomuBnVKx5XeBjJiVVs3FfApP5d+OXFQwGYXXZ+UQAADYlJREFUNqRriN+RMaYlWFAyjRK4KOo76/cBwtTTuvC/S3YwZ3IKn36TzeWje/BlZh6J0S5yPOUcKiylZ4Kb84Z1Y/vBQr7IyPXPO4pyhXHe0G6+eUXO6gzeikp/M90DFw6x+UXGnIIsKJlGeX7ZTuZ+lsGSbYf4IsNpknvx/7d370Fa1fcdx9/fvbHsInLbAgq4imBDVBLcEKaYABYdtTSkTqNVE1OiwU6TxtS2jrVObaaJyfSSCW3aGAa80FwsHTG1RFPASL0ElUtAcEEWuS5EWFgW9/7s5ds/ztl9dpe9s/ucs/t8XjM7+zx7zrO/3/5gns9zzvmd7+9XhzhX28i2I+VU1jWRm5VBXWMz5TUZ1IX3GJ2prmfNliPMmTaGe+ZN4/mdx6msa6K+sZmx+dk88LtXcra6gYOnq7nv+st5ZsvhLssCicjwp1CSHpVXJ3hpzwcA7D5eQUF+DtWJRs7VBrPhmsOVXesam1uXj4CgIGrLabsdRyvIzsygsq6JqWNHcss1k1kw87f411+WtAshnaYTSW8KJTlPy6SF2kTzectB1CScmkSi3f7VDU2tj8fm5TBjVA5naxo4drY2uAepJkF9k9PQFITVLddM5pFbP8Kyp97mlffKgGKeWjY3ZX+fiMSXQknO03HSQkdGuIpXB5kWXBtqOYoqHJ/HxNG5vHWonukF+RRdNo4dRysYmR3cHvfokllAcfhdREShJKHN+07xtf/cwbi8HE5V1nW7b2eBBMnVXVtO6x0+U8NNsyaSl5PJo0tmMTYvh/GjclonMEwvGKUjJBFpR6GU5lpm1f375gN8WNvEh7W1Pb+ojUwLwujSMbkcr6jjkotzOXGujk9ePpZ5V0zgi79T2O6+ItWmE5HupCyUzOxJYAlwyt2vTlW70rXy6gRfXP0mu09UdrtfBtDcxbYmJyiMOmsSK187yJJrJzN+1IjWAqkiIn2RyiOlp4HvA2tS2KaEWo6Irpp4EX//82KWzp7MipcPtJ5y605ngdSy1DjAxNG53DF3auupOYWRiPRXykLJ3V81s8JUtSdJO46c5b41WymvbmgNk+9u6noiQ2/cNXcqudmZbCg+yVuHytlUfFKn5kTkgpl7Lz4qD1RjQSit7+r0nZktB5YDZGVlXbdx48aU9S3OqqqqGDWq9zeTViacTUcS1DfBiExjy4lGTtX2/O+cCTR18vMMIMsg4TB2BJyth6XTsxmRBWvfa+Daggy+fE0uF+VYr/vYX30di+FMY5GksUhatGhRjbvnR92P/opVKLWVm5vrdXXdzwJLF5s3b2bhwoXd7tN2afHvbXyPNW8ebbc9O8NoaL6wf+vpBfmsvKeITcUnW2fQtbSZqlN2vRmLdKGxSNJYJJnZkA4lzb4b4lrCqCbRxIqXS1j16kHKqhPn7defQBqRZdz80UlcPDKHg6erWxfVm74g+YlUp+xEZCAplIa477y4l7XbSwkLcncaSP1VdNk4Vtw5Z8B+n4hIT1I5JfynwEJggpmVAo+5++pUtT9ctK3W/cwbh1i7vRSAmoaBa6PtcuMiIqmUytl3d6aqreGovDrBE5sPsKH4JIfP1PDtl/YN6O+fNHoEn5l9KSNzMs+74VVEJFV0+m4IqEw4f7F2Z1i8dOAVjs9j9R9/QstFiEjkFEox8n5ZFd9cX8yf3TCDZ351kP/e9UGbrTUD0sY986aRm53JtiPBmkhFheP4kwXTdWQkIrGgUIpa9Rlq3vgBxcfP8Z0zn2Lb6cxBOyJadFUBX7/xKgWQiMSWQikqR7fCs3fQXHOGPKAIeLL5aZbyOIe4ZMCbmzNtDP98+8cUSCISawqlVNu/CZ69G5qDG4Mz2mwanZFgXc5j3Jb4xgUH09zCsVTVNVBaUcfNH53Ew7d+RIEkIrGnUEqV/Ztg3b1QV9HtbmMzqvlW9iruavjbfjc1Z9oYnvhCkUJIRIYchdJgKSuBDY/AzCXw4l+B1/f6pf2tIJeXk8Hn5xVq4oKIDFkKpd5qCZmbHoeCGV1v2/M8/N+3kttKNvSpmeZmeKThvj53Lzcrgx/dO485l43t82tFROJCodQbZSWwenFw6q2+Gq5/MDgVN3I8nD0GhKV9+hhAXenuelLhuJGUVtTx5esL+Z93PmB0biaV9U0cO1vL1sPlCiURGdIUSr2x/mvJa0HHtsBPbgeaerw+NNBuL5rCiYo6DpfXsu9kFa8/fAPQvkK4iMhQplDqydZn4MiW5HPvamHwwZFpwZLjc6aN4R/+cHbrDbaPLpnVus+4/BxV6xaRYUGh1JmykuDoqPosnN6b2rYzgokODiz/9BXc8Ymp/Pma1/jHz80GYHrBKJ5aNje1fRIRSRGFUkdlJbDqBqj/MJLmMxb8Ddvn3thu8bwHrxupunQikhYUSh395I7BD6SLpkJmNlQcTP7sxsdh/lcAGIcWzxOR9JTR8y5poKwEfrgAvjkZzr4/OG3kTYSMLCiYBZXHoOBK+NImmDAj+B4GkohIOkvfI6WyElh3H5w5AJYxcEdHueOh7gyQCTQFP7vrOZi5ONlu2/udvrptYNoVERkG0jOU2t531BtZeZCVA7ethuM72t8c2yJvAiz7RfLG2v2b4Gf3w2d/mAwkCLbf/V8X/jeIiAxD6RdK+zcl7zPqrUs+Dl96MXg8czEseih43DJLzw1+f0X7Sg8zF8NDg3QqUERkmErpNSUzu9nM3jOzA2b2cCrbbvWz++l1IBXMgmnzg8DpdPsMWPZSEFgdSw+JiMSQmT1pZqfMbE8X283M/iV8n37HzOaksn8pO1Iys0zg34AbgVJgq5m94O7Fg9Jgy1FMfW3wvLEOzh2FhkTXrxk1BaqOQ3YefG5N+9NuIiLDw9PA94E1XWy/BZgRfn0S+EH4PSVSefpuLnDA3Q8CmNmzwFKg01Ayb4K/uzg1PcsdA+OugD9YqSMeERnW3P1VMyvsZpelwBp3d+BNMxtjZpPd/Tep6F8qQ+lS4Fib56V0SF8zWw4sh6CqQf7jg38Da30jiSb/sBGOwv0zB729fsoCGqPuRExoLJI0Fkkai6Q8M2s7rXelu6/sw+s7e6++FBh2odTZMkHe7kkwcCsBzGxbdcKLUtGxuDOzbe4aC9BYtKWxSNJYJA3AWPT4Xj2YUjnRoRRoW8Z6CnAihe2LiEjPIn2vTmUobQVmmNnlZpYD/BHwQgrbFxGRnr0A3BPOwpsHnEvV9SRI4ek7d280s68C/0tQ7uBJd3+3m5f05RzocKexSNJYJGkskjQWSd2OhZn9FFgITDCzUuAxIBvA3Z8AXgRuBQ4ANcCywezsef0LJliIiIhETwVZRUQkNhRKIiISG7EMpViUI4qBnsqBpBMzm2pmr5jZXjN718weiLpPUTGzXDN728x2hWPxjaj7FDUzyzSzX5vZ+qj7EiUzO2xmu81sZ4d7lYaM2F1TCssR7adNOSLgzkErRxRjZvZpoIrg7uqro+5PlMxsMjDZ3XeY2UXAduCzafr/woB8d68ys2zgdeABd38z4q5FxsweBIqA0e6+JOr+RMXMDgNF7n466r70VxyPlFrLEbl7AmgpR5R23P1VoDzqfsSBu//G3XeEjyuBvQR3macdD1SFT7PDr3h9ukwhM5sC/B6wKuq+yIWLYyh1VeJCBICwbtfHgbei7Ul0wtNVO4FTwEZ3T9uxAL4HPAQ0R92RGHBgg5ltD8u2DTlxDKVIS1xIvJnZKOA54OvuPvjFEWPK3Zvc/WMEd9vPNbO0PL1rZkuAU+6+Peq+xMR8d59DUOn7K+ElgCEljqGkckTSqfD6yXPAj919XdT9iQN3rwA2AzdH3JWozAc+E15LeRa4wcx+FG2XouPuJ8Lvp4DnCS6HDClxDCWVI5LzhBf3VwN73f27UfcnSmZWYGZjwscjgcXAvmh7FQ13/2t3n+LuhQTvFb90989H3K1ImFl+OAkIM8sHbgKG3Mzd2IWSuzcCLeWI9gJreyhHNGyF5UC2AFeZWamZ3Rt1nyI0H/gCwSfhneHXrVF3KiKTgVfM7B2CD3Eb3T2tp0ILABOB181sF/A28HN3/0XEfeqz2E0JFxGR9BW7IyUREUlfCiUREYkNhZKIiMSGQklERGJDoSQiIrGhUBIRkdhQKElaM7PFZvYfvdiv0Mxqw3pzffn9I8N7qhJmNqH/PRVJDwolSXezgV/3ct/3w3pzvebuteFrVCpLpBcUSpLuZgOTzOw1M/vAzBb35kXhkdM+M1tlZnvM7MfhUdcbZlZiZkOu5phIHCiUJN3NBk67+6eAPwXu7sNrrwRWANcCvw3cBVwP/CXwyAD3UyQtKJQkbYVVx8cB/xT+KAuoCLc934tfccjdd7t7M/Au8LIHdbt2A4UD32OR4U+hJOlsFrArDBUIjnj2mNlU4HgvXl/f5nFzm+fNBAEnIn2kUJJ0NhvY1eb5tcA7wHWAFo0TiYBCSdLZbIIQanE1wfoz1wE7IumRSJrT0hUiHZjZOuD2cG2vlp8VAuvdvV/Ljocroxa5++mB6KPIcKUjJZEO3P22toEUagIu7u/Ns0A2wbUmEemGjpRERCQ2dKQkIiKxoVASEZHYUCiJiEhsKJRERCQ2FEoiIhIbCiUREYkNhZKIiMSGQklERGLj/wEURuFCsXGnQQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEGCAYAAABhMDI9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3dd3zV9fX48dfJHiQhYQZCCEtmGCEMF0NE0YICKkpri+Iq1m0dbW2r9mfV1vqtfsUqfh1QN5ahUpwMRYQQQtgghAQJIIQMIDfj3iTv3x93cG9IIDfk3qzzfDzyyL2f+f4Evee+5xFjDEoppZRTQGMXQCmlVNOigUEppZQHDQxKKaU8aGBQSinlQQODUkopD0GNXYBz1b59e5OUlNTYxVBKqWZl48aNx4wxHWra1+wDQ1JSEunp6Y1dDKWUalZEZH9t+7QpSSmllAcNDEoppTxoYFBKKeWh2fcx1MRms5Gbm0tZWVljF0XVU1hYGAkJCQQHBzd2UZRqdVpkYMjNzSUqKoqkpCREpLGLo7xkjCE/P5/c3Fx69OjR2MVRqtVpkU1JZWVltGvXToNCMyUitGvXTmt8SjWSFhkYAA0KzZz++ynVeFpsYFBKqZassKyQN7e9SWFZYYNfWwODj8yePZuOHTsyaNCg0/Y999xziAjHjh0DYOnSpQwePJihQ4eSmprKmjVrXMc+/PDDDBw4kP79+3PPPfeg+TOUUgBL9i7h+Y3Ps2Tvkga/tgYGH7npppv47LPPTtt+4MABvvzySxITE13bJkyYwObNm8nMzOSNN97g1ltvBWDt2rV89913bNmyhW3btrFhwwZWr17tt2dQSjVdU3tP5YHhDzC199QGv7YGBh8ZM2YMcXFxp22///77+dvf/ubRht6mTRvXe4vF4notIpSVlWG1WikvL8dms9GpUyfXOQ8++CApKSlMmDCBvLw8AMaNG8d9993HBRdcwKBBg0hLSwPg8ccfZ9asWVx22WUkJSWxaNEiHn74YZKTk5k0aRI2m43ly5czY8YMV7lWrVrFlClTfPMHUkqdk9iwWG4edDOxYbENfm0NDA4FFiuvrs6iwGL12T0+/vhjunbtypAhQ07bt3jxYvr168fPfvYz3njjDQDOP/98xo8fT3x8PPHx8Vx++eX0798fsAeQlJQUMjIyGDt2LE888YTrWhaLhbVr1/Lyyy8ze/Zs1/asrCyWLVvG0qVLufHGGxk/fjxbt24lPDycZcuWMXHiRNatW4fFYgHggw8+4Prrr/fZ30Mp1TRpYHBYmH6Ap5fvYmH6AZ9cv6SkhKeeeoonn3yyxv3Tpk1j165dLFmyhD/+8Y8A7N27l507d5Kbm8vBgwdZsWIF33zzDQABAQGuD+0bb7zRo19i5syZgL3WcuLECYqKigC44oorCA4OJjk5mcrKSiZNmgRAcnIyOTk5BAUFMWnSJD755BMqKipYtmwZV199tU/+HkqppqtFTnCrj+tSu3n8bmhZWVlkZ2e7agu5ubmkpKSQlpZG586dXceNGTOGrKwsjh07xuLFixk9ejRt2rQB7B/s69atY8yYMadd371pqvpQT+f70NBQwB5UgoODXdsDAgKoqKgA4Prrr2fu3LnExcUxYsQIoqKiGupPoJRqJrTG4BAXGcIdY3sRFxnik+snJydz9OhRcnJyyMnJISEhgYyMDDp37szevXtdo40yMjKwWq20a9eOxMREVq9eTUVFBTabjdWrV7uakqqqqvjoo48AePfdd7noootc9/rggw8AWLNmDTExMcTExNS5nOPGjSMjI4PXXntNm5GUaqW0xuAjM2fOZNWqVRw7doyEhASeeOIJbrnllhqP/c9//sOCBQsIDg4mPDycDz74ABHh2muvZcWKFSQnJyMiTJo0ydUZHBkZyfbt2xk+fDgxMTGuYAAQGxvLBRdcwIkTJ1z9FXUVGBjI5MmTeeutt5g/f379/wBKqWZLmvu4+NTUVFM9Uc/OnTtd36xbqjZt2lBcXHza9nHjxvHcc8+RmpraCKVqWK3h31GpxiIiG40xNX5QaFOSUko1I76c8eykTUnNVE21BbDPPVBKtVzOGc8ANw+62Sf30MCglFLNiHOmsy9mPDtpYFBKqWbEOePZl7SPQSmllAcNDEoppTxoYPCRmpbdfvzxx+natStDhw5l6NCh/Pe//3Xte/rpp+nduzd9+/bl888/d23/7LPP6Nu3L7179+aZZ57x6zMopVonDQw+Utuy2/fffz+ZmZlkZmZy5ZVXArBjxw7ef/99tm/fzmeffcadd95JZWUllZWV/OY3v2H58uXs2LGD9957jx07dvj7UZRSTYQ/hqqCBgafqW3Z7ZosXbqUG264gdDQUHr06EHv3r1JS0sjLS2N3r1707NnT0JCQrjhhhtYunQpAElJSTzyyCOMHDmSkSNHsnfvXsAekH79619z8cUXc9555/Hpp58C8NZbbzF16lSmTJlCjx49eOmll3j++ecZNmwYo0ePpqCggJ07dzJy5EhXuXJychg8eHAD/2WUUvXly+Q87jQwOFny4bsX7L996KWXXmLw4MHMnj2bwkJ71D948CDdup1avC8hIYGDBw/Wut0pOjqatLQ07rrrLu677z7X9pycHFavXs2yZcv49a9/TVlZGQDbtm3j3XffJS0tjT/84Q9ERESwadMmzj//fBYsWED//v2xWq3s27cPsK+55J6fQSnVuHyZnMed3wKDiISJSJqIbBaR7SLyRA3H3CQieSKS6fi51V/lI/Nt+PJP9t8+MmfOHLKyssjMzCQ+Pp4HH3wQoMZ0nSJS63Yn5/LaM2fO5Pvvv3dtnzFjBgEBAfTp04eePXuya9cuAMaPH09UVBQdOnQgJibGte6Sc9lt57kffvghoPkYlGpqfJmcx50/5zGUA5cYY4pFJBhYIyLLjTHrqh33gTHmLj+Wy27ojZ6/fcCZfQ3gtttuY/LkyYC9JnDgwKk8ELm5uXTp0gWg1u1Q+1LbZ1t2G+xLbbsvw+2+7PZ1113H9OnTERH69OlTz6dVSjVXfqsxGDvnOg7Bjp+ms4JfZDu48F77bx85fPiw6/XixYtdI5auuuoq3n//fcrLy8nOzmbPnj2MHDmSESNGsGfPHrKzs7Farbz//vtcddVVrms4V1T94IMPOP/8813bFy5cSFVVFVlZWezbt4++ffvWuYy9evUiMDCQv/zlL1pbUKqV8uvMZxEJBDYCvYG5xpj1NRx2jYiMAX4A7jfGnJZSTURuB24HSExM9GGJ66+mZbdXrVpFZmYmIkJSUhKvvvoqAAMHDmTGjBkMGDCAoKAg5s6dS2BgIGDvk7j88suprKxk9uzZDBw40HWP8vJyRo0aRVVVFe+9955re9++fRk7dixHjhzhlVdeISwszKuyX3/99Tz00ENkZ2c3wF9CKdXcNMqy2yLSFlgM3G2M2ea2vR1QbIwpF5FfAzOMMZec6VqtddntpKQk0tPTad++vcf2m266icmTJ3Pttdc2UskaTmv4d1SqsTS5ZbeNMUXAKmBSte35xphyx9vXgOF+LppSSrV6fmtKEpEOgM0YUyQi4cClwLPVjok3xjgb4q8CdvqrfM2NcxRRdW+99ZZfy6GUann82ccQD8x39DMEAB8aYz4VkSeBdGPMx8A9InIVUAEUADf5sXxKKaXwY2AwxmwBhtWw/U9ur38H/M5fZVJKqeagsKyQJXuXMLX3VJ/PYQCd+ayUUk2ev5bCcNJEPUop1cT5I2ubOw0MSinVxPkja5s7bUrykbKyMkaOHMmQIUMYOHAgf/7znwHIzs5m1KhR9OnTh+uvvx6r1QrYJ6tdf/319O7dm1GjRnmMOqotV0NT0KZNG6+OP3DgAOPHj6d///4MHDiQF154wUclU0rVlwYGHwkNDWXFihVs3ryZzMxMPvvsM9atW8cjjzzC/fffz549e4iNjeX1118H4PXXXyc2Npa9e/dy//3388gjjwC152pojiorKwkKCuIf//gHO3fuZN26dcydO1dzTCjVxGhgcGjoBBgi4vo2bbPZsNlsiAgrVqxwzUqeNWsWS5bYO5OWLl3KrFmzALj22mv5+uuvMcbUmqshJyeHfv36MWvWLAYPHsy1115LSUkJcOZcDXPmzGH8+PH07NmT1atXM3v2bPr3789NN90EwL/+9S8efvhh13O89dZb3H333Wd9XmMMDz30EIMGDSI5Odm1jtOqVasYP348P//5z0lOTiY+Pp6UlBQAoqKi6N+/v8dS4kqpU/yVmKc6DQwOvuj1r6ysZOjQoXTs2JGJEyfSq1cv2rZtS1CQvWvHPb+Ce+6FoKAgYmJiyM/PP2NOht27d3P77bezZcsWoqOjefnll13H1ZarobCwkBUrVvA///M/TJkyhfvvv5/t27ezdetWMjMzufbaa1m0aJHr+Louvb1o0SIyMzPZvHkzX331FQ899JBr0cC0tDSeeuqp02oGOTk5bNq0iVGjRnn1d1WqtfD3aCQnDQwOvkiAERgYSGZmJrm5uaSlpbFz5+kTuZ1LYtcnJ0O3bt248MILAbjxxhtZs2aN65jacjVMmTIFESE5OZlOnTqRnJxMQEAAAwcOJCcnhw4dOtCzZ0/WrVtHfn4+u3fvdt3jTNasWcPMmTMJDAykU6dOjB07lg0bNgAwcuRIevTo4XF8cXEx11xzDf/85z+Jjo4+6/WVao38lZinOh2V5ODLXv+2bdsybtw41q1bR1FRERUVFQQFBXnkV3DmZEhISKCiooLjx48TFxd3xlwNteVdONNr9xwM1fMzuOdk+PDDD+nXrx/Tpk077T41OdNijJGRkR7vbTYb11xzDb/4xS+YPn36Wa+tVGvl79FITlpj8JG8vDyKiooAKC0t5auvvqJ///6MHz+ejz76CID58+dz9dVXA/acDPPnzwfgo48+4pJLLkFEas3VAPDjjz+6agPvvfceF110kev+teVqqIvp06ezZMkS3nvvvTrnZBgzZgwffPABlZWV5OXl8c0333jkj3YyxnDLLbfQv39/HnjgAa/KpVRL5+xTyD6e3Sh9C05aY/CRw4cPM2vWLCorK6mqqmLGjBlMnjyZAQMGcMMNN/DYY48xbNgwbrnlFgBuueUWfvnLX9K7d2/i4uJ4//33gTPnaujfvz/z58/njjvuoE+fPsyZM8d1/9pyNdRFbGwsAwYMYMeOHTV+uDtVVFS4ah3Tpk3j+++/Z8iQIYgIf/vb3+jcubMrrajTd999x7///W+Sk5MZOnQoAH/961+58sorvSqjUi2Rs09hw08b+PbgtwCNUmNolHwMDam15mPIyclh8uTJbNu27bR9teVqaGibN2/mtttuIy0tzSfXbw3/jkq5c66JNK7bOFYdWOXTtZHOlI9BawyqXl555RVefPFF/vnPfzZ2UZRq1qovkOesIfSI6XGWM33nrIFBROLqcJ0qR/Id5SdJSUk11hag9lwN9ZWfn8+ECRNO2/7tt9/Srp3vcmQr1Ro4m4+gcZqNalKXGsMhx8+ZhqYEAk0z+bI6Z+3atSMzM7Oxi6FUi+TvBfLqoi6BYacx5rQ8Cu5EZFMDlUcppVqVxhqSeiZ1Ga5al7GO3o2HVEop1WSdNTAYY8oa4hillFLNw1kDg4hkNMQxSimlTmmsBfLqoi5NSf1FZMsZfrYCvh0w30wlJSW5JnKlptqHCxcUFDBx4kT69OnDxIkTKSy0/0dhjOGee+6hd+/eDB48mIyMU7F2/vz59OnThz59+rhmRzcVSUlJHDt2rM7Hl5SU8LOf/Yx+/foxcOBAHn30UR+WTqmmq7EWyKuLunQ+96vDMc0zQYAfrFy50mOi2TPPPMOECRN49NFHeeaZZ3jmmWd49tlnWb58OXv27GHPnj2sX7+eOXPmsH79egoKCnjiiSdIT09HRBg+fDhXXXUVsbG+Twje0JyTKX/7298yfvx4rFYrEyZMYPny5VxxxRWNXDql/KspjkZyqksfw/46/OT6o7C+VFFYSP7rr1NR6NtqnXveher5GH71q18hIowePZqioiIOHz7M559/zsSJE4mLiyM2NpaJEyfy2WefAfbsaQ8++CApKSlMmDCBvLw8AMaNG8d9993HBRdcwKBBg1wzkx9//HFmzZrFZZddRlJSEosWLeLhhx8mOTmZSZMmYbPZWL58OTNmzHCVd9WqVUyZMqVOz/b8888zaNAgBg0a5Jr4lpOTQ//+/bnzzjtJSUkhLy+P8ePHAxASEkJKSgq5uc3+Px+lvOYcjeSrmc3nQhfRczi+aBFH//4cx91yEZwrEeGyyy5j+PDhzJs3D4AjR44QHx8PQHx8PEePHgWoNe/CmfIxWCwWUlJSyMjIYOzYsTzxxBOu4ywWC2vXruXll19m9uzZru1ZWVksW7aMpUuXcuONNzJ+/Hi2bt1KeHg4y5YtY+LEiaxbtw6LxQLUPR/Dxo0befPNN1m/fj3r1q3jtddeY9Mm+yjm3bt386tf/YpNmzbRvXt31zlFRUV88sknNU6eU6qlasp9C051Cgxi1+3sRzZfMdOn0/Gh3xLTgMtAf/fdd2RkZLB8+XLmzp3LN998U+ux9cnHEBAQ4PrQri0fw5gxYzhx4oRrpdcrrriC4OBgkpOTqaysZNKkSQAkJyeTk5NDUFAQkyZN4pNPPqGiooJly5a5VoA9kzVr1jBt2jQiIyNp06YN06dP59tv7YuAde/endGjR3scX1FRwcyZM7nnnnvo2bPnWa+vVEvRlPsWnOq0VpIxxojIEmC4j8vTaIJiY2nnWOm0oTjzJnTs2JFp06aRlpZGp06dOHz4MPHx8Rw+fJiOHTsC1Jp3ISEhgVWrVnlsHzduXI33qy0Hg/t793wMwcHBHkHGPR/D3LlziYuLY8SIEURFRZ31Wb3JxwBw++2306dPH4/sckq1Bk25b8HJm6akdSIywmclaWEsFgsnT550vf7iiy8YNGiQR96F6vkYFixYgDGGdevWERMTQ3x8PJdffjlffPEFhYWFFBYW8sUXX3D55ZcDUFVV5crt8O6779aYj2HNmjXExMQQExNT57KPGzeOjIwMXnvtNa/yMSxZsoSSkhIsFguLFy/m4osvrvHYxx57jOPHj+sCfKpVasp9C07erK46HrhDRPYDFuxrJxljzOC6nCwiYcA3QKjjvh8ZY/5c7ZhQYAH2mkk+cL0xJseLMjYZR44cYdq0aYC92eTnP/85kyZNYsSIEcyYMYPXX3+dxMREFi5cCMCVV17Jf//7X3r37k1ERARvvvkmAHFxcfzxj39kxAh7TP7Tn/5EXJx9XcPIyEi2b9/O8OHDiYmJcQUDsOdUuOCCCzhx4gRvvPGGV2UPDAxk8uTJvPXWW2cdHuvMyZCSksJNN93kyt9w6623MmzYsNMW9MvNzeWpp56iX79+pKSkAHDXXXdx6623elVGpZQPGWPq9AN0r+nHi/MFaON4HQysB0ZXO+ZO4BXH6xuAD8523eHDh5vqduzYcdq2ligyMrLG7WPHjjUbNmzw+f2PHj1qunTp4rPrt5Z/R9X8FZQWmDe2vmEKSgs8Xte0v6kA0k0tn6t1rjEYY/afYwAyQLHjbbDjp3rD9NXA447XHwEviYg4zlVNyMcff8zDDz/M008/3dhFUarRuS+dDZy2jHZTXFr7TLxK1CMiQwBnw/G3xpjNXp4fCGwEegNzjTHrqx3SFTgAYIypEJHjQDvgWLXr3A7cDpCY2HpX+y4uLq5xu3tndUMZNWoU5eXlHtsWLlxIcnJyg99LqebCPeMaeHYoT+099Yz7m7I6BwYRuRe4DXAO9H9bROYZY/63rtcwxlQCQ0WkLbBYRAYZY9yzzdSU8+G02oIxZh4wD+ypPWu512kjc1T9rV9fPYb7llYSVXNQW03A+frNbW82q5qCkzc1hluAUcYYC4CIPAt8D9Q5MDgZY4pEZBUwCXAPDLlANyBXRIKAGKDA2+uHhYWRn59Pu3btNDg0Q8YY8vPzCQsLa+yiKHVGZxt62hyGptbEm8AgeK6JVMmZs7p5nizSAbA5gkI4cCnwbLXDPgZmYQ841wIr6tO/kJCQQG5urmuJCNX8hIWFkZCQ0NjFUOqMzpZkpykm4akLbwLDG8B6EVnseD8VeN2L8+OB+Y5+hgDgQ2PMpyLyJPbe8Y8d1/u3iOzFXlO4wYvruwQHB9OjR+Ml0lZKtVzOfoOpvac26bkI58KbwNAZuBm4CHtN4Wa8+OA2xmwBTksRaoz5k9vrMuA6L8qklFJ+1dxGGNWHN4FhojHmEcCVKEBE5gOPNHiplFKqiWqu/QbeOGtgEJE52Cee9RSRLW67ooDvfFUwpZRqipprv4E36lJjeBdYDjwNuKfbOmmM8XrEkFJKNScFFisL0w9wXWo34iJDGrs4fnHWwGCMOQ4cB2b6vjhKKdW0LEw/wNPLdwFwx9hejVwa//Bmgtt84F5jTJHjfSzwD2PM7DOfqZRSzdd1qd08frcG3iy7PdgZFACMMYXUMMpIKaWauwKLlVdXZ1FgsRIXGcKMUXEszX6nSWdda0jeBIYARy0BABGJw8u1lpRSqjlwNh8tTLcnz2oOWdcakjcf7P8A1orIR4731wFPNXyRlFLK/9w7mas3H7WGIaruvFl2e4GIpAOXYJ/gNt0Ys8NnJVNKKT+q3sns3tHcGoaouvO2KegwkAaEAe1FZIwxpvYM90op1Uy0xk7m2tS5j0FEbsWemvNz4AnH78d9UyyllPKvuMgQ7hjbyzVXobCskDe3vdlqOpzdedP5fC8wAthvjBmPfUSSLl+qlGq23EcfVdfaOpzdedOUVGaMKRMRRCTUGLNLRPr6rGRKKeVj1fsV3FdObW0dzu68CQy5jsxrS4AvRaQQOOSbYimllO9V71eovnJqa+pwdufNqKRpjpePi8hK7NnVPvNJqZRSyg+c/QpOrbmW4O6sfQwi8m/H73ud24wxq40xHxtjTm+YU0qpZsS9k9k5LLWlJuCpq7p0Pg8Xke7AbBGJFZE49x9fF1AppRqaezBozZ3MtalLU9Ir2JuMegIb8czzbBzblVKqWSiwWPnd16+ztnA+oM1HNTlrjcEY86Ixpj/whjGmpzGmh9uPBgWlVLOyMP0AX6xP5ILYWa68zdp85Mmbzuc5viyIUkr5w6mRSFOJDWsdiXe8paujKqValeojkdTpvJn5rJRSzVZrXuLCW1pjUEq1eNU7nFvrxLW68rrGICITReQ1ERnqeH97wxdLKaUaTvUOZ3Vm9akx3AncDDzmmMcwtGGLpJRS3nNPtAO4XsdFhmiHs5fqExjyHLmffysiz2BfcVUppRqFMyCUWCt54es9ru3ui+Nph7N36hwYRCQM6A3sF5EwY0yZMeZREbm7jud3AxYAnYEqYJ4x5oVqx4wDlgLZjk2LjDFP1rWMSqnWx7lC6r0TevO7K/p5JNrRpDv1c9bAICJBwF+B2cB+7P0S94nIm8AfjDH/W8d7VQAPGmMyRCQK2CgiX9aQHvRbY8zkuj+CUqqlc28mcibScXJfIdV9n9YQ6q8unc9/B+KAHsaY4caYYUAvoC3wXF1vZIw5bIzJcLw+CewEunpfZKVUa+OsFSxMP+Cx/UwBA3SIan3VJTBMBm5zfJgDYIw5AcwBrqzPTUUkCXsGuPU17D5fRDaLyHIRGVjL+beLSLqIpOflaRI5pVq661K7ce+E3pRYKz2yrdUWMJx0gbz6qUsfgzHGmBo2VorIadvPRkTaAP8B7nMEGHcZQHdjTLGIXIk9KVCfGu49D5gHkJqa6nUZlFLNz5bc46zcnUdESCDXpXZjwfrtVESu577LRtXal6AL5NVPXWoMO0TkV9U3isiNwC5vbiYiwdiDwjvGmEXV9xtjThhjih2v/wsEi0h7b+6hlGp5FqYfYOXuPMb37cB1qd1YmH6AuenvMX/XXH6oeg0JtNR4ni6QVz91qTH8BlgkIrOxL7ttsA9RDQemnelEdyIiwOvATmPM87Uc0xk4YowxIjISe+DKr+s9lFIti7MP4dIBnQC4dEAn5q/NpqisiNG92hAYMZJvD37Lkr1LdDZzAzprYDDGHARGicglwEDs+RiWG2O+9vJeFwK/BLaKSKZj2++BRMd9XgGuBeaISAVQCtxQUzOWUqrlK7BYefDDTFbuzuPbfTmcPySbT7YO54WvDxEct5qwTsuZ02sOY7tdxLhu43hz25uuJqMle5e4ltRW3qvLcNXeQCdjzApghdv2i4FDxpisutzIGLMGzyQ/NR3zEvBSXa6nlGrZ5q/NYeXuPGIjglmf9zmbty7n18n3cu+Eiymr7ER0x/OY2e8aYsNieXPbmzy/8VRDhPO11iLqpy5NSf/E/s2+ulLHvikNWiKlVKuXlVfM0syDSKCF4vC1dGtfRZf2wyirOs7sizsSG9YXSHUdX1Mns3Y415+craVGRLYZYwbVsm+rMSbZJyWro9TUVJOent6YRVBKNaACi5Vp8xZzJORtgkNPQHCBx/4Hhj/A1N5TtbnoHInIRmNMak376lJjCDvDvvD6FUkppU6Xsb+QWxdsoLTdOwRH5gAQUBVBaeEQRiV14vye8a6goM1FvlOXwLBBRG4zxrzmvlFEbsE+SkkppeqtwGJl/tpsCi02Fm48QKmtioj2pa79VQElnJdg5YlxdxEbEcKSvUsY120coM1FvlKXwHAfsFhEfsGpQJAKhODFcFWllKrJ/LXZvLhqM0Ft1yJxRURE5kBAGQBVlQHEh/dhf+lGnk5/jGEdh/Gvzf8CtKbgS3UZrnoEuEBExgPOvoZljlFKSilVbxn7C1nw/X6C41YT2v6bUzuq7L8CAqsICDoJVlh3eB3DOg5jzpA5lFaUUlhWqP0LPlLnZbeNMSuBlT4si1KqhXM2G4Ew64IkHvpoM0VmKxFx33geGABCIIZKDpccYnTn0QzrNIyZ/Wa6+hfCg8K11uAjmvNZKeU3C9MP8MLXewHYuL+An4+O4/ndCwioYXEeQTBAYlQifxv7N1ftQNc/8j0NDEopv+nbKYqw4ADKbFWs2ZvPztKPCIiuqvHYKiqICo7ipQkveTQZOdc/Ur5Tl0X0lFKq3gosVl5dnUWBxcpjS7ZRZqtCAi0Et/sSa+NctCEAAB9ISURBVGhNK++fIghtQ9v6qaTKqc6BQUSercs2pZRy58yZMH9tNrbAfUT0eJbwpL8R1vFrCC2q9bywwDBO2E5oLoVG4E1T0kTgkWrbrqhhm1JKAfbaQom1gstTD/FG7h+paldJYGDNTUdU4fFVdWD7gYzsPFL7EhpBXRbRmwPcCfQUkS1uu6KAtb4qmFKq+Vuwfjsvb3mZkLh1BAScpYnCbWdCmwQ2HtnI2ISxOiS1EdSlxvAusBx4GnjUbftJY0xBzacopVq7TQdzeSfnj4S13+/1uZd2v5S4sDitLTSSukxwOw4cF5GbgelAkvM8EcEY86RPS6iUanYKywq544vbKQusORdzbYIkiNsG38bMfjO1ptCIvBmVtAS4GqgALG4/SinlMfro7q/upjTAu6AAMKXXFO4ceqcGhUbmTedzgjFmks9KopRqdpwzmUutVWzOLSLt0CZe2vsGBJV7fa0b+t7AnUPv9EEplbe8CQxrRSTZGLPVZ6VRSjUr7jOZJTiPiB7zILDS6+v0iOrBH0b/oaGLp+rJm6aki4AMEdktIltEZGu1UUpKqVbA2WSUlVfMwcISYsLt3y/Dur5NQD2CQkKbBF6Y8EJDF1OdA29qDFf4rBRKqWbDOWHtvbQfyckvASA6LIiIyp+44tsqMPB5agAnI86Y4h2AuLA43v3Zu9qn0MR4U2P4EbgYmGWM2Q8YoJNPSqWUarIuHdCJXh0iXUEB4IJe7bhkq2HGGsOM7wyXb6xlEls1L45/UYNCE+RNYHgZOB+Y6Xh/Epjb4CVSSjVZBRYrf166jaw8C6N6xJGSaF/HaPeGbaT+UEVxiP24EOuZc8k7ZRzN8FVR1TnwpilplDEmRUQ2ARhjCkUkxEflUko1QQvTD7Bmbz4AI9oKbZZ/wsgjeYw9mEFb66njrCFnbkaKCIxg1qBZOoGtifImMNhEJBB7ExIi0gFXniWlVEvlPiS1qMRKt9hwxvftSM8VC+m/bqnruPJAOB4G6efB58Nrb4xIaJPAMxc/w5COQ/xRfFUP3gSGF4HFQEcReQq4FnjMJ6VSSjUZ7kNSnTZuzWb09s0A2BCCMYRWQkcLdDpxem1BEDpHdubvY/6uAaEZ8Ca15zsishGYAAgw1Riz02clU0o1GvdaAsCoHnHs3HWAKfvWANCupIgeB3cDEIzBFgDBVXAiDIZn2TufP7o4EICYkBjmTpirAaEZ8SqDmzFmF7CrPjcSkW7AAqAz9iaoecaYF6odI8ALwJVACXCTMUZ7p5TyowKLlQc/zGTl7jwAosst3Fi4mWGFhVy92572vcx93EpwMME2G2WBEF3m2GagQ3gHfjngl0ztPVVHHjUzdVl2+ySOfoXquwBjjImu470qgAeNMRkiEgVsFJEvjTE73I65Aujj+BkF/MvxWynlJ6+symLl7jwGd41mf0EJl+5JY8r2ZfwUfiqTWphb92JlRSWBQFglHA+Hlcn2eQz/Gvc/WktopuqyumpUQ9zIGHMYOOx4fVJEdgJdAffAcDWwwBhjgHUi0lZE4h3nKqV8rMBi5fPtPwFwoLAUU3Sc84oPY0PoXHp6trVKhEBjDxJlgRBTCicjA4ho11mDQjPmVVOSiMRi/zYf5txmjPnG25uKSBIwDKie8LUr4L4kY65jmwYGpfxg/tps9heUkBhQzsUbPyelcB8DjmYBpyVYAyC4fRwEBkGAEHb4Jzb2ElYPDuDlcf/we9lVw6lzYBCRW4F7gQQgExgNfA9c4s0NRaQN8B/gPmPMieq7azjltGYsEbkduB0gMTHRm9srpWrg7Gz+ds8xAK7evYIrd3/tcUxNA1CrjuVDYCBUViIjhpJxTSRvj/8DPWJ6+KHUyle8qTHcC4wA1hljxotIP+AJb24mIsHYg8I7xphFNRySC3Rze58AHKp+kDFmHjAPIDU1tW5TLJVSNSqwWLnnvQzXxLWuJ49y4Q9eZO2ttC+cFzs4heenPuSLIio/8yYwlBljykQEEQk1xuwSkb51Pdkx4uh1YKcx5vlaDvsYuEtE3sfe6Xxc+xeU8g1nLWHj/iLW7M0nutzCDbnfc3H2BmJspTWe49GcFBJCcPdEbHvscxwCwsJqPEc1P94EhlwRaYs9k9uXIlJIDd/mz+BC4JfAVhHJdGz7PZAIYIx5Bfgv9qGqe7EPV73Zi+srpc7CfX5CdtZBold/Rnbngdz643ouPLCZzmWndzADIALGeDYnWa1EXTyGgMsuBwyxN97ohydQ/uDNBLdpjpePi8hKIAb4zIvz11BzH4L7MQb4TV2vqZTyzvy1Oa5ZzLO3fcJ1e1fzyx2fEWrOkkfBOFpsAwKg6tRQ1YDwcDrcfZeviqsaiTedz/cDC40xucaY1T4sk1LKBwosVtJzCgDoH17JhYfsyRjPGhScoqNIeO45yjZvoaq0lIDwMGJv/IWviqsakTdNSdHA5yJSALwPfGSMOeKbYimlzkWBxcrC9ANcOqATH2cedOVkzt2yi2d3LyO0Ywe6lBR4nGNDCA4KhIqKmi964iTWPXu0htAKeNOU9ATwhIgMBq4HVotIrjHmUp+VTinlNfdRRit2HWV9tj0AdD15lL9/O5dYq4WqXPuxNiDYcV4wBoKDTwsMgZ07E3nBBYTEdyZm+nT/PYhqNF5NcHM4CvwE5AMdG7Y4Sqn6cnYsr9tX4AoG7tOAfrttkT0ocGpkkQCVEuCavUyp52ik4D59SFown6BYXeuoNfGmj2EO9ppCB+Aj4LZq6xwppRpJVl4xty9IJyvP4tqWkhhD307RgDCmaA+9j+4DTgWFKhwfAKaWtCohIdj27OH4okW0u+UWH5ZeNTXe1Bi6Y5+tnHnWI5VSfvX/Pt1BVp6FpHYRdIoOc9QYhK+/3MBt2z5mUN4+gqoFgDPm9Q0MBKuViAvO1+ajVsibPoZHfVkQpZT3nJ3M04d1ZXNuEY9PGcjgbm1ZuHgNMW/9D5GFefS2HHWtherejOQxWS0oyNW3IOHhRF1xBScWLSJiWIo2I7VCdVl2e40x5iK35bfd5yJ4s+y2UqqBLUw/wNPLd9E2PJiiUhsvrthDeHAgMxa9ynm5210Boabagce2igrCR4xAgoPo/Mc/Eti2LWG9emptoZWqy7LbFzl+N8jy20qpc+M+FDW/uJykdhHk5JcAYDl6jP6bvmYnbeiJEOTW+exRQwgP9+hoDh+RSsKLL3jUDrRfofXypvP5TzVtN8Y82XDFUUqdiXsn86vfZFFgsQEQGghdA2zctfoNeh/eA0D1aWseNYTSUgLatqWqqIiI88+n6/P/0CYj5eJN57PF7XUYMBnQnM9K+dHvF20lK89CUIBQYLHRLTacvJPltCv8id+te4MEyzHXsYE1XUAEIiKIvvxy2t92K8UrVhAzfboGBeXBm85nj8wbIvIc9tVQlVI+4Gwyui7VvhL9/LXZHCiwNxlFlBZzXd4mSkjiki/fJsRWSker/bubJTCYyEpbzRc1BiwWwnr1JLRHD0K1uUjVoD4T3JwigJ4NVRCl1CkFFit3v5vBd1n5rNh1hODAQNbstdcGosOCmLxzDdfu/pKSjCAiqjxnKoeecalKIDRUO5XVGXnTx7CVU9MoA7FPdPuLLwqlVGs3f20O32XZE+eszy4EIDGgnBG717I9aTADC3IAiKiqoCIwmKA2EfbhplVVBFWbvUxYGIgQ1KEDFUWFJDz3nDYdqTPypsYw2e11BXDEGFPLaltKqfrKyitmUYZ9MaPI0AAs5VV0iw1nRNpKbt2+jI1HfyAlbw9l4ZGElVoIqrTB8eOeF3HkTwCIHDWSxFdf9fdjqGbMm8BwTfUN9qRsdmfIyqaUqgNnn8K3e45xoND+rT/wxEmu+TGNoCunsCVpCBlHfyC6ogyAsFILGR360L5Xd3rs305VRQUmLw+AkL59qSouJqh9Ozo9qnNTlXe8CQyp2HM+OzucpwDfAAcaulBKtQZZecX8v093cPclfVj9w1HX4nfx0WGkJLYl5thBfv7l/5JgOcbR7O+4DKFLSaHr/IqgILokdSGhJI+Kw6cy4Aa0bUv8438mYujQxngs1QJ4ExjaAynGmJMAIvI49sQ9t/qiYEq1VM6AUGKtZH12AdnHLK4JagCHT5TR1mbhrv++TLxj+GnHEnvKzeNB4cRU2GsTQRUVdN6wGvf23KDuiVTs/5HSjRs1MKh6O+M6WtUkAla391YgqUFLo1QLVWCx8urqLDL2F3LdK2tZuTsPYwwjk2Ips3lORTvPeowHPv478cePcDgijj1R8a59wQEgvXrZ30RGEj19OkFdugAQEBNN12efpeNDv9VRR+qceFNj+DeQJiKLsY9OmgYs8EmplGphnGsaBQUIFVWG6PBAymyVZOdbOFlmDwzR5Rau3bOCK37cQBurvQZxKDKO8u696ZN+mEogwloKufaO6aDYWELiOxP7/D849PvfY9uXTenGjbqUhTpn3kxwe0pElgMXOzbdbIzZ5JtiKdWyXJfajX+tyqKo1IYAYUFBbDl4ArAHhJn7VjE+bwcxBaey5eZHxjE8by8ltkIICSHQaq+wB/fogSktwbb/R47NfZmAiAiS3nmH44sWaU1BNQhv5jEIMACIMcY8KSKJIjLSGJPmu+Ip1bw5s6qBkJLYlhW78zBA2bECrvkxjXWdBzJny2KG59nXN7KGR1ISEMLhoEg6x4SCpYCIonzX9YISumLdtYv2v/mNY4txLWmhNQXVULxpSnoZ+wKNlwBPAieB/2AfqaRUq+YeAMae14H/XbGHWecn8eePt7PfsYxF+woLv9izhmirhZSju0mw5HPB0V0MyMsCwBYcQkiphRAstKUQHFMTJCoKc/Ik4ampxP/lSV3fSPmcN4FhlDEmRUQ2ARhjCkUkxEflUqpZmb82hxe+3gvAvG+yKLVVscpROwB7c9H96W+T4qgZgH2EUXuLPTezNTCYEJuVop79aBcWiMk7CiK0uegigtq2JSA8jNgbbyQoNlbXN1I+501gsIlIII5lMUSkA1BLslilWg/3mcoClNrs/1sY7AFh4o9pJFDmERQA+7DTilJOBkcQZbPXKjpHh1KWudl1TPGqlVQVFNLxod9qDUH5jTeB4UVgMdBRRJ4CrgUe80mplGrinE1HpdYqPt1yiEPH7bORncHg2j0rOK/wAAbD0PxsiIkB4FBEHF1KCtgc15OEihO0O3GM0AB730JIqQUJCgYgqEsXTIBQmXuQyLFjtFNZ+ZU3o5LeEZGNwATsX4ymGmM0H4NqdbLyivnl/613BQOwB4PLfkzji8SRTNm3huv2rnbtKw0IJvz4caxBIbw96Ep+bdlObJcedJw+mdKH7iek2N6ZEBAXS8ffPkjpxo2uQOAcaaS1BeVPXi27bYzZBeyqz41E5A3sC/EdNcYMqmH/OGApkO3YtEizw6mmJCuvmN/9Zws7Dp+guNw+9yBYwGZg4o9p3LJ9GcOO/kBAlX3fyaAwLMGhdC61f/CHVFi5O/0DwqtsRG/fRGjxYaKu+hllO3dgy8ujMvfgafMQdKSRagznko/BW28BL3HmSXHfGmMmn2G/Un6XlVfMbz/MZNuhE9gqjce+sJBAwk+cIKa8mNzIdq5+hNzIdiRY8omqKCOrSx8ORrQndd8GIqrsCXSCuidS8v33lHz/PXGzb6bdbbfpPATVZPgtMBhjvhGRJH/dT6mGUGCxunIsOzk7lLfF9WDmD19xODyOqTlrASgKjqCtrYSikDYEVVXSubSIvgGlDEpJpHTv99CmDaHduxM+ZAjFFaupOHiQsp27dB6CalL8WWOoi/NFZDNwCPitMWZ7TQeJyO3A7QCJiYl+LJ5qDZyL3F02oBNPfLqDMlsVwqksVVP2reHG3V/a+w6qbORGtgfsfQltbSWURUQxqHC/63oVublUffG5/U1xMeXbt1O+fTtxt8ymfO9eXRZbNTlNKTBkAN2NMcUiciWwBOhT04HGmHnAPIDU1FRT0zFKecs50mhRxkEOFJay+oc8qhz/dbn/R+Z8HV5lwyYBZEV1JspaQowjKISVnAQgqGtXwoYNxbJmDVVFRUScfz5h/fsDeMxLUKqpaTKBwRhzwu31f0XkZRFpb4w51pjlUi2bMznOdandmL822zVJDXAFhep2xSZyIjgcqawiqqqcsT9tA0DCwohO7IJ1124kOpqKgwep6p6IKTpO5NgxdHnmGQ0EqlloMoFBRDpjTxdqRGQk9iXB889ymlL1VmCx8uCHmazcncfb6/ZTZTwjQWiQUF5xenS4Y9vHRNtKORQRR177XgwYeh7l36zEFB3Hums3wT17YNtnH1wX1r8/bS68UIecqmbFb4FBRN4DxgHtRSQX+DMQDGCMeQX7hLk5IlIBlAI3GGO0mUg1qAKLlVdW7WVz7nFOltnYcfgkIQG4UmkGYJ/OHxpYc1CILrewqUMfQivKiZAqeo1OJrJDO8qKjhOcmEjUpRNoe911nPh0GWC0uUg1S9LcP3tTU1NNenp6YxdDNWHOYJC+v5C8k+WuIFAf9+St44rvPqIyIJBAx3yFtr/4ObbcXDo9+iihPXo0VLGV8ikR2WiMSa1pX5NpSlKqIbnXDGyVVWT8WOTa55yUBhAWJHSICjstWIQEQHBQABZrFR3bhDB1WALhIYH8sn8qRbdvhH3ZEBQEFRVYs7MpWfs9xSNH6gJ3qkXQwKBaFOfIonX7ClifXXDa/sAAweboVY4MsX/wHyqyBwX3Iam9O0Wx4/BJktpF8PpNI+jVoY3rGlFz53LkmWdoP2cOpRs30uaSS1xLYSvVEmhgUC1GgcXK3e9m8F3W6WMWAgUqDVRWGaJCgzhZXoE9FNi3gz0otI0IYkaqfW7MjsMnuXpoV4+gABDaoweJr74KQMTQofZtWlNQLYgGBtUsOWsGhRYb2w4dp6KyiiMnyjlysrzG450f/pEhAYQHB3CyHLrGhvHDEQudo0MZ06cDh46X8cTVA+nVoQ0FFivtIkO4LrWbH59KqaZBA4NqlqrPOaguKjSQk+WVrpqCk8VahcWROzk2IgSwcP2IRO6feJ7H+XGRIdwxtpcviq5Uk6eBQTVZzslnlw7oxMeZB3GmzfzLp9vZc7TYdZxziKm7sKBAosKCqTKGn06cqkVEhgYwqEtbhiS05fqR3fhqxxGtFShVjQ5XVU2K+2gigPXZBYQFCWWOOQUx4UEcL62o8dywoADKKk5PKhgbEUxhiY3YiGBenzWClO46r0ApHa6qmjznwnV9OkUx79ts1/aggFNBATgtKLgmpDmCQliQEB0ewtGT5cRHh9GrYxsemHgeG3IKuC61G3GRmqZcqbPRwKD8KmN/IQ98mMnIpDji24Zz1dAuvLpqL4s2HaKiyrBhfz7tIoIpLLVRZaCitgWL8KwhlFdUER4cQKmtisHtIhjYJZrHJg9wjSjSWoJSdaeBQfmMc+QQCLMuSAJg9vw0ikoqyMkvAeDFr/d4rFxaXFZF8Wk9BjW7akg8aTmFDEmIId9i49aLejD/+xyPgKCU8p4GBuUzC9MPuEYOvbMuh1JbJRar54d+bfUB9w7luIhgTpRVuGoPMeFBXD8ikR2HTpCTX0KP9pG8fesoAMb16+iDJ1GqddHAoBqMs+N4zZ48svOLqXKLAccsNq+u5R4+osODKSixER0eSP/OMfx1ejK9OrRx9Us8NnlAwzyAUgrQwKDOgfODedb5Sby8ai+7fjrBibLKc75uVFggfTpGMahrDLERIYw9rwP/u2LPaU1EvTq04c2bR57z/ZRSnjQwKK84O4+HJMTw9a6jFJdXsnJ33jlf19mR3KtDJPN+lXpaH4EGAKX8RwODqpFzctmIpDieWb6T/OJyDhSUYLAvQufsPD5XKYkxZPx4nBmp3egaG65DSpVqAjQwKA/OGkFEcCA7fjpZwxHnPiFyVI9YhiTEEh4SyFVDu7hmH2tAUKpp0MDQyjmHlJbaqth75AQrdvsmxXbn6FAuG9iZ2IgQZl2Q5BEEeo3VoaVKNSUaGFohezDIYfdPx/ls+1Gf3KN9ZAjHLFZG9YhldM/2pwUDpVTTpYGhBSuwWPn9os18ueMondqEcOik1ef3HJwQw1uOjuKF6Qe0iUipZkgDQ0vx4wZ4cxKYCtccgLZV8CIw2zzMmpNDG/R23WLDeWu2PQD87j9bqKgypCbF8euxvVyBQJetVqp50tVVm5u8PfDF7+Gyv0La/8GGV856iqUqgIHWtxusCFcP6cKfrxqoNQGlmjFdXbWpcn7Ij7gDNrxq/7Dv0Kfm/Z/cAyftOQnAwJ4v6nyb8DquPVTjucEBvHPraGIigl2zjHUdIqVaNq0xNKY3r4D9a0+9DwiHqtIGv01VFfS0vuvVOQECt17c06NpSCnVcmiNoSnJ2wOLboWfdoKplp/YB0HhTEICICYihLxiK52jQ7lqSFeKSqyk5RTw/IyhulS1Uq2UBgZ/ydsD78yAon1+v3WROfWNPykunJ9OlHH5wHj+fNVACkus2kSklPKggcFXnDWD/L0QFAklRxqnHAFhxP1mDRkR3WscPhoXGaLrECmlPPgtMIjIG8Bk4KgxZlAN+wV4AbgSKAFuMsZk+Kt8DeKHr+CjWWCzeTYTWYtrP6chjPi1vSZy2V+hcD8suQOmvgrnXeo6JA4dPqqUqht/1hjeAl4CFtSy/wqgj+NnFPAvx++m64evYNEtEN4Oin8Cm8X7a3ToByd/guQbPIeehsSA9ThEdYPI9hASARc9ACv/AoU5MP11jw/+U9frAw9n1fuRlFLKb4HBGPONiCSd4ZCrgQXGPkxqnYi0FZF4Y8xhnxTI2dRzOPPcr1VW5MXBgdjzk9lg7B9g/MOndv3s2bOfXlMwUEqpBtSU+hi6Agfc3uc6tp0WGETkduB2gMTExPrd7YvfN0xQOJOIjlBRAu3Pg2nzPOcoKKVUE9WUAoPUsK3GSRbGmHnAPLDPY6jX3S77KxQfbbjgIKEQmwAnDkNgEFzzpn67V0o1S00pMOQC3dzeJwCHfHa3Dn3gjtU+u7xSSjVXAY1dADcfA78Su9HAcZ/1LyillKqVP4ervgeMA9qLSC7wZyAYwBjzCvBf7ENV92Ifrnqzv8qmlFLqFH+OSpp5lv0G+I2fiqOUUqoWTakpSSmlVBOggUEppZQHDQxKKaU8aGBQSinlodkn6hGRPGB/PU9vDxxrwOI0J6312fW5W5fW+txw9mfvbozpUNOOZh8YzoWIpNeWwaila63Prs/durTW54Zze3ZtSlJKKeVBA4NSSikPrT0wzGvsAjSi1vrs+tytS2t9bjiHZ2/VfQxKKaVO19prDEopparRwKCUUspDqw0MIjJJRHaLyF4RebSxy+MvIvKGiBwVkW2NXRZ/EZFuIrJSRHaKyHYRubexy+QvIhImImkistnx7E80dpn8SUQCRWSTiHza2GXxFxHJEZGtIpIpIun1ukZr7GMQkUDgB2Ai9gRBG4CZxpgdjVowPxCRMUAx9vzagxq7PP4gIvFAvDEmQ0SigI3A1Fby7y1ApDGmWESCgTXAvcaYdY1cNL8QkQeAVCDaGDO5scvjDyKSA6QaY+o9sa+11hhGAnuNMfuMMVbgfeDqRi6TXxhjvgEKGrsc/mSMOWyMyXC8PgnsxJ5PvMUzdsWOt8GOn1bxbVBEEoCfAf/X2GVpblprYOgKHHB7n0sr+aBo7UQkCRgGrG/ckviPozklEzgKfGmMaS3P/k/gYaCqsQviZwb4QkQ2isjt9blAaw0MUsO2VvEtqjUTkTbAf4D7jDEnGrs8/mKMqTTGDMWeR32kiLT4JkQRmQwcNcZsbOyyNIILjTEpwBXAbxzNx15prYEhF+jm9j4BONRIZVF+4Ghf/w/wjjFmUWOXpzEYY4qAVcCkRi6KP1wIXOVob38fuERE3m7cIvmHMeaQ4/dRYDH2pnOvtNbAsAHoIyI9RCQEuAH4uJHLpHzE0QH7OrDTGPN8Y5fHn0Skg4i0dbwOBy4FdjVuqXzPGPM7Y0yCMSYJ+//fK4wxNzZysXxORCIdAywQkUjgMsDrEYitMjAYYyqAu4DPsXdEfmiM2d64pfIPEXkP+B7oKyK5InJLY5fJDy4Efon9W2Om4+fKxi6Un8QDK0VkC/YvRF8aY1rN0M1WqBOwRkQ2A2nAMmPMZ95epFUOV1VKKVW7VlljUEopVTsNDEoppTxoYFBKKeVBA4NSSikPGhiUUkp50MCglFLKgwYGpbwkIv8nIgMcr39/huMqHXMmunhx7YtFZEdrWhZdNT06j0GpcyAixcaYNt7uO8s1k4BPW8uy6Krp0RqDUrVwLC+wzJHkZpuIXO/YvkpEUkXkGSDcUSt4pw7XKxaRZx2rXn4lIiMd19onIlf5/IGUqiMNDErVbhJwyBgzxPHt3WNpAWPMo0CpMWaoMeYXdbheJLDKGDMcOAn8P+zJoqYBTzZs0ZWqPw0MStVuK3Cp41v+xcaY4+d4PSungstWYLUxxuZ4nXSO11aqwWhgUKoWxpgfgOHYP7ifFpE/neMlbeZUp14VUO64TxUQdI7XVqrB6H+MStXCMZqowBjztogUAzfVcJhNRIId3/yVahE0MChVu2Tg7yJSBdiAOTUcMw/YIiIZdexnUKrJ0+GqSvmIDldVzZX2MSjlOyfqM8EN+AQ45rtiKXVmWmNQSinlQWsMSimlPGhgUEop5UEDg1JKKQ8aGJRSSnn4/6jEVK9Gn8QLAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEGCAYAAABhMDI9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3deZzN9f7A8dd7xtgGk7GlhobMjRhpjLXCJEVRKVm6ZS2llYq0iVaV1httl9AtRJZKlK5dGIyRLIXoZ8q1jm3EbO/fH+ecMSvnMGfOOTPv5+Mxd875fL/nfN8zuvM+n+X7eYuqYowxxrgE+ToAY4wx/sUSgzHGmBwsMRhjjMnBEoMxxpgcLDEYY4zJoZSvAzhfVatW1cjISF+HYYwxAWXdunUHVLVafscCPjFERkaydu1aX4dhjDEBRUT+KOiYDSUZY4zJwRKDMcaYHCwxGGOMySHg5xjyk5aWRlJSEidPnvR1KOYclS1bloiICEJCQnwdijElTrFMDElJSVSsWJHIyEhExNfhGA+pKgcPHiQpKYk6der4OhxjSpxiOZR08uRJqlSpYkkhQIkIVapUsR6fMT5SLBMDYEkhwNm/nzG+U2wTgzHGFGfJJ5P59JdPST6ZXOjvbYnBS/r370/16tVp1KhRnmNjxoxBRDhw4AAAc+bMoXHjxjRp0oTY2FiWL1+ede6wYcNo2LAhDRo04JFHHsHqZxhjAGZvn81b695i9vbZhf7elhi8pG/fvsyfPz9P++7du1mwYAG1a9fOamvfvj0bNmwgMTGRCRMmcM899wDw008/sWLFCn7++Wd++eUX1qxZw5IlS4rsZzDG+K9b693KY00f49Z6txb6e1ti8JI2bdoQHh6ep33IkCG8/vrrOcbQK1SokPU8JSUl67GIcPLkSVJTUzl16hRpaWnUqFEj6zWPP/44MTExtG/fnv379wPQrl07Bg8eTOvWrWnUqBHx8fEAjBw5kj59+nD99dcTGRnJzJkzGTZsGNHR0XTs2JG0tDTmzZtH9+7ds+JavHgxXbp08c4vyBhzXiqXrUy/Rv2oXLZyob+3JQanQympfLRkB4dSUr12ja+//pqLL76YK664Is+xWbNmUb9+fW666SYmTJgAQKtWrYiLi6NmzZrUrFmTG264gQYNGgCOBBITE0NCQgJt27Zl1KhRWe+VkpLCTz/9xLhx4+jfv39W+44dO5g7dy5z5szhrrvuIi4ujo0bN1KuXDnmzp1Lhw4dWLVqFSkpKQBMmzaNHj16eO33YYzxT5YYnKav3c2r87Yyfe1ur7z/iRMnePnll3nhhRfyPd61a1e2bt3K7Nmzee655wDYvn07W7ZsISkpiT///JOFCxeydOlSAIKCgrL+aN9111055iV69eoFOHotR48e5fDhwwB06tSJkJAQoqOjycjIoGPHjgBER0eza9cuSpUqRceOHfnmm29IT09n7ty53HLLLV75fRhj/FexvMHtXNwRWyvH98K2Y8cOdu7cmdVbSEpKIiYmhvj4eC688MKs89q0acOOHTs4cOAAs2bNomXLllSoUAFw/GFftWoVbdq0yfP+2Yemci/1dD0vU6YM4EgqISEhWe1BQUGkp6cD0KNHD8aOHUt4eDjNmjWjYsWKhfUrMMYECOsxOIWHlua+tpcSHlraK+8fHR3Nvn372LVrF7t27SIiIoKEhAQuvPBCtm/fnrXaKCEhgdTUVKpUqULt2rVZsmQJ6enppKWlsWTJkqyhpMzMTGbMmAHAF198wdVXX511rWnTpgGwfPlywsLCCAsLczvOdu3akZCQwCeffGLDSMaUUNZj8JJevXqxePFiDhw4QEREBKNGjWLAgAH5nvvVV18xefJkQkJCKFeuHNOmTUNE6NatGwsXLiQ6OhoRoWPHjlmTwaGhoWzatImmTZsSFhaWlQwAKleuTOvWrTl69GjWfIW7goOD6dy5MxMnTmTSpEnn/gswxgQsCfR18bGxsZq7UM+WLVuyPlkXVxUqVOD48eN52tu1a8eYMWOIjY31QVSFqyT8OxrjKyKyTlXz/UNhQ0nGGONnvHlXsztsKClA5ddbAMe9B8aYwOa6qxmgX6N+RX59SwzGGONnXHcze+OuZndYYjDGGD/juqvZV2yOwRhjTA6WGIwxxuRgicFL8tt2e+TIkVx88cU0adKEJk2a8N1332Ude/XVV6lXrx6XXXYZ33//fVb7/Pnzueyyy6hXrx6jR48u0p/BGFMyWWLwkoK23R4yZAiJiYkkJiZy4403ArB582amTp3Kpk2bmD9/Pg888AAZGRlkZGTw4IMPMm/ePDZv3syUKVPYvHlzUf8oxhgv8fWy1IJYYvCSgrbdzs+cOXPo2bMnZcqUoU6dOtSrV4/4+Hji4+OpV68edevWpXTp0vTs2ZM5c+YAEBkZyZNPPknz5s1p3rw527dvBxwJ6f777+eaa67hH//4B99++y0AEydO5NZbb6VLly7UqVOH999/n7feeosrr7ySli1bcujQIbZs2ULz5s2z4tq1axeNGzcu5N+MMcbFm8V2zoclBpeUg7DiXcd3L3r//fdp3Lgx/fv3JznZ8Snhzz//pFat05v3RURE8OeffxbY7lKpUiXi4+N56KGHGDx4cFb7rl27WLJkCXPnzuX+++/n5MmTAPzyyy988cUXxMfH88wzz1C+fHnWr19Pq1atmDx5Mg0aNCA1NZXff/8dcOy5lL0+gzGmcHmz2M75KLLEICJlRSReRDaIyCYRGZXPOX1FZL+IJDq/7imq+Ej8DywY4fjuJYMGDWLHjh0kJiZSs2ZNHn/8cYB8y3WKSIHtLq7ttXv16sXKlSuz2rt3705QUBBRUVHUrVuXrVu3AhAXF0fFihWpVq0aYWFhWfsuubbddr32yy+/BKwegzHe5s1iO+ejKO9jOAVcq6rHRSQEWC4i81R1Va7zpqnqQ0UYl0OTu3J+9wJX9TWAe++9l86dOwOOnsDu3afrQCQlJXHRRRcBFNgOBW+1fbZtt8Gx1Xb2bbizb7t9xx13cNtttyEiREVFneNPa4wJVEXWY1AH1z4OIc4v/9nBL7QKXPWo47uX7NmzJ+vxrFmzslYs3XzzzUydOpVTp06xc+dOtm3bRvPmzWnWrBnbtm1j586dpKamMnXqVG6++eas93DtqDpt2jRatWqV1T59+nQyMzPZsWMHv//+O5dddpnbMV566aUEBwfz4osvWm/BmBKqSO98FpFgYB1QDxirqqvzOe12EWkD/AYMUdU8JdVEZCAwEKB27dpejPjc5bft9uLFi0lMTEREiIyM5KOPPgKgYcOGdO/encsvv5xSpUoxduxYgoODAcecxA033EBGRgb9+/enYcOGWdc4deoULVq0IDMzkylTpmS1X3bZZbRt25a9e/fy4YcfUrZsWY9i79GjB0OHDmXnzp2F8JswxgQan2y7LSIXALOAh1X1l2ztVYDjqnpKRO4HuqvqtWd6r5K67XZkZCRr166latWqOdr79u1L586d6datm48iKzwl4d/RGF/xu223VfUwsBjomKv9oKqecj79BGhaxKEZY0yJV2RDSSJSDUhT1cMiUg64Dngt1zk1VdU1EH8zsKWo4gs0rlVEuU2cOLFI4zDGFD9FOcdQE5jknGcIAr5U1W9F5AVgrap+DTwiIjcD6cAhoG8RxmeMMYYiTAyq+jNwZT7tI7I9fgp4qqhiMsYYb0g+mczs7bO5td6tfnePgjvszmdjjClk/rrVhbusUI8xxhQyX1dgO1+WGIwxppD5ugLb+bKhJC85efIkzZs354orrqBhw4Y8//zzAOzcuZMWLVoQFRVFjx49SE1NBRw3q/Xo0YN69erRokWLHKuOCqrV4A8qVKjg0fm7d+8mLi6OBg0a0LBhQ959910vRWaMOVeWGLykTJkyLFy4kA0bNpCYmMj8+fNZtWoVTz75JEOGDGHbtm1UrlyZ8ePHAzB+/HgqV67M9u3bGTJkCE8++SRQcK2GQJSRkUGpUqV488032bJlC6tWrWLs2LFWY8IYP2OJwamwC2aISNan6bS0NNLS0hARFi5cmHVXcp8+fZg92zE5NWfOHPr06QNAt27d+O9//4uqFlirYdeuXdSvX58+ffrQuHFjunXrxokTJ4Az12oYNGgQcXFx1K1blyVLltC/f38aNGhA3759Afjggw8YNmxY1s8xceJEHn744bP+vKrK0KFDadSoEdHR0Vn7OC1evJi4uDjuvPNOoqOjqVmzJjExMQBUrFiRBg0a5NhK3JhA4q+Fds6XJQYnb6wiyMjIoEmTJlSvXp0OHTpw6aWXcsEFF1CqlGNqJ3t9hey1F0qVKkVYWBgHDx48Y02GX3/9lYEDB/Lzzz9TqVIlxo0bl3VeQbUakpOTWbhwIW+//TZdunRhyJAhbNq0iY0bN5KYmEi3bt2YOXNm1vnubr09c+ZMEhMT2bBhAz/++CNDhw7N2jQwPj6el19+OU/PYNeuXaxfv54WLVp49Hs1xl8E+uqjglhicPJGwYzg4GASExNJSkoiPj6eLVvy3sjt2hL7XGoy1KpVi6uuugqAu+66i+XLl2edU1Cthi5duiAiREdHU6NGDaKjowkKCqJhw4bs2rWLatWqUbduXVatWsXBgwf59ddfs65xJsuXL6dXr14EBwdTo0YN2rZty5o1awBo3rw5derUyXH+8ePHuf3223nnnXeoVKnSWd/fGH/kr4V2zpetSnLy5iqCCy64gHbt2rFq1SoOHz5Meno6pUqVylFfwVWTISIigvT0dI4cOUJ4ePgZazUUVHfhTI+z12DIXZ8he02GL7/8kvr169O1a9c818nPmTZjDA0NzfE8LS2N22+/nX/+85/cdtttZ31vY/xVoK8+Koj1GLxk//79HD58GIC///6bH3/8kQYNGhAXF8eMGTMAmDRpErfccgvgqMkwadIkAGbMmMG1116LiBRYqwHg//7v/7J6A1OmTOHqq6/Oun5BtRrccdtttzF79mymTJnidk2GNm3aMG3aNDIyMti/fz9Lly7NUT/aRVUZMGAADRo04LHHHvMoLmN8beeRnTzw4wPsPFK8t6S3HoOX7Nmzhz59+pCRkUFmZibdu3enc+fOXH755fTs2ZNnn32WK6+8kgEDBgAwYMAA7r77burVq0d4eDhTp04FzlyroUGDBkyaNIn77ruPqKgoBg0alHX9gmo1uKNy5cpcfvnlbN68Od8/7i7p6elZvY6uXbuycuVKrrjiCkSE119/nQsvvDCrrKjLihUr+Oyzz4iOjqZJkyYAvPLKK9x4440exWiML7yx5g2W/bkMgHHXjTvL2YHLJ/UYClNJrcewa9cuOnfuzC+//JLnWEG1Ggrbhg0buPfee4mPj/fK+5eEf0cTWHYe2ckba95gaLOh1Amrc/YX+DG/q8dgAt+HH35Ir169eOmll3wdijFe51qWekGZCxh33biATwpnc9ahJBEJd+N9Mp3Fd0wRiYyMzLe3AAXXajhXBw8epH379nnaly1bRpUq3quRbYy/cC1LBYrlZHNu7swx/OX8OtPSlGDAP4svm/NWpUoVEhMTfR2GMT4T6JviecqdxLBFVfPUUchORNYXUjzGGON3iuuy1IK4M8fgzlpHz9ZDGmOM8VtnTQyqerIwzjHGGBMYzpoYRCShMM4xxhh/Vlw3xDsX7gwlNRCRn8/wtRHw7oL5ABUZGZl1I1dsrGO58KFDh+jQoQNRUVF06NCB5GTHf4SqyiOPPEK9evVo3LgxCQmnc+2kSZOIiooiKioq6+5ofxEZGcmBAwfcPv/EiRPcdNNN1K9fn4YNGzJ8+HAvRmeM+4rrhnjnwp3J5/punBOYBQKKwKJFi3LcaDZ69Gjat2/P8OHDGT16NKNHj+a1115j3rx5bNu2jW3btrF69WoGDRrE6tWrOXToEKNGjWLt2rWICE2bNuXmm2+mcuXAKzDuupnyiSeeIC4ujtTUVNq3b8+8efPo1KmTj6MzJV1JW3l0Ju7MMfzhxldSUQTrTenJyRwcP570ZO92I7PXXchdj6F3796ICC1btuTw4cPs2bOH77//ng4dOhAeHk7lypXp0KED8+fPBxzV0x5//HFiYmJo3749+/fvB6Bdu3YMHjyY1q1b06hRo6w7k0eOHEmfPn24/vrriYyMZObMmQwbNozo6Gg6duxIWloa8+bNo3v37lnxLl68mC5durj1s7311ls0atSIRo0a8c477wCOeyoaNGjAAw88QExMDPv37ycuLg6A0qVLExMTQ1JSwP/nY4oB18qjymUD70NXYbM7n52OzJzJvjfGcCRbLYLzJSJcf/31NG3alI8//hiAvXv3UrNmTQBq1qzJvn37AAqsu3CmegwpKSnExMSQkJBA27ZtGTVqVNZ5KSkp/PTTT4wbN47+/ftnte/YsYO5c+cyZ84c7rrrLuLi4ti4cSPlypVj7ty5dOjQgVWrVpGSkgK4X49h3bp1fPrpp6xevZpVq1bxySefsH69YxXzr7/+Su/evVm/fj2XXHJJ1msOHz7MN998k+/Nc8Z4m80pFMytxCAOtc5+ZuAKu+02qg99grBC3AZ6xYoVJCQkMG/ePMaOHcvSpUsLPPdc6jEEBQVl/dEuqB5DmzZtOHr0aNZOr506dSIkJITo6GgyMjLo2LEjANHR0ezatYtSpUrRsWNHvvnmG9LT05k7d27WDrBnsnz5crp27UpoaCgVKlTgtttuY9kyx2Zjl1xyCS1btsxxfnp6Or169eKRRx6hbt26Z31/YwqbzSkUzK3dVVVVRWQ20NTL8fhMqcqVqeLc6bSwuOomVK9ena5duxIfH0+NGjXYs2cPNWvWZM+ePVSvXh2gwLoLERERLF68OEd7u3bt8r1eQTUYsj/PXo8hJCQkR5LJXo9h7NixhIeH06xZMypWrHjWn9WTegwAAwcOJCoqKkd1OWOKks0pFMyToaRVItLMa5EUMykpKRw7dizr8Q8//ECjRo1y1F3IXY9h8uTJqCqrVq0iLCyMmjVrcsMNN/DDDz+QnJxMcnIyP/zwAzfccAMAmZmZWbUdvvjii3zrMSxfvpywsDDCwsLcjr1du3YkJCTwySefeFSPYfbs2Zw4cYKUlBRmzZrFNddck++5zz77LEeOHMmahzDGF2xOoWCe1GOIA+4TkT+AFBx7J6mqNnbnxSJSFlgKlHFed4aqPp/rnDLAZBw9k4NAD1Xd5UGMfmPv3r107doVcAyb3HnnnXTs2JFmzZrRvXt3xo8fT+3atZk+fToAN954I9999x316tWjfPnyfPrppwCEh4fz3HPP0ayZIyePGDGC8HDHvoahoaFs2rSJpk2bEhYWlpUMwFFToXXr1hw9epQJEyZ4FHtwcDCdO3dm4sSJZ10e66rJEBMTQ9++fbPqN9xzzz1ceeWVeTb0S0pK4uWXX6Z+/frExMQA8NBDD3HPPfd4FKMxxotU1a0v4JL8vjx4vQAVnI9DgNVAy1znPAB86HzcE5h2tvdt2rSp5rZ58+Y8bcVRaGhovu1t27bVNWvWeP36+/bt04suushr719S/h2N9yXuTdQuM7to4t5EX4fiN4C1WsDfVbeHkrSApaoevF5V9bjzaYjzK/fA9C2A6yPqDKC9uFNw2BS5r7/+mmuuuYZXX33V16EYc1bPrXiOnUd38tyK53wdSkDwqLSniFwBuAaOl6nqBg9fHwysA+oBY1V1da5TLgZ2A6hquogcAaoAB3K9z0BgIEDt2iV3t+/jx4/n2559srqwtGjRglOnTuVomz59OtHR0YV+LWMKi6vi2gNXPMC4DeN48aoXfR1SQHA7MYjIo8C9gGuh/39E5GNV/Ze776GqGUATEbkAmCUijVQ1e7WZ/HoHeZa7qOrHwMfgKO1ZwLXyrMwx52716tw53Ls0wEvOGv+QvUbz112/9nE0gcOTHsMAoIWqpgCIyGvASsDtxOCiqodFZDHQEcieGJKAWkCSiJQCwoBDnr5/2bJlOXjwIFWqVLHkEIBUlYMHD1K2bFlfh2IC3NBmQ3N8N+7xJDEIOfdEyuDMVd1yvlikGpDmTArlgOuA13Kd9jXQB0fC6QYs1HP46BgREUFSUlLWFhEm8JQtW5aIiAhfh2ECXJ2wOoy7bpyvwwg4niSGCcBqEZnlfH4rMN6D19cEJjnnGYKAL1X1WxF5Acfs+NfO9/tMRLbj6Cn09OD9s4SEhFCnTvEu1m2MySn5ZDKzt8/m1nq32r0J58mTxHAh0A+4GkdPoR8e/OFW1Z+BPCVCVXVEtscngTs8iMkYY4DTW1wAJaoMpzd4khg6qOqTQFahABGZBDxZ6FEZY4yHbIuLwnPWxCAig3DceFZXRH7OdqgisMJbgRljjCdcW1yY8+dOj+ELYB7wKpC93NYxVfV4xZAxxhSGQympTF+7mztiaxEeWtrX4RQrZ00MqnoEOAL08n44xhjjnulrd/PqvK0A3Nf2Uh9HU7x4coPbJOBRVT3sfF4ZeFNV+5/5lcYYU/juiK2V47spPJ5su93YlRQAVDWZfFYZGWOMN/x+aC/3fT2G3w/tBSA8tDT3tb3UhpG8wJPEEOTsJQAgIuF4uNeSMcacq9eWf8ZPyZN4bflnvg6l2PPkD/ubwE8iMsP5/A7g5cIPyRhjTnNNMt/ftCesgyevvtvXIRV7nmy7PRm4HdgL7ANuU1VL3cYYr3JNMsdvP8VHNz9B3fAavg6p2PN0KGgPEA+UBaqKSBtVLbjCvTHGnCebZC56bvcYROQeHKU5vwdGOb+P9E5YxpiSKvlkMp/+8inJJ5MBm2T2BU8mnx8FmgF/qGocjhVJtn2pMaZQfbH5K95a9xZfbP7K16GUWJ4MJZ1U1ZMigoiUUdWtInKZ1yIzxpQort1Rjx38Byf3diKtVlNfh1RiedJjSHJWXpsNLBCROcBf3gnLGFPSuHZHrVjlN55ocR+9WzT0dUgllts9BlXt6nw4UkQW4aiuNt8rURljSpzsu6NaPQXfOmuPQUQ+c35/1NWmqktU9WtVTfVmcMaY4i37RLNrd1RLCr7nTo+hqYhcAvQXkcnkKudpO6waYzzlmk/4O/1vPtjwAWDFdfyJO3MMH+IYMqoPrMv1tdZ7oRljiivXyqMTqRk81vQxK67jZ9zZdvs94D0R+UBVBxVBTMaYYi7tcFNO7u1EqVpX06+57cXpbzyZfLakYIwpFL1bNKRc8H12N7Ofst1RjTFFznU3s/FPntzHYIwxHsu9xYXxf9ZjMMZ4hWu77PSKi/hw47uArTwKFB73GESkg4h8IiJNnM8HFn5YxphA59ouO+1wU1t5FGDOpcfwANAPeNZZxa1J4YZkjAlkO/Yf56VvN/PwtVE81ak+d8TWIjzUVh4FknNJDPudtZ+fEJHROHZcNcaUcK6ho2XbDrB8+wEAPu3X3MdRmXPhST2GsiLSCPhDRMoCqOpwYLKbr68lIotEZIuIbMq+xUa2c9qJyBERSXR+jXA3PmOMb7mGji6vWZG4y6rxbOfLfR2SOUdn7TGISCngFaA/8AeOZDJYRD4FnlHVf7l5rXTgcVVNEJGKwDoRWaCqm3Odt0xVO7v/IxhjfMXVS7gjtlaOSmtWVCewudNjeAMIB+qoalNVvRK4FLgAGOPuhVR1j6omOB8fA7YAF3sesjHGX3y0bANjVn/ER8s2WKW1YsSdxNAZuNf5xxwAVT0KDAJuPJeLikgkjgpwq/M53EpENojIPBHJd0N2ERkoImtFZO3+/VZEzpiidigllY+W7GDz8YWUrTGPbX8v8nVIphC5M/msqqr5NGaISJ72sxGRCsBXwGBngskuAbhEVY+LyI04igJF5XPtj4GPAWJjYz2OwRhzbg6lpPLRsg0s+us7tu1owMBrrqV86WCevPpuX4dmCpE7iWGziPRW1RyTzCJyF7DVk4uJSAiOpPC5qs7MfTx7olDV70RknIhUVdUDnlzHGOMdk1dvYtL21wip+Cv1693BfdfcSnioLUwsbtxJDA8CM0WkP46tthXHEtVyQNczvTA7ERFgPLBFVd8q4JwLgb2qqiLSHMdQ10F3r2GM8Y4l23by5ILxtPlHGCEVfyWiTAxjr7/P5hOKKXe23f4TaCEi1wINcRTqmaeq//XwWlcBdwMbRSTR2fY0UNt5nQ+BbsAgEUkH/gZ65jeMZYwpOt/9tpKhy4YQFJrCkt868libx6z8ZjEnZ/u7KyL1gBqquiJX+zXAX6q6w4vxnVVsbKyuXWv1gozxhh37j3Pr7Fug9D4y00MZ12YKbaPq+DosUwhEZJ2qxuZ3zJ1VSe8Ax/Jp/9t5zBhTzHz320piP21P3znDOf7XjZBanTeueduSQgnhzhxDpKr+nLtRVdc6l50aY4qJnUd28th/n+K3I5sJClJOBe2jfu3qvN95DpdWq+Dr8EwRcScxlD3DsXKFFYgxxremb/qBF+KHQVAGQUGQmRnETZFdearVw1Qua0mhJHEnMawRkXtV9ZPsjSIyAMcqJWNMADuUkspj30xlzd9vOBOCQPoFPN/8FbpfcbWvwzM+4E5iGAzMEpF/cjoRxAKl8WC5qjHG/0zf9AMvrH6KTEklyDnjWPpEM2Z0f9eGjkowd5ar7gVai0gc0MjZPFdVF3o1MmOMV725YjITfnuDoGDHKpTMTIgIbsMHvUZQN9ySQknmdj0GVV0E2IYoxgS4D9Z+xriNr5MJWb2EzEzo/4+hPH5Vb5/GZvyD1Xw2pgR5bMFTLEj6FoKyrVXPDGZk89e5o+H1vgzN+BFLDMaUELd+2Z9tKWty9BIurVifSZ0/truYTQ6WGIwp5goaOrrz0gd5ps39Po3N+Ce3E4OIvKaqT56tzRjjP1p/1pYj6YcICjo9wUym8ODlr/BAKyuUaPLnSY+hA5A7CXTKp80Y42OP/TiMBbvn5ekl1CxXmx97zvVpbMb/uVPzeRDwAFBXRLJvjVER+MlbgRljzk30pGgyM8nqJQCQCVeGt+Y/t3zky9BMgHCnx/AFMA94FRierf2Yqh7ySlTGGI9d9dk1HE0/nKeXEBQEQ5sNpXcjW4pq3OPODW5HgCMi0g+4DYh0vU5EUNUXvBqhMeasoidF48gIp3sJjqQQxMY+G3wZmglAnul3f4cAABdSSURBVMwxzAaO4NgW45R3wjHGeOKOWT3ZenRTVlKA072EFjWaMeHGCT6NzwQmTxJDhKp29FokxhiPZJ9LON1NcDzf2GejL0MzAc6dQj0uP4lItNciMca45aHvB+dMCjiXoQJVy1a1pGDOmyc9hquBfiLyO46hJAFUVRt7JTJjTB455hJyDR1ZQjCFxZPE0MlrURhjzujRGf0Jn7eK24EfYoM4Vl4cCQEIDSpPfJ/Vvg7RFCOeJIb/A/4J1FXVF0SkNnAh8IdXIjPGAND6g0Y88E0mTX9XAFJLK183F+slGK/xJDGMw9GJvRZ4ATgGfAU080JcxpR4D30/mD/X/cDb05RKp2DzRbCxjrC4sSCWFIwXeZIYWqhqjIisB1DVZBEp7aW4jCnRbngrmnvnpVP3TyjnnFhODYGv2gRbQjBe50liSBORYEABRKQajh6EMaaQtPm8PVV27uHVqUq5dEfbyWDYWQNmd67Jxj5WONF4nyeJ4T1gFlBdRF4GugHPeiUqY0qgf45oxJg5GZQ9BSHOtv9Vgtd7lmHeY4nc5tPoTEniSWnPz0VkHdAex1LVW1V1i9ciM6aEePitG+n++U6eTjl9Y1FaECy4Avbcfh3zuv3Lp/GZksejQj2quhXYei4XEpFawGQcK5kygY9V9d1c5wjwLnAjcALoq6oJ53I9Y/zd/q2JJNxzF/cfyMhxp+nxEBjTqzzTnl7ns9hMyebOttvHcM4r5D6E4wa3Sm5eKx14XFUTRKQisE5EFqjq5mzndAKinF8tgA+c340pVpaMfomqEz+ndra2TGBZA6g+7GWmtbKBI+M77uyuWrEwLqSqe4A9zsfHRGQLcDGQPTHcAkxWVQVWicgFIlLT+VpjAt6BpL0sf2gwUVsTs29vxN8h8MvDt3D/wNG+DM8YwMOhJBGpjOPTfFlXm6ou9fSiIhIJXAnkvl3zYmB3tudJzjZLDCbg/fHReI6/PYbLsrVlAiuuj2Tge/OI9VVgxuTiSc3ne4BHgQggEWgJrMRxw5vbRKQCjhvjBqvq0dyH83lJnmEsERkIDASoXbt2nhcY40/++mEhBx55mGAyc/QSToSWpfYH7zKweRtfhmdMHp7srvoojruc/1DVOByf+Pd7cjERCcGRFD5X1Zn5nJIE1Mr2PAL4K/dJqvqxqsaqamy1atU8CcGYInMiMZEtLVqS/MiDhORKCkEPDqbZuvXUsKRg/JAnQ0knVfWkiCAiZVR1q4hcdvaXOThXHI0HtqjqWwWc9jXwkIhMxTHpfMTmF0wgWvPwE5RfMJdcpRLIlCAiP/qAim0sIRj/5UliSBKRC3BUclsgIsnk82n+DK4C7gY2ikiis+1pcCzMUNUPge9wLFXdjmO5aj8P3t8Yn1v52vtU/HQs5cmZEFKDQyg/egyXdbneh9EZ4x5PbnDr6nw4UkQWAWHAfA9ev5z85xCyn6PAg+6+pzH+4kRiIjvv6k2l9LQc47OZwKm7BxDzzBO+Cs0Yj3ky+TwEmK6qSaq6xIsxGRNQtjz9PJkzv8yTEE6ULsclU6ZQvaHbI67G+AVPhpIqAd+LyCFgKjBDVfd6Jyxj/N9P702g4rg38swjKFDpmRE0vLuX74Iz5jx4MpQ0ChglIo2BHsASEUlS1eu8Fp0xfmjr1JmkjXyWMDRHQkgDMoePIqZvdx9GZ8z58+gGN6d9wP+Ag0D1wg3HGP91IGkvv3bvwQWH9ub4P04mcKJZa5p9Nt5XoRlTqDyZYxiEo6dQDZgB3JtrnyNjiq0td/clc81qwrO1ZQJHSpen2oTJNIxt6KvQjCl0nvQYLsFxt3LiWc80ppjYtnYT/7tvIOEph3LetVy2PJd8/gUNbWLZFEOezDEM92YgxviTA0l72dDvHi7cvZ2q2dozgX3XdSHu/dd9FZoxXufOttvLVfXqbNtvZ78XwZNtt43xe6d27mTbg4+gv2/nomztmQDly1NnwngaNmnio+iMKRrubLt9tfN7oWy/bYy/+uuHhRx65EGCs7W5ipqfuqEzMe++4YuwjClynkw+j8ivXVVfKLxwjCl6K/49ldAxLxCCZiWFrIRwVTtixn/gq9CM8QlPJp9Tsj0uC3QGrOazCVhb/vURGWPfIQzy9BJs+akpyTyZfH4z+3MRGYNjN1RjAsr/Vq5hT79+lCYjb0KocTGNJ35CmTp1fBWeMT53Lje4uZQH6hZWIMZ4275Nv/LzkCepuns7ZcnIas8EEKHG0KFU7W8b+hrjyRzDRk5XUwvGcaPbi94IypjClvDcS5SZ/jkXZ2tzzSNUe+ghqj9km/oa4+JJj6FztsfpwF5VTS/keIwpVAnTvyPtpRFUOJWS4wa1Y2HViHznTS5s1cyX4RnjlzxJDLfnbnAUZXM4Q1U2Y4pcwsQvkddfpFRmOuWcbZnOr7RHhtHyARsyMqYgniSGWBw1n10Tzl2ApcDuwg7KmHO16KFhVP/xG8pweivsNAli8SWxXPHCM7Rt/g9fhmdMQPAkMVQFYlT1GICIjMRRuOcebwRmjCcWTJhFpbdfpHra3zkK5uwvU5GUV97jkZta+iw2YwKNJ4mhNpCa7XkqEFmo0Rjjodmfz6Paq89xUXpKnmI5p2Jb0fpfb1KqcmUfRmhM4PEkMXwGxIvILBz/v+sKTPZKVMacRcK8pfw9/AmiTh3LkRB+C4tgU58hPNDnOsJDS/syRGMClic3uL0sIvOAa5xN/VR1vXfCMiZ/+zb9ypb+A6l6ZF/WpDI4ksKc1rfT47XhdK1WwVfhGVMseHIfgwCXA2Gq+oKI1BaR5qoa773wjHFY/sU3lHllBKXTT2aVDczEsW76cJPWXPXBGJ62ISNjCoUnQ0njcPx/8VrgBeAY8BWOlUrGeMWKf0+l3FuvUD4zLU8PYXaTm+j5r5FcYT0EYwqVJ4mhharGiMh6AFVNFhEbxDVeseLfU6kw5gUuQHOsMjpFMH+37UCz0SN4xnoIxniFJ4khTUSCcW6LISLVOL2rgDGFYsqEuVz4r5eo/vfhHAlhe2gNtkY1peuLQ2gSFeGz+IwpCTxJDO8Bs4DqIvIy0A141itRmRJn0ksfc8Xn79FYM3IkhEzgt4gGXDPxA7pE1PBVeMaUKJ6sSvpcRNYB7XGU97xVVa0egzlnh1JS+ejhF+jy01c0hRxFcg6UqcDRStWo//YbdI1t6MMojSl5PNp2W1W3AlvP5UIiMgHHRnz7VLVRPsfbAXOAnc6mmVYdrng6lJLKS69Npevs97g59fSNaRlAGkF8dcMA+j07kEttUtkYnzifegyemgi8z5lvilumqp3PcNwEsIQ/knnv1ckMWj6RvuknCXG2ZwL/F1oNXnidTje15EpfBmmMKbrEoKpLRSSyqK5n/Mev3/zAsaefRNLTGJptDiENgCC29ryf7iMf9l2AxpgcirLH4I5WIrIB+At4QlU35XeSiAwEBgLUrl27CMMznvjmk+lUfW805dJOEpptAVsmsL9sRVbc+TjPDOtBY9+FaIzJhz8lhgTgElU9LiI3ArOBqPxOVNWPgY8BYmNjNb9zjO98P20BQa+PovaJw5TW0yU0M3AkhYMDhhA3dCDtfBWgMeaM/CYxqOrRbI+/E5FxIlJVVQ/4Mi7jnvTkZBY9P4YTK1dy6bH/EczpfH1cSnG4/AVkDhvBDT06+DBKY4w7/CYxiMiFOMqFqog0x1Fn5aCPwzJncSglladn/kz4jMnc/euCHMd2VKxB5WC49O03aGYlNI0JGEWWGERkCtAOqCoiScDz4FiYoqof4rhhbpCIpAN/Az1V1YaJ/NTcpZtZ9daHVD5xmNsP/s7G8LoA7CtTgXIZ6ay7pAktXh1BTOM6Po7UGOMpCfS/vbGxsbp27Vpfh1FifDB7Dfv/PZ7Wf23k4hOHstqTQqsyP7IFITd2ZvSAdr4L0BjjFhFZp6qx+R3zm6Ek478OpaTyyBcJLN9xkNu3LeKe7Uuyjm2pFEHFjL9J/OfDvPlYdx9GaYwpLJYYTIES/kim76erOXry9MqiBbWbE3bqOFHJu6natAk3j3qCUpUrY1PKxhQflhhMHv9euoOXv9tKfoOMR8uEsqRdd/7Zp7ltWWFMMWWJwQCO4aJ7JsaTsPtIvscFeK9nE7o0ubhoAzPGFDlLDCVcwh/J3P+ftew7lprv8Ve7NqJXi0uKOCpjjC9ZYiiBEv5Ipvenqzh+suA6S7Uql2NifxsuMqYkssRQgizeuo/7/7OWk+n5L1EOLR3M2DtjaFe/ehFHZozxJ5YYSoD3fvyVt37cXuDxf1QP5YO7Y613YIwBLDEUW1NW/8FTs34p8LgAr9j8gTEmH5YYipEd+4/T68OV7EvJfyIZoHK5Uozv25yYSyoXYWTGmEBiiaEYeOCzNXy3ad8Zz+nbqjYjb4kuooiMMYHMEkOAOttQEUCIwCd9mtlksjHGI5YYAkzrlxfwVwH3HLh0veJC3u7VtIgiMsYUN5YYAkDvT1aydMehs543sa/1Dowx588Sg5/699IdvPTd1rOe9y/bpsIYU8gsMfiZqOFzSTvLObXCyrDsqeuKJB5jTMljicEPRA6f69Z5tm+RMaYoWGLwEXeTQZVywax7vqOXozHGmNMsMRShfwyfy5nXEzmUBn4bfZO3wzHGmHxZYvCy4yPDKO/cxHRrafhTw+md9jQ7uSjPuT1jL2Z0tyZFHKExxuRkicELsieD8kBQ0OljtTjEs/yHAWnDALi0Sjn+O/Taog/SGGMKYImhkJwpGQBkOo/9qeG8lHYXu2yoyBjjpywxnIfjI8MoD5B55mQAcCIVKow+Qi1gUdGFaIwxHrPE4KmR1cA5hVweCML1Pw75JQMAq3RgjAkUlhjc8eG18L91eZpd+SBHMgiCCiMtGRhjApclhoIseh2WvHzGU1z5wJKBMaY4KbLEICITgM7APlVtlM9xAd4FbgROAH1VNaGo4gPgPz1h+zy3Tw+yZGCMKYaKsscwEXgfmFzA8U5AlPOrBfCB87t3zRgIv0xz79ygcjDif96NxxhjfKzIEoOqLhWRyDOccgswWVUVWCUiF4hITVXd45WARoa5d17bZyBumFdCMMYYf+RPcwwXA7uzPU9ytuVJDCIyEBgIULt27cKN4qb3oFmfwn1PY4wJIP6UGCSfNs3vRFX9GPgYIDY2Nt9zPBJcDu5fBtWizvutjDEm0PlTYkgCamV7HgH85bWrOSeOjTHG5BR09lOKzNdAb3FoCRzx2vyCMcaYAhXlctUpQDugqogkAc8DIQCq+iHwHY6lqttxLFftV1SxGWOMOa0oVyX1OstxBR4sonCMMcYUwJ+GkowxxvgBSwzGGGNysMRgjDEmB0sMxhhjchDHnG/gEpH9wB/n+PKqwIFCDMebLNbCFyhxQuDEGihxQuDE6q04L1HVavkdCPjEcD5EZK2qxvo6DndYrIUvUOKEwIk1UOKEwInVF3HaUJIxxpgcLDEYY4zJoaQnho99HYAHLNbCFyhxQuDEGihxQuDEWuRxlug5BmOMMXmV9B6DMcaYXCwxGGOMyaHEJgYR6Sgiv4rIdhEZ7ut4CiIiE0Rkn4j84utYzkREaonIIhHZIiKbRORRX8dUEBEpKyLxIrLBGesoX8d0JiISLCLrReRbX8dyJiKyS0Q2ikiiiKz1dTwFcZYNniEiW53/vbbydUz5EZHLnL9L19dRERlcJNcuiXMMIhIM/AZ0wFEgaA3QS1U3+zSwfIhIG+A4jnrYjXwdT0FEpCZQU1UTRKQisA641U9/pwKEqupxEQkBlgOPquoqH4eWLxF5DIgFKqlqZ1/HUxAR2QXEqqpf3zQmIpOAZar6bxEpDZRX1cO+jutMnH+z/gRaqOq53tDrtpLaY2gObFfV31U1FZgK3OLjmPKlqkuBQ76O42xUdY+qJjgfHwO24KjZ7XfU4bjzaYjzyy8/IYlIBHAT8G9fx1IciEgloA0wHkBVU/09KTi1B3YURVKAkpsYLgZ2Z3uehJ/+EQtEIhIJXAms9m0kBXMOzyQC+4AFquqvsb4DDAMyfR2IGxT4QUTWichAXwdTgLrAfuBT5/Dcv0Uk1NdBuaEnMKWoLlZSE4Pk0+aXnxgDjYhUAL4CBqvqUV/HUxBVzVDVJjhqizcXEb8bphORzsA+VV3n61jcdJWqxgCdgAedw6D+phQQA3ygqlcCKYDfzjECOIe7bgamF9U1S2piSAJqZXseAfzlo1iKDed4/VfA56o609fxuMM5jLAY6OjjUPJzFXCzc+x+KnCtiPzHtyEVTFX/cn7fB8zCMWTrb5KApGw9xBk4EoU/6wQkqOreorpgSU0Ma4AoEanjzMY9ga99HFNAc07ojge2qOpbvo7nTESkmohc4HxcDrgO2OrbqPJS1adUNUJVI3H8N7pQVe/ycVj5EpFQ56IDnEMz1wN+t5JOVf8H7BaRy5xN7QG/WyCRSy+KcBgJirDmsz9R1XQReQj4HggGJqjqJh+HlS8RmQK0A6qKSBLwvKqO921U+boKuBvY6By7B3haVb/zYUwFqQlMcq70CAK+VFW/XgoaAGoAsxyfDygFfKGq830bUoEeBj53fij8Hejn43gKJCLlcayevK9Ir1sSl6saY4wpWEkdSjLGGFMASwzGGGNysMRgjDEmB0sMxhhjcrDEYIwxJgdLDMYYY3KwxGD8nohEFta24yLSTkRaF3CsjIj86NziuIeILBaR2EK45kQR2Ski9zu3fD7ovCEQEWklIurcLA8RCRORQyISlO34J+dwzTtFJFVEns3V3sG5l9FG5/drsx1bJCLHC+NnNoHNEoMpadoB+SYGHBv/hahqE1WdVsjXHaqqHzq34Pgf0MDZ3hpYny2mlsBqVXVtmtcR8OhGMecf+2HA5UAHEemb7fABoIuqRgN9gM9cB1Q1DvDbOgqm6FhiMIEiWEQ+cRbW+cG5lQUicqmIzHd++l0mIvWd7V1EZLVzB80fRaSGc9fX+4Ehzl7BNa43F5HqwH+AJs5jl2a/uIgcz/a4m4hMdD6eIyK9nY/vE5HP3fhZVnA6EbQG3s71/Kds57YHfhSRviIyW0S+cfY+HhKRx5w/3yoRCXfGEA28BNygqtuBG4E7ReQGAFVd79rTCNgElBWRMm7EbEoQSwwmUEQBY1W1IXAYuN3Z/jHwsKo2BZ4AxjnblwMtnTtoTgWGqeou4EPgbWevYJnrzZ0bv92Do4BLE1Xd4WZcA4ERziTzOI7tFs7mJ04ngro4ds10Dd+0xpE4EJGqQJqqHnEeawTciWNzupeBE86fbyXQ2/lzbFTV1q4N11Q1RVWvV9Xv84njdmC9qp5y82c1JUSJ3CvJBKSdqurag2kdEOnc4rs1MN05ZA/g+vQbAUwTR2W50sBObwSlqntFZASwCOiqqu4UVVoBDBeROsAuVT0pDhWApkC887zrgR+yvW6RswjSMRE5AnzjbN8INPYkbhFpCLzmvIYxOViPwQSK7J9qM3B8qAkCDjs/4bu+XGP3/wLed46l3weUPc/rZ99ULPd7RQMHgYvceiPVbUBloAuOT/vgSHb9cCRA17BVJ3LOL2T/HWRme56JBx/ynBPds4DeHvSMTAliicEELGchoJ0icgc4tv4WkSuch8Nw1MgFxySryzGg4jlcbq+INHCuFurqahSR5jj+gF8JPOHsBbhjJfAopxPDSmAwzvkF56qlxkBivq8+R87txucCT6nqisJ8b1N8WGIwge6fwAAR2YBjMtVVu3skjiGmZThW4rh8A3TNPfnshuHAt8BCYA84lrcCnwD9nRO6jwMTJNu41hmswFEsyrUKaCWO+QbXxHNTHOP/hb398UNAPeA55+8g0TnxbkwW23bbGC9zrmD6VlVnePCaZ4HtqjrVa4Hlf93FwBOqastWSzCbfDbG+44AL4pIVVX90J0XqOpLXo4pDxFZhKPXklbU1zb+xXoMxhhjcrA5BmOMMTlYYjDGGJODJQZjjDE5WGIwxhiTw/8DtrwW0n8lORoAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEGCAYAAABvtY4XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3dd3hUVfrA8e+bHpKQAqEGSOgBQglFRWkiCogISBFFcVER64IoupZd0J917bs2XBHcVaoUFVFQBEGEADF0FAJBgpRAEkpC+vn9MZOQQDIpzCSTyft5njzM3HvunXcm5M3Juee+R4wxKKWUcj1uVR2AUkopx9AEr5RSLkoTvFJKuShN8Eop5aI0wSullIvyqOoACqtbt64JDw+v6jCUUqra2Lp160ljTGhx+5wqwYeHh7Nly5aqDkMppaoNETlU0j4dolFKKRelCV4ppVyUJnillHJRTjUGX5zs7GwSExPJyMio6lBUBfj4+BAWFoanp2dVh6JUjeP0CT4xMZGAgADCw8MRkaoOR5WDMYZTp06RmJhIREREVYejVI3j9EM0GRkZ1KlTR5N7NSQi1KlTR//6UqqKOH2CBzS5V2P6vVOq6lSLBF+anLwcTp4/SU5eTlWHopRSTsMlEnxqZirH046TmpnqkPNPmDCBevXq0aFDh0v2vfbaa4gIJ0+eBGDZsmV07NiRzp07061bN9avX1/Qdtq0abRv357IyEgeeeQRtBa/UsqRHJbgRaSNiMQV+jojIpMd8VpB3kHU96tPkHeQI07PXXfdxbfffnvJ9sOHD7Nq1SqaNm1asK1///5s27aNuLg4Zs2axT333APAhg0b+Pnnn9m+fTs7d+5k8+bNrF271iHxKqUUODDBG2N+M8Z0NsZ0BroC6cASR7yWh5sHdX3r4uHmmElBvXv3JiQk5JLtU6ZM4dVXXy0yzuzv71/wPC0treCxiJCRkUFWVhaZmZlkZ2dTv379gmOmTp1KdHQ0/fv3JykpCYC+ffsyefJkevbsSYcOHYiJiQFg+vTpjB8/nuuvv57w8HAWL17MtGnTiIqKYuDAgWRnZ7NixQpGjx5dENeaNWu46aabHPL5KKWcU2UN0fQH4o0xJdZMsKfktCw+XBtPclqWw17jyy+/pHHjxnTq1OmSfUuWLKFt27bceOONzJo1C4CrrrqKfv360bBhQxo2bMgNN9xAZGQkYPlFEB0dTWxsLH369GHGjBkF50pLS2PDhg289957TJgwoWB7fHw8y5cvZ9myZYwbN45+/fqxY8cOfH19Wb58OQMGDGDjxo2kpaUBMH/+fMaMGeOwz0Mp5XwqK8HfCswtboeITBSRLSKyJb/nerkWbjnMSyv2snDLYbuc72Lp6em88MILPPfcc8XuHz58OHv37mXp0qU8++yzAOzfv589e/aQmJjIkSNHWL16NT/99BMAbm5uBcl33LhxRcbtx44dC1j+ijhz5gypqZbrDIMGDcLT05OoqChyc3MZOHAgAFFRUSQkJODh4cHAgQP56quvyMnJYfny5dx8880O+TyUUs7J4QleRLyAocDC4vYbY2YaY7oZY7qFhhZb8bJMCs+kGdWtCX8b1JZR3ZpU+Hy2xMfHc/DgQTp16kR4eDiJiYlER0dz7NixIu169+5NfHw8J0+eZMmSJVx55ZX4+/vj7+/PoEGD2LhxY7HnLzzkc/E0w/zn3t7egOWXg6enZ8F2Nzc3cnIss4nGjBnDggULWL16Nd27dycgIMA+H4BSqlqojB78ICDWGHPckS9SeCZNiJ8X9/VpQYifl0NeKyoqihMnTpCQkEBCQgJhYWHExsbSoEED9u/fXzA7JjY2lqysLOrUqUPTpk1Zu3YtOTk5ZGdns3bt2oIhmry8PBYtWgTA559/zjXXXFPwWvPnzwdg/fr1BAYGEhgYWOY4+/btS2xsLB999JEOzyhVA1VGqYKxlDA8Y0/5M2gcMZNm7NixrFmzhpMnTxIWFsaMGTO4++67i237xRdf8Omnn+Lp6Ymvry/z589HRBg5ciSrV68mKioKEWHgwIEFFz39/PzYtWsXXbt2JTAwsCCpAwQHB9OzZ0/OnDlTMJ5fVu7u7gwZMoTZs2czZ86cin8ASqlqSRw5F1tEagGHgebGmNOlte/WrZu5eMGPPXv2FPR0XZW/vz/nzp27ZHvfvn157bXX6NatWxVEZT814XuoVFURka3GmGKThEOHaIwx6caYOmVJ7vaid7UqpZSF01eTLK/8sXiAur51qziasimu9w6WuetKKVVRLpfgHTkWr5RS1YnLJfj8u1qVUqqmc4liY0oppS6lCV4ppVyUJvgyKK5c8PTp02ncuDGdO3emc+fOfPPNNwX7XnrpJVq2bEmbNm347rvvCrZ/++23tGnThpYtW/Lyyy9X6ntQStU8Lpng7T1VsqRywVOmTCEuLo64uDgGDx4MwO7du5k3bx67du3i22+/5YEHHiA3N5fc3FwefPBBVqxYwe7du5k7dy67d++2S3xKKVUcl0zw9l4ApKRywcVZtmwZt956K97e3kRERNCyZUtiYmKIiYmhZcuWNG/eHC8vL2699VaWLVsGQHh4OE888QQ9evSgR48e7N+/H7D8Ypk0aRK9evWidevWfP311wDMnj2bYcOGcdNNNxEREcG///1v3njjDbp06cKVV15JcnIye/bsoUePHgVxJSQk0LFjR7t8Hkqp6sElE3xQbi7hO5cRlJvr0Nf597//TceOHZkwYQIpKSkAHDlyhCZNLhQ5CwsL48iRIyVuz1e7dm1iYmJ46KGHmDz5wrooCQkJrF27luXLlzNp0qSCBax37tzJ559/TkxMDE8//TS1atXi119/5aqrruLTTz8lMjKSrKwsDhw4AFhq2hSuD6+Ucn0umeA9ts3Db80rSNznDrur9f777yc+Pp64uDgaNmzI1KlTAYpdhk9EStyeL78s8NixY/nll18Kto8ePRo3NzdatWpF8+bN2bt3LwD9+vUjICCA0NBQAgMDC+ra5JcLzj92wYIFgNaDV6omcrl58AB0HgdAattBDrurNX81JoB7772XIUOGAJae+eHDF+rQJyYm0qhRI4ASt0PJJYJLKxcMlhLBhcsHFy4XPGrUKEaMGIGI0KpVqwq+W6VUdeSSPXj86sDVfyUwuLnD1mo9evRoweMlS5YUzLAZOnQo8+bNIzMzk4MHD7Jv3z569OhB9+7d2bdvHwcPHiQrK4t58+YxdOjQgnPkV5CcP38+V111VcH2hQsXkpeXR3x8PAcOHKBNmzZljrFFixa4u7vz/PPPa+9dqRrIJXvwOXk5pGamEuBpnwUuiisXvGbNGuLi4hARwsPD+fDDDwFo3749o0ePpl27dnh4ePDuu+/i7u4OWMbsb7jhBnJzc5kwYQLt27cveI3MzEyuuOIK8vLymDv3QnXlNm3a0KdPH44fP84HH3yAj49PuWIfM2YMjz/+OAcPHrTDJ6GUqk4cWi64vOxVLvhE+gmS0pPw8/QjLTuN+n71nbp8QXh4OFu2bKFu3aIx3nXXXQwZMoSRI0dWUWT2oeWClXIcW+WCXbIHn8/Hwwd/L38tPKaUqpFcMsGH+ITgJm4EeQfh4eb8bzF/1svFZs+eXalxKKVci/NnvwrQipJKKeWqs2gK0RWelFI1lcsneHuXLVBKqerCoQleRIJEZJGI7BWRPSJyVelH2VeQd5DD5sIrpZQzc3QP/m3gW2NMW6ATsMfBr3eJwuPxOlSjlKpJHJbgRaQ20Bv4GMAYk2WMqbJxkooO1WRkZNCjRw86depE+/bt+cc//gHAwYMHueKKK2jVqhVjxowhKysLsNywNGbMGFq2bMkVV1xRZIZMSXXinYG/v3+52h8+fJh+/foRGRlJ+/btefvttx0UmVKqohzZg28OJAGfiMivIvIfEfG7uJGITBSRLSKyJSkpyWHBVHSoxtvbm9WrV7Nt2zbi4uL49ttv2bhxI0888QRTpkxh3759BAcH8/HHHwPw8ccfExwczP79+5kyZQpPPPEEUHKd+OooNzcXDw8PXn/9dfbs2cPGjRt59913tb69Uk7GkQneA4gG3jfGdAHSgCcvbmSMmWmM6WaM6RYaGmqXF07JSOGTnZ+QkpFyIRjrUI2Hm0e5ZtaISEHvNjs7m+zsbESE1atXF9xhOn78eJYuXQpY6sGPHz8egJEjR/LDDz9gjCmxTnxCQgJt27Zl/PjxdOzYkZEjR5Keng7YrhN///33069fP5o3b87atWuZMGECkZGR3HXXXQC8//77TJs2reB9zJ49m4cffrjU92uM4fHHH6dDhw5ERUUV1MhZs2YN/fr147bbbiMqKoqGDRsSHR0NQEBAAJGRkUXKHyulqp4jE3wikGiM2WR9vghLwne4pfuX8sbWN1i6f2mR7Zk5mRw6c4iT50+Wa7gmNzeXzp07U69ePQYMGECLFi0ICgrCw8NyG0Hh2u6F6757eHgQGBjIqVOnbNaD/+2335g4cSLbt2+ndu3avPfeewXtSqoTn5KSwurVq3nzzTe56aabmDJlCrt27WLHjh3ExcUxcuRIFi9eXNC+rOWCFy9eTFxcHNu2beP777/n8ccfLyisFhMTwwsvvHBJTz0hIYFff/2VK664okyfp1KqcjgswRtjjgGHRSS//GF/oFL+hh/WchiPdn2UYS2HFdl+LP0Y57LOcTbrLKG1QguGa0rr0bu7uxMXF0diYiIxMTHs2XPpteL8Mr4VqQffpEkTrr76agDGjRvH+vXrC9qUVCf+pptuQkSIioqifv36REVF4ebmRvv27UlISCA0NJTmzZuzceNGTp06xW+//VbwGrasX7+esWPH4u7uTv369enTpw+bN28GoEePHkRERBRpf+7cOW655RbeeustateuXer5lVKVx9F3sj4MfCYiXsAB4C8Ofj0Agn2C+UuHS1+qQa0G/JH7B1m5WbiJW0EZg/wLsGC7bnxQUBB9+/Zl48aNpKamkpOTg4eHR5Ha7vn14MPCwsjJyeH06dOEhITYrBNfUs13W48L13+/uDZ84XrwCxYsoG3btgwfPvyS1ymOreJzfn5FL6FkZ2dzyy23cPvttzNixIhSz62UqlwOnSZpjImzjq93NMYMM8aklH6U43h7eBMRGHHJxVZbF2CTkpJITbUM5Zw/f57vv/+eyMhI+vXrx6JFiwCYM2cON998M2CpBz9nzhwAFi1axLXXXouIlFgnHuCPP/4o6J3PnTuXa665puD1S6oTXxYjRoxg6dKlzJ07t8z14Hv37s38+fPJzc0lKSmJn376qcjarvmMMdx9991ERkby6KOPlisupVTlcMlaNLYUV6em8Lb8WvL5hcqOHj3K+PHjyc3NJS8vj9GjRzNkyBDatWvHrbfeyjPPPEOXLl24++67Abj77ru54447aNmyJSEhIcybNw+wXSc+MjKSOXPmcN9999GqVSvuv//+gthKqhNfFsHBwbRr147du3cXm6Tz5eTkFPwVMHz4cH755Rc6deqEiPDqq6/SoEGDgqUC8/3888/897//JSoqis6dOwPw4osvMnjw4HLFqJRyHJesB3858i/AVlYN+YSEBIYMGcLOnTsv2VdSnXh727ZtG/feey8xMTEOOb/Wg1fKcWpsPfiKyB+mqSmlDT744APeeecd3nrrraoORSllZ5rgL+Lh5kGQVwgpaVkE13LDw92x1RzCw8OL7b1DyXXiK+rUqVP079//ku3r1q2jTp06dn0tpVTV0wRfjJT0LI6ezgAgNKB8a6A6szp16hAXF1fVYSilKokm+GIE1/Iq+DcnN49TaRmIexohvsHVYoUopZQCTfDF8nB3K+i5J53N4ER6Mm4ep3FzE10pSilVbWiCL0VwLS/yTAji7n3hztfcPFLSswiu5eXwMXqllKooTfCl8HB3o37tWkCtgm2uOkavlHIt2v0sg/Dw8IIberp264pxO4tXzjnGDh9Cq1atGDBgAEknT5F0NoPsnFweeeQRWrZsSceOHYmNjS04z5w5c2jVqhWtWrUquNvVWYSHh3Py5Mkyt09PT+fGG2+kbdu2tG/fniefvKRQqFKqimmCL6Mff/yRuLg4vlv3HUnnT/DuO69w3XXXsW/fPvr3789zL7zI0dMZLFr6Ffv27WPfvn3MnDmz4K7U5ORkZsyYwaZNm4iJiWHGjBmkpFRp5YYKy7857rHHHmPv3r38+uuv/Pzzz6xYsaKKI1NKFeaSCT4nJYVTH39MjgMSaJB3EKG1Qlnx9Qpuv+N2wFIPfuU3X9Mw0IfVK7/hzjvvRES48sorSU1N5ejRo3z33XcMGDCAkJAQgoODGTBgAN9++y1gWU1p6tSpREdH079/f/IXPunbty+TJ0+mZ8+edOjQoeBO0+nTpzN+/Hiuv/56wsPDWbx4MdOmTSMqKoqBAweSnZ3NihUrGD16dEHca9as4aabbirTe3zjjTfo0KEDHTp0KLgBKiEhgcjISB544AGio6NJSkqiX79+AHh5eREdHU1iYqJ9PmSllF24ZII/vXgxJ/75GqcL1UO/HCLC9ddfT9euXZn1n1m4iRsnjp/AN8QXgIYNG3LixAlCA3w4+uefxdZ9t1UPPi0tjejoaGJjY+nTpw8zZswoaJeWlsaGDRt47733mDBhQsH2+Ph4li9fzrJlyxg3bhz9+vVjx44d+Pr6snz5cgYMGMDGjRtJS0sDyl4PfuvWrXzyySds2rSJjRs38tFHH/Hrr78Clrr1d955J7/++ivNmjUrOCY1NZWvvvqq2JuolFJVxyUvsgZaS9cG2qmE7c8//0yjRo04ceIEAwYMoFXrVohIkXryBmP5twL14N3c3AqS77hx44qU3s2vB9+7d2/OnDlTUNly0KBBeHp6EhUVRW5uLgMHDgQgKiqKhIQEPDw8GDhwIF999RUjR45k+fLlvPrqq6W+1/Xr1zN8+PCC0sAjRoxg3bp1DB06lGbNmnHllVcWaZ+Tk8PYsWN55JFHaN68eannV0pVHpfswXsEB1Pn7rvxCA62y/ny67bXq1eP4cOHs3XLVhrUb0DScctQyt6EvQTXCSY1M7Wg7nv+IiKHEw/jXTuEho0alVgP/mIl1YAv/LxwPXhPT88ivywurge/evVqunfvTkBAQKnvtTz14AEmTpxIq1atiqw2pZRyDi6Z4O0pLS2Ns2fPFjxeuXIlHTp0KFL3/cv5XzJk6BCCvIMYOnQon376KSkZKaxcu5Ja/n7k+QbT45p+rFy5kpSUFFJSUli5ciU33HADAHl5eQW15T///PNi68GvX7+ewMBAAgMDyxx73759iY2N5aOPPipXPfilS5eSnp5OWloaS5YsoVevXsW2feaZZzh9+rQWKlPKSdkcohGRsqyhmm2M2WGneJzO8ePHGT58OGAZjrjtttsYOHAg3bt3Z/To0Xz88cc0bdqUhQsX4uHmweDBg/nmm2+4MupKvH29+c9/ZtEw0IfgWrV59tln6d69OwB///vfCQkJASw94127dtG1a1cCAwMLkjpYarr37NmTM2fOMGvWrHLF7u7uzpAhQ5g9e3ap0zLza8JHR0dz1113FdSPv+eee+jSpcslhc8SExN54YUXaNu2bcHi2w899BD33HNPuWJUSjmOzXrwInIW2AzYWustwhgTbo9gnKEevKNdvKAIWGbRnDt37pK2ffv25bXXXqNbt2JLPdtNUlISnTt3Lrjoa2+u9j1UyplcTj34zcaYa0s5+eoKR1YD5a//mpdnkLyAgsJmVeXLL79k2rRpvPTSS1Uah1LK/mwm+NKSe2ltRCQBOAvkAjkl/ZapSfJn3uRm1+LYGUu5g+J672CZu25vV1xxBZmZmUW2LVy4kKioKLu/llKqapVpmqSIeBpjsi/aVtcYU5Z72/uVsV2JjDGXzCaprvLXf83xysNN3Ir04C8uYuaIomabNm2yy3nKypmWhFSqprGZNUSkn4gkAn+KyEoRCS+0e6UjA8vn4+PDqVOnXC5R5JckLpy484uYpaRnFfs8JzePpLMZ5OTmVUnM5WWM4dSpU/j4aEE2papCaT34V4EbjDG7RGQksEpE7jDGbMT2hdd8BlgpIgb40Bgz8+IGIjIRmAjQtGnTS04QFhZGYmJiwe37riwvz5CRlcOJ0x6cdJNLnp/NyOb0+RwCfT0I8PGs6nDLxMfHh7CwsKoOQ6kaqbQE72WM2QVgjFkkInuAxSLyJJbkXZqrjTF/ikg9LL8c9hpjfircwJr0Z4JlFs3FJ/D09CQiIqIs78UlpGSksHT/UoZFDCPYp+iNWslpWSzccphRnSwlDxZuOcyobkUfh/hV7UVbpZTzKC3BZ4tIA2PMMQBrT74/8DXQorSTG2P+tP57QkSWAD2An2wfVbMt3b+UN7a+AcBfOvylyL4QPy/u62P52D9cG89LK/YW7HtpxV42HjjF66M7a5JXSgGl38n6JFC/8AZjTCLQB3jZ1oEi4iciAfmPgeuBnRUPtWYY1nIYj3Z9lGEth9lsN6pbEyb1D+CXtFf4M+0Prm5Rhx9/S2LhlsMkp2Xx4dp4ktOyKilqpZQzKm2a5PclbD8NvFDKuesDS6yzXzyAz40x31YkyJok2Cf4kp57cUL8vPhD5rE16Rc2nk3mzubP4+XhxnXt6rNwy+GC3n1+j18pVfOUdZrkAGPMqvKc2BhzAOhUoahUsQrG5629+xZBLUjPzqJtozsxuedYn7SIf3x9A1Ovb0OvbjtZudeTU+cymdS3pQ7bKFUDlZrgRWQ8MBYoV4JX9ld4fB5g9q7ZPNr1Uf7SoTfvxv4Hn/or2HQcPtj6K3Fp/yPj9Cm2HuzDrj/P8K/bojXJK1XDlFZs7ClgAHBj5YSjbMnvuRcen89/fFu7WwDIbtKVoZ0b8fked5alJZAqq9jwR2cGz/ma92+eRJfGOmVRqZqitGJjmUCkdbjF4YorNqYq5r2493h/2/sASHY9jOcJJCeEjg3Cef6a6UQE1pypp0q5MlvFxkqbRfMXYJGI1LV/WKoyNA1oivE8QV6OL8YjmW0nYxm2eCw/HdxV1aEppRystFk0n4vIMWApcI2ttsq5jG07Fl8PX6LrRfPmlnfZevAs+Ftmqea5pXH/9/fTolY3QkLO8I+eT2uPXikXVGoFK2PMamBSJcSi7Ch/umXsiVi2Jv1CQLB1ucA8y7fczSuFgzmr2HpiE0OX3szf1/+dlIyUKoxYKWVvZSpRaIzRG5SqqWEth9GrcS/OZp/G190X3PIgO5i8nMIFwAxL4pdww6IbWJ+4vspiVUrZl82LrAWNRIKAO4FwCg3rGGMesWcwepHVMfLnz0fXi+bD7R9yJvMc207+WrRRHpZf93mAmw/v9X2fXs1qfPl+pZyerYusZU3wG4CNwA4sKQAAY4zthT7LSRN85Th4+iD3fv00iampePofhjwBt4v/H7jRPu85XhjSnxah/lUSp1KqdPZI8LHGmLIswH1ZNMFXnuS0LB5ZsI4tae/jGfBbsW3y8qDWqYl8d/99epOUUk7qcqZJ5vuviNwrIg1FJCT/y44xqkoW4ufFO6N7Mand04R6Ny62jZsbpNeZSZ951/DN779UcoRKqctV1gSfBfwT+AXYav3SrnY1F+LnxeRru/DxoPcJ8+lEZnI3crNrFWnj5gZ4nOfxnycSNSeKT3d+WjXBKqXKraxDNPHAFZe7tmppdIim6iSnZTFnQwIbEw6xQ57G3fO8zfbDWwxnSrcplyxKopSqXPYYotkFpNsvJOVsQvy8mDKgNe/f1odRjV7Bi8BCl9MvtSR+Cb3n92bbiW2VF6RSqlzK2oNfArQHfgQy87frNEnX9uuRRO5cOajUbkC4XzifDvlUe/NKVQF79OCXYlngYwMXxuC32ic85ay6NA7j/QHvl9ouIS2B3vN788HWWZUQlVKqrEqrJjkTWAF8b4w56+hgtAfvnFbs+5FpG8rwx1oe9GzQiw8Hvef4oJRSwOX14GdhWZXpGxH5QUSeEBFdpamGGdSqH18O+5IgryDbDd1gw4l1PLr60coJTCllk80Eb4zZaIyZbozpBYwG/gCmisivIjJLREaX9gIi4m5t/7WdYlZVICIwgnVj1zGixYhS2646tIquc3pUQlRKKVvKOgaPMeaUMWauMeZOY0wX4F2gVRkO/Suwp6IBKucy45oZ/LPXPxGk2P0NT+XxxKJcgpPSiJoTpcXLlKpCNhO8iJwSkeUi8rSI9BWRgrtgjDFbjTEvlHJ8GJbl/v5jn3CVMxjYfCBrx6xlcLObL9k3YWUeXeMN932Xx8ifcvlh+kTi9up1FaWqQmk9+AjgbcATeAo4LCKbReTtsgzPAG8B07Axo1pEJorIFhHZkpSUVNa4VRUL9gnmlb7/x4OdHizy3T1Yz/Jv3dMw+mfD6PWGfQ/fwR9v/pOcFK03r1RlKtM8+ILGIn5YlvGbDEQYY9xttB0CDDbGPCAifYHHjDFDbJ1fZ9FUT2v3HWTK6mfJ9tlGQLrhga8tvfg/g6BR6oV2WW1b06j/AILH3Y5HsM6ZV8oeKlxNUkQaAT2tX92tm7diKR38izHmkI1jXwLuAHIAH6A2sNgYM66kYzTBV2/bTmxj8o+TyTyZRN+dhi2tYOCWPPpuA9/cC+1qXXUVjd94XZO8UnZwOQk+D4gF3gQWGmOyKhhAX7QHX2P8dHAXU9c8TobbYZ5YkEvXeMNpHzgRBK2OWRuF1iPo+uvwCArWHr1Sl8FWgre56DZwNXAVMBx4VEQSsFSU/AXYYozJtHGsqqF6R7Rnc8Q3TFk9hS+u/o76KTD7OhgSU6hR0glSP/scgOSFC6g9YIAme6XsrLxj8OHATVimPoYZY3xsHlBO2oN3LSkZKSz4++30/vIgW1sIXeMNuxtBwxTwPw+I4HnR/7+QuydQ//HHqyZgpaqhy+nBIyJtuTAOfzUQjKUH/4E9g1SuJ9gnmLv/9hl7Gr/Lp7lz2d1U2NIKXp6VhyeQYQyeFx2TPOdTclJT8WrQUHvzSl0mmwleRE4CR7EUGVsHvGyM2V8ZgSnX4BEcTNRfn+HRA914Yt0T3LgxB98cOO8Bx4Ig4iRkw4VEn5PDmS8WA5B19CiNX7R5q4VSyobSevAtjDGnK6Oq/doAAB+oSURBVCUS5dIGNh/IFY2u4P9qT+O/bGBNR2HwmhAiTiaxL7AxDc+nEpyVVuSYM4sXk/n77zT+56t4R0RUUeRKVV+l3eg0prQTiMhEO8WiXFywTzCvD/+Ix99cz+1XTCbrpqeJbdiOdqePcMSvbrHHZO7cyYGbhpIeF1fJ0SpV/ZU2TfIA8Jit44HnjDHt7RGMXmSteU4mHufdJ96iTcJ2Op06UGI7CQig5crvdExeqYtcTrngtVhmzZT0NQRYZb9QVU1TN6w+nrffyb86j+SYb2CJ7czZs+y7phepy7+pxOiUqt7KNU3S0bQHXzMlp2WxcMth+jfy5otn3iDzXDr+2en0/WMrvsWUMXIPC8OrYUPqTX2U81u3EjhihPbsVY1V4TtZK5smeBWfdI67ZsVwOOU8E3Z8xaj4tSU39vSE7GyCbr+Nhs8+W3lBKuVE7LEmq1KVokWoP8seuobopkEsan0tS8N78metEI54FzN8k50NQOr8BWQePFjJkSrl/LQHr5xScloWczYkMOeXg6Sm5xCcncb9O5dx9aHYEnsl3m3b0vjNN3RKpapRLrsHLyL/FZHAQs+bicgP9gpQqYuF+HkxZUBrZo3vQYtQP27qFcmLXW7j2SvvJreEYzL37uXg2LHam1fKqqxDNOuBTSIyWETuxTJz5i3HhaWURXSzYH6Y2pfJA9pwRUQIsQ0imdrrIc66eRfb3qSe5sDgG3W2jVKUY4hGRK4BfgROAl2MMcdKOaTcdIhG2ZKclsU9czYT+0cqtTPT+NcP/6Re1rkS29d56CEydmyn/pNP6rCNclmXPYtGRO4AngX+AXQEbgD+YozZZs9ANcGr0uSPzZ/PyuWXtVt5dNW/aXDedjUN78hImi9ZXEkRKlW57DGL5hbgGmPMXGPM34BJwBx7BahUWeWPzT91YySe4eH8te+j7AxuavOYzD17SLjjTh2bVzVOmRK8MWaYMeZEoecxQA+HRaVUGXRrVocz3n48f+XdLGjRh+O1Sr7Z6fzmzRy4cQiJjz1G0r/+rQuAqxqh1HrwACIyq4RdE+wYi1LlMqlvC3y93ElJy2JV/bp8cfxahhxYT63cLFqmHL60tk1eHme/Xs5ZIOP332nyr3eqJG6lKktZx+BvKfTUB8sSfn8aYx6xZzA6Bq8q6s1Vv/P2D/sKntfNTePumIX0Pr6zxD9TA28ZQb3HHtMyB6pau6wVnQCMMV9cdMK5wPd2iE0puxjfMxyA81m5+Hq5sW7fSV5xv4v/nT3BU7/MIjz95CWJ/vQXi8n64zBh77ytSV65pArdySoibYDlxpiWNtr4AD8B3lh+kSwyxvzD1nm1B6/spXBNGzeBVicTeHnde/gUU7wMd3cavvoqQTcOrvxAlbpM9riT9ayInMn/F/gKeKKUwzKBa40xnYDOwEARubI8gStVUfk1bf42qC2h/t78Viech/o/RlydCHLkov/2ubkcnTqVw489phdflUuplFo0IlILy92w9xtjNpXUTnvwyhFiD6Vw20cbycjJw13ggS3zGXx4c7FtpU4d3Ly8CLi2H6EPPaRDN8rpVfhGJxGJtnViY0xsKS/sDmwFWgLvGmMu6fVbl/ybCNC0adOuhw4dsnVKpSokPukc//f1bk6dyyThwFFu+X01I+LX2rwI5denN41eflmTvHJql5Pgf7RxXmOMubaMAQQBS4CHjTE7S2qnPXjlaIXH5h8POkWP/76BT24mHkAehcYsRcAYfLt1I+xf72iSV07rchL8aGPMAhFpbowpecHMsgXxDyDNGPNaSW00wavKkL+C1Klzmcxcd5DGZ09w784vaZ56hNDMs5e0dwsJpsl771Grc+cqiFYp2y7nIuuT1n8XVeBFQ609d0TEF7gO2Fve8yhlbyF+XtzXpwW+XpYBmmO16zH9qnt4ocd4MtwuGrRxdycvOYXDk+7n+Kuv6l2wqloprQe/CssUx87Auov3G2OG2ji2I5Z6Ne5YfpEsMMY8ZysY7cGrypTfkz+Scp5PNx4iwNud2ieP8lDcQhqkp9DgfKqloYcH5OQUHOfbvRth7+iwjXIOlzNE4wVEA/8F7rl4vzHGxoKZ5acJXlWF5LQspi6I48ffkgDwdAPf82k8seV/RCdduDs2T9xwM5Z59H7XD4DMTC1FrKqcPcoFhxpjkuwe2UU0wauqkpyWxQdr49l15DTns3MLas7f8sfP3PDbOgJzzhd7XK2rrqLZJyWValLK8exRqsDhyV2pqhTi58VTgyMBy0ybu2dvJuEUzG83kA0hrZm29TNqZ6bjn5tZ5Ljz+34nPS6O81u34n/ttZxbvZrAESN0+EY5BV10W6liXDxsA/CXHV8xOn4tZ9298cnNwhPrz463N2Rm4hEWRk5iInUffJDQhx+qoshVTWOPUgVXl2WbUq4ixM+L10d3ZmLv5lwREUz9AG++aH0tm+q3JSA3k++bdLsw4ybT0qvPSUwEIHXZMl1cRDmFso7Bxxpjokvbdrm0B6+c1Yvf7GHmTwdo6ZVNp13r+SmiBwP2reeO31YBkAsYd088crMtB9QOwLdNWxo+N0MvwiqHqvAYvIhcBfQEQkXk0UK7amOZ/qhUjTCpTwvq+Hlx6lwWM7M8aVDbm6+bX0Od9FQGJG7F0+RBbja5CO5ennDmLOc3b+bwgw8S/tlnOiavqkRpF1m9AH9ru4BC288AIx0VlFLOJv/mqOS0LOr4e9E9PIRXvt3LN43/wrJD/Xh483xanDmCb14OZGVZDvL0JPvAQeJHjqLJ669xfutWvQCrKlVZh2iaGWMcXgVMh2hUdfPh2nheWmG5Qbvx2RM8sH0xXjnZdEgp+uPiFhhI3unT+HTqhFutWjT4+7M6dKPswi7z4IFpQHssS/YBUNZiY2WlCV5VN/nz57ckJLM/6SxnzudSOzONIQfWU/d8Ktcc2U7ARVMrATwaNyZi0ULtzavLdtmzaIDPsNSRiQBmAAlA8QW1lapB8ufPL37gapY8cA0ebnDG24/PI2/gSEC9YpM7QM6RIxx5dKrWtVEOVdYEX8cY8zGQbYxZa4yZAOjqTEoV0iLUnxFdwgqer2rag62hllUts4tpn/7LLyTcfrtOqVQOU6Y7Wbnw//OoiNwI/AmE2WivVI305OBIGgb5kpKexfe7j/NqtzsY8EcMO0MiuGv3cjzy8mh25hgBuZnkAdkHDnJg1Gh8WrakVtdo6txzjw7bKLsp6xj8ECzVJJsA/8IyTXKGMeZLewajY/DKlSSnZfHWqt/5cvsRUtMvVKOctG0xNx/cUOwxehesKq/LvshaWTTBK1eUnJbF4Ld/4tgZy3h8UFYaN8avp056Kn0Px+JLbkFbj4gIal/bD4zBzbcWweNu1x69sskepQpai8gPIrLT+ryjiDxjzyCVclUhfl4M7dQYAG93SPXy47PIGwjJOosvuZz2uJDicw4eJPnjWSTP+oST777L6cWLqy5wVe2V9SLrR8DfsI7FG2O2A7c6KiilXM2kvi3426C2jL+6OQCe7sJHHYayqX5bVob3KHJbeJqnLwAeYWF4tWrF/sGDSY+Lq4KoVXVX1oustYwxMSJSeFtOSY2VUkUVuRPWz4tGgT5MXbiN6VfdQ92cNJqfPkLXpP3sDG5G6Plk/LIh9/Rpjk2fQc6ff/LHpEnUuX2cDtmocilrD/6kiLQAS31UERkJHHVYVEq5qPxEf1Pnxtzf1zKFskWrJrza7Q7+0/5Gsjy8qJ9hWfjbnD1L2p/HwD8Ak3qak+++y8FRo3VapSqzsvbgHwRmAm1F5AhwEBhn6wARaQJ8CjQA8oCZxpi3LyNWpVzK+J7h1PJy57p29flwbS2W1vJjY4P2TN/4MWFppwDwJo9jxpMG1mNyEhM5OHwETWd/Qq3OnasueFUtlGsWjYj4AW7GmLNlaNsQaGiMiRWRAGArMMwYs7ukY3QWjarJktOyuOuTGBLi/2TIgfXUzkoj7FwSif6hlmmVnp6QbbklRXx8iFiyWOvZqMtfsk9EvIFbgHDAI38s3hjzXEnHGGOOYh3GMcacFZE9QGOgxASvVE0W4ufF7L/04IO18fxvYwDpWZYFvhufPUGXpH00PXdhdSmTkcEfd99D7YE36HRKVaKyjsEvA27GcmE1rdBXmYhIONAF2FS+8JSqWfJr23z1cC/aNawNwJXHdtH0XBKJfnUAOOdhqfeX8+efOp1S2VTWMfgwY8zAiryAiPgDXwCTjTFnitk/EZgI0LRp04q8hFIup0WoP9/8tRexh1J44P3zAGxs0J4rj+0iNC2FmxOsd8LWDiBk1CgCR4yowmiVsyprgt8gIlHGmB3lObmIeGJJ7p8ZY4rtYhhjZmK5gEu3bt2c57ZapZxAdLNgxvTvyNtY5sZ/EVCP2plpZLp70vPYLsLOnGT7/uM0G3s7YS+/qBdeVRE2L7KKyA4sUyM9gFbAASATEMAYYzraOFaAOUCyMWZyWYLRi6xKXSo5LYs5GxJYty+J2D9SC7bXzkxjwB8xDEzYRFjaSdxCggn/7DPOrV6tK0fVIBWuRSMizWyd2NYqTyJyDZYCZTuwTJMEeMoY801Jx2iCV6pk+Yn+o5/2k5594ee2zakEpm+cRVB2OmeD6hKQepKQuydQ//HHqzBaVVkqPIvmcpbpM8asx9LTV0rZQYifF1MGtKZP61Ae+jyWP09nAPBbnXC+an41d/y2ioDUk5Zt67bi+UAWIX5eVRmyqmJlHYNXSjmJ6GbBbPhbf76KO8Lji7aTkZPH182vQQD/zDSapiXxXpMbqD8nhv+M76FJvgbTcsFKVXNfxR3h4XnFFyOb2CuCp25sV8kRqcpkjzVZlVJO6qbOjRndzbLAmttFg6LzNh9mxHs/8+I3e0hOy6qC6FRV0iEapVzAk4MiaRHqT20fD55ZtovcPIMbcCYjh9g/Uon9I5U/TqXRpWkwo7o10WGbGkKHaJRyMclpWUxdEMePvyUVuz/Q14ObOzVm8oDWmuhdgA7RKFWDhPh58froznQMCyx2/+nzOXy68RBTF8TpsI2L0wSvlAvKL1z2t0Ft6d8m9JL9Avz4WxL3zNmsSd6F6RCNUi4u/waphVsOF8ydL6xJsC+DohoyqU8LHbKphip8J2tl0wSvlOPEJ53jqcU72PXnac5l5l6yv3V9P4J8vejcNFiTfTWiCV4pVeDFb/Yw86cDNtt0DAvEx8NNk301cNkLfiilXMekPi3IyMpl5e5jpKRlkZl7aSdve+JpAGISUsAYvVmqmtIevFI1WP6wzf7jZzmVnl1smwa1vWkU5IuHm/DSLR1pEepfyVEqW3SIRillU99//kjCqfRS29Xz98Lb051+bUKZPKCNDt04AZ0Hr5Sy6Y3RnWkS7EujQMtygD4exReCPXEui8Mp5/l04x90e34Vg99aS3zSucoMVZWD9uCVUgWS07JYuOUw8SfOsWBrYpmOaRDow3u3RfOv1ft4Zkg7HcKpZNqDV0qVSYifF/f1aUHDIMsSgdFNg2hQ29vmMcdOZ3DrBxv48bckJs+NrYwwVRnpLBql1CXG9wynlpc7o7o1AeD+/21l08HkEttnWQcCdvx5ljZPf8NrozpxU+fGlRGqskGHaJRSpSppXVhbAn09eHtMF/q2refg6Go2nUWjlLKL/ESfkpZJXOJpdiaeLlhwuTgCdG4SSPeIOnrDlINUSYIXkVnAEOCEMaZDWY7RBK9U9RJ7KIVHF8SBMSQkn7fZtl2DAAa0r8/4nhGa6O2oqi6yzgYGOvD8SqkqFt0smDWP9+PmLmGltt197Cxv/7Cfhz+P1QqWlcRhCd4Y8xNQ8lUZpZTLGN8znIm9mtM4yKfUtj/HnyL6+VVM+CRGE72DOXQMXkTCga9tDdGIyERgIkDTpk27Hjp0yGHxKKUc68IYfRY/7D3OkdRLyxMX5uftRut6Abw2urPOn6+gKrvIWpYEX5iOwSvlOpLTsnhr1e/MjTlEtq0rsVYtQmsx887umujLSW90UkpVuhA/L54b1oFvp/ShTf3Sk3Z8Ujr9X1/LX+fqGL29aIJXSjlUi1B/vpvShx+m9sHTvfgaN4Ut23aU6OdX8VXckUqIzrU5LMGLyFzgF6CNiCSKyN2Oei2llPNrEerP/IlX0STYF58yJPqH58XR9bmVxB5KqYToXJPe6KSUqnT5dehjDiZTlgxUP8Cb98d1JbpZsMNjq250DF4p5VRahPoz/76r+H5qH+oF2C5mBnD8bCYj3t+gvfly0h68UqpKJadlcdcnMWxPPE1tHw/OZOSUekzHRgEkp+dwbWQ9Jl/XukbfGau1aJRSTi2/Dv2pc1nMXGd7QfCL9QkT3m+/l1o9xoNfHQdF6Lx00W2llFPLr0OfnJZFHX+vMif6CP7kuROvUOtkEnlrZ+DWYQyMnFkJEVcPmuCVUk6jcKIH2HjgJDuOnCnxQuwnni/RzO0UYLmgmLdzPuycj1vjK+He7yonaCemCV4p5XRC/Lx46sZIwDLj5q5ZMRxOubRaZVM5VeR5wayRIxtheiD0nALXT3dssE5MZ9EopZxai1B/1j1xLdFNgy7Z91HW9eTZKIOQt+FNS6L/sA8k7XNglM5JE7xSqlr456hOXNOyLq3r1SrY9hJ3cdz4lXhMQYI7Ggfvdq9xSV5n0SilqpXktCyeWryNb3edACwXWr/yegz/8nRXa9WDYe/D+jdADFw99cLjIe9AaCvHBO8AOk1SKeVypi3cxoKtiYAlyc/1/Af1JA23yx2XaNgZ7lt7+QFWEp0mqZRyOU8OjqRhkC9g6NO6J71mNqZ/7s+85/Xvy0vyR3fAqy1g2IfQ+jp7hVsltAevlHIJsYdSmDB7M8HnD7HK6zE8Lrcn7+4Lzx6zS2yOpLVolFIuL7pZMKsf68utg65l302LycCdMqwzUrLc85YZOD++aq8QK50O0SilXEb+jVLQAronw+Y5sPyRyzvp2hfAvz50H2+XGCuT9uCVUq6r+3h4cAsENLm88yx/pFpOsdQevFLKtYW2gqk7Lzz//XuYdyvkZZfvPO92g7qRMOa/1WYapfbglVI1S+vr4P5foOnV4FXOBb5P7oGVTzkmLgfQHrxSquYJbQUTvrEMu6x8Cq5/8UKvPGkfvHcFmNzij03ab2lTDXrx2oNXStVcoa3g9oVFk3VoKxi7AGrVhe6TLj0m9YBluOb37ysvzgpyaIIXkYEi8puI7BeRJx35WkopZTetr4Np8XDjK3DbF8W3mTvK6S+8OizBi4g78C4wCGgHjBWRdo56PaWUcojW11mTvGfR7SYPPr7OqZO8I8fgewD7jTEHAERkHnAzsNuBr6mUUvbX+jpo1Q/2rSy6PSPVMlxjDze+Y/e59o4comkMHC70PNG6rQgRmSgiW0RkS1JSkgPDUUqpy3D9ixDa1nHnXzHV7qd0ZIKXYrZdUvjGGDPTGNPNGNMtNDTUgeEopdRlCG0FD26C6aeh5SD7n3/Q63Y/pSOHaBKBwrePhQF/OvD1lFKqcoybV9URlIkje/CbgVYiEiEiXsCtwJcOfD2llFKFOKwHb4zJEZGHgO8Ad2CWMWaXo15PKaVUUQ69k9UY8w3wjSNfQymlVPH0TlallHJRmuCVUspFaYJXSikXpQleKaVclFMtui0iScChQpvqAierKJzSaGwVo7FVjMZWMTUhtmbGmGLvEnWqBH8xEdlS0mrhVU1jqxiNrWI0toqp6bHpEI1SSrkoTfBKKeWinD3Bz6zqAGzQ2CpGY6sYja1ianRsTj0Gr5RSquKcvQevlFKqgjTBK6WUi6rSBC8iTUTkRxHZIyK7ROSv1u2jrM/zRKTbRcf8zbqI928ickMVxPZPEdkrIttFZImIBDlRbM9b44oTkZUi0si6XUTkHWts20UkurJjK7T/MRExIlK3MmOz8ZlNF5Ej1s8sTkQGFzqmSr+f1n0PW19/l4i86iyxicj8Qp9ZgojEOVFsnUVkozW2LSLSw7q9yn8ORKSTiPwiIjtE5CsRqV3oGPt/bsaYKvsCGgLR1scBwO9YFuiOBNoAa4Buhdq3A7YB3kAEEA+4V3Js1wMe1u2vAK84UWy1C7V5BPjA+ngwsALLKltXApsq+3tqfd4ES/noQ0DdyozNxmc2HXismPbO8P3sB3wPeFv31XOW2C5q8zrwd2eJDVgJDCr0/2uNs/wcYFkno491+wTgeUd+blXagzfGHDXGxFofnwX2AI2NMXuMMb8Vc8jNwDxjTKYx5iCwH8vi3pUZ20pjTI612UYsK1U5S2xnCjXz48ISiTcDnxqLjUCQiDSszNisu98EplF06cZKia2UuIpT5d9P4H7gZWNMpnXfCSeKDbD0ioHRwFwnis0A+T3jQC6sJOcMPwdtgJ+szVYBtxSKze6fm9OMwYtIONAF2GSjWZkW8rY3G7FNwNIjcJrYROQFETkM3A783VliE5GhwBFjzLaLmlV6bMV8Px+y/sk+S0SCqyquYmJrDfQSkU0islZEujtRbPl6AceNMfucKLbJwD+tPwevAX9zoth2AkOtu0ZxYVlTh8TmFAleRPyBL4DJF/VCL2lazDaHzvMsKTYReRrIAT5zptiMMU8bY5pY43rIGWLD8jk9zYVfOEWaFrPNYbEV85m9D7QAOgNHsQw3VHpcJcTmAQRjGU54HFhg7TE7Q2z5xnKh946TxHY/MMX6czAF+NiJYpsAPCgiW7EM3WQ5MrYqT/Ai4onlA/jMGLO4lOaVupB3SbGJyHhgCHC7sQ6gOUtshXzOhT//qjq2FljGFbeJSIL19WNFpEFlxlbcZ2aMOW6MyTXG5AEfceHP4qr+zPJjWGwdUogB8rAUqHKG2BARD2AEML9Qc2eIbTyQ/3ghTvQ9NcbsNcZcb4zpiuUXY7xDY7vcQfzL+cLyW+tT4K0S9q+h6EXW9hS9EHEAx13AKTY2YCCwGwi9aLszxNaq0OOHgUXWxzdS9OJSTFV9T61tErhwkbVSYrPxmTUs9HgKlnFQZ/l+TgKesz5ujeVPeHGG2Kz7BgJrL9pW5bFhGe/ua33cH9hamf/XSokt/0K5m3X/BEd+bg55c+X4EK7B8mfIdiDO+jUYGI7lN1omcBz4rtAxT2P5rfcb1ivllRzbfusPWv62D5woti+wjPFtB77CcuE1/z/bu9bYdlDol2ZlxXZRmwQuJPhKic3GZ/Zf6+tuB76kaMKv6u+nF/A/6/c0FrjWWWKz7psNTCrmmKr+3K4BtmJJmJuArs7ycwD8FcuMmt+Bl7FWE3DU56alCpRSykVV+Ri8Ukopx9AEr5RSLkoTvFJKuShN8Eop5aI0wSullIvSBK+qjIjMtZYImOKg808WkVqOOLc9icgwEWnnwPPnWisr5lcXTZAL1Ty7ishBEekiImOs1Qy/dlQsqnJpgleVTkQ8rHex9jTGdDTGvOmgl5oMOEWCFxF3G7uHYakmWJ7zeZSj+XljTGdjTJE7I0WkI7AIGGOM+dUYMx+4pzxxKOemCV5ViIj4ichyEdkmIjtFZIx1e+HeYTcRWWN9PF1EZorISix38K0E6ll7lr1E5F4R2Ww93xf5PW8RqS+WuvvbrF89rdvHiUiM9fgPL06gIvII0Aj4UUR+tG673lqLO1ZEFlrrhOTH/KJ13xYRiRaR70QkXkQmWdv0FZGfrLHsFpEPRMStDOf9u4isB0YV9x6t72coluJYcSLSQkTWiHUdBBGpay3vgIjcZT3/V9bPDxF53HrO7SIyoxzfwkhgKXCHsZRBUK7IUXdy6Zdrf2Gpc/NRoeeB1n8TuHCXajcu1OKejuXuQl/r83BgZ6Hj6xR6/H/Aw9bH87EUagJwx1L+NRLLnbqe1u3vAXcWE2PhWOpiKdPqZ33+BBdqmCcA91sfv4nl7sMAIBQ4Yd3eF8gAmlvjWAWMLMN5p5XhPc4GRhbatwbrXZbW8ydYH9+F5Q7vEOvz67Es3CxYOmtfA72L+RzOFfO5JHPRHcaF3ufXVf3/S7/s81WeP/OUKmwH8JqIvIIlIawrwzFfGmPOl7Cvg4j8HxAE+GNZGATgWuBOAGNMLnBaRO4AugKbLcUV8QVOXHLGoq7EMgzys/UYL+CXwrEVel/+xlLD+6yIZMiFVbtijDEHwHL9AMvt6BmlnLdwIa6S3mN5rDLGJFsfX2/9+tX63B9oxYV647Z8D9wjIt9ZP1flgjTBqwoxxvwuIl2x1Nd4SURWGmOew1IaOH/oz+eiw9JsnHI2MMwYs01E7sLSkyyJAHOMMX+z0aa4Y1YZY8aWsD/T+m9eocf5z/N/Ti6u62HKcN7C73k2ZXuPZf0MBXjJGPNhCeex5SHgAyx//dxXgeNVNaBj8KpCrDMy0o0x/8OyqEL++pYJWHrXcKFccVkEAEetJVZvL7T9Byz1vRERd7GsYfkDMFJE6lm3h4hIs2LOedZ6XrCsvnW1iLS0HlNLRFqXIz6AHiISYR17HwOsL+d5S3qPheOEop/hSBvxfAdMKDTm3zj/MymDPCy13NuIyHNlPEZVM5rgVUVFATFiWWz5aSxjygAzgLdFZB1Qnj/9n8VS+W8VsLfQ9r8C/URkB5Yx/PbGmN3AM8BKEdluPaa4pddmAitE5EdjTBKWMey51mM2Am3LER9Yhl5exlLd8SCwpJznLek9zgMeF5FfRaQFll+Y94vIBixj8MUyxqzEUvf/F+vns4iivyhsMpalAG8GhorIg2U9TlUfWk1SqTIQkb5YFuceUtWxlJeInDPG+JexbV+q6ftUl9IevFKu74wUutGpJNapru8BKZUTlnI07cErpZSL0h68Ukq5KE3wSinlojTBK6WUi9IEr5RSLkoTvFJKuaj/B+cPoYLlLuNkAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "pltsize=2\n",
-    "\n",
-    "print(msit3.shape)\n",
-    "print(sit3.shape)\n",
-    "print(menergy3.shape)\n",
-    "\n",
-    "print(np.corrcoef(msit1,menergy1)[1,0])\n",
-    "print(np.corrcoef(msit2,menergy2)[1,0])\n",
-    "print(np.corrcoef(msit3,menergy3)[1,0])\n",
-    "\n",
-    "# far - sit\n",
-    "fig, ax = plt.subplots()\n",
-    "plt.plot(msit1, menergy1,'.',markersize=pltsize)\n",
-    "plt.plot(msit4, menergy4,'.',markersize=pltsize)\n",
-    "plt.plot(msit2, menergy2,'.',markersize=pltsize)\n",
-    "plt.plot(msit3, menergy3,'.',markersize=pltsize)\n",
-    "plt.grid()\n",
-    "plt.xlim(0,5)\n",
-    "\n",
-    "ylim=plt.ylim(0,8.2)\n",
-    "plt.xlabel(\"$h_I$ [m]\")\n",
-    "plt.ylabel(\"$F_{ar}$ [W/m²]\")\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv\",\"5000ppmv\"],loc = 2, \n",
-    "               ncol=4, labelspacing=0.2,columnspacing=2,handletextpad=0.1,  handlelength=2, mode=\"expand\",\n",
-    "           borderpad=0.5,borderaxespad=0.2,markerscale=6)\n",
-    "\n",
-    "\n",
-    "ax2 = ax.twinx()\n",
-    "co2_fac=np.linspace(1,5,9)\n",
-    "print(plt.ylim())\n",
-    "\n",
-    "np.exp(menergy1/alpha)\n",
-    "\n",
-    "ax2.set_yticks(np.log(co2_fac)*alpha)\n",
-    "ax2.set_ylim(0,8.2)\n",
-    "_=ax2.set_yticklabels(co2_fac)\n",
-    "plt.ylabel(\"equivalent CO$_2$ increase\")\n",
-    "plt.savefig(\"plots/heatflux_scatter_flux_sit.svg\",dpi=500)\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "\n",
-    "plt.show()  \n",
-    "\n",
-    "plt.plot(msic1, msit1,'.',markersize=pltsize)\n",
-    "plt.plot(msic4, msit4,'.',markersize=pltsize)\n",
-    "plt.plot(msic2, msit2,'.',markersize=pltsize)\n",
-    "plt.plot(msic3, msit3,'.',markersize=pltsize)\n",
-    "\n",
-    "plt.xlabel(\"sic []\")\n",
-    "plt.ylabel(\"sit [m]\")\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(msic1, mco21r,'.',markersize=pltsize)\n",
-    "plt.plot(msic4, mco24r,'.',markersize=pltsize)\n",
-    "plt.plot(msic2, mco22r,'.',markersize=pltsize)\n",
-    "plt.plot(msic3, mco23r,'.',markersize=pltsize)\n",
-    "plt.xlabel(\"sic []\")\n",
-    "plt.ylabel(\"equivalent CO$_2$ factor []\")\n",
-    "#plt.ylim(1,3.1)\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(msit1, mco21r,'.',markersize=pltsize)\n",
-    "plt.plot(msit4, mco24r,'.',markersize=pltsize)\n",
-    "plt.plot(msit2, mco22r,'.',markersize=pltsize)\n",
-    "plt.plot(msit3, mco23r,'.',markersize=pltsize)\n",
-    "plt.xlabel(\"sit [m]\")\n",
-    "plt.ylabel(\"equivalent CO$_2$ factor []\")\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(menergy1, mco21r,'.',markersize=pltsize)\n",
-    "plt.plot(menergy4, mco24r,'.',markersize=pltsize)\n",
-    "plt.plot(menergy2, mco22r,'.',markersize=pltsize)\n",
-    "plt.plot(menergy3, mco23r,'.',markersize=pltsize)\n",
-    "plt.xlabel(\"heat flux [W/m^2]\")\n",
-    "plt.ylabel(\"equivalent CO$_2$ factor []\")\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(mts1, menergy1,'.',markersize=pltsize)\n",
-    "plt.plot(mts4, menergy4,'.',markersize=pltsize)\n",
-    "plt.plot(mts2, menergy2,'.',markersize=pltsize)\n",
-    "plt.plot(mts3, menergy3,'.',markersize=pltsize)\n",
-    "plt.ylabel(\"heat flux [W/m^2]\")\n",
-    "plt.xlabel(\"surface temperature [K]\")\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "plt.show()\n",
-    "\n",
-    "plt.plot(mts1, msit1,'.',markersize=pltsize)\n",
-    "plt.plot(mts4, msit4,'.',markersize=pltsize)\n",
-    "plt.plot(mts2, msit2,'.',markersize=pltsize)\n",
-    "plt.plot(mts3, msit3,'.',markersize=pltsize)\n",
-    "plt.xlabel(\"surface temperature [W/m^2]\")\n",
-    "plt.ylabel(\"sit [m]\")\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.9938529939485001\n",
-      "0.8676139722084588\n",
-      "0.9821811371639458\n",
-      "(0.0, 1.0)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaUAAAEKCAYAAACymEqVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeXyU1fX48c+ZJfsGSdhBFhdEREUWLSoIqKAoilttbdXa8nNHW7Wtta3VYtW6L7XF2qr9arVaVIqK4lJR6wqKsrUaQAlb9mWSSSYzc35/PJMQIMAMJDOT5Lxfr7wyz3afO5OQw73PveeKqmKMMcYkA1eiK2CMMcY0s6BkjDEmaVhQMsYYkzQsKBljjEkaFpSMMcYkDQtKxhhjkkZcg5KI5InIcyKyRkRWi8jR8by/McaY5OaJ8/3uAxap6lkikgJkxPn+xhhjkpjEa/KsiOQAy4GhajN2jTHGtCGeLaWhQCnwVxE5DFgKzFHVuuYTRGQ2MBsgMzPzSJ/PF8fqGWNM5yciZapamOh67K14PlPyAKOBh1X1CKAO+FnrE1R1nqqOiXzFsWrGGNNldOrHIvEMSsVAsap+GNl+DidIGWOMiRMRSRORj0RkuYisFJHftHFOqog8IyJficiHIjI4XvWLW1BS1S3ABhE5KLJrCrAqXvc3xpiuyB/0s6p8Ff6gP9pLGoHJqnoYcDgwTUSO2uGci4FKVd0fuAe4vd0qvAfxHn13JfBkZOTdWuCiON/fGGO6DH/Qz6wXZ1HeUE5+Wj7zZ87f4zWRgWbND+y9ka8dn5fMBG6KvH4OeFBEJB6D1OIalFT1M2BMPO9pjDFd1brqdZQ3lOMP+ilvKGdd9ToAj4h80uq0eao6r/V1IuLGGWy2P/BQq8cqzfoDGwBUNSgi1UA+UNZR76VZvFtKxhhj2smQ3CHkp+W3tJSG5A4BCKrqbv/zr6oh4HARyQOeF5GRqrqi1SnS1mXtV/Nds6BkjDGdVLonnfkz57Oueh1DcoeQ7kmP6XpVrRKRfwPTgNZBqRgYCBSLiAfIBSraqdq7ZbnvjDGmE0v3pDMif0TUAUlECiMtJEQkHZgKrNnhtAXABZHXZwFvxivpgbWUjDGme+kLPB55ruQC/qGqC0XkZuATVV0APAr8TUS+wmkhfTtelYtbmqFYZWZmal1d3Z5PBK57djlvrikhPyuF166ZuN2xeUuKuPXlNSz75Qn0zEzhtZVbuHvx/xARPC7hV6eOYOzgngD87uXVvLmmhLAqxx5QyK9PHYFIW12rxhiTnESkXlUzE12PvdUlWkpnHTmAC741mB//47Pt9m+q8vPOl2X0z9vWrJ2wfwEnjOiNiLB6cw2XP7WMN38yiaVfV/DJ15Usuvo4p8w//ocP1lZw9LD8uL4XY4zpzrpEUBo/NJ8NFfU77b9l4Sp+Pv1gfvTEttGRmanb3nJ9INRqiInQGAzRFAqjCsGQUpidAsCIXy3iO+MG8f7acnLTvTxw3hHkZ6Vy7p/eZ0S/HJZvqMLXGOSOsw7j8IF53LP4f2yorKe0tpG1pXX8csbBfPpNFf/+bym9c9N49IIxvPtVGc99UsxD33WSWrxfVM6f31nLoxeO7aiPyRhjkl6XHeiweNVWeuekMaJfzk7HFq3YwuS7/s0PHvuYO846DIAj9+vB0UPzGTv3dcbNfZ3jDixg/17ZgBO8RvbP5aWrjmX8kHzue+PLlrL8gRDzL5vALTNHcv1zy1v2f1Nez18uHMsj3x/D1c98xlHD8nn1muNI87h4c00Jx+5fwKffVFIfCAKw8PNNzDisb0d+JMYYk/S6ZFDyB0I8+NZX/PjEA9s8Pm1kH978ySTmfe9I7l78XwDWl9XxVYmPD34+hQ9umMJ/isr5cG05AC6BGaOcgHHGEf35eH1lS1mnHdYPcFprvoYg1f4mACYdVIjX7WJ4n2zCYZh0oJO0d3ifbIor/XjcLiYeVMjrq0sIhsK8taaEE0b06ZgPxBhjOokuGZS+rqijuKKe6fe+w4Tb3mRLTQMz7n+HktqG7c4bPzSfr8vrqagL8OrKLRwxqAeZqR4yUz1MOrAXn26oarN82eUGNI+LSPE4H63LJXjc0jJgQkQIhcMAzBjVj5c+38R/isoZNSCPrNQu0ZtqjDF7rUsGpeF9clj6yxN472eTee9nk+mTk8bCq46lV3Ya68vqaB5xuGJjNU2hMD0yvPTLS+fDdeUEQ2GaQmE+XFfO/oVZAIQVXl6xBYAXP9vI2ME9Wu618PPNAHy8voLsNC85ad6o63nU0HxWbKzh6Y+/sa47Y4yhiwx0uPLvn/LB2nIq6wIcdesbXHPCAZw7dlCb576yYgvzlxXjcbtI87p48DujERFOPrQv/ykq56R7lyAiTDywkKkjegOQkeLmy621zHjgHbJTvTz4nSNaystN9zLrD++1DHSIhdslTDm4F88tLeausw/f+w/AGGO6iC4xT6mjjfjVIlbdPG2n/ef+6X1+ccrBjBqQl4BaGWPMzjr7PKUu2X1njDGmc7KWkjHGdCHWUjLGGGPaiQUlY4wxScOCkjHGmKRhQckYY0zS6BLzlHjhcvjfIsgshMs/cPa99TtY9jhkFDjbU34FB57ovH7nLlj2N3C5YfrtsP9UZ/+Xr8Oin0I4BKO/D8f+OP7vxRhjurGuEZQO/w6M+xE8f8n2+4+6DCZctf2+kjWwYj5c/iHUboYnZsKVy5xjL/8EvvcC5PSHR46Hg06GXsPj8x6MMcZ0kaA0eAJUfh3duf99CUbOAk8q9BgMPYfCxqXOsZ5DoecQ5/XIWc65vYbDPYfCyDNg3TvOsTP/DPnD4PlLnXJK14CvBE66FQ6aBp8+CWteAg1BySo4+koIBeDzp8GdCt99FupKnSA6+y2nzMqv4e/nwWX/adePxhhjOpOu/Uzpo0fgD99yuvf8kczeNZshZ8C2c3L6Qc0m5yunf6v9/Z1zm6VmOwFk3GxY9PNt+6u+gQtfdgLNwmugKZL0tWSVE7x+9Ba8eQt40+GSd2HgOFj+NBQeBKEmqFjnnL9yPhxyRsd8DsYY00l03aA09mKY85kTCLJ7w6s3Rg60MVlYZDf7I0ae5Xw/9Cwo/mjb/kPOAJfLaTn1GAxl/3P2DznWCWSZBZCaAwdNd/b3GuEEMoBDToeVzzuvV8x3WmfGGNONdd2glNXLGcjgcsHoC7Z10eX0g5ribefVbILsvpGW0cZW+zdCdqv1jVoHqNbrVcgu1q5wp7ba59q2LS4IOwv7MXKWE5TKvnKuyx+2V2/VGNP1+QMhVmysxh8IJboqHarrBqXaLdter1kIvQ52Xh90stMqCTZC5XooL4L+R0K/0c7ryvUQDDjnHHTytjJWzN/2feC4bftXvgDhMFSsda7NPyD6OvYc6gTOJXfAIdZKMsa0zR8IceK9b3P2H9/nxHvf7tKBqWsMdHjuB7D+Xagvh7sOhuN/7mxv+QIQyBsEp97rnNvrYKfb7KFx4PLAKXc5gQHg5Dvhb7OcAQpHnL8tkIEzUOGRyaBhOPPRbfsLDoDHTnYGOsy4B7xpsdX9kFmw+Jcw5/N9+giMMV1XUamPstoA/qYQZbUBikp9jOyfm+hqdYi4JmQVkfVALRACgqo6ZlfnJlVC1nsOhdn/hsz87fc/fykceJIT5IwxpoM0t5TKagMUZKfw2tUTSU9xt3luZ0/ImoiW0vGqWpaA+xpjTKeUnuLmtasnUlTqY1hh1i4DUleQiJbSmGiCUlK1lIwxppPo7C2leA90UOA1EVkqIrPjfG9jjDFJLt5BaYKqjgamA5eLyHGtD4rIbBH5REQ+CQaDca6aMcZ0fSIyUETeEpHVIrJSROa0cc4kEakWkc8iX7+KW/0StfKsiNwE+FT1zraOW/edMcbEbk/ddyLSF+irqstEJBtYCpyuqqtanTMJuFZVZ3R4hXcQt5aSiGRGPgBEJBM4EVgRr/sbY0xn4g/6WVW+Cn/Q367lqupmVV0WeV0LrAb67/6q+Inn6LvewPPiZDzwAE+p6qJ9LbQx1MiFr1xIIBwgFA5xwuATuPzwyymuLeb6JddT3VjNwfkH87tjfofX7SUQCnDDuzewqnwVeal5/H7i7+mf5fw8/vzFn5n/5Xzc4uZn437GhP4T9rV6xhgTM3/Qz6wXZ1HeUE5+Wj7zZ84n3ZMe7eUeEfmk1fY8VZ3X1okiMhg4AviwjcNHi8hyYBNOq2ll9O9g78UtKKnqWuCw9i43xZXCoyc9SoY3g6ZwExe8cgHH9D+GJ1Y+wfdGfI/pQ6Zz8/s3M//L+Zw7/FzmfzmfnJQcXp71Mq+se4V7lt7DnRPvpKiqiFfWvcILM1+gpL6EH732IxaesRC3q+sOvTTGJKd11esobyjHH/RT3lDOuup1jMgfEe3lu50D2kxEsoB/Aleras0Oh5cB+6mqT0ROBl4AYkhXs/c6fUYHESHDmwFAMBwkGA4iCB9t+Yjbj7sdgNOGncbDyx/m3OHn8taGt7j0sEsBOGG/E7j1w1tRVd7a8BbTh0wnxZ3CgOwBDMoZxBdlX1CYUcgliy9hVOEoVlesZnDOYOYeM5d0TzonPXcSJw05iY83fwzA7cfdzqCcQfzi3V+Q5k5jXc06Nvk2ccuEW1hQtIDlpcs5tOBQ5h4zl2fWPMNG30Z+PMZZSPCFr15gVfkqbhh/QwI+RWNMMhmSO4T8tPyWltKQ3CHtWr6IeHEC0pOqOn/H462DlKq+LCJ/EJGCeMwx7RK570LhEGctOIuJz0zkqH5HMTB7INkp2XhcTsztk9mHkvoSAErqS+iT6SRa9bg8ZHmzqGqsYmvdVnpn9G4ps3dG75Zr1tes56wDz2L+afPJ9GbyzJpnWs7L8mbx9xl/57yDz+P2j29v2V8TqOHREx/l+rHXc+WbV/K9Ed/jhZkv8GXll6ypWMMJg0/g9W9ebzl/0fpFTBs8reM+JGNMh2nvZKnpnnTmz5zPY9Mei7Xrbo/EeYbyKLBaVe/exTl9IuchIuNwYkV5u1ViN7pEUHK73Dx32nO8fvbrrChbwdrqtbs8t63RhoKgbSxdEfmZ0CezD0f0OgKAGUNnsKxkWcs504dMb/m+vHR5y/6JAyciIhzQ4wDy0/I5sMeBuMTF/nn7s9G3kZ5pPRmQNYDlpcupaqhiffX6lnsYYzqPjkqWmu5JZ0T+iHYNSBETgO8Bk1sN+T5ZRC4Rkeblu88CVkSeKd0PfFvjNFS703fftZaTksPY3mP5vPRzagO1BMNBPC4PW+q20CujFwC9M3uzpW4LfTL7EAwH8TX5yE3NpU9mH7bWb20pa2v9VgrTCwEnaLXWentXr1NcKQC4xEWKO2XbOSKEws4v7bQh03h1/asMyR3ClEFTWoKgMabz6GzJUlX1XWC3f2xU9UHgwWjKE5GeUZwWVtWqaMrr9C2lioYKagJO92dDsIEPNn/A0NyhjO0zlsVfLwZgQdECjh94PACTBk5iQdECABZ/vZhxfcYhIkwaMIlX1r1CIBSguLaYr2u+5tCCQwHYXLeZz0o+A+CVda8wuvfolvsvWu8MIFy0bhGHFcY2jmPKoCm8+c2bvLLuFeu6M6aTGlaYRUF2CuleNwXZKQwrzEp0leJtE/AJznynXX1FvQxCp28pldaXcuN7NxLSEKrKiYNPZOLAiQzNG8r1b1/PA58+wPCew5l1gLNe0awDZvHzd37OyfNPJjcllzsm3gHA/j3256TBJzHzhZl4XB5+Mf4XLSPvhuYOZUHRAm7+4Gb2y96Pcw46p+X+TaEmvvPSdwhrmDuOuyOmuuem5jIsbxhFVUUcWnhoO30ixph46k7JUndhtaru9tmDiHwabWEJy+iwJ8mS0WGjbyNXvHEFz898fqdjJz13Ek/PeJoeaT0SUDNjTLLwB/2sq17HkNwhHfEMKCbxTsgqImmq2rCv5zTr9C0lY4zpCP5AKKrWzz5OdO30ogk20QYksJaSMcbsJJZF9VaVr+LCRRfiD/pJ96Tz2LTHYpno2u4S0FJaFkm0vU/nNLOWkjHG7GC7EXU+H68XLWXqAYe22QLq6ImuncDBIrK7gQwCRD0c0VpKxphuZ1ddc83PhvqmD+K0Bz+izOcjZb+7SUmtpyB9111z3fyZ0n5RnBZS1eJoyrOWkjGmW9lV19yOz4YWXPEs7369ipuX1tMQ2n0OuuaJrt2Rqn7dnuV1+nlKxhizJ63TAK3aUkZZYC3+oL+la665pdM6Cepm/zdMPeBQCtLzSfekd9euubjrEt13X02egiszE9xuxO1myD+fI1RVxcYf/5jAxo2k9O9P/3vuwZ2bi6qyde6t+JYswZWWRt/f3Ur6IYcAUPX8C5T98WEACi65lLwzTu+w92eMiY/WLaP8bMgYei+ba0vRUCYuEVJT/RSk5/PUKU/xnZe+s9MoumTqmotGvLvv2luX6b4b9MTjeHpsmy9U9sgjZBx1NINm/4iyeY9Q/sgj9Lr2WuqWLCHw9dcMe3URDcuXs+U3NzPkH88Qqqqi7KGHGPLcsyDCujPPInvy8bhzkzddiDGmbZUNlby36T0m9JvA2pIAZU3/pdEdpjzgosFfDq4AKW5wuYSGUKPTMqrbzPyZ83cKQN25ay4WkQSu3wWGqurNIjII6KOqH8VSTpcJSjvyvfEmg554HIDc02fyzfcvoNe111L7xpvkzpyJiJB++OGEa2poKimh/qOPyfzWt3Dn5QGQ+a1v4XvnXXJnnMKa0UfS45xzqPvoQ9w5ufS/+y48PXvy9fe+T+rBw2n4/AvCdT76zp1L+qhRlD7wIE3FxQRLSwmsX0+vn/0U//Ll1C15B0/v3gx8+A/Uvf8+VfOfZ8C99wBQ9+FHVPz1rwyMtNSMMdHZcdDCZt9mps2fRljDCEJhei88/bfiBiTUg57pPalqrKRHag8QJ4A1d81ZANonfwDCwGTgZqAWZ3mMsbEU0jWCkgjfXHwxgpB37rn0OPccguXleHs5SVi9vXoRrKgAILh1K96+fVou9fTpQ3BrSRv7exPc6iRo1fp60g4ZQe+f/ZTShx6i7MGH6POrXzrH/H4GP/136j/+mM2/+AVD//UvAAIbNrDf44/RWFTE+m+fx4D776P3ddex4Yor8L39NlmTJrH51zcRrq/HlZFBzSsvk3Py9Lh8XMZ0FTsOWlhwxTjOWnA24XAYxFkVoMS/FcQZl5yaWs/tx91Hqju15flQZ+qaS3LjVXV0c0ohVa0UkZQ9XbSjLhGU9nvqKby9exEsL+ebH1xM6tBdP4xsa4kKRGCX+wGXi5zpTsDIPe00iq+8quWUnFNOASBj7FhCvjpCNU5y2KzjjkW8XlIPPBBCITKPPRaAtAMPpGnjRsTjIeuYY6h96y1yTjoJ39tL6HXtdXvx7o3pvlZuqqakppHGYJiyugru/XgetU0123Jgt8qFLQj56fkM7zl8uwBkLaN20yQibiJ/TEWkEKflFJMuEZS8vZ0WkSc/n+ypU/F//gWe/HyaSkrw9upFU0kJnp49I+f2oWnzlpZrg1u24OlViKd3H+o/+qjV/q1kjBvX9g23W2JC2jwmXuc/COJygde7bVkKcaFBZ+mKnJOnU/nUU7hz80gfORJ3Vqd9NmlM3PkDIeY88ymBYBjxbsQz5AHmr48cVOcvowC9M/rw22NvIdWdulNAMu3qfuB5oJeIzMVZk+nGWAvp9EPCw/X1hHx1La/r3nuP1AMPIGvyZKpfeBGA6hdeJGvKZACyJh9P9Ysvoqr4P/sMV3Y23l69yDpmAnXvvUeouppQdTV1771H1jETIjcJU/PqqwDULFxIxuht2TJqXnkFgPqlS3FnZeHOzo667hnjxtGwchVVzz5rXXfG7MGOq7sWlfqoqKtDsr4gc9gD2/3/0CUuZu53Pg9N/hP/mrWAo/oexRG9jrCA1IFU9UngeuB3OMtZzFTVZ2Mtp9O3lILl5RRfcSUAGgqSO2MGWcceS9rIkWy85sdU/fM5vH37tQwoyJo4kbolSyg68SRnSPittwLgzsuj4LJLWXe2syxFwWWXtQx6kIwMGr/6inWzzsSVnU3/e7atIOzOyWH9t89rGegQC3G7yZo0iaoXXqDfbb/b58/CmK6q5dmRz0deXgm3nTWCSn8FniG34JaGnVas65nekxuPvcqCUByJyNnAIlV9SER+CdwqIr9V1WV7una7crrCPKWOtmb0kQxftnSn/V9/7/v0uv560g8dmYBaGdN9rNhYzdl/ehvXoNsRTw27W6Q5z5vHglkLuu2SMomapyQin6vqKBE5BrgVuAu4QVXHx1JOp28pGWO6tnVV63hoxV14Bi5FPb5dBqR0dzpzj53LMf2PsRZSYoQi308B/qiqL4rITbEWYi0lY0xS2uzbzH3L7uOldS/t8dwcbw4LZy3stq2j1hLYUloIbASmAkcCfuAjVT0spnIsKBljksm6qnXc/+n9vP7N61Gdn+3J5qUzX7KAFJHAoJQBTAO+UNUvRaQvcKiqvhZLOdZ9Z4xJGmvK1nD2S2dHfX5+Wj7Pz3zeAlISUNV6EXkLOEBEjovsjnrF2WYWlIwxSaGyoZLzXjovqnPzvHn8ftLvOazXYfb8KEmIyA+BOcAA4DPgKOB9nLRDUbOgZIxJmOa8dZnptZz3ylkENbjTfHTVbfPVM92Z3DHxDsb2HWvBKPnMwclz94GqHi8iw4HfxFpI3INSJA3FJ8BGVZ0R7/sbY5KDPxDihHsXUx78H55+jzjBKBJ8mgORqrPrqsOuYUy/IywjQ3JrUNUGEUFEUlV1jYgcFGshiWgpzQFWAzkJuLcxJgn4AyH+9cV6qnregttd05ISCLYFIkHI8ubw1PSnGdJzQAJra6JULCJ5wAvAYhGpxMnsEJO4BiURGYAzhn0u8ON43tsYkxyaszOUhj7G07dmp3zIIlCQUsjdU+6yllEnoqpnRF7eFBnwkAssirWceLeU7sXJjdRmgjgRmQ3MBkhJiTnjuTGmEygq9VHm86F9t/29Sgkq/cthYz4EvEJd2EeqO9UCUielqm/v7bVxC0oiMgMoUdWlIjKprXNUdR4wD5x5SvGqmzGmY7VeiK9/Dzfe/e4g7K5GgJQm5a4/h8itg+pMuO6HXvKz8lvWOzKdQ2dceXYCcJqInAykATki8n+qen4c62CMibMdF+K7//u9EG8tEvlvZ/9yyK2DtCagDn7Z9yJOOOkSayV1Pu2y8mzclq5Q1Z+r6gBVHQx8G3jTApIxXV9RqY+y2gD+phA1lT50ZSWF5LYc35jvtJAavODLcjPluAssIHVO41X1ciITZlW1Eoj5OUynX0/JGJPchhVmUZCdQq6EeGDxHWRcO4c/PO6lQJ1HywGv8JMfutlw22xGv7aEzOyeCa6x2UvtsvKs5b4zxnSIsN9PzX+/oji7F31z09j80iLc99wGDQ1Iejp9Hv8zH+eU8+7Gd7nwkAsZkmfPkNpDAnPffRc4FxgNPE5k5dlYF/qzoGSMaXdhv5+iU0+jbksJVSlZuAR6herRpibwevEWFDD0XwtwpVs3XXtLRFCKDHIYAGQCU3Cmmr2hqqtjLcvSDBlj2l3Nf78iUFpGajBAXrgGAA0HnRbSzb8hZ+pUC0gJIiIDgSeAPjjda/NU9b4dzhHgPuBkoB64cHcryKqqisgLqnoksGZf6mfPlIwx+8wfCLFiYzX+QIi6ah/XPvYuFXjxu7xUpeVQk56DpKfjyc+3gJR4QeAnqnowTtLUy0VkxA7nTAcOiHzNBh6OotwPRCSmkXZtsZaSMWaf+AMhZty5mLRNG3D17MFtr9/HNRVlAFSm5lBzzzymHL4fruKvSR061AJSgqnqZmBz5HWtiKwG+gOrWp02E3hCnec7H4hInoj0jVy7K8cD/09EvgbqcLrwVFVHxVI/C0rGmH1StKGMG//5W/IaavCGg4hqSx677GA9I3PDZOZmQe4hCa1nN+IRkU9abc+LJCbYiYgMBo4APtzhUH9gQ6vt4si+3QWl6THXtA0WlIwx+6R/2QZCDdWkhILbJ1YF0nv3Iueg/RNYu24pqKpj9nSSiGThTG69WlVrdjzcxiV7GhV3MzBHVasi5fcA7gJ+sOcqb7PHoCQi0UwaCDdXxBjTPQQrKqh96y1KH3iQlHAIRRCXQEoKnpwc+tx+G5mHH27ddUlIRLw4AelJVZ3fxinFwMBW2wPYc8bvUa3jgKpWisgRsdYtmpbSpshXW5GzmRsYFOvNjTGdU2DTJoqmnoCGwy1/GFypqQz448O4c3Ls2VESi4ysexRYrap37+K0BcAVIvI0MB6o3sPzJACXiPSIZHJobtDE3BsXzQWrVXW30U5EPo31xsaYzifs99OwejXfXH5FS0BSQLxePIWFZFjLqDOYAHwP+EJEPovsu4FIw0JV/wi8jDMc/CucIeEXRVHuXcD7ItI8WfZs4NZYK7fHybMikqaqDft6Tqxs8qwxySVYUcG6088gWFWFBpoQFAVCCPL7+xkxdYIFpCSQqIwOkXuPwEnICk5+01W7O78t0cxT6iciR0ZueGxbJ7R3QDLGJJew38+6M84gWFICgQCCEnB5qE7N4oZzbmbYScdbQOrmRCQVOBxnVfGewFki8qtYy4mm+24esExEDgGOAd6J9SbGmM6tce1agtWRzAyAu6CQQXfdzcaCgfxjYAHpKe7EVtAkgxeBamAp0Li3hUT7TOl6EZmDM/vXGNONhP1+gqWl0NiIAmERfjr5Kv5xxBGMtGBkthmgqtP2tZBogtLLAKp6n4iE9vWGxpjOIez3U/35SjZffx2ydUvLHKQmcROuqKSo1MfI/rl7KsZ0H/8RkUNV9Yt9KWSPQUlVX2n1+sF9uZkxpnNozvJdv3krnlATAi0j7XzeDBr6DWRYYVaCa2mSzDHAhSKyDqf7rmPTDInIGOAXwH6R6/bqhsaY5BT2+2lcuxZv375Uv/oaTZs3kxIKEYaWVpIAPX47l4UnHW/PkcyO4p5m6EngOuAL9mI1QWNM8gr7/aw99TSC5eVoIICGQi0to7K0XLwoPcINeAsLOWjqBFwWkMwOVPXr9ignlqBUqqoL2uOmxpjk4l+9mqZWgxmaszQIkH/FFQw5+3TL8m3aJCK1tJ0Xr7k3LYQ/FPEAACAASURBVCem8qJdeVZEpgDnAW/QarjfLvIm7TObPGtMfIT9fr465VSCmzeBOt0grua/MS4XB777Dp6e0aTANMkgkZNn20MsLaWLgOGAl23ddwp0SFAyxnS8sN9P+aLXqN9aQqoqAbeX+6deSnV9E0PDNfzy1kssIJm4iqWl9IWqHtrB9WlhLSVjOo4/EKJoQxmp/+98mkrLCAUCNImb6vQcsp/8B2nZmQwrzLLBDJ1Qd2opfSAiI/Yml5ExJnnUVfuYPfc5AlXV3Lh5CymhICFPCn8cfTZFw8ewcGhvC0YmYWJpKa0GhgH7NAY9WtZSMqZ9+QMhir4sRmafT6CyCq+GnFViRfD07UvgkacYZimDOr0u31ISkaOBD4B9Th9hjEkMfyDEGbe9xK//eQu5jT7S2Db3CK+XAXf+noxhvRNbSdMliMgJwDnAQ6r6mYjM3tVy7G2JpvvuAuAh4H/AImCRqm7Zq9oaYxKiaEMZN86fS26jb9saSJFjnrw80g4+OIG1M13MZTgD426MLPR3eCwXR5Nm6BIAERmOM2P3MRHJBd7CCVLvqarlxDMmSQUrKui54BmkoWb7gJSaiicvlyHPP29zj0x7Ko0si36tiNwGjI3l4qifKW13kUg6cDxOkDpaVcfEXMge2DMlY/ZdsKKCL489DkLb/79xwB8fxlNYaJNhu6BEP1MSkZmq+mKr7StV9YFor4/mmdLVwHvAp6oaBFBVP0728JdjqGgasARIjdz3OVX9dbTXG2NiV7H4zZaUQQC43Xj79CFz/HgLRqZdRf7G7w981Xo18lgCEkS38uwA4D6gRET+LSK3isgpkb7CWDQCk1X1MJw+xmkiYuszGdNB6qp93LNoxXb7et/4C4Yu/JcFJNNuRMQjIncAxcDjwP8BG0TkDhHxxlpeNM+Uro3cOAUYA3wL+AHwiIhUqeqIaG6kTj+hL7LpjXzF3ndojNmt5omxcvF3OKe0jJC4CKvg7V1I3umnW0Ay7e33QDYwRFVrAUQkB7gz8jUnlsKiaSk1S8dZez038rUJ+DCWm4mIW0Q+A0qAxar64Q7HZ4vIJyLySTAYjKVoYwxOQJpx52Lu/80jBEpLSQsFCLo8PHHc+ey3wFpIpkPMAH7UHJAAVLUGuBQ4OdbC9jjQQUTmAYcAtThB6APgA1WtjPVmrcrMA54HrlTVFW2dYwMdjIndiqKtlJ5zJnkNNXjCIdwpXuiZz34vvEhmri3K1x3Ee6CDiPxPVQ+M9diuRNNSGoQzOGELsBGn37AqlpvsKDJc8N/YhFxj2k3Y76f35x/Qo6GGtFATIbeHwpt+w/CXF1pAMh1plYh8f8edInI+sCbWwqIaEi4igtNa+lbkayRQAbwf7Qg6ESkEmlS1KjKk/DXgdlVd2Nb51lIyZs9arxa77pxzaSotQ4JNqMeDt7CQYf9aYF123UwCWkr9cVaL8ANLccYKjMV55HOGqm6MqbxY5imJyABgAk5gmgHkq2pelNeOwhmZ4cZpof1DVW/e1fkWlIzZtbDfT8Pq1RRfex3Bigrc2Tn4KypJDTXR6Emh/y03kz/tRAtI3VCi5imJyGScxosAK1X1jb0pJ5p5SlfhBKEJQBPOnKX3gb/gLI0eFVX9HDhibyppjNmmZeny0lJCjY24AH9TmFpvBmH8VKdm4xl1FIUWkEwciMj+QG9VfRN4s9X+Y4FNqloUS3nR5L4bDDwHXKOqm2Mp3BjT/hrXriVYXo42OgtAN7g8VKVl8dtTriOtopSGfgNZOLAgwbU03ci9wA1t7PdHjp0aS2HRzFP6cSwFGmM6VnjAfpS4M8h2h6hKzeK+8d+lduBQnr1qMpuq/bY4n4m3wZGesO2o6iciMjjWwqLpvlumqqP39RxjzL4L+/2sW7aSnxx/NTm15ZTm9eHmc8dw0iF9SE9x0zMrJdFVNN1P2m6OxdyHHE333cEislMUbEVwJtMaYzpIXbWPdR98SsrtN+GprOQudwZXnnA9uT2yWgKSMQnysYj8SFUfab1TRC7GGY0Xk2iC0vAozrGlK4zpIHXVPpZOmUZOfQ0SbsIF9EqHJ0/szbAJYywgmUS7GnheRL7LtiA0BkgBzoi1sGieKX0da6HGmH3XPAdpXXE52f5aUsNNhAFNScGbn8+BR43CZQHJJJiqbgW+JSLH48xhBXgpMhovZnu1nlI82Dwl053VVfv4+vSZuCorCeXmUe5rJLvBhy89m5EP3UvuqENsDpJpU6LXU9pX0XTf7UREekeiozGmHYX9fmr++xVznviAq0vKSAsFCDSF+PNJV3D19JGMHneopQwyXdpeBSXgAuCO9qyIMd1dc+uIygoucmVQmZJJXgCqUrNYntqblBEjLCCZLm9vg9JMEanHWX7iv+1ZIWO6I38gxOy5z3FtpHWU5wnz62P+H37xsDWvDzk9shhWaAHJJC8RuV1Vf7qnfXuyt0FpFk7KoDNEZH9V/eFelmOMAVau3UptTT2VKZn0CEBKQQFzrzuTfr172IRY01mcAOwYgKa3sW+3bKCDMQlWV+3jkynTyPbXUp2ayV8nXsTDN51nXXVmryQgS/ilwGXAUKB1nrts4D1VPT+W8vZ2oMNNwHic9ZU+VdWH9qYcY7qz5kENH6zZTG9/LWmhANIIV5880gKS6UyeAl4Bfgf8rNX+WlWtiLWwve2+y8NZgfYJ4Jq9LMOYbquu2sf6mTNpKisjLSWrpduuNj2bI8cdmujqGRM1Va0GqoHz2qO8vQ1KFZFrSyKvjTFRqqv28avrHuT8klLSwk3kqI/fHPv/uOTEERw3ZYy1kkynJCKpwJk4K0u0xJbdrZvXlmgSsj6uqhe03qeqN4tIP+B+YEUsNzSmO/IHQhSV+uibCsWzzuD88nI8GsLv8lKdloVv0FAmzTjWBjOYzuxFnBbTUqBxbwuJpqU0qvmFiLymqicCqOom4OK9vbEx3YE/EGLlpmquf/Ij0jZtQJoC/La8nLRQgAZ3Cn/71nl89yffZ+HQ3haQTGc3QFWn7Wsh0QSl1sPzCvf1hsZ0FxW+ACffv4S6mjrue+0O8hp9VKdmtjw/cuXn89s7r7DuOtNV/EdEDlXVqFckb0s0QamPiFwILMdZpsIYswf+QIjp9y+hqqKWozavIK+hlvRwEzTCb467hKzsdOb94iwLSKYrOQa4SETW4nTfCaCqOmr3l20vmqB0E04a8ouAASLyBbAy8rVKVf8Zyw2N6Q6KSn34a+p4+M076dFYi1dDaGoqmQUFzL12FsMGFlh3nelqprdHIdEsXTGv9baIDMB5znQocDpgQcmYCH8gRNGGMnJKNzKqYSs9Gn2khZogLY2+t9xMztSplt3bdFXfAN8FhkYGww0C+gAxLX9kGR2MaSf+QIgZdy7mxn/eQm6Dj5rULESgd8iPpyCfof9aYAHJdLg9ZXQQkb8AM4ASVR3ZxvFJOCPp1kV2zY9mWLeIPAyEgcmqerCI9ABeU9WxsdR/b+cpGWNaqav2seSNT8jesJbcBh/poQA0+vjNcZcw95zRzoJ8FpBMcngMeBAn+cGuvKOqM2Isd7yqjhaRTwFUtVJEUmKtnAUlY/ZR83Llffy1zEnNojo1ExqhOi0b38AhDJswxlaINUlDVZeIyOAOKLpJRNxERmyLSCFOyykmFpSM2Uf//egLsiO56/IafWz95R30378PKT36sNAGNJj484jIJ6225+04NiAKR4vIcmATcK2qrozimvuB54FeIjIXOAu4Mcb7WlAyZm81T4z98QeV3JSaRV6jj6rULMZOPYr8glx6J7qCprsKquqYfbh+GbCfqvpE5GTgBeCAPV2kqk+KyFJgCs5w8NNVdXWsN7eBDsbshQpfgNPvfp3MrRtZm14AwABfCVtze/P0Vcczsn9ugmtouqtolq6IdN8tbGugQxvnrgfGqGpZu1RwD+LWUhKRgTgP1vrg9DPOU9X74nV/Y9pD83ITZ88v4qaFv29pHV06+VrW5g2gf490WyHWdGoi0gfYqqoqIuMAF1C+m/Nr2T7zT8shnMmzObHcP57dd0HgJ6q6TESygaUislhVV8WxDsbstbDfz9pTTyNQVsZNpJIZqCc93IQEfDw+pRDPwSM4pF+uPUMySU1E/g5MAgpEpBj4NeAFUNU/4jwLulREgoAf+LbupktNVbPbs35xC0qquhnYHHldKyKrgf6ABSXTKTSuXUuwvBxpaCDLHaI2JR0JChm9Czls0pE25Nt0Cqq623WPVPVBnCHjMYvMTToASGtV3pJYykjIQIdIf+YRwIc77J8NzAZISYl5eLsxHcYfCFGUVgA5PQgEQlSlZjFn4lU8cmJ/C0jGACLyQ2AOMAD4DDgKeB+YHFM58R7oICJZwNvAXFWdv6vzbKCDSRb+QIgT732bstoA+Z4QaZuL2ZDVi4AnhWcvOZoxg3smuorGtIhmoEMH3fcLYCzwgaoeLiLDgd+o6rmxlBPXlpKIeHFy5T25u4BkTDJZuamakppGGoNhytRF7sCh4A/SLzuFQ/rZKDtjIhpUtUFEEJFUVV0jIgfFWkg8R98J8CiwWlXvjtd9jdkXFb4Alz+5lEAwjAAF2aksuPwYNlX7GVaYZYMajNmmWETycOY1LRaRSpzJtzGJW/ediBwDvAN8wbbUEzeo6sttnW/ddyaRmifGXvbkMkpqnZWdUz0unvzheOuuM0ktUd13O9RhIpALLFLVQCzXxnP03bvYIoGmE2h+htTcZdesR4bXuuuM2QURuQZ4VlWLVfXtvS3H1Y51MqbT8wdCvLpyC2W1ARojXXYpbqF3TiovX3WcddcZs2s5wKsi8o6IXC4ie5Vpy9IMGRPR3EIqrWmkKaykuF30zPJy37lH2KRY02kkuvtOREYB5wJnAsWqOjWW6y0hq+n2/IEQRaU+GppClNUGaAiGSfO4+N2sQznpkD4WjIyJTQmwBSc1Ua9YL7agZLql5kDUIyOFMx9+j2p/kJ5ZXvKzUij3BSjITrGAZEwMRORSnBZSL+BZ4Ed7k0bOgpLpdip8AU6+fwlV9U0EQmHC2rwf/nbxONK8bhvubUzsBgFzVHX5vhRiQcl0K/5AiOn3L2FrTeNOx3LTPfbsyJgYici7qnoMcAVwuTMl1TlEkmcJNybhikp9VNc3tWy7BbxuF7kZXhtdZ8xeiASkdssWbkHJdBv+QIiGphAF2amU1TaSm+Fl/qUTqKwPWHedMUnCgpLpFlonVe2Z5eX/fji+pauufw/L8G3MvhKRX7W1X1VvjqUcC0qmy2s9IdbfFKLCB2let7WMjGlfrSeWpgEzgNWxFmJByXQ5zcO9hxVm4Q+EWkbaNYWVdK+bguwUW7LcmHamqne13haRO4EFsZZjQcl0KTt20zUFtSWhqk2INSauMoChsV5kQcl0KUWlvpZuurJapXUarbwMrwUkYzpIZJG/5n9wbqAQuCXWciwomS6lX246uenOr3XPLC+CtIy0syHfxnSoGa1eB4GtqhqMtRALSqbL8AdCzPzDu1TVN5Gb4eVflx9Leoq75fmSBSRjOtSZO+5oNZGWaBd3taBkOrXmxfiaNSdUFX+QTdV+RvbPZWR/WwPJmDgYA4xl2+CGU4ElwIZYCrGgZDql5mB01dOfsrmqAYC+eWnbJVS1EXbGxFUBMFpVawFE5CacRf9+GEshFpRMp9IcjK5+5jNKa7dfGbbcF+DJH463hKrGJMYgoPXS5wFgcKyFWFAynUbrZcoDwTCtl6cUoDA71RKqGpM4fwM+EpHncUbhnQE8EWshFpRM0ttxEb7mZcpTPS4KslO4Y9YoUr1uC0jGJJCqzhWRV4BjI7suUtVPYy3HgpJJWq276sp9ge0W4bNlyo1JDiJyvareEdkcpqr3tTp2q6reEFN5rScXJpPMzEytq6vb84mmS2huDfXLTWdtmY/GphA/nf8FpbXbuurSvW5bhM+YPRCRelXNjOP9lqnq6B1ft7UdDWspmYTzB0JMvfttSmoaCKmi6nRIC9u+N3fVWcvImKQju3jd1vYeWVAyCbfs60o2Vvl32q9sC0bWVWdM0tJdvG5re48sKJm4ap3BG5xcdf/dUrvTeYIz7+j+b1swMibJHSYiNTj/bNMjr4lsp8VamAUlEzf+QIgT7nmb0tpGctI8pHjclPu2n2skwKMXjCEn3WvByJhOQFXb9R+pBSUTNys3VbOx0o8Cpb7ATse9buGxC8cy4YDC+FfOGJMUXPG6kYj8RURKRGRFvO5pkoc/EGLZ1xU7dTCnuAW3S0j3uumTm8bo/XompH7GmOQQz5bSY8CD7MUMX9N5Nc81uuKpZWypadzuWGFWCg+ffyRDC7LYVO23Yd7GmPgFJVVdIiKD43U/k3j+QIip9/ybrdUNtHpsBEBOmodXr55Iz6wUgJbvxpjuzZ4pmXbVPLquR0YKz3z8DZsqG3bqshPglTnHWSAyxuwkqYKSiMwGZgOkpNgfrM6mpWVU1UBwF7MTctLcvDJnIv17pMe3csaYTiGpgpKqzgPmgZNmKMHVMTF6v6iMjZUNuzxemJ3Cq3MmWgvJGLNLSRWUTOdT4Qvw+uqtZKe5uezJthMCp7iF355+KKce1s8GMhhjdituQUlE/g5MAgpEpBj4tao+Gq/7m/bTPKKutLaBy578dJd5RFwCKR4XhdmpFpCMMVGJ5+i78+J1L9Nx/IEQk+58k601O09+be3XMw5m5uEDbKi3MSYm1n1notI8qm5DRd0uA5IAHrdQmJ3Kt8ftR3qK254fGWNiYkHJ7FLrbrqfz/8CX0MQ125ygDx6wZH0ykm3lpExZq9ZUDJtqvAFmHbvvynxNW1/INT2+f3y0jh6WKEFI2PMPrGgZHZS4Qsw5e63qKwP7va8TK9w66zD6N8j3TJ6G2PahQUlsx1/IMSJ9/x7twHJJfC3H4xn9H49LBAZY9qVBSWznYXLN1FW17TL4xd9az+unHygDWAwxnSIuC1dYZKHPxBixcZq/AHnAVFRiY8bn/+CpesruO6fn+/yup5pwvXTDraAZIzpMKKanNl8MjMzta6uLtHV6HIqfAGm3beE8tpGUr0uzjyiH3/7qHiP1+WmCm9dN9UCkjFJTkTqVTUz0fXYWxaUurJAPZT9D3IHUF28mhc+LeZ3n6XSQGpMxRRkpvDaNZazzpjOwIJSB7GgtA8C9VD8ETx3MdRXoIRRdSa3VpHJ9MbfsYWC3RZx6qF9GNk/j5H9c21AgzGdiAWlDmJBaS8F6uHBI6FmU8suxQlIAKoQBMY2/pEqctoson9eOq//eKIFImM6oc4elGz0XWfX3EVXcKCz/d692wUk2BaQAETAo3Cc63MWhI/Z7rwbpg/nkH7WMjLGJI4Fpc4sUA9/OBrqSiA1B3xlOO2gXWtuGK8L9+LUUb3JS09lSEEmpx8xwJ4ZGWMSzoJSZ9TcOgo2QN1WaPJDU31Ul4o4gemJI9fS4+xrOriixhgTGwtKyaZ1d1xKxs7HtnwOz17ktI7S852AFKWWp4cCPSZd2W5VNsaY9mJBKZm07o7L7AU/egPKv3JaRA01sPBqqK+iJStq3daYiheAg06BqTdB4YHtW3djjGkHFpSSSdn/nIDUVA81m+G+wyFQ2z5lu9Pg4sXQb1T7lGeMMR3AglIyycgHT5rTJRduhEDj3peVmuu0vDJ6wJmPwIBxO3cHGmNMkrGglCzqyuDeUUB4HwoROOw7cPzPnQC3q2dTxhiTpCwoJYuiN9n7gCTgToXsPnDKnduCUL/D26t2xhgTFxaUkkHVBti6Orpz03rArD+BJ5K/zpMG+ftDdbG1iowxnZ4FpUSr2gD3jty27c2Gph0GN0z8KYSaYNBRMPjYtgNP5u5z2RljTGdgQSnRPvzT9tsuge/8A168AhqqIKs3TLjaWkDGmG7BglKiNGfyfv+B7fcHG51ANGe5DVQwxnQ7FpQSIVAPfxi/U+JUALJ7bwtENlDBGNPNWFBKhOKPnGdJ7LBsyDl/g/2nWsvIGNNtuRJdgW4nUA//nM1OAcmdBnmDLCAZY7o1aynF25bPt89ZJy5nWHdmr21rIhljTDcV15aSiEwTkf+KyFci8rN43jshAvWw6TPne/P21pVst+zeeU/DRa/AZe9bK8kY0+FE5C8iUiIiK3ZxXETk/sjf6c9FZHQ86xe3lpKIuIGHgBOAYuBjEVmgqqva5QZ7WvKh9bHm7dwB20863dX+ujIn48Kwyc58oObtQUdDfbmT0ueb953tiiLnedHA8fDEadBQDRkFMPMBePFyp1znE3Hus6t5R8YY0zEeAx4EntjF8enAAZGv8cDDke9xEc/uu3HAV6q6FkBEngZmAvselHZc8qF1q6Ot5SAemQK+rRBuAnfK7vdfuBDuPxzCQXB54NL34eGjnW1w0vuE9pA4tXoDPHk2hALb9rm9cOafLSAZY+JKVZeIyODdnDITeEJVFfhARPJEpK+qbo5H/URV93xWe9xI5Cxgmqr+MLL9PWC8ql7R6pzZwOzI5pFAVMupugRXqpu05lVVG0M0hNVJJLfjsUCIQIqbFGnVg7a7/U1hmlLceJv3BcMEPa62g3kwDJ4oO0RVUX+Q6FfoSwwPe1pfvfvpap9JV3s/O+rq769Z6/eZDixrdWyeqs5rfXIkKC1U1ZHsQEQWArep6ruR7TeAn6rqJx1Q753Es6UkbezbLiJGPrh5ACLyiaqOiUfF2ouIfNIY7Fx13p3O+DPoaF3tM+lq72dHXf39NWvn97nHv9UdKZ4DHYqBga22BwBtzB41xhiTQAn9Wx3PoPQxcICIDBGRFODbwII43t8YY8yeLQC+HxmFdxRQHa/nSRDH7jtVDYrIFcCrgBv4i6qu3M0l83ZzLFl1xjrvTld7P+2hq30mXe397Kirv79mUb9PEfk7MAkoEJFi4NfgPDdX1T8CLwMnA1/hPNe/qL0ru9v6xWuggzHGGLMnlmbIGGNM0rCgZIwxJmkkTVASkTkiskJEVorI1ZF9PUVksYh8GfneI9H1bBaZUPaciKwRkdUicnQy1zdaIuIWkU8jcxUQkcdEZJ2IfBb56jbraYhImoh8JCLLI7+Xv4nsHyIiH0Z+zs9EBu4kPREZKCJvRX5fV4rInMj+Tv97C22nz+kq721XumLqtqQISiIyEvgRTtaHw4AZInIA8DPgDVU9AHgjsp0s7gMWqepwnDqvJrnrG605OO+ltetU9fDI12eJqFSCNAKTVfUw4HBgWmQ00u3APZGfcyVwcQLrGIsg8BNVPRg4CrhcREbQNX5vwUmfM22HfV3lve2kVeq26cAI4LzIz7NTS4qgBBwMfKCq9aoaBN4GzsBJd/F45JzHgdMTVL/tiEgOcBzwKICqBlS1iiStb7REZABwCvDnRNclGajDF9n0Rr4UmAw8F9nfaX7OqrpZVZdFXtfi/OejP53897aZqi4BKnbY3SXe2y60pG5T1QDQnLqtU0uWoLQCOE5E8kUkA2c44kCgd/P4+Mj3XgmsY2tDgVLgr5Gurj+LSCbJW99o3QtcD06KplbmRrIF3yMiqQmoV8JEujM/A0qAxUARUBX5zxM4Ew37J6p+eyuSZuYI4EM6/+/t7nTl99Yf2NBqu1P+Lu4oKYKSqq7G6RJZDCwClpPc+ao8wGjgYVU9Aqijk3cLiMgMoERVl+5w6OfAcGAs0BP4abzrlkiqGlLVw3FmtY/DadXvdFp8a7VvRCQL+CdwtarWJLo+Zq8lNB1QR0mKoASgqo+q6mhVPQ6nCf4lsFVE+gJEvpckso6tFAPFqvphZPs5nCCVrPWNxgTgNBFZj9MNMFlE/i/S5aOq2gj8FecPc7cT6Z79N86zmDwRaZ543qnSZYmIFycgPamq8yO7O/Pv7Z505ffWJVO3JU1QEpFeke+DgFnA33HSXVwQOeUC4MXE1G57qroF2CAiB0V2TcFZgiMp6xsNVf25qg5Q1cE4KaDeVNXzW/2DFpz++DYXBuuKRKRQRPIir9OBqTjPYd4Czoqc1ml+zpGf4aPAalW9u9WhTvt7G4Wu/N66ZOq2pMnoICLvAPlAE/BjVX1DRPKBfwCDgG+As1V1xweZCREZGv1nIAVYi5OKw0WS1jcWIjIJuFZVZ4jIm0AhTlfBZ8AlrR7+d2kiMgrn4bibyM9WVW8WkaE4rcmewKfA+ZGWZFITkWOAd4Av2Pbc8Aac50pd4fe2JX0OsBUnfc4LdIH3tisicjLOs+Dm1G1zE1ylfZY0QckYY4xJmu47Y4wxxoKSMcaYpGFByRhjTNKwoGSMMSZpWFAyxhiTNCwombgRkXYZSi4i60Xki1aZy+9v45zBrbNF7+P9HhORs/Z8Zkv2+MtabfcTkecirw+PDOGN9f43ici1MZ6/UURujmy7ROQJEfmPiBwS2XesiKxqr8/ImPZiQcl0Vse3ylx+VaIr00oe0BKUVHWTqjYHtMNx8jrGwz2q+qvI6xNx5iKdAfwkUq934lgXY6JmQckkhIhcH2ntLBeR2yL7honIIhFZKiLviMjwGMs8MlLe+8DlrfZniMg/Iklln4mshTQmcuxEEXlfRJaJyLORvHDR3CtLRN6IXPeFiDRnZ74NGBZpwf2+ucUWmXF/M3Bu5Ni5O7aAIucNjrz+RWSdnNeBg1qdszefkRtnsmyYtvOlGZM0PHs+xZj2JSLTcVIWjVfVehHpGTk0DydjxJciMh74w/9v735CooqiOI5/f4FRghlStGhRUbgQK0oXURkIblu4KAoh+gOCUZs2biJatSloVdAq+kdERCAt+kOIUehCpMQg2tSiXf+wrESL0+KeB1PNOGOkM9r5wIDeO+957wU53Hcf55DKROTTK+mH/3zJzM6ScvMdNbM+SadzvnsY+GhmG5Rqdz31cSwDjgNtZvZFUjdwjBQ8ihkH2s3sk99nQFIPKTFvoydxzbJxY2YTkk4AzWZ2xPtOFlifJlLKmE2k/9EhIEuUO501ppDRigAAAiZJREFUytwDrgL7gM4S5hZC2URQCuXQBlw0s68AZvbBdyhbgZspRRsAU5XJaDWzd9kvkmqBpWbW501XSMXPALaTijJiZiOShr19C6k42hP/mwuB/hLnIOCUpB2kHchKYEWJ1xbTAtzO1seDHX+xRgB4mY09/2hsIcyoCEqhHMSfKfYXkOoU/VJuXam6ZrZL6Mk5Jynlnrl9hdofmNne4kP+QwcpJ2CTmU0qZVdfNM17fOfXR+i51+ebS941CmE+iTOlUA73gYNKBR2RVOd1fV5J2uVtkrQxq2fkn0IBKSstMepJRyEFjcxjYLfftwFY7+0DwDZJ67yvWlJ9iXOoJdWfmpTUCqzy9s9ATYFrfu97TSp5gqTNwBpvfwS0S1osqQbY6XPMu0YljjeEOSGCUph1ZnaXlGJ/UKmqa3bY3wEckvQMeM7UpZ17c14Jv+xtB4Bz/qLDt5zvngeW+2O7bmAYGDWzt8B+4Lr3DZAKGuZzQdIb//QD14BmSYM+7hc+t/ekx4Ejv51rQSp50ZC96ECqa1Tna9AFvPR7DAE3SGdft0iZvTPTWaMQ5pzIEh7mPX8EWGVm45LWAg+BejObKPPQZoS/QDFmZmeKfG81cMfMGmdhWCGUJM6Uwv+gmrSzqiKdI3XN14DkxoBOSUsKPfKU1ELaQb7L1x9CucROKYQQQsWIM6UQQggVI4JSCCGEihFBKYQQQsWIoBRCCKFiRFAKIYRQMX4C4UjwH29LTaYAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# far - icelat\n",
-    "ylim=(0,6)\n",
-    "\n",
-    "\n",
-    "fig, ax = plt.subplots(figsize=(6,4))\n",
-    "print(np.corrcoef(msic1,menergy1)[1,0])\n",
-    "print(np.corrcoef(msic2,menergy2)[1,0])\n",
-    "print(np.corrcoef(msic3,menergy3)[1,0])\n",
-    "plt.scatter(ymsic1, ymenergy1,marker='o',s=6)\n",
-    "plt.scatter(ymsic4, ymenergy4,marker='o',s=6)\n",
-    "plt.scatter(ymsic2, ymenergy2,marker='o',s=6)\n",
-    "plt.scatter(ymsic3, ymenergy3,marker='o',s=6)\n",
-    "\n",
-    "ax.set_xticks([1-np.sin(np.radians(0)),1-np.sin(np.radians(10)),1-np.sin(np.radians(20)),1-np.sin(np.radians(30)),1-np.sin(np.radians(45)),1-np.sin(np.radians(60)),1-np.sin(np.radians(90))])\n",
-    "ax.set_xticklabels([0,10,20,30,45,60,90])\n",
-    "\n",
-    "plt.xlim(0,1.01)\n",
-    "\n",
-    "plt.ylim(ylim)\n",
-    "plt.xlabel(\"Ice-Edge Latitude [°]\")\n",
-    "plt.ylabel(\"$F_{ar}$ [W/m²]\")\n",
-    "#plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv\",\"5000ppmv\"],loc = 2, \n",
-    "#               ncol=4, labelspacing=0.2,columnspacing=2,handletextpad=0.1,  handlelength=2, mode=\"expand\",\n",
-    "#           borderpad=0.5,borderaxespad=0.2,markerscale=2)\n",
-    "legend_color(ax,[\"1438ppmv\",\"1500ppmv\",\"3000ppmv\",\"5000ppmv\"],2)\n",
-    "\n",
-    "ax2 = ax.twinx()\n",
-    "co2_fac=np.linspace(1,5,9)\n",
-    "print(plt.ylim())\n",
-    "\n",
-    "np.exp(menergy1/alpha)\n",
-    "\n",
-    "ax2.set_yticks(np.log(co2_fac)*alpha)\n",
-    "ax2.set_ylim(ylim)\n",
-    "_=ax2.set_yticklabels(co2_fac)\n",
-    "plt.ylabel(\"Equivalent CO$_2$ Increase []\")\n",
-    "\n",
-    "#ax.spines['right'].set_color('none')\n",
-    "ax.spines['top'].set_color('none')\n",
-    "ax2.spines['top'].set_color('none')\n",
-    "\n",
-    "plt.savefig(\"plots/heatflux_scatter_flux_icelat.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.9773656235942157\n",
-      "0.9704530181574433\n",
-      "0.9820133574839562\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(msit1, -mqbot1,'.',markersize=pltsize)\n",
-    "plt.plot(msit4, -mqbot4,'.',markersize=pltsize)\n",
-    "plt.plot(msit2, -mqbot2,'.',markersize=pltsize)\n",
-    "plt.plot(msit3, -mqbot3,'.',markersize=pltsize)\n",
-    "plt.xlabel(\"sit [m]\")\n",
-    "plt.ylabel(\"heat flux [W/m^2]\")\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "plt.show()\n",
-    "\n",
-    "print(np.corrcoef(msic1,-mqbot1)[1,0])\n",
-    "print(np.corrcoef(msic2,-mqbot2)[1,0])\n",
-    "print(np.corrcoef(msic3,-mqbot3)[1,0])\n",
-    "plt.plot(msic1, -mqbot1,'.',markersize=pltsize)\n",
-    "plt.plot(msic4, -mqbot4,'.',markersize=pltsize)\n",
-    "plt.plot(msic2, -mqbot2,'.',markersize=pltsize)\n",
-    "plt.plot(msic3, -mqbot3,'.',markersize=pltsize)\n",
-    "plt.xlabel(\"sic []\")\n",
-    "plt.ylabel(\"heat flux [W/m^2]\")\n",
-    "plt.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv_Jor2\",\"5000ppmv_Jor2\"],loc = 2)\n",
-    "plt.show()  \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 504x504 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "    \n",
-    "    \n",
-    "    \n",
-    "fig1, (ax1, ax2) = plt.subplots(2, 1, sharex=False,figsize=(7,7))\n",
-    "ax1.plot(yice_lat1)\n",
-    "ax1.plot(yice_lat4)\n",
-    "ax1.plot(yice_lat2)\n",
-    "ax1.plot(yice_lat3)\n",
-    "\n",
-    "ax1.set_ylim(0,90)\n",
-    "ax1.set_xlim(0,210)\n",
-    "ax1.set_xlabel(\"time [years]\")\n",
-    "ax1.set_ylabel(\"ice latitude [°]\")\n",
-    "ax1.legend([\"1438ppmv\",\"1500ppmv\",\"3000ppmv\",\"5000ppmv\"],loc = 2, \n",
-    "               ncol=4, labelspacing=0.2,columnspacing=2,handletextpad=0.1,  handlelength=2, mode=\"expand\",\n",
-    "           borderpad=0.5,borderaxespad=0.2)\n",
-    "ax1.text(-0.1,1,\"a)\", transform=ax1.transAxes, fontsize=14)\n",
-    "#plt.title(\"hice_5m: global sea ice border \")\n",
-    "\n",
-    "\n",
-    "ax2.plot(ymenergy1)\n",
-    "ax2.plot(ymenergy4)\n",
-    "ax2.plot(ymenergy2)\n",
-    "ax2.plot(ymenergy3)\n",
-    "\n",
-    "ax2.set_xlabel(\"time [years]\")\n",
-    "ax2.set_ylabel(\"$F_{ar}$ [W/m²]\")\n",
-    "ax2.set_ylim(0,6)\n",
-    "ax2.set_xlim(0,210)\n",
-    "ax2.text(-0.1,1,\"b)\", transform=ax2.transAxes, fontsize=14)\n",
-    "plt.savefig(\"plots/hice5m_sic_qbot.svg\",dpi=500)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[3.19146303e+02 5.37758229e-01 1.06490622e+03]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[ 1.39134715 -0.84883122]\n",
-      "[-0.1278794   0.54114959  0.2003112 ]\n",
-      "[0.01143275 0.01283542 0.00298047]\n",
-      "[ 2.80987065  0.272662   -3.08239936]\n",
-      "[0.06881618 0.00409829 0.07651853]\n",
-      "[-6.77852209  0.2970746   1.7242942   6.71992723]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "\n",
-    "# fit\n",
-    "from scipy.optimize import curve_fit\n",
-    "\n",
-    "def exponential_func(x, a, b, c):\n",
-    "    return a*np.exp(b*x)+c\n",
-    "def linear_func(x, a, b):\n",
-    "    return a*x+b\n",
-    "def arcsin_func(x, a, b,c,d):\n",
-    "    return a*np.arcsin(b*x+c)+d\n",
-    "def sin_func(x, a, b,c,d):\n",
-    "    return a*np.sin(b*x+c)+d\n",
-    "def poly_func(x, a, b,c):\n",
-    "    return a+b*x+c*x**2\n",
-    "\n",
-    "msit1m=msit1\n",
-    "mco21r=mco21\n",
-    "menergy1m=menergy1\n",
-    "\n",
-    "#exponential fit of equivalent co2\n",
-    "popt, pcov = curve_fit(exponential_func, msit1, mco21r, p0=(1, 1e-6, 1))\n",
-    "\n",
-    "print(popt)\n",
-    "plt.plot(msit1,mco21r,'.',markersize=pltsize)\n",
-    "plt.plot(msit1,exponential_func(msit1,popt[0],popt[1],popt[2]))\n",
-    "plt.xlabel(\"sit [m]\")\n",
-    "plt.ylabel(\"equivalent CO$_2$ factor []\")\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "plt.plot(msit1m,menergy1m,'.',markersize=pltsize)\n",
-    "\n",
-    "#linear fit of heat flux\n",
-    "popt, pcov = curve_fit(linear_func, msit1m, menergy1m, p0=(1, 1))\n",
-    "#popt=[4,1/4,0]\n",
-    "print(popt)\n",
-    "#plt.plot(msit1m,menergy1m,'.',markersize=pltsize)\n",
-    "plt.plot(msit1m,linear_func(msit1m,popt[0],popt[1]))\n",
-    "\n",
-    "\n",
-    "\n",
-    "#quadratic fit of heat flux\n",
-    "popt, pcov = curve_fit(poly_func, msit1m, menergy1m, p0=(1, 1,1))\n",
-    "#popt=[4,1/4,0]\n",
-    "print(popt)\n",
-    "print(np.sqrt(np.diag(pcov)))\n",
-    "#plt.plot(msit1m,menergy1m,'.',markersize=pltsize)\n",
-    "plt.plot(msit1m,poly_func(msit1m,popt[0],popt[1],popt[2]))\n",
-    "\n",
-    "\n",
-    "#exponential fit of heat flux\n",
-    "popt, pcov = curve_fit(exponential_func, msit1m, menergy1m, p0=(1, 1e-6, 1))\n",
-    "\n",
-    "print(popt)\n",
-    "print(np.sqrt(np.diag(pcov)))\n",
-    "plt.plot(msit1m,exponential_func(msit1m,popt[0],popt[1],popt[2]))\n",
-    "\n",
-    "\n",
-    "\n",
-    "#sin fit of heat flux\n",
-    "popt, pcov = curve_fit(sin_func, msit1m, menergy1m, p0=(-1, 1, 0, 1))\n",
-    "#popt=[4,1/4,0]\n",
-    "print(popt)\n",
-    "#plt.plot(msit1m,menergy1m,'.',markersize=pltsize)\n",
-    "plt.plot(msit1m,sin_func(msit1m,popt[0],popt[1],popt[2],popt[3]))\n",
-    "\n",
-    "\n",
-    "plt.xlabel(\"sit [m]\")\n",
-    "plt.ylabel(\"heat flux [W/m^2]\")\n",
-    "\n",
-    "plt.legend([\"data\",\"linear\",\"quadratic\",\"exponential\",\"sinusoidal\"],loc = 2)\n",
-    "plt.savefig(\"plots/F_sit_fit.pdf\",dpi=500)\n",
-    "plt.show()\n",
-    "\n",
-    "\n",
-    "\n"
-   ]
-  }
- ],
- "metadata": {
-  "celltoolbar": "Tags",
-  "kernelspec": {
-   "display_name": "Python 3 bleeding edge (using the module anaconda3/bleeding_edge)",
-   "language": "python",
-   "name": "anaconda3_bleeding"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/python_scripts /overview.ipynb b/python_scripts /overview.ipynb
deleted file mode 100644
index 31cdd166f81a58a2da2f699138e5e29bd9d1d2e5..0000000000000000000000000000000000000000
--- a/python_scripts /overview.ipynb	
+++ /dev/null
@@ -1,458 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%matplotlib inline\n",
-    "import xarray as xr\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import stats\n",
-    "import cycler\n",
-    "import glob"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 247,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def load_experiment(expname): #loads the dataset of a simulation\n",
-    "    fname = expname +\"_atm_2d_ml.mm.gm.nc\" #filename of global yearly mean\n",
-    "    dpath = \"/work/bb1092/pp_JH/\" +expname +\"/\" #simulation path\n",
-    "    DS = xr.open_dataset(dpath +fname, decode_times=False) #loading of dataset\n",
-    "    print(dpath +fname)\n",
-    "    DA = get_var(DS,'sic',False)\n",
-    "    icelat = np.squeeze(np.arcsin(1-DA) * (180./np.pi) )\n",
-    "    time=DA.time\n",
-    "    \n",
-    "    return time, icelat # returns the name of the experiment & the actual dataset & icelat array\n",
-    "\n",
-    "\n",
-    "def load_experiment2(expname): #loads the dataset of a simulation\n",
-    "    fname = expname +\"_atm_2d_ml*.mm.gm.nc\" #filename of global yearly mean\n",
-    "    dpath = \"/work/bb1092/pp_icon_aes/MLO/AQUA/\" +expname +\"/\" #simulation path\n",
-    "    fpath = glob.glob(dpath +fname)[0]\n",
-    "    DS = xr.open_dataset(fpath, decode_times=False) #loading of dataset\n",
-    "    print(fpath)\n",
-    "    DA = get_var(DS,'sic',False)\n",
-    "    icelat = np.squeeze(np.arcsin(1-DA) * (180./np.pi) )\n",
-    "    time=DA.time\n",
-    "    return time, icelat # returns the name of the experiment & the actual dataset & icelat array\n",
-    "\n",
-    "\n",
-    "def get_var(dataset, varname, offsettime): #gets the dataarray with one specific variable\n",
-    "    da=getattr(dataset,varname) #read dataarray\n",
-    "    da.squeeze() #squeeze dataarray (time is the only dimension)\n",
-    "    if offsettime:\n",
-    "        da=da.assign_coords(time=((da.time-da.time[0])/360)) #change time units from days to years & move the origin to 0\n",
-    "    else:\n",
-    "        da=da.assign_coords(time=((da.time)/360)) #change time units from days to years \n",
-    "    return da\n",
-    "\n",
-    "\n",
-    "def plot_sim_overview(timearray, icelatarray, expname):\n",
-    "    \n",
-    "    # get initial ice-edge latitude from filename\n",
-    "    startlat=\"90°\"\n",
-    "    \n",
-    "    splitstr=expname.split('sic')[0][-2:] \n",
-    "    if splitstr== \"77\":\n",
-    "        startlat=\"14°\"\n",
-    "    elif splitstr== \"74\":\n",
-    "        startlat=\"15°\"\n",
-    "    elif splitstr== \"71\":\n",
-    "        startlat=\"17°\"\n",
-    "    elif splitstr== \"50\":\n",
-    "        startlat=\"39°\"\n",
-    "    elif splitstr== \"37\":\n",
-    "        startlat=\"39°\"\n",
-    "    else:\n",
-    "        try: splitstr_Jor=expname.split('_')[3]\n",
-    "        except: splitstr_Jor=\"\"\n",
-    "        if splitstr_Jor==\"Jor\":\n",
-    "            startlat=\"30°\"\n",
-    "        elif splitstr_Jor==\"Jor2\":\n",
-    "            startlat=\"14°\"\n",
-    "        elif splitstr_Jor==\"Jor4\":\n",
-    "            startlat=\"7°\"\n",
-    "        \n",
-    "    # get co2 content and corresponding line color\n",
-    "    co2 = expname.split('_')[2]\n",
-    "    \n",
-    "\n",
-    "    if co2 == \"1438ppmv\":\n",
-    "        lc = \"C0\"\n",
-    "    elif co2 == \"1500ppmv\":\n",
-    "        lc = \"black\"\n",
-    "    elif co2 == \"1594ppmv\":\n",
-    "        lc = \"C1\"\n",
-    "    elif co2 == \"1688ppmv\":\n",
-    "        lc = \"C0\"\n",
-    "    elif co2 == \"1875ppmv\":\n",
-    "        lc = \"C2\"\n",
-    "    elif co2 == \"2000ppmv\":\n",
-    "        lc = \"C3\"\n",
-    "    elif co2 == \"2250ppmv\":\n",
-    "        lc = \"C4\"\n",
-    "    elif co2 == \"2437ppmv\":\n",
-    "        lc = \"C3\"\n",
-    "    elif co2 == \"2625ppmv\":\n",
-    "        lc = \"C6\"\n",
-    "    elif co2 == \"3000ppmv\":\n",
-    "        lc = \"C5\"\n",
-    "    elif co2 == \"3750ppmv\":\n",
-    "        lc = \"C6\"\n",
-    "    elif co2 == \"4063ppmv\":\n",
-    "        lc = \"C7\"\n",
-    "    elif co2 == \"4219ppmv\":\n",
-    "        lc = \"C8\"\n",
-    "    elif co2 == \"4375ppmv\":\n",
-    "        lc = \"C8\"\n",
-    "    elif co2 == \"5000ppmv\":\n",
-    "        lc = \"C9\"\n",
-    "    else:\n",
-    "        lc = \"black\"     \n",
-    "            \n",
-    "    line, = plt.plot(timearray, icelatarray, color=lc, label = co2 +\" \" +startlat)\n",
-    "    return line"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Semtner experiments"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 248,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/bb1092/pp_JH/mlo_aqua_1500ppmv_hice_unlim/mlo_aqua_1500ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1594ppmv_hice_unlim/mlo_aqua_1594ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1688ppmv_hice_unlim/mlo_aqua_1688ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1875ppmv_hice_unlim/mlo_aqua_1875ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2250ppmv_hice_unlim/mlo_aqua_2250ppmv_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv/mlo_aqua_3000ppmv_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv_77sic_hice_unlim/mlo_aqua_3000ppmv_77sic_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3750ppmv_77sic_hice_unlim/mlo_aqua_3750ppmv_77sic_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_4063ppmv_77sic_hice_unlim/mlo_aqua_4063ppmv_77sic_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_4375ppmv_77sic_hice_unlim/mlo_aqua_4375ppmv_77sic_hice_unlim_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_5000ppmv/mlo_aqua_5000ppmv_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_5000ppmv_77sic_hice_unlim/mlo_aqua_5000ppmv_77sic_hice_unlim_atm_2d_ml.mm.gm.nc\n"
-     ]
-    }
-   ],
-   "source": [
-    "nsim = 12\n",
-    "\n",
-    "timearray=np.zeros(nsim,dtype=object)\n",
-    "icelatarray=np.zeros(nsim,dtype=object)\n",
-    "exparray=np.empty(nsim, dtype=object)\n",
-    "\n",
-    "exparray[0]=\"mlo_aqua_1500ppmv_hice_unlim\"\n",
-    "exparray[1]=\"mlo_aqua_1594ppmv_hice_unlim\"\n",
-    "exparray[2]=\"mlo_aqua_1688ppmv_hice_unlim\"\n",
-    "exparray[3]=\"mlo_aqua_1875ppmv_hice_unlim\"\n",
-    "exparray[4]=\"mlo_aqua_2250ppmv_hice_unlim\"\n",
-    "exparray[5]=\"mlo_aqua_3000ppmv\"\n",
-    "exparray[6]=\"mlo_aqua_3000ppmv_77sic_hice_unlim\"\n",
-    "exparray[7]=\"mlo_aqua_3750ppmv_77sic_hice_unlim\"\n",
-    "exparray[8]=\"mlo_aqua_4063ppmv_77sic_hice_unlim\"\n",
-    "exparray[9]=\"mlo_aqua_4375ppmv_77sic_hice_unlim\"\n",
-    "exparray[10]=\"mlo_aqua_5000ppmv\"\n",
-    "exparray[11]=\"mlo_aqua_5000ppmv_77sic_hice_unlim\"\n",
-    "\n",
-    "\n",
-    "for i in range(nsim):\n",
-    "    timearray[i], icelatarray[i] = load_experiment(exparray[i])\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 249,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiYAAAEKCAYAAAAmSJ6WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydeVhV1fr4P/swOIEIKYqiIoKCTIKIqKWgPxxyNgP1mhhaZjbodUhvmdrtfs0p66bZzSy1AUzNnIdKwSkjFTSHHBBUFJFJQZDpnPX748iOExwGZdBan+fh4ey11l77XWtP737XWu+rCCGQSCQSiUQieRTQ1LYAEolEIpFIJEVIxUQikUgkEskjg1RMJBKJRCKRPDJIxUQikUgkEskjg1RMJBKJRCKRPDJIxUQikUgkEskjQ7UqJoqivK4oymlFUc4oijLlfpqNoig/KIpy8f5/6+qUQSKRSCQSyeNDtSkmiqK4Ay8AfoAXMFBRFGdgFvCTEMIZ+On+tkQikUgkEkm1WkxcgaNCiBwhRCEQBQwDhgBr75dZCwytRhkkEolEIpE8RphWY92ngf8oivIEcA94GjgGNBVCJAEIIZIURbEtbWdFUV4EXgTo0KFDpzNnzlSjqJBeUMhLZxJIzi9ks7cTyXkFvH7uKqfu3qvW41YXNwM71rYIEolEIpEYQzGWUW2KiRDinKIoC4EfgLvASaCwEvt/CnwK4OvrW+1+8+deus6BjLsAdDh0uroPZ8BqdwfGn05gUssm5OsEq6+n1ujxJRKJRCJ5VKjWya9CiNVCCB8hRA8gHbgIJCuKYgdw//+t6pShomxOzqi1Yz/d2IojXVx5u21zbMyq04glkUgkEsmjTXWvyrG9/78VMBwIB7YCofeLhAJbqlOGilJYS7EMR9vZoCgKjvXroCgKuTpd7QgikUgkEskjQHV/nm+6P8ekAJgshMhQFOU94FtFUcYDV4Fnq1mGUknJL+CeVkerenVq4/AABNpY8r5LK4O0zlYNakkaiUQikUhqn2pVTIQQT5WSlgb0rs7jVgSPw/rJtDcDO3IhO7dWZPjM3aFEWp/GVoxoas3GWhxakkgkEomktvhbeX5NyS/gZFaOQdqprBx6RP9e47IsbGdPAxOTUvOsTEtPl0gkEonkr87fSjEJjD5P32MXDNI+T6yeFTDlLdft/URDo3l/nu7SuaEc3pFIJBLJ34O/lWKSWlBytXJ1znk9+6Q7UX4upeaZKUaXcJdgqkNT4wu+JRKJRCL5C/GXVkwKdYKkvPwyy6y/mV7lx21mbgaAjZkp7RvU5e22zUuUMa2EYqIA5hqpmkgkEonkr89fWjGZe+k63kfOklFQyO1SrCXVRWx3N4PtsBaNS5SpZ1LxrleUyikyf2XCwsKwtbXF3d3dIH3evHm0aNGCjh070rFjR3bu3KnmLViwACcnJ9q3b8+ePXvU9N27d9O+fXucnJx47733aqwNZXHy5Em6du2Kh4cHgwYNIjMzU80z1o6IiAh8fHz44IMPakRGY+cgNjYWf39/OnbsiK+vL9HR0QAsXrxYPS/u7u6YmJiQnq7/IHBwcMDDw0Pd51HgypUr9O7dG09PTwICAkhMTFTz1q5di7OzM87Ozqxdu1ZNj4yMxNfXl5kzZ1arbLm5ufj5+eHl5YWbmxtz585V8+Lj4+nSpQvOzs6EhISQn6//KMvLyyMkJAQnJye6dOlCQkKCuo+xa6o2efPNN2nZsiUWFhal5m/cuBFFUTh27JiaNmPGDHx9fYmKiqoRGbVaLd7e3gwcOFBNGz9+PF5eXnh6ejJixAju3tU77Jw6dap6/bdr145GjRqp+5iYmKh5gwcPrhHZy2PDhg24ubmh0WgM+riIq1evYmFhwZIlS9S0qn4G/WUVk83JGaoH1cxCLdnaP/yDbL91u0ZlqWuiwadhfcO0Miwg+TrDASZzRVOpoZ+2tbgEuroZN24cu3fvLjVv6tSpxMbGEhsby9NPPw3A2bNniYiI4MyZM+zevZuXX34ZrVaLVqtl8uTJ7Nq1i7NnzxIeHs7Zs2drsimlMmHCBN577z1+++03hg0bxuLFiwHj7QD9Q+HXX3/l6NGj6sOwOjF2DmbOnMncuXOJjY3lnXfeUV/SM2bMUM/LggUL6NmzJzY2Nup++/fvJzY2ttSHYG0wffp0xo4dy6lTp3j77beZPXs2AOnp6cyfP59ffvmF6Oho5s+fT0aGfvXcypUrOXjwIFqtlt9/r77J9HXq1GHfvn2cPHmS2NhYdu/ezdGjRwF44403mDp1KhcvXsTa2prVq1cDsHr1aqytrbl06RJTp07ljTfeAMq+pmqTQYMGqUrtn8nKyuK///0vXbp0UdOK+vvAgQOsWLGiRmT88MMPcXV1NUhbtmwZJ0+e5NSpU7Rq1Yrly5er6UXX/6uvvsrw4cPVferVq6fmbd26tUZkLw93d3e+++47evToUWr+1KlT6d+/v0FaVT+D/rKKycprhg5li+sBixNu1rA0hhaPo/6uaMpQNEJbPGGw3aKuWaXmmOz3a19Z8R4bevToYfBSK48tW7YwcuRI6tSpQ5s2bXByciI6Opro6GicnJxwdHTE3NyckSNHsmWL3tefg4MDb7zxBn5+fvj5+XHp0iVA/0J+6aWXeOqpp2jXrh3bt28HYM2aNQwdOpRBgwbRpk0bli9fzvvvv4+3tzf+/v6kp6dz7tw5/Pz8VLkSEhLw9PQsIe/58+fVB0JQUBCbNm0qsx0AQugVWUVR1N/VibFzoCiKauG5c+cOzZuXHMIMDw9n1KhR5R4jICCAKVOm0K1bN9zd3dW2zps3j+eee45evXrh7OzMqlWrAL3FomfPngQHB9OuXTtmzZrF119/jZ+fHx4eHsTFxXHnzh0cHBzQ3XdimJOTQ8uWLSkoKDA49tmzZ+ndW+/RIDAwUL0u9uzZQ1BQEDY2NlhbWxMUFKQqaDqdDkVR0Gg01XoOFEVRLQkFBQUUFBSo533fvn2MGDECgNDQUL7//ntAf+2Ehup9Wo4YMYKffvoJIYTRayohIQEXFxdCQ0PVr/+cHP1qxrLujUmTJhEYGIijoyNRUVGEhYXh6urKuHHjAL3yVtyitGbNGl599dUSbfT398fOzq7U9s+ZM4eZM2dSt25dNU2r1aLRaGrs+k9MTGTHjh1MmDDBIL1hQ/2CBiEE9+7dQynlGV/R6782n0Gurq60b1/6O+T777/H0dERNzfDUYGqfgb95fyfZxQU8um1lBKzWpUamj56PcCr1PQF7ex55ewVfK0a0KqueZl1eFjW52ZgRwp1guT8AlrUNSe/gie7Xf26mGsefX1zypQpxMbGVqhsx44dK2QiXL58OevWrcPX15elS5dibW3N9evX8ff3V8vY29tz/fp1AFq2bGmQ/ssvv6jbDRs2JDo6mnXr1jFlyhT1AZCQkEBUVBRxcXEEBgaqD4zTp08TExNDbm4uTk5OLFy4kJiYGKZOnarWkZ+fz+XLl3F0dGT9+vUEBweXaIO7uztbt25lyJAhbNiwgWvXrgGU2Y7hw4fj6+vLmDFjsLS0rFCfAiyMXsjv6RX7unexceENvzfKLPPBBx/Qt29fpk+fjk6n48iRIwb5OTk57N69W/2SBP2DrE+fPiiKwsSJE3nxxRfVvOzsbI4cOcKBAwcICwvj9Gl9DKtTp05x9OhRsrOz8fb2ZsCAAYB+GOzcuXPY2Njg6OjIhAkTiI6O5sMPP+Sjjz7igw8+wMvLi6ioKAIDA9m2bRt9+/bFzMzMQE4vLy82bdrE66+/zubNm8nKyiItLY3r16+XuGaKzsGECRPo1q0bgYGBJb6kjbF/zafcunK5QmVtWzsSOE7fN1qtlk6dOnHp0iUmT55Mly5dSE1NpVGjRpiampaQrbjcpqamWFlZqe0p7Zqys7Pj/PnzrF69mu7duxMWFsbHH3/M9OnTAeP3RkZGBvv27WPr1q0MGjSIw4cP89lnn9G5c2diY2MZMWIEXbt2ZdGiRQCsX7+eN998s0LtB4iJieHatWsMHDjQYBjBzc2NnJwcnnzySdXCWBEuXPg3WXfPVaispYUr7drNAfTPrkWLFpGVlVWi3PPPP8/OnTvp0KEDS5cuNci7cuUK8fHx9OrVS03Lzc3F19cXU1NTZs2axdChQ9W82noGGSM7O5uFCxfyww8/GPQ/PPgzyBiP/huskrx96TrLriQbRAUWGIYxPF+NDtVMjFhC3Czqsd/PhcXtW5ZpLSmOqUahxX0l5iPXVnha1it3n8i/sLWkLCZNmkRcXByxsbHY2dkxbdo0gFK1d2NaffEvnKKvmlGjRvHzzz+r6cHBwWg0GpydnXF0dFTNyIGBgVhaWtKkSROsrKwYNGgQAB4eHuqYfnBwMN9++y2gfyiHhISUkOHzzz9nxYoVdOrUiaysLMzNzctsB+i/jmNiYtQ21xYrV65k2bJlXLt2jWXLljF+/HiD/G3bttG9e3cDa8vhw4c5ceIEu3btYsWKFRw4cEDNKzoHPXr0IDMzk9u39UOwQ4YMoV69ejRu3JjAwEDVmtK5c2fs7OyoU6cObdu2pU+fPoDhOQgJCWH9+vWA3vxc2jlYsmQJUVFReHt7ExUVRYsWLTA1NS3zHPTt25cTJ06UeBlVByYmJsTGxpKYmEh0dDSnT58uU7YHuQdatmxJ9+7dARgzZgyHDh1Syxi7NwYNGoSiKHh4eNC0aVM8PDzQaDS4ubmRkJBAkyZNcHR05OjRo6SlpXH+/Hn1GOWh0+mYOnWq0f796KOPOH78uMFLvzrYvn07tra2dOrUqdT8L774ghs3buDq6qpeZ0VEREQwYsQITIr5r7p69SrHjh3jm2++YcqUKcTFxal5tfUMMsbcuXOZOnVqqXN/qvoZ9JezmORqS95sMZk5bHrMPak+3aQRTzdpRGR6JiNPGv/KqqjSU9tU9UTNpk2bqr9feOEFdVKavb29anUAvRm2aIjBWDoYKinGfhffrlPnj3k9Go1G3dZoNBQW6ideh4SE8OyzzzJ8+HAURcHZ2blEO1xcXNi7dy8AFy5cYMeOHeW240EpzwJSWdauXcuHH34IwLPPPlvC1B0REVHCjF3UBltbW4YNG0Z0dLQ6lGWsrx/mHAwePJjZs2eTnp5u9EXWvHlzvvvuOwDu3r3Lpk2bsLKywt7ensjISLVcYmIiAQEB5fSKcYosIA9Ko0aNCAgIYPfu3UybNo3bt29TWFiIqampwfVRdO3Y29tTWFjInTt3sLGxKfOaMtbHZf0u3t9/PhfF74Fvv/0WFxcXhg0bVupwR2lkZWVx+vRptb9v3rzJ4MGD2bp16wNPmi6ygFSGw4cPs3XrVnbu3Elubi6ZmZmMGTOGr776Si1jYmJCSEgIixcv5vnnn1fTIyIiSsyBKepvR0dHAgICiImJoW3btkDtPYOM8csvv7Bx40ZmzpzJ7du30Wg01K1bl1deeaXCdVSUv5zFpLQ5pZPOXuHHtMySGY8hATYNMX08dI8aJSkpSf29efNmdcXI4MGDiYiIIC8vj/j4eC5evIifnx+dO3fm4sWLxMfHk5+fT0REhMGs+KKvnfXr19O1a1c1fcOGDeh0OuLi4rh8+bLRsdjSaNu2LSYmJvz73/82+qVy65Z+bpROp+Pdd9/lpZdeKrMdjxLNmzdXV0Xs27fP4KF3584doqKiGDJkiJqWnZ2tmsOzs7PZu3evwUqfonNw6NAhrKyssLKyAvRzJnJzc0lLSyMyMpLOnTtXWEYLCwv8/Px4/fXXGThwoMHXaxGpqanqPJQFCxYQFhYG6K0ie/fuJSMjg4yMDPbu3Uvfvn0rfOyqICUlRbUc3bt3jx9//BEXFxcURSEwMJCNGzcCeiWxqK8HDx6sriDauHEjvXr1QlGUMq+pq1evql/p4eHhPPnkk6oMxu6NijB8+HC+//57wsPDK/W1bmVlRWpqKgkJCSQkJODv7/9QSsmDsmDBAhITE0lISCAiIoJevXrx1VdfIYRQh1SEEGzbtg0Xlz98WJ0/f56MjAyD/srIyCAvLw/QX3OHDx+mQ4cOan5tPYOMcfDgQbX/p0yZwr/+9a9qUUrgL2gxqYl39oJ29tzKK2DZleQaOFpJvvJ0ZNW1VC7k5GJf1ww/Kws+rCVZappRo0YRGRlJamoq9vb2zJ8/n/HjxzNz5kxiY2NRFAUHBwf+97//Afrx5+DgYDp06ICpqSkrVqxQX0bLly+nb9++aLVawsLCDCZ05eXl0aVLF3Q6HeHh4Wp6+/bt6dmzJ8nJyXzyyScGk/AqQkhICDNmzCA+Pr7U/PDwcPWravjw4eoXV1ntqGmMnYNVq1bx+uuvU1hYSN26dfn000/VfTZv3kyfPn1o0OAPL8bJyckMGzYMgMLCQkaPHk2/fv3UfGtra7p160ZmZiaff/65mu7n58eAAQO4evUqc+bMoXnz5ly4YOjRuSyKvhqLWz+KExkZyezZs1EUhR49eqjnw8bGhjlz5qiK0Ntvv12pidhVQVJSEqGhoWi1WnQ6HcHBwap1cOHChYwcOZK33noLb29vdSht/PjxPPfcczg5OWFjY0NERARQ9jXl6urK2rVrmThxIs7OzkyaNEmVwdi9URGsra3p0KEDZ8+eNapYz5w5k2+++YacnBzs7e2ZMGEC8+bNq2xX1ShCCEJDQ8nMzEQIgZeXFytXrlTzw8PDGTlypIG149y5c0ycOBGNRoNOp2PWrFkGikltPYM2b97Mq6++SkpKCgMGDKBjx441vpRcqYlZzA+Lr6+vqOhSwklnEthczcuBd/g408mqAfvTMpl87gqt69YhX+hoZm7O116O1XpsY9zMK0ABmtYxK7espGwcHBw4duwYjRsb+p8ZN24cAwcOVFc+SKqPgIAAlixZUuKLeN68eVhYWKgTMSVVT0JCAgMHDlQnGxfH2L0hqVr+Js8go3aEx8JicjUru8Jlq3uOxaSWTfC+75Mk8ImGnH3So1qPV1GaSYVEIpFIJH8BHguLiaWDo8hKqNiyulfOXmFjNU107fNEQ9Z51o5FRCKRSCSSvxC1YzFRFGUqMAH9it3fgOcBOyACsAFOAM8JIcoOaFPL/NupBc3qmDHItlH5hSUSiUQikTww1bYqR1GUFsBrgK8Qwh0wAUYCC4FlQghnIAMYb7yWBzluVdam54WWTaRSIpFIJBJJDVDdy4VNgXqKopgC9YEkoBew8X7+WmCokX2LUTFto0AnqjwOTutyvLRKJBKJRCKpOqpNMRFCXAeWAFfRKyR3gOPAbSFEUajfRKBFVR1zxdVk7umqds7ML107lF9IIpFIJBJJlVCdQznWwBCgDdAcaAD0L6VoqZqEoigvKopyTFGUYxVVNZLzC8svJHmsCQsLw9bW1sARF+iXkbZo0UINIb5z504A8vPzef755/Hw8MDLy6tU3xWDBw8uUV9tceXKFXr37o2npycBAQEkJiaqeWvXrsXZ2RlnZ2fVYRbo/W74+voaBEirLq5du6bGg3Fzc1M9vYI+irCLiwuenp4MGzZMdQSWkJBAvXr11HNT5DQO4Pjx43h4eODk5MRrr71WI0HYyuNRPge5ubn4+fnh5eWFm5sbc+fOVfOeeuoptY+bN2+uxl2JjIzEyspKzXvnnXfUfXbv3k379u1xcnLivffeq1bZK8qGDRtwc3NDo9GUGnH66tWrWFhYGMRriYiIwMfHp8o9SpeGg4MDHh4edOzY0WA5e3p6OkFBQTg7OxMUFKRGnhZC8Nprr+Hk5ISnpycnTpxQ9zF2PdUm+/btw8fHB3d3d0JDQ1WvsWW1Y9myZfj4+JRww//ACCGq5Q94FlhdbHsssBJIBUzvp3UF9pRXV4PWjqIizLmQKJrui6myv4gbaRU6rqTmiIqKEsePHxdubm4G6XPnzhWLFy8uUX758uVi3LhxQgghkpOThY+Pj9BqtWr+pk2bxKhRo0rUV1uMGDFCrFmzRgghxE8//STGjBkjhBAiLS1NtGnTRqSlpYn09HTRpk0bkZ6eLoQQIjg4WOTk5Ih//vOf4ty5c9Uq340bN8Tx48eFEEJkZmYKZ2dncebMGSGEEHv27BEFBQVCCCFmzpwpZs6cKYQQIj4+3mj/du7cWRw5ckTodDrRr18/sXPnzmqVvyI8yudAp9OJrKwsIYQQ+fn5ws/PT/z8888lyg0fPlysXbtWCCHE/v37xYABA0qUKSwsFI6OjiIuLk7k5eUJT09P9VzWJmfPnhW///676Nmzp/j1119L5A8fPlyMGDHC4H4fMmSIKCwsFCEhIWr/VBetW7cWKSkpJdJnzJghFixYIIQQYsGCBer1v2PHDtGvXz+h0+nEzz//LPz8/IQQZV9PtYVWqxX29vbi/PnzQggh5syZIz777DMhhPF2ZGVliVGjRomCggIxePDgyhzO6Du/OueYXAX8FUWpr+jd3fUGzgL7gSLvMKHAloc5SFp+Ie9dTiJXq+PTxJQHrsdcUbgZ2JGT3dyY7tCMt9s2J8SuZr06SsqnR48elfK2WTyEva2tLY0aNVK/wu7evcv777/PW2+9ZbBPQEAAU6ZMoVu3bri7u6tB4ubNm8dzzz1Hr169cHZ2ZtWqVYD+i7Rnz54EBwfTrl07Zs2axddff42fnx8eHh7ExcVx584dHBwcVFfnOTk5tGzZkoKCAqPyBgYGsmWL/vbYs2cPQUFB2NjYYG1tTVBQELt37wb07usVRUGj0VS7xcHOzg4fHx8ALC0tcXV1VaPY9unTR41u6+/vb2BpKI2kpCQyMzPp2rUriqIwduxYvv/+e0CeA2MoiqIGUSsoKKCgoKBE7JSsrCz27dtnEKm2NKKjo3FycsLR0RFzc3NGjhypttXBwYE33ngDPz8//Pz8VHfr48aN46WXXuKpp56iXbt2asTbNWvWMHToUAYNGkSbNm1Yvnw577//Pt7e3vj7+5Oens65c+cMvL0mJCTg6elZQi5XV1ejbta///57HB0dDbw0wx+BCo0FJ6wJtmzZQmhoKKAPald0LW/ZsoWxY8eiKAr+/v7cvn2bpKSkMq8nCwsLpk2bho+PD7179yYlRf9uK+u+CA0NpU+fPjg4OPDdd98xc+ZMPDw86NevHwUFBezatcsgmnBkZKQa6K+ItLQ06tSpQ7t27QAICgpi06ZNZbajeN9XFdW2XFgI8YuiKBvRLwkuBGKAT4EdQISiKO/eT1tdbmVG2vvOpRt8fE0fWyQyvWQI6spw+km9Kb9pHTOmt2n2UHVJKsCuWXDzt4qVbeYB/cs3My9fvpx169bh6+vL0qVLsba2xsvLiy1btjBy5EiuXbvG8ePHuXbtGn5+fsyZM4dp06ZRv379EnVlZ2dz5MgRDhw4QFhYmOoF89SpUxw9epTs7Gy8vb0ZMGAAACdPnuTcuXPY2Njg6OjIhAkTiI6O5sMPP+Sjjz7igw8+wMvLi6ioKAIDA9m2bRt9+/bFzMzQMZ6XlxebNm3i9ddfZ/PmzWRlZakh6otC14NhWPsJEybQrVs3dYilohz89gKp1+5WqGzjlhY8FdzOIC0hIYGYmBi6dOlSovznn39uEIsjPj4eb29vGjZsyLvvvstTTz3F9evXsbe3L7VN8Nc/B7e3xZF/o2LOI82bN6DRIH1wN61WS6dOnbh06RKTJ08u0f+bN2+md+/eNGzYUE37+eef8fLyonnz5ixZsgQ3N7dS2/PLL7+o2w0bNiQ6Opp169YxZcoUVQlJSEggKiqKuLg4AgMDVaXl9OnTxMTEkJubi5OTEwsXLiQmJoapU6eqdeTn53P58mUcHR1Zv369wYuyPLKzs1m4cCE//PCDwTAO6MM3+Pr6MmbMGCwtLStU35yLiZwuFoW+LNwt6vFvZ/21qigKffr0QVEUJk6cyIsv6oMxJicnY2dnB+gV+KK4V8aum7Kup+zsbHx8fFi6dCnvvPMO8+fPZ/ny5WpeafdFXFwc+/fv5+zZs3Tt2pVNmzaxaNEihg0bxo4dOxg4cCATJ04kOzubBg0alBpduHHjxhQUFHDs2DF8fX3ZuHGjGujRmLy+vr54eHjg6+vLjBkzKtSf5VGtq3KEEHOFEC5CCHchxHNCiDwhxGUhhJ8QwkkI8awQIq/8mkrXTIqUEoDYrJyHktXC5C8Xz/BvxaRJk4iLiyM2NhY7Ozs1/HZYWBj29vb4+vqqXxqmpqbExsZy6dIlNVbLnymKgtujRw8yMzPV+RJDhgyhXr16NG7cmMDAQPWLpXPnztjZ2VGnTh3atm1Lnz59AMOQ4yEhIeoYbERERKlBtJYsWUJUVBTe3t5ERUXRokULTE1NywxR37dvX06cOGE0JHx1cPfuXZ555hk++OADgxcgwH/+8x9MTU35xz/+Aegf0levXiUmJob333+f0aNHqzFF/kzxry55DkrHxMSE2NhYEhMTiY6OLuE6Pjw83CCKs4+PD1euXOHkyZO8+uqrqiWlov0/atQoNaAfQHBwMBqNBmdnZxwdHfn9998BvXXJ0tKSJk2aYGVlpX6NF+//4OBgvv32W4BSX4xlMXfuXKZOnapajIoTGhpKTEyMet9XJ4cPH+bEiRPs2rWLFStWcODAgTLLG+vnsvpfo9GofTNmzBgOHTqkljF2X/Tv3x8zMzM8PDzQarVq3Kmi/jc1NaVfv35s27aNwsJCduzYYRBUs+j4ERERTJ06FT8/PywtLVUraFnyzp49m5iYGEaPHl1mX1SUx8IlfWnk3TfHPgy/du1AXE4uXpb1q92VveRPVMACUhmaNm2q/n7hhRfUwGampqYsW7ZMzevWrRvOzs5ERUVx/PhxHBwcKCws5NatWwQEBKiTY42FFn+YkOODBw9m9uzZpKenc/z4cXr16lWiHc2bN+e7774D9C//TZs2YWVlhb29vcHE3cTERDUE/IPyZwtIRSkoKOCZZ57hH//4B8OHDzfIW7t2Ldu3b+enn34y6Jui/ujUqRNt27blwoUL2NvbGwz3JCYmqmHg4a9/DoosIA+8f6NGBAQEsHv3bnXydlpaGtHR0WzevFktV1xxfPrpp3n55ZfVAIxFX8NQdv8b+118uyL9XxRAcfjw4SiKYhCBujx++eUXNm7cyMyZM7l9+zYajZq5TVUAACAASURBVIa6des+cITbIgtIZSnqI1tbW4YNG0Z0dDQ9evSgadOmJCUlYWdnR1JSEra2tgBG+7ky11Nl+l+j0WBmZmag5BTv/xUrVmBjY0Pnzp1LtS517dqVgwcPArB37141QGZ510tV8tiaCY7feTgLCUDLuuYE2DTE2uyx1c8k90lKSlJ/b968WX1Q5+TkkJ2tN5f/8MMPmJqa0qFDByZNmsSNGzdISEjg0KFDtGvXzuAhUfRVfejQIaysrLCysgL046y5ubmkpaURGRmpRpqtCBYWFvj5+fH6668zcODAUqMDp6amqnMgFixYQFhYGKD/It+7dy8ZGRlkZGSwd+9e+vbtW4keqhqEEIwfPx5XV1f++c9/GuTt3r2bhQsXsnXrVoPhsZSUFLRaLQCXL1/m4sWLODo6Ymdnh6WlJUePHkUIwbp16wy+4OQ5KElKSor6hXzv3j1+/PFHXFxc1PwNGzYwcOBAg4izN2/eVL92o6Oj0el0PPHEE3Tu3JmLFy8SHx9Pfn4+ERERDB48WN2vqP/Xr19P165dDY6h0+mIi4vj8uXLRueDlEbbtm0xMTHh3//+d6WsJQAHDx4kISGBhIQEpkyZwr/+9a8HVkoelOzsbLKystTfe/fuVZ81gwcPVlfWrF27Vr2WBw8ezLp16xBCcPToUaysrLCzsyvzetLpdGzcqHf39c033/Dkk0+qMhi7LypCQEAAJ06cYNWqVUb7v2gIKi8vj4ULF6qr6Iy1ozp4LN7IfzYg6YTgP5dvPFBdR/1d8T96jroaaSF5HBk1ahSRkZHqF9/8+fMZP348M2fOJDY2FkVRcHBw4H//+x+gv8n69u2LRqOhRYsWfPnllxU6jrW1Nd26dSMzM5PPP/9cTffz82PAgAFcvXqVOXPm0Lx5c/WLoiIUfTGWtmwZ9BPSZs+ejaIo9OjRgxUrVgBgY2PDnDlz1Jfw22+/XalJwFXF4cOH+fLLL9XlkgD/93//x9NPP80rr7xCXl4eQUFBgH4C7CeffMKBAwd4++23MTU1xcTEhE8++USVfeXKlYwbN4579+7Rv39/+vf/w6OAPAclSUpKIjQ0FK1Wi06nIzg4WLUOgn54atasWQb7bNy4kZUrV2Jqakq9evWIiIhAURRMTU1Zvnw5ffv2RavVEhYWZjCpNC8vjy5duqDT6QgPD1fT27dvT8+ePUlOTuaTTz4xUIIqQkhICDNmzCA+Pr7U/M2bN/Pqq6+SkpLCgAED6NixI3v27KnUMaqL5ORkdfi3sLCQ0aNHq0Mms2bNIjg4mNWrV9OqVSs2bNgA6K1UO3fuxMnJifr16/PFF18AZV9PDRo04MyZM3Tq1AkrKyuDZbjG7ouKYGJiwsCBA1mzZo3R5cmLFy9m+/bt6HQ6Jk2apFoVjbWjOngsgvg1cHQS2Zcvqdu/Z98jIPp8peuJ8nOhfYO6XMjOxdrMhCbmMiKvpCQBAQEsWbLEwEcB6Ge+W1hYMH369FqS7O+DPAe1i4ODA8eOHaNx48YG6ePGjWPgwIGMGDHCyJ6SqsDCwoK7d0tOTDd2Xzym1E4Qv+ri3N3cSu8ztXVT2jfQa/btGlROw5dIJBKJRFIzPFYWk1NZOWRrdQyLuVT+TvcZZtuI7taWjGn+RDVKKJFIJBKJpBI87hYT/dKqPscqPo4M8HGH1gxval1NMkkkEolEIqlqHhPFRJBbyeB8mzq2pbt1xRztSCQSiUQieTR4LBSTfDNzJsdUbLJrgLUlH7q2omkdObFVIpFIJJLHjcfGj8nOrNIdxFqaaHjT8Y+11BEd20qlRCKRSCSSx5THRjExxl7f9rzaWu/18wnpKO0vT1hYGLa2tqpTo+J89NFHtG/fHjc3NzX8fEFBAaGhoXh4eODq6sqCBQvU8suWLcPNzQ13d3dGjRpFbm7lV3tVNSdPnqRr1654eHgwaNAgMjMz1bwFCxbg5ORE+/btDfw61GTI99zcXPz8/PDy8sLNzY25c+eqefHx8XTp0gVnZ2dCQkLIz88H9P4wQkJCcHJyokuXLqp78rLaVJusX78eT09Pg+sIym7HjBkz8PX1JSoqqkZk1Gq1eHt7G/gwMdb/AN9++y0dOnTAzc1NdRt+5coVOnXqRMeOHXFzc+OTTz6pEdnLY/ny5Tg5OaEoCqmpqSXyf/31V0xMTFQHZKC/l318fAz8fVQXDg4Oqh+f4st209PTCQoKwtnZmaCgIDIyMgC9U8LXXnsNJycnPD09OXHihLrP2rVrcXZ2xtnZ2ahfkZrmkej/skIPPyp/pu1cRdN9MaX+FXE2K0fcysuvRMRlyeNIVFSUOH78uHBzczNI37dvn+jdu7fIzc0VQgiRnJwshBDi66+/FiEhIUIIIbKzs0Xr1q1FfHy8SExMFA4ODiInJ0cIIcSzzz4rvvjii5priBF8fX1FZGSkEEKI1atXi7feeksIIcSZM2eEp6enyM3NFZcvXxaOjo6isLBQCFGzId91Op16jPz8fOHn5yd+/vlnIYS+D8PDw4UQQkycOFF8/PHHQgghVqxYISZOnCiEECI8PFwEBweX26baIjU1VbRs2VLcunVLCCHE2LFjxY8//iiEMN6Oc+fOienTp4vs7Gzx7LPP1oicS5cuFaNGjRIDBgxQ04z1/4ULF0THjh1Fenq6EOKPeyMvL0+9X7KyskTr1q3F9evXa0T+sjhx4oSIj48XrVu3FikpKQZ5hYWFIjAwUPTv319s2LBBCKGXfdSoUaKgoEAMHjy42uUrTS4hhJgxY4ZYsGCBEEKIBQsWiJkzZwohhNixY4fo16+f0Ol04ueffxZ+fn5CCCHS0tJEmzZtRFpamkhPTxdt2rRRz1FtUoP9b/Sd/1hbTP7p8Ed8FFeLetJh2t+AHj16lOptc+XKlcyaNUuNF1EUp0JRFLKzsyksLOTevXuYm5ursUOK0goLC8nJyVHjPtRmyPfz58/To0cPoGTI8ZEjR1KnTh3atGmDk5OTGrxO1GDId0VR1CBqBQUFFBQUqMfdt2+f6njrz2Hfi8LBjxgxgp9++gkhhNE2JSQk4OLiQmhoKJ6enowYMYKcHH0IirLOzaRJkwgMDMTR0ZGoqCjCwsJwdXVl3LhxgP4aKW4BWbNmDa+++qpB+y5fvky7du1o0qQJAP/v//0/g3NQWju0Wi0ajaZG+h/0MUp27NjBhAkT1LSy+n/VqlVMnjwZa2v9CsWie8Pc3Fy9X/Ly8lQ3/KB38DVt2jR8fHzo3bs3KSkpgN7BV1EwTHd3d/UanDdvHqGhofTp0wcHBwe+++47Zs6ciYeHB/369aOgoIBdu3YZRBOOjIxUA/0Vx9vbGwcHh1Lb/tFHH/HMM8+obShqO5SMIVPTFL8+/nz9jx07FkVR8Pf35/bt2yQlJbFnzx6CgoKwsbHB2tqaoKAgdu/eDcj+f2zHPoKbWTOzTfX46ZdUP/O3neHsjczyCwIdmjdk7iC3MstcuHCBgwcP8uabb1K3bl2WLFlC586dGTFiBFu2bMHOzo6cnByWLVumKjbTp0+nVatW1KtXjz59+qjRaKH2Qr67u7uzdetWhgwZwoYNGwxCjvv7+6vliodIf5CQ7wD713zKrSuXK1TWtrUjgeP04d21Wi2dOnXi0qVLTJ48mS5dupCamkqjRo3USKTF5SseLt3U1BQrKyvS0tKMtsnOzo7z58+zevVqunfvTlhYGB9//LHq7dXYucnIyGDfvn1s3bqVQYMGcfjwYT777DM6d+5MbGwsI0aMoGvXrixatAjQD9m8+eabBu10cnLi999/JyEhAXt7e77//nt1SMRYO9zc3MjJyeHJJ59k8eLFFe7/Xbt2cfPmzQqVbdasmequf8qUKSxatEiN2QL64H3G+r/IXX/37t3RarXMmzdPdaN+7do1BgwYwKVLl1i8eLGqnGdnZ+Pj48PSpUt55513mD9/PsuXL1fzjhw5woEDBwgLC1OjG8fFxbF//37Onj1L165d2bRpE4sWLWLYsGHs2LGDgQMHMnHiRLKzs2nQoEGlowtfv36dzZs3s2/fPn799Vc13dLSEg8PD3x9fZkxY0aF65tzMZHTd+9VqKy7RT016J+iKPTp0wdFUZg4cSIvvqi/L5KTk9XYMXZ2dmrMmeLXDfxxboylw9+j/8visbSY+Fs1YJ5Ti9oWQ/IIUVhYSEZGBkePHmXx4sUEBwcjhCA6OhoTExNu3LhBfHw8S5cu5fLly2RkZLBlyxbi4+O5ceMG2dnZfPXVV2p9tRXy/fPPP2fFihV06tSJrKwszM3NgbJDjtdkyHfQx9uIjY0lMTGR6OhoTp8+XaZ8xvLK2qdly5Z0794dMB72/c/nZtCgQSiKgoeHB02bNsXDwwONRoObmxsJCQk0adIER0dHjh49SlpaGufPn1ePUYS1tTUrV64kJCSEp556CgcHhwqFff/oo4+MRiuuSrZv346trS2dOnUySC9LtsLCQi5evEhkZCTh4eFMmDBBDQTYsmVLTp06xaVLl1i7di3JycmAPiJt0fVprP979OhBZmamWlf//v0xMzPDw8MDrVarKj9F94CpqSn9+vVj27ZtFBYWsmPHDoOgjeUxZcoUFi5cWGrgxdmzZxMTE6POn6lODh8+zIkTJ9i1axcrVqzgwIEDZZZ/kOv/797/j53F5ISLLc3tqifUsqTmKM8CUlns7e3VUOp+fn5oNBpSU1P55ptv6NevH2ZmZtja2tK9e3eOHTuGoii0adNGNdkPHz6cI0eOMGbMGKD2Qr67uLiwd+9eQP+lu2PHDrV9VR1yvMgC8qA0atSIgIAAdu/ezbRp07h9+zaFhYWYmpoayFcku729PYWFhdy5cwcbG5sy22Ssn8v6XbzP/3w+ip+Db7/9FhcXF4YNG1aq+XnQoEGqYvnpp5+qD2Jj7XhQigcsrCiHDx9m69at7Ny5k9zcXDIzMxkzZgxffvllmf3v7++PmZkZbdq0oX379ly8eNEgKnPz5s1xc3Pj4MGDpcbBqcw9oNFoMDMzM3jJFu//FStWYGNjQ+fOnStl4Tt27BgjR44E9BGgd+7ciampKUOHDq1wHcUpsoBUlqJ+tbW1ZdiwYURHR9OjRw+aNm1KUlISdnZ2JCUlqcMdxq5ze3t7g0CSiYmJBAQElHrMv2L/l0W1WUwURWmvKEpssb9MRVGmKIpioyjKD4qiXLz/v1KuWUXmneoSWfIYM3ToUPbt2wfoX+j5+fk0btyYVq1asW/fPoQQZGdnc/ToUVxcXGjVqhVHjx4lJycHIQQ//fQTrq6uan21FfK9yPyr0+l49913DUKOR0REkJeXR3x8PBcvXjSYs1JTpKSkqF9o9+7d48cff8TFxQVFUQgMDFRn6v857HvRioONGzfSq1cvFEUps01Xr15VrSHh4eGlhn3/87mpCMOHD+f7778nPDy83HOQkZHBxx9/rM7lMNaOmmTBggUkJiaSkJBAREQEvXr14quvviqz/4cOHcr+/fsB/QvlwoULODo6kpiYyL1799S2Hj58WL2edTqdWtc333xTav8fOnQIKysrrKysKix/QEAAJ06cYNWqVZUaRgD9qqOEhAQSEhIYMWIEH3/8cbW8FMsiOztbHULLzs5m79696grB4tfHn6//devWIYTg6NGjWFlZYWdnR9++fdm7dy8ZGRlkZGSwd+9e+vbtC8j+rzaLiRDiPNARQFEUE+A6sBmYBfwkhHhPUZRZ97ffqEidrRMvkVJQn+bO7dHptJiYysmufzdGjRpFZGQkqamp2NvbM3/+fMaPH09YWBhhYWG4u7tjbm7O2rVrURSFyZMn8/zzz+Pu7o4Qgueff16ddDpixAh8fHwwNTXF29tbHSuG2gv5Hh4ezooVKwD9S/T5558HwM3NjeDgYDp06ICpqSkrVqwo1aRa3SQlJREaGopWq0Wn0xEcHKwuWV24cCEjR47krbfewtvbm/HjxwMwfvx4nnvuOZycnLCxsSEiIqLcNrm6urJ27VomTpyIs7MzkyZNUmUwdm4qgrW1NR06dODs2bNGFbvXX3+dkydPAvpQ9O3atSuzHY8Kxvq/6AXYoUMHTExMWLx4MU888QQ//PAD06ZNU4cVpk+fjoeHBwANGjTgzJkzdOrUCSsrK4NloNbW1nTr1o3MzEw+//zzSsloYmLCwIEDWbNmjdHlsf/9739ZtGgRN2/exNPTk6effprPPvvsAXulaklOTmbYsGGAfohs9OjR6pDJrFmzCA4OZvXq1bRq1YoNGzYA8PTTT7Nz506cnJyoX78+X3zxBQA2NjbMmTNHtVy9/fbbqgXu797/NRLET1GUPsBcIUR3RVHOAwFCiCRFUeyASCFEmZ+dlg5tRIMvNtP62iWCd6xR0/8ZvhVF81hOk5E8wsiQ77VLQkICAwcOVCf1FcfYuZFULRYWFty9e7dEekBAAEuWLDHw3yGpev4m/W/U3FhTb/WRQNGnTVMhRBLA/f+2pe2gKMqLiqIcUxTlWP17+qWCuj99ISae0z+4CvJyuXc3q0QdEolEIpFIHi+q3WKiKIo5cANwE0IkK4pyWwjRqFh+hhCizHkmdk0dhNu8t/GPicL6TppB3sApszi8fh0ZSTfwCurPyR928fLqcOpZyAB+EolEIpE8ohi1mNSEYjIEmCyE6HN/u9JDOc2bOYhpPUu6IDdGp4HDCHhu/MOILZFIJBKJpPqo1aGcUfwxjAOwFQi9/zsU2FJeBabaOpjWC6jwAY9v31wJ8SQSiUQikTwqVKtioihKfSAI+K5Y8ntAkKIoF+/nvVdePfmm9zCt61OpY9+5dZOC/NIjEkskEolEInk0qZFVOQ9Lg0aWYtHILei0GeRnflGpfZu3c2XUvyvuJloikUgkEkm1U+urch4KXb4+uJTGxJrmzz5TqX1vXDjH0pCB/PL9Bm5c+J2czDv8+NkKki9fKlE2fM4Mvp0/W90WOh059x26PQ4KnEQikUgkjzuPhUt6XYFW/X3rJzumrd9OVloqn748rsJ1HAo3dCZz4ZcjvLzqa/Lv5ZB67QpNWrfhxoVzAMTs3sa+L/5HnfoNyMvJVvd5be1GzOrW5cqpWJq7uGJmXgdj3MvKJHLtKhrYPEHHoKdp2KTUVdGVprCgAITA1Nycq6dPUad+fZo6Oqn5qdeu0LCJLeZ161XJ8SQSiUQiqUkei6EcR8e2YtKApdQv0Iern/yJPlCW0OlY98ZrpF5NwP+ZkZiYmnH+yAFSr12pUL0+Tw/hxM5y594aZfR/lmJerz5PtPgjQqTQ6di86B3iY46paXUaNCAvO5veYZOwbdOWZm2d0Tyg185PJj5HTuYdQuYtJOJtfSTHF1Z8QdLF82z/4I/pOh37DqB32CSS4+MozMvjYPganDp3xfXJAI5+t54eo8dhVkmvpRKJRCKRVBG1t1y4KujUqZNoMtqBQRcnAzD2v52xNC/dT4kQgvdHDqpJ8Ri3dCXWds05f+QAu1d+iE5bWO4+dk7t6Td5KuFvTWfMex9iZdtUzcvJvMP5nw9iXrcebj17A5CZmkJeTjbrZryiL6Qo8JDnLuyD/2FtJ6M0SyQSiaTGebwVE19fX3EjJ4U3e+gnvu4MWMaOkduMlk+Oj+OrWa/XlHgAPDlyLIci1lVqH42JCTrtH8NU/sND6B7yHEtDBhqkefcfzMoX/lFlshYx4LUZuHTvWeX1SiQSiURSDpVXTBRFOVWBilOEEL0fVKqK4uvrK44fP87yiT8BEN1yB/+b8h51GxgP4nd8xxbqWVqSlniV2L07yb/v1l7yB76DhtNzTFhtiyGRSCSSvx8PpJicAZ4up9KtQgjPh5OtfIoUk1kvfYK9cAbAqmk9xsyvXMhznU7Lyb072ffF/6pDzMeORs3sGP/hqtoWQyKRSCR/Px5oufBEIcSVMv4SgJerXFQjPPfcc+xP2Khu30m+R15OQaXq0GhM8O43iJB5+kmizdu5lijj038ww96Yi5VtU5o6OjNt/Xb1r4gnR46t0PGqO/Jxp4HDsGzcRN1u4dKhUvu7BwRVtUgSiUQikTwUj80ck5UrVzJ26ou84r7UIO+5d7vSsPGDLY3VFhaSlngVWwdH8u/lYGpep8zVMgV5uSiKBlNzc3Q6LYfXf0X09xtKlOv/yjQ6PBWIEIJLv/6Mk68/hQX5/HfsiAeS0xhTw7eg0ZggdLoSStDujz/gTNSPvLDiC67+FovrU4GkJFxm14r3Sb+RCMA/I7ahKEaVVolEIpFIqosHGspxBabf33xfCHGmGgSrEL6+vuLYsWMoiqLOMynO6HldsG7WoMbl+vMKoBYuboTMXWDUUpKXk03y5ThauXuSk3mHlS/8g6aOTgyfPZ+cO7dZO32yWnba+u2c//mQugR46My3adnBHVPzOlz9LRadToejT+cHkjvp0nmSL8fRsU9ZI3USiUQikVQbD6SYHAKGAQLYIoToXj2ylU9xxcTNsQuTgv6vRJki3yY1TUbSdXRaLdrCQmya22Nqbv7Add3NSKeBVaMSik1Bbq70OSKRSCSSvxJGFZOyPL/GASPQKyZXq1qiB+XM5V9IsP4NhwwPg/QVL+3DwbMxTVpZ0qhpPZx9m9bIMEVV+gGxsLYpNV0qJRKJRCL5u1DW7MxxwGX0SsmYGpGmHI4cOQLAr3X3lJqfcCqVX7fH88Pqs8SfTK1J0SQSiUQikVQBj83k12PH9C7eFUXBdqgtTYc0o2dcCC4p/mXu2+0ZJ7yDWpGZeo+6FmaY130swgNJJBKJRPJXpvLLhRVFmVdurRUoUx1kHMpAKDoincLZ3b5sPxxHNl3iQvRNvnzrZ7Ysi6khCSUSiUQikTwIZU1+TQTeL2tf4AUhhIvRAorSCPgMcEc/VyUMOA+sBxyABCBYCJFRlpDFLSbOzs5cunQJAPc17gCMjHmTRrkVi97bsEk9sjPycPBsjP9QRwpytQghsG3dkLsZuZiam5TpUVYikUgkEslD80CrcuZWoOK7QoilxjIVRVkLHBRCfKYoijlQH/gXkC6EeE9RlFmAtRDijbIOUlwx0el0mNz3NWL7jC22g/5QSKxz7Ag5OasCYpdk0seBrHx5P6bmGib+N+CPBmbkUaeBKWbmDxYNWCKRSCQSSQlqPoifoigNgZOAoyh2EEVRzgMBQogkRVHsgEghRPuy6iqumAC0aNGCGzduAOC1xgstfwTCs85pxrvNPuS3PTcfSn6zOiYoCuTnamnmaMUzMzsBcPbwDezaWhn4TcnPLeT47it0HuCAqZlUYCQSiUQiKYdaUUw6Ap8CZwEv4DjwOnBdCNGoWLkMIYR1Kfu/CLwI0KpVq05XrlxR8xYuXMisWX9YRl758RUiEyPV7e7Nu/NJ0CeAfhlxVdB9hBO/RSaSmZqrpg2Z0pEtH8Sq208+64yTry1m5iaY1/tjkq1Oq0PRKCT+nsG+ded4dnZn6jc09HeSfSePlKtZ2Ng1eGBPthKJRCKRPCbUimLiCxwFugshflEU5UMgE3i1IopJcf5sMcnLy6NuMd8eyZnJTNw3kUu3L6lpVnWs+DDwQ349cRbtlhY0bFKPzJR7Vda+8nh2tq9++fKOBADM6ppQkKs1KOPVuyVOnWwxNdew/t1f1fRxC7vz2/5EXLraodMJrJrUw8S0euPuSCQSiURSg9SKYtIMOCqEcLi//RQwC3DiIYdyAO7evYulpSUAU6dO5f3338djrUdpuwOwc9hOss+acjs5h8J8HUlxdzCro6F+wzpc/DX5IVpa/bT1bkLP0e2pZ/ngXmUlEolEInmEeHDFRFGUdsBKoKkQwl1RFE9gsBDi3XKPqigHgQlCiPP3lxYXTcxIKzb51UYIMbOsekpTTO7Xr/4WQpCRm0GP9T2M1nN8zHHMTUp/uWffyaNufTMiw8/z+5GkclpWO4Qu6MbZw0nUszDDI8AegJvxdzh76AYB/3BBo6mdgHy3rmRy/fxtrJrUY9f/fsO6WX06PNkcoQPXbnbUtdCvcirI13I3PbdW4hpJJBKJ5JHioRSTKGAG8D8hhPf9tNNCCPdyj6qfZ/IZYI7ei+zz6H2nfAu0Qu9V9lkhRHpZ9RhTTO7du0f9+vUBKCwsxMTEhKNJR3lh7wul1tPCogX/6vIvTBQTtsZtZazbWDRocH3CFdArN3naPOqa/jFMlHI1i2//749hFjsnK4a87s2uT3/jym9pWDerT8egVuz/8vfyuqNaqWdpRmu3JzCrY0LX4U5oC3TkZOZj0/zBlAChE/x+9CaO3k2oU6+kU7r83EI0GoXty09y/cLtMuty79mC01HX1e1Br3nRqsMTBmUybmajLRQ0trfgTkoOtxKyMKtrwuWYFHqObl/qUJYQgoRTqTzRwoKGjevx8+Y4Tuy5QpfBbfDs1RJdocDEXCNXVEkkEsmjx0MpJr8KITorihJTTDGJFUJ0rGIhjWJMMbkvi8G2v78/7ca240T9ExWuf7TLaELahzBkyxA1bevQrRxIPMDYDmNBgFarI+74Ldr5NUMpxTJxNyOXtbOPlFq/tV0DMpKyce/RArceLdi+/CTZt/MM26FR6DzAgeht8RWW2xiKRsG8rgl5OYVq2sSPenLp2C0AXLraIYSgsEBn9KX9zbyjZNzMAaDPeDcAnHxtyUy9x9nDSZzYfaXU/SpKM0cr/dwZMw3uPVvw7X9+LbP8uIXdyb9XiOUTdTE1M0Gr1fHJ5Mhyj1O/oTnPL3ryoWSVSCQSSZXzUIrJLuAVYIMQwkdRlBHAeCFE/6qV0ThlKSYvv/wyK1euLJH+9ddfU8e3DuczzhP+e/hDHf/U2FMk5yTTf1N/PJt4Ym9pz0ueL9HCsgWR1yIJaBmARtF/0QshOJZ8jCsXbjHEv1+FvtaFEKqCVZCn5W5GLmZ1TMjNLuDU/kTOHa7aoaUJ7z/FL1vj+S0ykdHzupQYWrl5+Q6bFh2v0mNWJX1fcGfPqtMVLj/hW9IzmgAAIABJREFU/aeoU186zZNIJJJHiIdSTBzRL/vtBmQA8cAYIURCFQpYJmUpJsUdrpWWpygKVzOvMmDzgAc+fpN6TUi5l2I0f4zrGLyaeDHjwAyD9M/7fk6npp3Ym7BXzds6dCttrNpU6vhp1+8S8e/oygteCRo1rU+TVpaYmCr8/vPD+YB51HDv0YKeo8ucXy2RSCSSmuXhV+UoitIA0AghsqpKqopSlmICJYdzili4cCEzZ+rn1eYU5PDW4bf44coP1SJjZTg25hh1TOpUah+dTpBzJw8L67rEn0olOyOXho3rcfd2Hg2fqGvgT6U28Aiwx6t3S6ya1OP6hQzu3LqHg2djNi89we1k/ZBQM8eGtO/SjKjwCzUqm2s3O3qNda3RY0okEomkTB7IJf0/y6pRCFFWHJ0qpTzFZNeuXTRp0oTOnTuXyEtKSqJZs2bq9m8pv2GiMUEndAgh0Aotz+16Ts2PDI5k+NbhpOeWOR/3oRnqNJS+Dn1pa9UWOwu7Kqs3P7eQVVMOANC0TUOS4zMfuK5uw5048t0lo/n9XnSnlfsT5Q5XZd/JI+aHq3j0bIFVk/pcO5fOoQ0XSb+RbVDOqkk9CvO1PBncDru2VuRk5tPY3oI9q04TF1O6xWrcwu6seeMwAC980APzuqbkZOYD8PvRJM4eukHfF9xp0tKyMk2XSCQSSfXyULFy2gOdga33twcBB4QQE6pSwrIoTzEpTvGVOgADBw5k27ZtZe5ToCvgVs4t7BrYqXNFAFLvpRL4beCDCV1JVvdZjZ+dX5XUlXu3gIvHknHv2QJtgQ4UyEzJxdRcw/ULt9m37hwAnr3sObUvsdQ6vINa0e0ZJ3RaHfn3tFw9m8YPn59l2HQfmjs1KnWfB6UwX4uiUcp0Ipd7twCB4OrpNH5aew7P3i15coQzAHdScqjbwEzOI5FIJJLHh4eaY7IXeKZoCEdRFEv0E2H7VamIZVAZxQTgzp07NGpk+PJMS0vDxsam0seefXA2SdlJTPedjtsTbiiKQuS1SF7d9yoA/w38L6/tfw2A3q16E+oWSscmHfFc52lQz5f9v+RkykmWHFti9Fg2dW1Y3Wc1e6/sZZzbOOqb1TdatjIs+GUBh64fYsvQLZhqDJf+agt0/LjmLJeO31LT/Ic64tOn9f9v777jq66vx4+/zr3ZexA2IUFUHGxEEBniqAMRR9W2Vqy1jqq1P9uq1X6tVWu1w1qrtqXu1eIoiLaKioCCoijKkr0SICGT7OSu8/vjXmJCJknuvYGc5+ORB/fz/nzu+3Nyr9578p7Nzj4yxhhjukCnEpONwEhVrQscRwOrVXVYl4bYikNNTAA2bdrEsGHfhDhp0iSSkpIYOXIkv/vd77o0PrfXjdPhbNTa4vF5KK0tZV3ROqYOmopDHKhqk4SlNZMGTGLWUbOYNmgale5K8qvyOSH9BKo91cRFxDUZW+Pxeaj11PK31X/jupHXUVhdyKw3ZtWfv+SYS/j1xPZsGt39eH1eSmpLyIjLAGB90Xqyk7OpcldR7ipnSPIQ9lXvY9meZawrWsft428nNsL2HDLGmG6qU4nJXcClwDxAgQuBV1T1ga6MsDUdSUxam60D8M9//pNrrglZb1S9KncVz69/nidWP9Hpuk4dcCpPnP4EZXVlzFk7hxe+fqH+XGxELDWepnsDfXTZR6TENG5NcnvdFNYU0juuNy6vq0lLTVldGe/seIdRGWPJTh5CVAtdLm6vm4e/eJgXN7zIOVnn8Pupv2/2ut0Vu+kT34dIh7/rJbc8l3PnncuNo27k+pHX119X4args/zPqHZXc+eyO+vLEyMTqXBXcObgM/lo90fUemub3APg+pHXc83waw55oLExxpig69ysHBEZA0wOHH6oql92UWDt0pHEBGDFihVMnDixxfPPPPMMU6ZMYdeuXeTn53PBBRewevVqkpOTSU5OZsCAAZ0Ju1Wqisvn4vP8z7lr2V0U1xYH7V4Hm3nUTBZsW8CQ5CFMGzSNp9c93ej8mivXICJ8vmYx93z8J3bFNl5Mzb1/DLX5FwCCI7qQ+Oy/NnufG0fezORBk6h2VyMIb67/mrkb3iIy0T/G5feTH+GTvKXM2zqvyXPnzpjLQ589xKqC9i+U15IXznmBUb1Dth6gMcaYtnWqxSSzuXJVzelkUO3W0cQEGm/2d6juuOMOHnjggRanI3el9cXr+fXyX7OpdFPQ79XTfCvrW/xxastje4wxxoRcpxKTtfi7cABigWxgk6qe0GXhtaEziQnAnDlzuO666zr03MWLF7N27VpycnKYOXMmI0eOJCkpqcOxtIfb5+argq94+POHWVfc/hVOW/L2RW9z8wc3s3V/y1N/j2TfHfZdfnnyL8MdhjHGmG90foG1+if4u3WuU9WOfdN3QGcTE4BVq1YxatQoHA4HDzzwAHfddVeH61q+fDmnnHJKp+Jpry8LvuTKt69kzplzmNh/InPWzGFRziK+d9z3uGtZ49/hnYvf4VfLfkWZq4wtpVsAeHPWm2QlZ7W583K4eWsG4Izd0+L5qu0/ARxE9XqPyKT1RBCLB/8Ymj9N/RP/2fofbh59Myek+/PlN7e9yZ3L7mRkxkjmnDmny2Y4Naes2s3fP9zG/zvjmBbH3xhjjGmk6xITABFZpapjOhXSIeiKxORg77//PmeeeWaHnz9jxgx+85vfMGZMyF6GJjaXbub9Xe8zKmMUpwz4JlFyeV38b8f/uOCoCxp1Q7m8Lsa+OLZJPdcMv4brR16PU5zct+I+/rPlP02uqdxyB+qN49q4Z3ht4E7cjm/+u6krmop6E/BWDeGMqI94t+Jyonu/RWTqCsThaVTPGcXJ9PbWsbVmFEvkOJyxOXhrB+GtHIYzfhP4IvG6+pB4zH0AVGz6DfiaGbwqbmL6vYareAqv/OASxmU1ngquqhRU1NEnKabpc1tRUuUiLT6KWreXCIcQ4WycaGzeV0FZjZtxg1NZsHov55zYj2N+9TYA8VFO1t/beBa9y+OjxuUl2dZYMcaYhjrVldNwBVgHMAZIV9VvdU1sbQtGYtLQyy+/zJQpU4iLi6O2tpYvvviCmTNntvv5LpeLyMjD44untLaUuMg4op3RlNSWkBqd2uYYGu/WJVS/cDmJUgOn/xoKvkan3MbHuUvI9CgLFixnguNrxjq2NHpesSay1JHFzihhccQgzq3byw0e/7hpVbjYdQ+r9BgALnAs596J4CjazPBNPwBxIw4X6o1vEk9rPr3zdH773w0sWL23UfmFowfw58uaHwBb6/Yy58PtPPvxTkqqXPXl8VFObpp+NM99vJOzT+zLsx/vbPP+4wan8vmuUgBW3nUGt722msWbCkmNi2TqMRlMP64PVXUeymrc/GBSFtERbW/yaIwxR6BOJSYNF77wADuB11W1+TmaQRDsxKQ5lZWV3Hrrrfzzn/9s89rjjz+ehIQEPvvMv9HeAw88wE9/+lNiY4+gdTSqS2B/DvRv5svdUwf39/Y/Pmo6bPvA//jHK+CJCf7H5/4R+o2Cd26HPd/sXPyGdyJveSfy98g/45Rv/lv8xHsc27Q/v/L8sEt/jY33nU2EQ/hwSyHH9EnkP1/s5uH3t7T9xCDZ+WDHN5c0xpjDWKcSk2+r6qttlbXw3J1ABeAFPKo6TkTSgLlAFv4k51JVLW2tnnAkJgdTVTweD/fffz/33ntvu55zww038Oijj+L1eqmrqwv6oNluqaoYSnfAwHGNyz11sGcVPNP6AsJVGs3Frt9wd8TzPOc9i+sj3uQ293Vs0YFBDDp0vvjVGaQntHOdFa8bdq+EQYFkD4Wa/bDxLTjxIoi2/YCMMYeNTiUmTcaTtHeMSSAxGaeqRQ3Kfg+UqOqDInIHkKqqt7dWT3dITBpqa/G2lixfvpzBgwczYMAAXC4XUVFRQYjuMHRP8iE/5WH3xUxyrudYyeXX7qt4wzcpCIG1z3Gyk4dmHcfMeU0XtGvLtpk7cU64ARytDJr1uOA/P4Kv57de2bl/hPK9EBUHw2aAMwrSjwKvB3I/hcwJ8PKl4K6BCTdAv5GQ0uxqAMYYE2wd2sTvHOBc/Ku+zm1wKgk4XlXb3HGuhcRkEzBNVfNEpB+wRFWPba2e7paYNNSRNU7GjRvHgd/H7XYTERHR5Bqfz4fb7SY6ugesWuqpA/XB5negaAss/q2//MaVUJkPz53/zbX9x8De5hddu9J1Ox/6RpJANTOdHzNYCkilgqe857BJ2/4Cvt65gAJNJVkqqSGaTb5BDJRCbouYy8/d1+EQ5V9R/tjqNIIPfKN53TuZf0Y+jAgs9o7iB+7bmq172gClrLqOL0u/GYz7ROQjnOv8DCbe5O/eyvkEblkDcWnw1q3QexiMvxa+ehnebr7eNo2/Dj77R8vnb90I2xZBymDoF9guYeFdcOa9/jiMMSY4OpSYjARGAfcCdzc4VQEsbqv7JVDHDqAU/zoo/1DVOSKyX1VTGlxTqqqpzTz3WuBagMzMzLG7du06+JJuwe12c+mllzJ//nyuuuoqpk2bxlVXXXVIdSxcuJCzzjqrUdm0adNYunQpe/fuZf369SQnJzNixIiekagczF0Death4Hh/y4Kq/8v6jR/D2Q/BST+EnBXUbl5MwbavyKzdCOWNpx571MGvPFfzb+/0RuU/i3iFSo3hPOenjHDs6NKwVeFD3whGObaRLFVdWndI3FMW7giMMUeuTnXlRKiqp9WLWn5uf1XdKyK9gfeAm4EF7UlMGurOLSbNWbt2LUVFRUyfPr3tiwPKy8txu90MHDiQmpqWuwTuvfde4uLi+PnPf05GRgZ5eXkd6lY64nnd4HVBwUZ4cjrEpkJNKTt8fYkWF/2lxH/dlNvgxIuheAvMvaJpPd99BV6ZDc3sO3TEs8TEGBM8HWoxeUVVLz1o5dd6qtr+bXL99d0DVAI/4gjqymmN1+vloYceYuHChVx11VVcffXVQbvX6aefzmmnncZdd93F/v372b59O8uXL2f27NlERkYeWTOEDlVtGcQkQ3keVBXC129ATQmMmd10ltGW9+CNm2Dij/1dLI6Dkj53Lbz2A9j0P5h0CwyZBiXb4b8/A3GCev3Xjbgc1vy7a3+PEy+GmY/5x5BUl0B1McSl+5OuXR9D/lpY9BtwV3f+Xlcv9I9JMcaY4OhQYtIvkDwMbu68qrbatyIi8YBDVSsCj9/D3y10OlDcYPBrmqq22oF+uCYmB7v99tvxer1MmTKFk08+mb/85S/87ne/C2kMTzzxBBkZGdx99918//vf59Zbb+3y7qGcHP82SpmZmfh8Pj766COmTp3apfcIK1cV5H4GR53W+nV1FfC7g2YPiQN+tBienwkTbvQnNk+fBVmT/UlT4Ub/dXG9oLrom+ed8wc4+dr2x1izHz55HPK+gt7HweSfQVSCfzxP6U4o3AD562DZw/7rkwZ80/112Utw3Iz238sYYw5dp7pyHjp41kxzZc08bwhwYNvYCOBlVf2tiKQDrwCZQA7wbVUtaa2uIyUxOZjX62124Guovf7668ybN4/+/fvjdrv585//DPinSOfl5bFw4UKGDBnC5MmTGw323bJlC2vXruWiiy6qL8vNzSUz0z/Q9KijjmLatGk89dRT/OQnPyEjI4M777yT6upqNm/eHNZVc0OubA+8exdc8DhEtbBonCps/K9/EGpKJvh8kL8aep8AETaDyxhzROny6cJrDrUrpzOO1MQE4IsvvuDCCy8kNze3vmzWrFlMmTKFH/3oR7jdblJT/UNwrrnmGp566inA3xpxoGUi3D799FM++eQTsrKymDVrVrufd9111/H3v/89iJEZY4zppjrUlXMD8GNgCLCtwalEYLmqNjNSMDiO5MSkocrKSrxeL8nJLa/rkZubS3p6OnFxccydO5d3332XBx98kF69euEIrIVxxRVX4PF4+Pe/u3iMQxAUFRXhcrn405/+xPe//30KCgrqZyjl5OQwaNCgMEdojDEmCDqUmCQDqcDvgDsanKpoq+ulq/WUxKSzVJUPPviA6dOnIyKoKiUlJSxatIjvfOc7vP/++zzyyCMsWLCAk046iZUrV4Y75HY588wzWbhwITU1Nbz77rtMmzaNefPm8eKLL/L+++83u5bMjh07iI+Pp3fv3mGI2BhjTBs6v7twYMpv/epQqhqyfgRLTLqez+dj37593H333Tz55JMAZGdns2PHDkpKSkhLa7y41quvvsq3v/3tdte/du1ahg8fDvgH/b755pt8/fXXXRJ73759yc/PByAqKoqampr61iKXy0VsbCw+nw+A73znO3zwwQcsWrSIE044oUvub4wxptM6NcbkfOBhoD9QAAwGNqhqyD7lLTEJvdLSUnbv3k1NTQ3jx/sX+a2qquLDDz/k+OOP56abbqrf4PDhhx/mD3/4Q/1zq6qqiIuLa1LnihUrWLFiBZMmTWLo0KFNkp/OiI+P52c/+1mr+xipKm+99RY7duzg5ptvxuPx4PP5bGsAY4wJvU4lJquB6cD7qjpaRE4DvqOqhzB3sXMsMTk81NbWEhMT0/aFAfPmzWs0o+eAG2+8kcrKSp577rmuDI/jjjuODRs2ALBgwQJmzpwJwEknncR7771HcnIyHo+HVatWMX78eGpra3E6nURERHRo6wFjjDEtavFDtZWdw+q5VbUYcIiIQ1UX41+q3phGDiUpAbjwwguprKzk9ttvZ9++fTz66KPceeedPPbYYzz77LMsXbqU9evXd1mLxoGkBKhPSgBWrlxJSkoKIsI111zDySefTFpaGrGxsURFRXHJJZdQWFjIZ599Vr8q78aNG/niiy/q66irq8PtdrNmzRqGDh3Ko48+yrZt25qs4ltcXAxQ3xVljDHmIKra6g/wPpAA/BX4F/AX4OO2nteVP2PHjlXTc9XU1OiKFSu0pqZGCwsLdcyYMbpgwQL1er367W9/W/GvTFz/88wzz6iq6r333qsDBw7UiRMnNrmmMz/l5eX1jwcOHKhjx45t8zmTJ0+uf3zFFVcooAsWLFCPxxPeF9cYY8Kjxe/89nTlxAM1+FtXvgckAy9qCGfmWFeOaY2qcuONNzJhwgQuu+yyJivZut1upk+fzrJly8IUYevKysrIzc21wbnGmJ6k87NyGj1JZLmqTupUSIfAEhPTFT799FMiIiLIzc3lq6++4pZbbmHlypV8+OGHfPTRR3z44YfhDpHLLruMq6++mrPOOot3332XJ598kh//+MdMnjzZNms0xhxJujwxyVXVkK18ZYmJCYUXXniBK6+8kl/84heMHTuWb33rW6SkpHD//ffzf//3f+2u5/zzz6euro533323w7GsXr2akSNHNip78sknWbRoEf/4xz/w+XwkJyfj8/nIy8tjwIABHb6XMcaEQZcnJjmqmtmpkA6BJSYm3PLy8lBVbrvtNl566SVef/11srOzSUxMZP369Zx11llNdnD2er1s2bKFIUOG8O677zJjxgzefPPNRgNvu8rbb7/N2Wef3eX1GmNMkHRo5dem8zi/qezvqprRBYG1iyUm5khSUlJCYmIikZGRzJs3j2uuuYaSkq4bshUREYHb7e6y+owxJgg6NF34/BZ+ZgBvdWV0xvQkaWlpREZGAv4p08XFxZSVlZGXl1e/s/MBN9100yEPivV4PERHR/P00093WczGGBMqHerKCTVrMTE9SVFRESeddBITJkzg5ZdfRkTYunUr//vf/5g2bRqPPfYYixcvZuvWrW3W5fV665frN8aYbqRrx5iEmiUmxjRVVFREaWkpSUlJ9O3bt9VrD4f/z40xPUqnVn7t3J1FnCLypYi8FTjOFpFPRWSLiMwVEduoxJgO6NWrF0cffTR9+vRptDjRq6++2uTa//73v3g8HjweTxgiNcaY9gtFG+8twIYGxw8Bf1bVo4FS4IchiMGYHuOSSy4hNze3UdmMGTMYOHAgY8eODVNUxhjTPm0mJiISJyL/JyL/DBwfLSIz2lO5iAwEzgOeDBwL/g0BXwtc8hwwqyOBG2NaNnDgQHbt2sWll15aX7Zv3z7WrFnDb3/72zBGZowxrWtPi8kzQB0wMXC8G7i/nfU/AtwG+ALH6cB+VT3QnrwbaHZlKBG5VkQ+F5HPCwsL23k7Y8wBmZmZzJ07lylTpjQq/9WvfsUFF1wQpqiMMaZ17UlMjlLV3wNuAFWtoZVBKwcEWlUKVPWLhsXNXNrsqDxVnaOq41R1XEZGyJZMMeaIs2TJkiZlCxYsQER4/PHH2b9/f+iDMsaYFrQnMXGJSCyBBEJEjsLfgtKWScBMEdkJ/Bt/F84jQIqIRASuGQjsPdSgjTHtJyJUVVWRn5/fqGsH/OukpKamhikyY4xpqj2Jya+Bd4BBIvISsAh/90yrVPWXqjpQVbOAy4EPVPV7wGLgksBls4E3OhK4Mab94uLi6NOnD3PnzuWBBx5ocn7dunVhiMoYY5pq1zomIpIOTMDfFbNCVYsO6SYi04Cfq+oMERmCvwUlDfgSuEJVW22BsXVMjOla8+fP58ILL2xU5vF4bAdjY0yodHyBNREZ00xxGbCrwSDWoLLExJjguOmmm3j88cfrj10uV/1y+cYYE0SdSkxWAGOANYGKTgw8TgeuV9WO7+3eTpaYGBM8/ln8jVnriTEmyDq18utOYHRghsxYYDSwDjgD+H2XhGeMCZt//etfTcruueee0AdijDG0r8XkK1Ud1VxZc+eCwVpMjAmu2tpaYmNjG5XZ/jrGmCDqVIvJJhH5m4hMDfw8AWwWkWgCa5sYYw5vMTExeDwe7r//m7UTX3nllTBGZIzpqdrTYhIL/Bg4FX+Gswx4AqgF4lS1MthBWouJMaFz9tlns3DhQgBWrlzJuHHjwhyRMeYI1PHBr92BJSbGhI7P52s08LWkpMQWYTPGdLVD78oRkbUisqaln+DEaYwJN4fD0WgKcVpaGh5PSFYGMMYYIlo5d2AH4RsD/74Q+Pd7QHXQIjLGhN2Pf/xjKisruf322wGIjIxk586dZGZmNju92Bhjukp7xpgsV9VJbZUFk3XlGBN6qkp6ejqlpaX1ZePGjWPlypVhjMoYc4To1KyceBE5tb4mkVOA+K6IyhjTfYkIxcXFjco+//xzfvGLX4QpImNMT9CexOSHwOMislNEduCfkXN1cMMyxnQHIoKq8vHHH9eX/fGPf6Surj0bjBtjzKFrMzFR1S9UdSQwAhilqqNUdVXwQzPGdBcTJ04kNze3/vjKK68MYzTGmCNZa7NyHmnw+BZVLVfVssDxsyGIzRjTjQwcOJA33ngD8C++VlJSEuaIjDFHotZaTKY0eDz7oHMjghCLMaabmzlzZv3j9PR0CgoKwhiNMeZI1FpiIi08Nsb0YMuWLat/3KdPH8rKysIYjTHmSNNaYuIQkVQRSW/wOE1E0oA290MXkRgR+UxEVovIehH5TaA8W0Q+FZEtIjJXRKK66HcxxoTApEmTOO200+qPU1JSqKwM+s4UxpgeorXEJBn4AvgcSAJWBY6/ABLbUXcdMD0wcHYUcLaITAAeAv6sqkcDpfhn/RhjDiOLFi1i9uxvengTExOxtYaMMV2hxcREVbNUdYiqZjfzM6StitXvwJ9RkYEfBaYDrwXKnwNmdfJ3MMaEmIjw7LPPct9999WXnXTSSaSnp3M47L9ljOm+2rOOST0RuecQr3eKyFdAAfAesA3Yr6oHNt7YDQxo4bnXisjnIvJ5YWHhodzWGBMid955J7/5zW/qj0tKSnj++efDGJEx5nB3SIkJMLPtS76hql5VHQUMBMYDxzV3WQvPnaOq41R1XEZGxiGGaYwJBYfDwd13381LL71UX3bVVVfx6quvhjEqY8zh7FATkw7NzlHV/cASYAKQIiIHNg8cCOztSJ3GmO7ju9/9bqMunEsvvdRm6xhjOuRQE5Ox7b1QRDJEJCXwOBY4A9gALAYuCVw2G3jjEGMwxnRTl19+ef3jlJQUli1bZgmKMeaQtJmYiMgxIrJIRNapqk9ERojIr9pRdz9gsYisAVYC76nqW8DtwK0ishVIB57qzC9gjOk+XnzxRT744IP648mTJ5OSktJoHIoxxrRG2hpBLyJLgV8A/1DV0YGydap6YgjiA2DcuHFqUxGNOXw8+OCD/PKXv2xSXltbS3R0dBgiMsZ0My0ODWlPV06cqn52UJmn2SuNMQa4/fbbueuuu5qUx8TE2DL2xphWtScxKRKRowjMnhGRS4C8oEZljDmsiQj3338/qkpOTk6jc3369EFEWL9+fZiiMyZ43D6l2uurPy5xe1hdUU1tgzLTuoi2L+FGYA4wTET2ADuAK4IalTHmiDFo0CBcLhfDhw9n06ZN9eUnnngiffv2JScnh8jIyDBGaEzXuejLrawsr6JfdCR5de768sUnHctxCbFhjOzw0WaLiapuV9UzgAxgmKqeqqo7gx6ZMeaIERkZycaNG3nssccalefn5xMVFYWI2MJs5rCys6aONwpKeXJ3IccvW0vfxV/Rd/FXrCyvAmiUlABkRFny3V7tGfz6APD7wFokiEgq8DNVbc/MnC5hg1+NObLMnTu30dTiAx599FEGDx7M+eefj4htam7Cq8rrxasQ53DwRkEpDhEey9nH+sraQ6rn7F5JPDu8zZ1cepoW/wdvT2Ly5YHZOA3KVqnqmC4Krk2WmBhz5HG5XC3O0Pn73//OddddF+KIjPHLr3OzqLicn23K7dDznx+ezTtFZVzaN40JKQldHN0Ro1OJyRrgJFWtCxzHAp+r6gldGmIrLDEx5sikquTl5eHxeBg8eHCT89u3byc7OzsMkZkjkdunKEqU45tRDKpKldfHM3uKmJKWyJfl1dyxeXe763QAN2T25q4h/XBYK9+haPHFas/g1xeBRSLyDP6ZOVfj3xXYGGM6RUTo378/AHv37q1/fMCQIUM4/fTTee+996xrx3RYocvN4pKHRYADAAAgAElEQVQKfrIhp9Xrfru95QmnAlzcJ5ULeqdwRnqS/fcYRG22mACIyDnA6fjfm3dVdWGwA2vIWkyM6TleeOEFrrzyykZld911F/fff3+YIjKHA58qeXVuYp0OFheXs7qihjm7O74zfbRD+MuwTM7vnUKFx0tKZHv+jjeHoONdOd2BJSbG9DxPPPEEN954Y6Oy/fv3k5ycHKaITHf1RkEp163f1ak64p0OqgJrjcwbPZSJNjYk2A49MRGRCgKLqjVTmapqUtfE1jZLTIzpmXbt2kVWVlajsh/96EfcfPPNDB8+PDxBmZD7urKGe7buYXpaEvs9XuKcDh7L2Ue559AWLVsy/liyY6P5bH8VXpTJqYk4rUsmXKzFxBhzeHK5XAwbNowdO3Y0Kv/JT37CI488Yn39RxBVpcLrIynCSbnHy9uFZTy1u5A1lTWHVE9ShIOHjhnkHwsC1PqUaIeQGOEMTuCmIywxMcYcvnw+H/fddx/33HNPk3NLlixh6tSpoQ/KdFpOTR0lbi8JEQ6WlVYe0myYhp4fns2U1ERinO3ZZcV0E5aYGGMOf3l5eVx55ZW8//77jcpt1+LupdLjZW1lDfFOB/2iI4l1OPh4fyXrK2t4aEc+faMiyXe5266ogXN6JTM9PZEd1S6+1z8Nl0/Jio0m1pKRw5UlJsaYI4fb7SYqKqpR2eHwWXYk86rydWUN167fyY4aV5fUeXRcNGOS4nngmAHEO60b5gjTqXVMOnZHkUHA80BfwAfMUdW/iEgaMBfIAnYCl6pqabDiMMYceSIjI6mpqeGVV15h9uzZgH9NFEtOQqfI5WFjVQ0RIsz6cmun6hqRGMuV/XsxNimOzJgoCt0esmKtBaynClqLiYj0A/qp6ioRSQS+AGYBVwElqvqgiNwBpKrq7a3VZS0mxpiWHHPMMWzZsgWA1NRUSkpKwhzR4WlJSTm3bszltLREBGFvnYvM2GjcPh8X9knly/Lq+gXIBsZEsru27a6YOKeDaq8PAcYnx5MRFcFfjxvMPpcbn0J2bJQNXu65wt+VIyJvAI8Ffqapal4geVmiqse29lxLTIwxLVFVHA2WGL/xxhub7GJsmretupZLvtrWZCfcjjorPYm7h/anxOVhVFJco6XfjTlI6LtyGt1dJAsYDXwK9FHVPIBActK7hedcC1wLkJmZGYowjTGHIRGhrq6ufvDr448/zv79+/nrX/9KampqmKMLnS1VtWysqmVEYiz9oiPZVl3HwJgo3ijYzx925LHP5enye56XkczGylreHHs0aQ1XRo3r8luZHiToLSYikgAsBX6rqv8Rkf2qmtLgfKmqtvrpYS0mxpj2OLhboKSk5LBLTqo8Xqp9PnpFRlAdWIm00uvj6T1FHBcfw4qyKp7dU9Tl9z0pKZ5zM5JZX1lDpdfLrN6puFR5q2A/W6pruT27H+OS43H5FKfAYBsDUq+iYgP5+fMYOvR2RPyDdD2eKjyecmJi+oU5um4rPC0mIhIJvA68pKr/CRTvE5F+DbpyCoIZgzGm53C5XI1m66SlpXXLAbFeVTZV1fJyXjHLSys5v3cKZ6YnUeL2ctnqbUG999Fx0Wyprqs//vKU48mIjCTC0fz3xKV904IaT2f4fG4cjshO1aGqiAi1tXvx+VzU1OzC4YglNXV8k2u93lpUPUREJFBTk8OmzfdSXLy4/nxO7lMkJY2mvPzL+rLjj/sDffteaGNpDkEwB78K/l2IS1T1pw3K/wAUNxj8mqaqt7VWl7WYGGPay+12c//993PvvfcCcO655zJ//nwiIzv3BdYVCurceFFGf/x1UOqPdQgnJyewpLSCGRnJLCmp4J8nZNErKoJIhzAsPrb+2i/LqxmVGBvUL8wD3y8t3aOqajsuV1GzSYDHU0F+/gK83kpycp/G5SriuOMeok/v83E6o9lX8D/WrbsZgKFH3UZJycf0H3AZEc5Evt7wC1yuQvr2uYABA75Lbe1eNm76P7zeyvr6Bw74Prv3vNDm75CdfQs7dvylI79+vaOOuo2swdd1qo4jUOgHv4rIqcBHwFr804UB7sQ/zuQVIBPIAb6tqq0Oo7fExBhzqF599VUuvfRSAC644ALmz58f1Pu5fD4iRNhRU8fPN+Vyed90PiqtINoh1PqUgTFR/GXXvkOqc2RiLJurahkQE8Uvh/RjcIx/FsvuWhff6hX6zQw9niqKS5ZSWLCQisqN9Ol9LllZN1Bbu4ecnKdIThlHXGwWiYnHU1a2ilVffg+Ayad+ikgUNTU72bT5XkSclJV1/DPd4YjB56vtql+r0+LjjwGgqmpzs+eHZP+U7OybQxnS4SD8s3I6wxITY0xHTJgwgU8//RTwbwjYmYH0PlWqvD4cQHyEs1FrwEPb8/jzISYdIxJjyYiMZM6Jg6n0+PjpxhyGxkWTX+fhieMHU+hy0y/aWT9m4YCqqq1UVW2ld++zG5WrevH5PDid34z9qKsrYM/euWQNvh6HI5Kamj3s3/8plZUbcTii6dXrNJKSRiLipLx8DV5vNfHxQ3E6E3E6o8nLn8/XX/+sYy9YNyUShWrTBeDS00/jqCG3kp8/n/1ln1NevrrZ5zsc0aSnTaGiYj1JyaM4btgDREQk1p9XVVQ9OByR+HxuKis3kpRkG042wxITY0zPo6qcf/75/Pe//60/7oh5+0q54etdXRbXjDThsWMzQBzsL/0Mj7eSfn0vAnw4nXF4vXUsWXp8o+eIRKDadGbNCSc8QlXVVnbubDxFOjX1FEpLP64/Tk4eS1nZF132O3SV2NjB1NT4X9uDk4Yxo1/G4YgiPn4oDkc0+fnz2bDxlwA4nfFMPvVTVL2UlX2B0xlPdfVO4uOHEhPTj9raPGpr91BXl09S8iiSEkcgEoGI4HaXsn//52RknNlqbKrKvn0LSE2bRHRUr+C9CD2TJSbGmJ6poqKCpKSk+mOfz9eucRW7a11Ue7zctDGHNRXt3932Jn2YyYOmsiv3OSpIYgC5JFCJiyii6Zql2sPp2GPvo3fGWURF9cLlKuKjZScDMGLEHOJiB1NXt4+qqq3ExA4kNWU8Hk8lu/e8SGHhuxw99E4SE08gMjK1U4NWfb46RCIRsXVSDmOWmBhjeq6dO3eSnZ0NwNKlS5kyZUqTaz4oLue7a7a3Ws/VGbUUFS1hgfq7UVK1mAHsZjZP0p+9XR73wa0eACkpJ5OSMo7du5/H46lodO6oIb+grHwVRUWL6stGDP8ba9beUH88/bStVFXtpaLCAXzK1xu+6aqZOOF9ampyKSxaRNn+lQwZ8lMyMs7q8t/LGCwxMcb0dI8//jg33XQT4E9UBg8eXH+uyuPlqI/WtvjcOK3iEa4nnupOx+FyRbM790TiE0rw+ZyUlfXBVReHiI8xY2OAbbjdG0lMvJ30tNMZPHgwERERlJSUsHPnTjZt2sSmTZvq67vqqkv53/8epKAgm169Mjj11FPp1asXUVFR5OTkkJSURFlZGcXFRaxYsYKDvw/uueeeJjFWVlayfPlyevXqxZgxY1psYXK73ZSXl5OWlkZZWRnr1q1j/PjxOJ1OtmzZwqBBg1iwYEF9vN/5znfo378/iYmJVFdXU1lZSe/evcnJyWH37t1UVVWRkpLCuHHj8Hg8lJSUkJaW1i1mVJkuZ4mJMcY0/II9//zzWbBgAQB9F3/V5Nos3cYNPEovioih8QyQ6qoxxMWvAsDrdbJ37zDy84ZSW+sfBJmRsZPKyjRqarpm5ky/fv3Iy8vrkrpakpmZyaRJk4iOjubZZ59tcv7UU09l2rRpOJ3+gb/bt2/nxRdfDGpMDU2fPh2n08mXX35JfHw8GRkZ9OnTh4iICEaPHh2yOEyXscTEGGMKCwvp3fubXTCee+45HKNr+XmRfx2Nx/WHpLCf8vJebN1yMjU1icTFlVNZmU5UdBWxMZWUlfXp8P1n1Y2nVlz0H52Nb18tFXtK+CpiJ9uchzajpzn9+/dn7972dSf169ePqVOn8u9///uQ75OZmUlOTs4hPy/YBg0axAknnEBiYiIFBQVUVlaSnZ2Nw+GgsLCQlJQUhg8fTn5+Prm5uRx99NFs3ryZAQMGEB8fT0qKf0Fyh+3vEyqWmBhjDEBpaSkjRoxg9+7dREdFkPLOSgBu13sp+3A4rXxeNpLoi+EC13hi8Hcz+PBRIOWkawKRgUW163CjKDFEtVZVPR9KkZTTv08/HLGRVAyCFz7zL5o9btQYZsyaia/WgyPmm0W7Dyy7f6A1qLCwEFWltLSU7Ozs+i/iU045pUmXTHV1Ndu3b2fFihXs3r270bnZs2czaNAgVqxYQXFxMV9++SXNGTp0KBUVFSQkJHDBBRewYcMGjj/+eKKionA6nURE+GP1er0888wzqCq1tbWkp6czZMgQ3nnnHS6//HKysrIoLy8nKSmJ119/nTPOOANVZdOmTSxevLjZewfDRRddRHp6Ovn5+axatYoZM2bQr58tKx8ElpgYY0xDIsK33nuSr5xjGaJbOW/FZ7hdcWSTzuSsCcioZJIHppOckoJ7fw2RUZHURXipKanE90kJdV8UNqov+phUEicPoOipdQD0uXUskb3jcBdWU72qgKQzBlO3tZSiZ9bXPyeyfzzq8uEpav+snwN6/2Q0EuUksldsq9epT0FBnK0nXG63G4fDQW5uLn369CE2tnG9OTk5uN1uXnjBv1rq7Nmz6wcUh8KBpePBn+SICCJCUVER8+bNa3drUUc5nU7OOussBgwYQK9evairq8PpdJKQkBDU+x7BLDExxpiG5vxjDncf4+/C+fmK53DlVhBZVozD42bYpKlsXL6U6/72HAlp6UGPRb3q/5hW2L9gK1Wf5rf7uY7ESGKHpZM4bSCO+EhqN5cSnZ2Mun2IUyh6/mvU5aXvz8Z1TawNEoTuprS0FKfTSXx8PA6HA5fLFViLZB8RERHMnz+f0047jWHDhrFhwwYSEhJITk7mk08+YdWqVbjd7kO+5+jRo8nJyaG2tpZZs2aRnZ1d30p0gNfrxel0tlBDj2WJiTHGNKSqDDtqMMcPP46Zsy7nuKRYlr/S+mDOIWPHM+vnv0JCNA7B5/JSt6UU9fio+nwfdVv240yLwVvSseXYe98yBokQIjPiujjSI4Oq8sorr9CvXz+mTJmCy+WqXzl40aJFbTy7qaFDhzJ58mSeeeYZAP7f//t/JCYmIiLk5+fTt2/fNpM8r9eLw+HotslgJ1hiYowxB9u3bx99+/YFYNu2bQwZMoR/3X0beze1vsneT557jciYGNx1taAQGRMTinDr+eo8VCzZTe2GYtz5HZvCHDUokajsJBxxkUT1TyCyfzyu3ZXUbSklsn8CjpgIfFVuJMb/l37ciIw26/QU1eDaXUHcqN5tXnu48nq95OXlkZuby+rVq8nPb3/rVmtGjBhBUVERZ599Nlu3bmXZsmX4fL7685dccgnHHnsstbW1JCYmtlJT927VasASE2OMaU7DD3BVxetxs/jZOQwePprdG9eTeeJI5v/+3lbrSEhNY+r3f8ixp0wJyxeCqlK9qoCyd3aSNH0QnsIaEqYMIP/BlSSdNZjKj/fiqzz0bormpF50NPHj/cnc/v9up/KjPTiTo0iZeRTFL2yov27AA6cijm7/5djlNm/ezMsvvxySe82cOZOamhoGDx5MUVFRk40qr7jiCoYOHYrb7Wb9+vXMnz+f6dOnc/TRRwOQkpJCTExMuJIYS0yMMaY5u3btIisrC/Cv1fHRRx+1eO2WTz9mwcMPtF6hCKf/4HpGfeu8Loyy81SV6pX7KP3PlpDdM2ZYGsnnZlOxJBdncjSogtNB7cYSojITQcER7SRh0gCcSe2buXQ4cbvd1NbW1g8kXr58OWvXrmX//v2cd955+Hw+BgwYwN///vdW6+nduzcFBQVBiXH8+PGMHj2aF198kdTU1PrZWZdffjkLFy6kX79+XHTRRfXTqLtwOrUlJsYY05KlS5cybdq0+mOPx9PiYEWvx8PrD9xN7vo1APTOPoqCHduavTbzxBHMuu1uqsvKSO7d8fVPgsVb4cK1q5ya9cUA+KrdJJ+TjXoVX7WbyP4JuHaUUbe9zD/O5bO2uy2ispNw7SjvkvicaTEkTOyHO6+K+PF9ccRE4C6oJnZ4r8Ohq+KQqSpr166lf//+9OrVq74rx+Fw4PP5KC0tZfXq1Xz44Yct1nHeeedRV1fH+++/H7Q4p06dytKlS+uP09PTueqqq9rsYjqIJSbGGNOaRx99lFtuuQWA1157jYsvvrjV6911tTgjInE4nVSXl7F30wbe+OP9LV4fFRvHlO/9gJFnntOlcYfage4bgMTTM0maPghvpZu6zaXEDEvDmRhF7eZSip5eF/RYks7IxBEfSdVn+ahXSb1oKNFZXbPabnd34Lvb5XLxySefkJWVVd/yd4DP52PPnj1s2rSJY445hszMTFSVpUuXMmjQIDZt2sS2bdsoLi7ukpjuvvvuQ2lRCX1iIiJPAzOAAlU9MVCWBswFsoCdwKWqWtpWXZaYGGNC4cwzz6z/S7O9uxA3VFddhdftpryokI9efoacdWuave7b//cAmSeO6HS83Zm6vXjLXJQvzsVX6yH1wqF499dRtTIf9SiJpw0islcsVV/sw1fpouztnQBEH51C3Zb9nbp37xtHETXokP567/E8Hk/9NOeCggKKi4vJzs5m6dKlfPLJJ+2q46abbqJXr17tvWVYEpMpQCXwfIPE5PdAiao+KCJ3AKmqentbdVliYowJBY/HU79h3LRp0/jggw861WVQXlTI5hXLWPrCU82e//GTLxObmNTh+o9UPpcXdfvQGg+OhEh8NR7K388hYUI/atYXUbFkd9uV4F+ELrJPfJuLy5n2c7lcrF69mtGjR+PxePD5fHg8HvLz88nKyiIqqt1jhcLTlSMiWcBbDRKTTcA0Vc0TkX7AElU9tq16LDExxoRKTEwMdXV1AHzwwQecdtppXVJvUe4uPn/zP6xf2ng9jKse/hvpAwZ1yT16CvUptV8XU726kORvZRHRKxbP/lry//A5eJt+p0m0k6iBCUiUk8SpA3tMd083120Sk/2qmtLgfKmqprZVjyUmxphQaTiL4uyzz+btt9/u2vqrKnnlnjsozNlZX5aQmsaZ193MkNEndem9eiL1+Nj3yKpWl/nv9aPhxByV0uJ5ExKHX2IiItcC1wJkZmaO3bVrV9DiNMaYhoqLi+v7yjdv3ly/7kNX+tNlM5qU3fTMXKLj4rv8Xj2RO7+Kwjlr8FV7mj0vsREM+PXEEEdlGmgxMQn1/s77Al04BP5tcWK2qs5R1XGqOi4jo+0VB40xpqukp6dz4HNn3brgzC750WNPM+nSKxqVPfaDy4Jyr54osm88/e+eyID7TiFhygAiesUSc1xa/Xmt8VD80oZWajDhEurEZAEwO/B4NvBGiO9vjDHtsnr1agDmzp0blPqTMnoz4eLLOf3qGxqVe1yuoNyvp5JIJynnDqHvz8fRa/YJZFz/zWyomrVF/g0UTbcStMRERP4FfAIcKyK7ReSHwIPAmSKyBTgzcGyMMd3OgRaTYCUmB4z61nn85PnX6o8/f2teUO/X00VnJdP7ljH1xxUftW+GjwmdoCUmqvodVe2nqpGqOlBVn1LVYlU9XVWPDvxbEqz7G2NMZzTcuj5Y3TkHREbHcOUfHgNg+dwXCObYPwNR/b4Zx1OxODeMkZjmhLorxxhjDhvjxo0DICcnJ+j36jUws/7xrrVfBf1+Pd2AB04FQOu8qM8Swe7EEhNjjGnBv/71LwDWr18f9HuJw0Fa/4EA5G3ZGPT79XTiEKKy/YvbHVhi33QPlpgYY0wL+vfvD8BTTzW/cmtX+94DDwOwecXykNyvp+v1/eMBWl3zxISeJSbGGNOCuLg4zjvvPKqrq0Nyv6jYOLJGjqGy1IbfhYIjLhJncjR12zu3N4/pWpaYGGNMK8aOHUtubm7IkpPs0eOorShn3/atIblfTxfZPx5PcS3q8YU7FBNgiYkxxrRi+PDhAHz88cchuV/WyLEAjZasN8ETO8I/Ldy1pzLMkZgDLDExxphWjB49GoA9e0IzQDK5dx9EHOSuXxOS+/V00Vn+AbC1m6z7rLuwxMQYY1rRp08fAPLz80NyP2dEBDGJiVSWFIXkfj1dRGoMEhOBr8od7lBMgCUmxhjTioSEBBISEkKylskB/Y8ZRk15ecju19M5k6JwF4RmDJFpmyUmxhjThqysrJB15QBEx8VTW10Vsvv1dI4YJ+48S0y6C0tMjDGmDUlJSVRWhm5wZHR8PHVVlpiESvRRKWitx7YC6CYsMTHGmDYkJCSENDFJSE3HVVNt65mEiEQ7AVC3TRnuDiwxMcaYNsTHx1MVwhaM1L7+FWery2zhr1BwRFli0p1YYmKMMW2Ij48PaYtJRFQUAB6XK2T37Mkk0v9VqC5vmCMxYImJMca0KTo6mrq6upDdzxlpiUkoibWYdCuWmBhjTBuio6NxhTBJONBi4nVbYhIK1mLSvYQlMRGRs0Vkk4hsFZE7whGDMca0V6hbTKwrJ7TqW0xc1mLSHYQ8MRERJ/A4cA5wPPAdETk+1HEYY0x7RUdHU1tbG7LppBFR0QB4XKFLhnoyifJ/Ffrc1mLSHUSE4Z7jga2quh1ARP4NXAB8HYZYjDGmTQMGDMDj8eBwOIiPj29yXkS69H5JMVHcOn0iC/7yB+Y98lCL17m8Pu6Z/26X3rsncib5E8HiZ9bXt550lV4/PJHowUldWueRTkK9oIyIXAKcrarXBI6/D5ysqjcddN21wLWBwxOBdSEN1DTUC7CNO8LL3oPws/cgvOz1D7+ufA+KVPXs5k6Eo8WkuT8tmmRHqjoHmAMgIp+r6rhgB2aaZ69/+Nl7EH72HoSXvf7hF6r3IByDX3cDgxocDwT2hiEOY4wxxnQz4UhMVgJHi0i2iEQBlwMLwhCHMcYYY7qZkHflqKpHRG4CFgJO4GlVXd/G0+YEPzLTCnv9w8/eg/Cz9yC87PUPv5C8ByEf/GqMMcYY0xJb+dUYY4wx3YYlJsYYY4zpNrp1YmJL14eGiDwtIgUisq5BWZqIvCciWwL/pgbKRUQeDbwna0RkTPgiPzKIyCARWSwiG0RkvYjcEii39yBERCRGRD4TkdWB9+A3gfJsEfk08B7MDQzYR0SiA8dbA+ezwhn/kUJEnCLypYi8FTi21z+ERGSniKwVka9E5PNAWcg/h7ptYmJL14fUs8DBC93cASxS1aOBRYFj8L8fRwd+rgX+FqIYj2Qe4GeqehwwAbgx8N+6vQehUwdMV9WRwCjgbBGZADwE/DnwHpQCPwxc/0OgVFWHAn8OXGc67xZgQ4Nje/1D7zRVHdVgvZKQfw5128SEBkvXq6oLOLB0veliqvohUHJQ8QXAc4HHzwGzGpQ/r34rgBQR6ReaSI9MqpqnqqsCjyvwfzAPwN6DkAm8lpWBw8jAjwLTgdcC5Qe/Bwfem9eA06Wr16XvYURkIHAe8GTgWLDXvzsI+edQd05MBgC5DY53B8pMaPRR1Tzwf3ECvQPl9r4EUaBJejTwKfYehFSgG+EroAB4D9gG7FdVT+CShq9z/XsQOF8GpIc24iPOI8BtwIEtftOx1z/UFHhXRL4IbAsDYfgcCseS9O3VrqXrTcjZ+xIkIpIAvA78VFXLW/kD0N6DIFBVLzBKRFKAecBxzV0W+Nfegy4kIjOAAlX9QkSmHShu5lJ7/YNrkqruFZHewHsisrGVa4P2HnTnFhNbuj689h1olgv8WxAot/clCEQkEn9S8pKq/idQbO9BGKjqfmAJ/vE+KSJy4A+4hq9z/XsQOJ9M0+5Q036TgJkishN/t/10/C0o9vqHkKruDfxbgD85H08YPoe6c2JiS9eH1wJgduDxbOCNBuVXBkZkTwDKDjTzmY4J9I0/BWxQ1YcbnLL3IEREJCPQUoKIxAJn4B/rsxi4JHDZwe/BgffmEuADtdUqO0xVf6mqA1U1C/9n/Qeq+j3s9Q8ZEYkXkcQDj4GzgHWE4XOoW6/8KiLn4s+aDyxd/9swh3REEpF/AdPwb2m9D/g1MB94BcgEcoBvq2pJ4Ev0MfyzeKqBH6jq5+GI+0ghIqcCHwFr+aZ//U7840zsPQgBERmBf2CfE/8fbK+o6r0iMgT/X/BpwJfAFapaJyIxwAv4xwOVAJer6vbwRH9kCXTl/FxVZ9jrHzqB13pe4DACeFlVfysi6YT4c6hbJybGGGOM6Vm6c1eOMcYYY3oYS0yMMcYY021YYmKMMcaYbsMSE2OMMcZ0G5aYGGOMMabbsMTEGFNPRNIDO4t+JSL5IrKnwfHHQbjfVSJSKCJPdnXd7bz/SyJSIiKXtH21MSYUuvOS9MaYEFPVYvy76yIi9wCVqvrHIN92rqreFKzKRcQZWG6+CVX9nog8G6x7G2MOnbWYGGPaRUQqA/9OE5GlIvKKiGwWkQdF5Hsi8pmIrBWRowLXZYjI6yKyMvAzqR33+EhERjU4Xi4iIwKrUj4dqOdLEbkgcD4r8JxVgZ9TGsS4WEReBtYGnv9fEVktIutE5LKgvEjGmE6zFhNjTEeMxL/JXQmwHXhSVceLyC3AzcBPgb8Af1bVZSKSCSyk+Y3xGnoSuAr4qYgcA0Sr6hoReQD/suNXB5aO/0xE3se/b8eZqlorIkcD/wLGBeoaD5yoqjtE5GJgr6qeByAiyV31Qhhjupa1mBhjOmKlquapah2wDXg3UL4WyAo8PgN4TES+wr+vRtKBvTha8SowI7Cp4dXAs4Hys4A7AnUtAWLwL5EdCfxTRNYGnnt8g7o+U9UdDeI6Q0QeEpHJqlrWgd/ZGBMC1mJijOmIugaPfQ2OfXzzueIAJqpqTXsrVdVqEXkPuAC4lG9aPwS4WFU3Nbw+MA5mH/4WHAdQ2+B0VYN6N4vIWOBc4Hci8q6q3tveuIwxodfj0gYAAAEESURBVGMtJsaYYHkXqB/U2nDsSBueBB7F3ypzYCv7hcDNgY3DEJHRgfJkIE9VfcD38W/C14SI9AeqVfVF4I/AmEP8XYwxIWKJiTEmWH4CjBORNSLyNXB9e56kql8A5cAzDYrvw99ts0ZE1gWOAZ4AZovICuAYGrSSHGQ4/nEpXwF3Afcf6i9jjAkN213YGBM2InIVMK7hdOFA68YSYFigJSTYMTwLvKWqrwX7XsaYtlmLiTEmnGqAcw4ssCYiVwKfAneFKCl5CZhK47EpxpgwshYTY4wxxnQb1mJijDHGmG7DEhNjjDHGdBuWmBhjjDGm27DExBhjjDHdhiUmxhhjjOk2/j+GIOHT/FdJCQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 648x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#plot\n",
-    "\n",
-    "color = plt.cm.tab20(np.linspace(0, 1,nsim))\n",
-    "\n",
-    "fig, ax = plt.subplots(figsize=(9,4))\n",
-    "ax.set_prop_cycle(cycler.cycler('color', color))\n",
-    "\n",
-    "\n",
-    "for i in range(nsim):\n",
-    "    plot_sim_overview(timearray[i], icelatarray[i], exparray[i])\n",
-    "\n",
-    "\n",
-    "\n",
-    "plt.ylim(0,90)\n",
-    "plt.xlim(0,520)\n",
-    "plt.xlabel(\"Time [years]\")\n",
-    "plt.ylabel(\"Ice-Edge Latitude [°]\")\n",
-    "#plt.title(\"hice_unlim global sea ice border\")\n",
-    "plt.legend(ncol=4,edgecolor='none', facecolor='none', \n",
-    "           columnspacing=1, labelspacing=0.5, handlelength=1, handletextpad=0.2)\n",
-    "ax.spines['top'].set_color('none')\n",
-    "ax.spines['right'].set_color('none')\n",
-    "plt.savefig(\"plots/overview_semtner_unlim.pdf\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Winton experiments"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 250,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/bb1092/pp_JH/mlo_aqua_1875ppmv_winton/mlo_aqua_1875ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2250ppmv_winton/mlo_aqua_2250ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2437ppmv_winton/mlo_aqua_2437ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_2625ppmv_winton/mlo_aqua_2625ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv_winton/mlo_aqua_3000ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv_winton_50sic/mlo_aqua_3000ppmv_winton_50sic_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv_74sic_winton/mlo_aqua_3000ppmv_74sic_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_4219ppmv_winton_50sic/mlo_aqua_4219ppmv_winton_50sic_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_4219ppmv_71sic_winton_semtnerrestart/mlo_aqua_4219ppmv_71sic_winton_semtnerrestart_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_5000ppmv_winton/mlo_aqua_5000ppmv_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_5000ppmv_37sic_winton/mlo_aqua_5000ppmv_37sic_winton_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_5000ppmv_74sic_winton/mlo_aqua_5000ppmv_74sic_winton_atm_2d_ml.mm.gm.nc\n"
-     ]
-    }
-   ],
-   "source": [
-    "nsim = 12\n",
-    "timearray=np.zeros(nsim,dtype=object)\n",
-    "icelatarray=np.zeros(nsim,dtype=object)\n",
-    "exparray=np.empty(nsim, dtype=object)\n",
-    "\n",
-    "\n",
-    "exparray[0]=\"mlo_aqua_1875ppmv_winton\"\n",
-    "exparray[1]=\"mlo_aqua_2250ppmv_winton\"\n",
-    "exparray[2]=\"mlo_aqua_2437ppmv_winton\"\n",
-    "exparray[3]=\"mlo_aqua_2625ppmv_winton\"\n",
-    "exparray[4]=\"mlo_aqua_3000ppmv_winton\"\n",
-    "exparray[5]=\"mlo_aqua_3000ppmv_winton_50sic\"\n",
-    "exparray[6]=\"mlo_aqua_3000ppmv_74sic_winton\"\n",
-    "exparray[7]=\"mlo_aqua_4219ppmv_winton_50sic\"\n",
-    "exparray[8]=\"mlo_aqua_4219ppmv_71sic_winton_semtnerrestart\"\n",
-    "exparray[9]=\"mlo_aqua_5000ppmv_winton\"\n",
-    "exparray[10]=\"mlo_aqua_5000ppmv_37sic_winton\"\n",
-    "exparray[11]=\"mlo_aqua_5000ppmv_74sic_winton\"\n",
-    "\n",
-    "for i in range(nsim):\n",
-    "    timearray[i], icelatarray[i] = load_experiment(exparray[i])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 252,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 648x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# plot\n",
-    "color = plt.cm.tab20(np.linspace(0, 1,n))\n",
-    "\n",
-    "fig, ax = plt.subplots(figsize=(9,4))\n",
-    "\n",
-    "\n",
-    "for i in range(nsim):\n",
-    "    plot_sim_overview(timearray[i], icelatarray[i], exparray[i])\n",
-    "\n",
-    "\n",
-    "\n",
-    "plt.ylim(0,90)\n",
-    "plt.xlim(0,210)\n",
-    "plt.xlabel(\"Time [years]\")\n",
-    "plt.ylabel(\"Ice-Edge Latitude [°]\")\n",
-    "#plt.title(\"hice_unlim global sea ice border\")\n",
-    "plt.legend(ncol=3,edgecolor='none', facecolor='none',loc=1, \n",
-    "           columnspacing=1, labelspacing=0.5, handlelength=1, handletextpad=0.2)\n",
-    "ax.spines['top'].set_color('none')\n",
-    "ax.spines['right'].set_color('none')\n",
-    "plt.savefig(\"plots/overview_winton.pdf\")\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Semtner limited experiments"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 253,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/bb1092/pp_icon_aes/MLO/AQUA/mlo_aqua_1438ppmv/mlo_aqua_1438ppmv_atm_2d_ml_0137to0338.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1500ppmv/mlo_aqua_1500ppmv_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1594ppmv/mlo_aqua_1594ppmv_atm_2d_ml.mm.gm.nc\n",
-      "/work/bb1092/pp_icon_aes/MLO/AQUA/mlo_aqua_3000ppmv/mlo_aqua_3000ppmv_atm_2d_ml_0001to0089.mm.gm.nc\n",
-      "/work/bb1092/pp_icon_aes/MLO/AQUA/mlo_aqua_3000ppmv_Jor/mlo_aqua_3000ppmv_Jor_atm_2d_ml_0298to0337.mm.gm.nc\n",
-      "/work/bb1092/pp_icon_aes/MLO/AQUA/mlo_aqua_3000ppmv_Jor2/mlo_aqua_3000ppmv_Jor2_atm_2d_ml_0258to0425.mm.gm.nc\n",
-      "/work/bb1092/pp_icon_aes/MLO/AQUA/mlo_aqua_2000ppmv_Jor2/mlo_aqua_2000ppmv_Jor2_atm_2d_ml_0258to0277.mm.gm.nc\n",
-      "/work/bb1092/pp_icon_aes/MLO/AQUA/mlo_aqua_5000ppmv/mlo_aqua_5000ppmv_atm_2d_ml_0001to0079.mm.gm.nc\n",
-      "/work/bb1092/pp_icon_aes/MLO/AQUA/mlo_aqua_5000ppmv_Jor2/mlo_aqua_5000ppmv_Jor2_atm_2d_ml_0258to0306.mm.gm.nc\n",
-      "/work/bb1092/pp_icon_aes/MLO/AQUA/mlo_aqua_5000ppmv_Jor4/mlo_aqua_5000ppmv_Jor4_atm_2d_ml_0421to0490.mm.gm.nc\n"
-     ]
-    }
-   ],
-   "source": [
-    "nsim = 10\n",
-    "timearray=np.zeros(nsim,dtype=object)\n",
-    "icelatarray=np.zeros(nsim,dtype=object)\n",
-    "exparray=np.empty(nsim, dtype=object)\n",
-    "\n",
-    "\n",
-    "exparray[0]=\"mlo_aqua_1438ppmv\"\n",
-    "exparray[1]=\"mlo_aqua_1500ppmv\"\n",
-    "exparray[2]=\"mlo_aqua_1594ppmv\"\n",
-    "exparray[3]=\"mlo_aqua_3000ppmv\"\n",
-    "exparray[4]=\"mlo_aqua_3000ppmv_Jor\"\n",
-    "exparray[5]=\"mlo_aqua_3000ppmv_Jor2\"\n",
-    "exparray[6]=\"mlo_aqua_2000ppmv_Jor2\"\n",
-    "exparray[7]=\"mlo_aqua_5000ppmv\"\n",
-    "exparray[8]=\"mlo_aqua_5000ppmv_Jor2\"\n",
-    "exparray[9]=\"mlo_aqua_5000ppmv_Jor4\"\n",
-    "\n",
-    "timearray[0], icelatarray[0] = load_experiment2(exparray[0])\n",
-    "timearray[1], icelatarray[1] = load_experiment(exparray[1])\n",
-    "timearray[2], icelatarray[2] = load_experiment(exparray[2])\n",
-    "timearray[3], icelatarray[3] = load_experiment2(exparray[3])\n",
-    "timearray[4], icelatarray[4] = load_experiment2(exparray[4])\n",
-    "timearray[5], icelatarray[5] = load_experiment2(exparray[5])\n",
-    "timearray[6], icelatarray[6] = load_experiment2(exparray[6])\n",
-    "timearray[7], icelatarray[7] = load_experiment2(exparray[7])\n",
-    "timearray[8], icelatarray[8] = load_experiment2(exparray[8])\n",
-    "timearray[9], icelatarray[9] = load_experiment2(exparray[9])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 254,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 648x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#plot\n",
-    "\n",
-    "n = 20\n",
-    "color = plt.cm.tab20(np.linspace(0, 1,n))\n",
-    "\n",
-    "fig, ax = plt.subplots(figsize=(9,4))\n",
-    "ax.set_prop_cycle(cycler.cycler('color', color))\n",
-    "\n",
-    "\n",
-    "\n",
-    "for i in range(nsim):\n",
-    "    plot_sim_overview(timearray[i], icelatarray[i], exparray[i])\n",
-    "\n",
-    "\n",
-    "\n",
-    "plt.ylim(0,90)\n",
-    "plt.xlim(0,510)\n",
-    "plt.xlabel(\"Time [years]\")\n",
-    "plt.ylabel(\"Ice-Edge Latitude [°]\")\n",
-    "#plt.title(\"hice_unlim global sea ice border\")\n",
-    "plt.legend(ncol=4,edgecolor='none', facecolor='none',loc=1, \n",
-    "           columnspacing=1, labelspacing=0.5, handlelength=1, handletextpad=0.2)\n",
-    "ax.spines['top'].set_color('none')\n",
-    "ax.spines['right'].set_color('none')\n",
-    "plt.savefig(\"plots/overview_semtner_5m.pdf\")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 bleeding edge (using the module anaconda3/bleeding_edge)",
-   "language": "python",
-   "name": "anaconda3_bleeding"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/python_scripts /paper_5000_and_3000ppmv_and_1500ppmv_plot.ipynb b/python_scripts /paper_5000_and_3000ppmv_and_1500ppmv_plot.ipynb
deleted file mode 100644
index c8026256fa7eee511ef8a27b761e3ecf5a269357..0000000000000000000000000000000000000000
--- a/python_scripts /paper_5000_and_3000ppmv_and_1500ppmv_plot.ipynb	
+++ /dev/null
@@ -1,201 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Temporal evolution of sea-ice edge latitude for selected simulations of 0L-Semtner unlimited and limited"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%matplotlib inline\n",
-    "import xarray as xr\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import stats\n",
-    "\n",
-    "\n",
-    "def load_experiment(expname): #loads the dataset of a simulation\n",
-    "    fname = expname +\"_atm_2d_ml.ym.gm.nc\" #filename of global yearly mean\n",
-    "    dpath = \"/work/bb1092/pp_JH/\" +expname +\"/\" #simulation path\n",
-    "    DS = xr.open_dataset(dpath +fname, decode_times=False) #loading of dataset\n",
-    "    print(dpath +fname)\n",
-    "    return expname, DS # returns the name of the experiment & the actual dataset\n",
-    "\n",
-    "def get_var(dataset, varname, offsettime): #gets the dataarray with one specific variable\n",
-    "    da=getattr(dataset,varname) #read dataarray\n",
-    "    da.squeeze() #squeeze dataarray (time is the only dimension)\n",
-    "    if offsettime:\n",
-    "        da=da.assign_coords(time=((da.time-da.time[0])/360)) #change time units from days to years & move the origin to 0\n",
-    "    else:\n",
-    "        da=da.assign_coords(time=((da.time)/360)) #change time units from days to years \n",
-    "    return da\n",
-    "\n",
-    "def legend_color(ax, handle_array, pos):\n",
-    "    legend = ax.legend(handle_array,handlelength=0, handletextpad=0, edgecolor='none', facecolor='none', markerscale=0, loc=pos)\n",
-    "    for item in legend.legendHandles:\n",
-    "        item.set_visible(False)\n",
-    "    for text in legend.get_texts():\n",
-    "        if text.get_text()=='Winton':\n",
-    "            text.set_color('C1')\n",
-    "        if text.get_text()=='3L-Winton':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='0L-Semtner':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='Semtner_5m':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='0L-Semtner-lim5':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='0L-Semtner-limited':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='1438ppmv':\n",
-    "            text.set_color('C0')\n",
-    "        elif text.get_text()=='1500ppmv':\n",
-    "            text.set_color('C1')\n",
-    "        elif text.get_text()=='3000ppmv':\n",
-    "            text.set_color('C2')\n",
-    "        elif text.get_text()=='5000ppmv':\n",
-    "            text.set_color('C3')\n",
-    "            \n",
-    "    return legend"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv_77sic_hice_unlim/mlo_aqua_3000ppmv_77sic_hice_unlim_atm_2d_ml.ym.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_5000ppmv_77sic_hice_unlim/mlo_aqua_5000ppmv_77sic_hice_unlim_atm_2d_ml.ym.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1500ppmv_hice_unlim/mlo_aqua_1500ppmv_hice_unlim_atm_2d_ml.ym.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_3000ppmv_Jor2/mlo_aqua_3000ppmv_Jor2_atm_2d_ml.ym.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_5000ppmv_Jor2/mlo_aqua_5000ppmv_Jor2_atm_2d_ml.ym.gm.nc\n",
-      "/work/bb1092/pp_JH/mlo_aqua_1500ppmv/mlo_aqua_1500ppmv_atm_2d_ml.ym.gm.nc\n"
-     ]
-    }
-   ],
-   "source": [
-    "experiment1, DS1 = load_experiment(\"mlo_aqua_3000ppmv_77sic_hice_unlim\")\n",
-    "experiment2, DS2 = load_experiment(\"mlo_aqua_5000ppmv_77sic_hice_unlim\")\n",
-    "experiment3, DS3 = load_experiment(\"mlo_aqua_1500ppmv_hice_unlim\")\n",
-    "\n",
-    "experiment1_5m, DS1_5m = load_experiment(\"mlo_aqua_3000ppmv_Jor2\")\n",
-    "experiment2_5m, DS2_5m = load_experiment(\"mlo_aqua_5000ppmv_Jor2\")\n",
-    "experiment3_5m, DS3_5m = load_experiment(\"mlo_aqua_1500ppmv\")\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "da1=get_var(DS1,\"sic\",True)\n",
-    "da2=get_var(DS2,\"sic\",True)\n",
-    "da3=get_var(DS3,\"sic\",True)\n",
-    "da1_5m=get_var(DS1_5m,\"sic\",True)\n",
-    "da2_5m=get_var(DS2_5m,\"sic\",True)\n",
-    "da3_5m=get_var(DS3_5m,\"sic\",True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEKCAYAAAAVaT4rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3iUVfrw8e+ZmbRJ7z0kIQm9JvQuHQUWF8EKYmFtr2Ivqyv+1BV37QVdRQQL0lSKIIoFBCkhhBZCCaGE9N7blPP+kRBBkzABwqScz3XNlZlnnnLPJLnnzHnOcx8hpURRFEVpPzTWDkBRFEW5ulTiVxRFaWdU4lcURWlnVOJXFEVpZ1TiVxRFaWdU4lcURWlnmjXxCyEeEkIkCCEOCyHm1S7zEEJsFkIk1f50b84YFEVRlAs1W+IXQnQH7gb6A72A64QQkcBTwM9Sykjg59rHiqIoylXSnC3+LsAuKWW5lNIIbAWmAVOBpbXrLAX+1owxKIqiKH+ia8Z9JwAvCyE8gQpgEhAH+EopMwCklBlCCJ/6NhZCzAXmAnTt2jX68OHDzRiqoihKmyTqW9hsLX4p5RHgVWAzsAk4ABibsP1HUsoYKWWMg4NDM0WpKIrS/jTryV0p5SdSyr5SyuFAPpAEZAkh/AFqf2Y3ZwyKoijKhZp7VI9P7c8Q4HrgK2AdMLt2ldnA2uaMQVEURblQc/bxA3xd28dvAO6XUhYIIRYAK4UQdwIpwA3NHIOiKIpynmZN/FLKYfUsywNGN+dxFUVRlIapK3cVRVHaGZX4FUVR2hmV+BVFUdoZlfgVRVHameYe1XNFpBXnWjsERVHqseVYNv+3PhGTlMzsF8x9IyOY+b+d/PPaLvQMcmtwu/iUAl5Yn0i10Uy10cR1PQN4eGzUZcezKu4sw6O88XWxv+x9tWWtIvGXGkqtHYKiKH9iMkv+tfYwX9w5AD9Xe6a8t52xXXwt2vaxlQd47+a+dA1wwWSWnMy5Mv/jq/em0snP+YokfqPJjE7bNjtFWkXiN8lqa4egKMqf7D9bSAdPPSGeegAm9wrgx8Qsi7bNLa3Cx8UOAK1GEOnrDEB5tZHn1x7mWFYJRpNk3phIxnXzY1XcWX5MzMJslhzLKuHuYeEYTGa+iU/DVqdhyZx+7EjO41BaEfOW78fORsu39w1m9Otb+Xt0ED8fycJokrx/S18ifJwaPc6vx7KpMpgprzbx1dyBzfPmWVmr+DiTwkBWaZG1w1AU5TxZxZUEuP5RR8vf1Z6s4kqLtr1zaDjXvLaFuZ/F8eXuM1QaTAC898sJBkd4su6BoXw1dyCvfH+U8uqaEl/Hs0p4+6Y+rL1/CK/9cAx7Gy0bHxpG3xB3vo5PY1IPf3oEuvLWjb35/qFh2NtoAfDQ27DhwWHcOjCEj387edHjxJ8p5PUZvdps0odW0uIH+Cl5H7f0GmntMBRFqSXlX5fVWwqyHg+NieRvfQL4LSmXtfvTWbc/nRX/GMS2pFx+OpLFR7+dAqDKYCK9sAKAQeGeONnpcLLT4WyvY0xtt1JnP2eOZBY3eKwJ3f0B6B7oyqbDmQCNHmdopBduelsLX0nr1GoS/+7UQyrxK0oL4udqT3pRRd3jjKJKfFzsOZpZ8pd1H1t1gMPpxfi62LFkTn8AOng6cpunIzf1C6bvi5spKKtGIvng1mg6ejtdsP2+lEJsdX90UAgh6h4LUXO+oSHn1tNqBEZTzXqNHUdvq23K29AqtYquHqSWYwVHrB2Foijn6RXkyum8Ms7ml1NtNLP+QDpju9Z/cve1G3rx/UPD6pL+L0ezkLVfGU7nlaHVCFwcbBge6c3SHafrnktIa1oXr5OdjtKqi1d/v9zjtHatosWvE/ZkVB/EbDaj0bSOzypFaet0Wg3/N6U7sxbHYjJLZsQEEVV7kvaOJXvQ1f6v9u3gxsJboi/Y9pv4NF787gj2Nlp0GsFbN/ZBqxE8ODqSF9YnMuGtbUgkQe56Ft/ez+KYpkcH8ey3CXUndxtyucdp7YSsr6OuhfGPCpVe/3Tmv4OWMiGqr7XDURRFaS2u7gxcV5KHgwsAq49stnIkiqIorV+r6OpxsLHFbPLhQN5Oa4eiKIrS6rWKFj9Ab49hVGqTOZh52tqhKIqitGqtJvHP6TUVgP/FrbFyJIqiKK1bq0n8w8K6YmMMYnf2T9YORVEUpVVrNYkfYKjfJKq0Z/jmsOrrVxRFuVStKvE/M/xWpNmOD+OXWjsURVGA7WnbmfztZCZ9M4lFhxYBMGfTHA7nHm50uwM5B7h5w81MXzedKWumsHD/wisSz5oTa8guz74i+6rPwv0LWZKwBID39r3HznTLG6HZ5dk8suURAI7mH+W31N+afHxL3ltLNGviF0K4CSFWCyGOCiGOCCEGCSE8hBCbhRBJtT/dLd2fn7M7EQ6jSDftZMeZo1ckxjvuuAMfHx+6d+9et2z+/PkEBgbSu3dvevfuzcaNG+uee+WVV4iIiKBTp0788MMPdcs3bdpEp06diIiIYMGCBVckNkVpyUxmEy/vepmFYxaydupavj/1PcmFyRZt++z2Z3l+0POsnrKab6d8y/jQ8VckprUn1pJTnnNF9mU0N34F8AN9HmBQwCCL9+ej9+GNkW8ANYl/W+q2y4rvcjT3cM63gU1SyulCCFtADzwD/CylXCCEeAp4CnjS0h0uGP0Q07/7mWe3/pdfZn1y2QHefvvtPPDAA8yaNeuC5Q8//DCPPfbYBcsSExNZvnw5hw8fJj09nTFjxnD8+HEA7r//fjZv3kxQUBD9+vVjypQpdO3a9bLjU5SW6lDuIUJcQgh2DgZgYthEfj37q0Xb5lXm4eXgBYBWo6WjW0cAyg3lvBL7CkkFSZikiXt73cs1Idew5sQafkn5BbM0c6LwBLO6zsJgNvDdye+w1diycMxCdmfs5nDeYZ7a9hR2Wju+mPQFU9dMZUrEFLae3YrBbOD1ka8T7hre6HF+S/2NalM1FcYKPhnfcI755/Z/MiJoBONCxzF+9XgmhU8iNjMWo9nI84Oe5+34t0kpTmFO9znM6DSDtNI0Hvj5AVZet5L3979PlbGKfdn7uKvHXQwPGl5vPJXGSp77/TmSi5IJdw2nylR1mb+1Gs3W4hdCuADDgU8ApJTVUspCYCpwrq9mKfC3puy3s3cQfV2vJ0fGMv+XJZcd5/Dhw/Hw8LBo3bVr13LjjTdiZ2dHWFgYERERxMbGEhsbS0REBOHh4dja2nLjjTeydu1aAEJDQ3nyySfp378//fv358SJE0DNB84999zDsGHDiIqK4rvvvgNgyZIl/O1vf2Py5MmEhYXx3nvv8cYbb9CnTx8GDhxIfn4+R44coX///nVxnT59mp49e172e6EoTZFdno2fo1/dY1+9L1llltXjv63rbUxeM5mHfnmIlcdW1iW0jw99TH+//iy/bjmfjP+EN/a+QbmhHIAThSd4dfirLLt2Ge/uexcHnQOrJq+ip3dP1iWvY1zoOLp5dmPBsAWsnrIae13NZCxudm6snLySmZ1msvTw0ose50DOAV4e+nKjSb8+fno/vpz0JX19+vLs78/yxsg3+PLaL3l///sXrGejteH+3vczPnQ8q6esZkLYhAbjWXFsBfY6e76Z8g1397ibxLzEJsXUkObs6gkHcoBPhRD7hBCLhBCOgK+UMgOg9qdPfRsLIeYKIeKEEHE5ORd+dfvf5CfQm7qwOuUtNhxvnhO97733Hj179uSOO+6goKAAgLS0NIKDg+vWCQoKIi0trcHl57i4uBAbG8sDDzzAvHnz6pafPn2arVu3smHDBu655x4qK2tqmSckJLBs2TJiY2P55z//iV6vZ9++fQwaNIjPPvuMLl26UF1dzcmTNbXFV6xYwYwZM5rlfVCUhkj+Wu5FCMsKM9/b615WXLuCwQGD2XhqI/dsvgeAHek7WJywmOnrpnPHpjuoMlWRWVZTSrm/X38cbRzxsPfAydaJEUEjAIhyjyK9NL3BY40JGQNAV8+upJWmXfQ4g/wH4WrnauG78IeRwSPr4unp1bMuVlutLcXVDZeNbiyevVl7uS78OgA6eXQiyv3yp6eE5u3q0QF9gf8npdwthHibmm4di0gpPwI+AoiJibngL8zBxpbPJ7/L39fO5JnfH6WP/1oCnL2vWOD33nsvzz33HEIInnvuOR599FEWL15MfXWNhBCYzeZ6l59z00031f18+OGH65bPmDEDjUZDZGQk4eHhHD1ac95i1KhRODs74+zsjKurK5MnTwagR48eHDx4sG7blStX8tRTT7FixQpWrFhxxV6/oljCV+9blywBssqz8NH7kFSQ9Jd1n93+LEfzj+Kt9+aDMR8AEOwSzEyXmfw96u8MXzGcwspCpJS8MfINwlzDLtj+YO5BbDQ2dY81aLDV1tTMF0I02h9/bj2t0GIy10z40thxHHR/TC7zTvw7dSdhV09Z3ej7cX48f4713HEb0lA8AMLiWQ4s15wt/lQgVUq5u/bxamo+CLKEEP4AtT8v6RR8lLcvT/V9FRPlzNv8whUJ+BxfX1+0Wi0ajYa7776b2NhYoKYlf/bs2br1UlNTCQgIaHD5Oed/CDR0//zHdnZ2dcs0Gk3dY41Gg9FY8wc+c+ZMVq5cyfHjxxFCEBkZedmvW1GaortXd84UnyG1JBWDycD3p75nZNDIetd9aehLrJ6yui7p/5b6W11DKqU4Ba3Q4mzrzJDAISw7sqzuuSN5TSvH7mjjSJmh7KLrWXqcB/s+yOopqy+a9JvK0caRcmP5ReOJ9o1mw6kNACQVJHG84PgVOX6zJX4pZSZwVgjRqXbRaCARWAfMrl02G1h7qce4uU9/vIwTOVKylV1pey4r3vNlZGTU3f/222/rRvxMmTKF5cuXU1VVxalTp0hKSqJ///7069ePpKQkTp06RXV1NcuXL2fKlCl1+zjXGl+xYgWDBv0xCmDVqlWYzWaSk5M5efIknTp1wlIdO3ZEq9Xy4osvMnPmzMt9yYrSZDqNjmcGPMM9P93DlDVTGB86ngj3CADu+/k+Rq8azehVo+uGMJ5vffJ6Jq+ZzPR103l6+9MsGLYArUbLP3r+A6M0cv2665m2dhrv7X+vSTFNjZjKi7teZPq66VQaG54G8nKPc7n6+/UnuTCZ6eums+nUpgbjmdlpJuWGcq5fdz2fJnxKd6/uF9mzhaSUzXYDegNxwEFgDeAOeAI/A0m1Pz0utp/o6GjZkB8TU2TXRQPk1FW3N7hOY2688Ubp5+cndTqdDAwMlIsWLZK33nqr7N69u+zRo4ecPHmyTE9Pr1v/pZdekuHh4TIqKkpu3LixbvmGDRtkZGSkDA8Ply+99FLd8g4dOsj58+fL/v37y5iYGJmUlCSllHL27Nly3rx5cujQoTIyMlKuX79eSinlp59+Ku+///4Lts/Jyan3uf/+978SkKdOnbqk164oSptXb05tFfX4Y2JiZFxcXL3PSSkZ8fGzFNitY2bAf7m591DC/zSdmjWFhoYSFxeHl5fXBctvv/12rrvuOqZPn26lyBRFaQdabz3+xggheGLwHZgNLnx16lXGvf090z/Ywco9ZzE3Mg+noihKe9XqW/znrE7YyovxD6FBh3PpjaSkdGFq7wDemtnb4iFmiqIobUzbbPGfM737CFZPXkUvn+4UOX3OxEFnWLs/nf/9dtLaoSmKorQobSbxA0S6R7Jw9EIG+A1ge+EHRHbdxBs/7+VYZoG1Q1MURWkx2lTiB9Db6Fk4ZiF3dr+TTLkFu44vcuPGGziae8raoSmKorQIbaaPvz6xGbGsPbKLtae/QGgr6OAUxV29bmNS2KS6q+wURVHasHr7+Nt04j9n2d54XtuxgkrbeLT2mdjizgiPe7l/0BhsbCtIyE3AR+9DV8+uOOgc1MlgRVHaivab+AEqqk28sD6BDSe2ovFaj1mXWe96Pg4+TO44mbk956K30V/WMRVFUaysfSf+81UYK1h5+HuW7T1McpaJCNcoAn2K8fWoIiH3EKcqdqMTdgTY9mawzySujRxO7+CaC7DKDeXqA0FRlNZCJf4/M5kly2JTWLEnheTsMioMNRX0bPQpaFz2YeN8AKErR5ptsNM442QP+ZX5NWVhbZzo6tmVu3rcRScPy2vsKIqiXEUq8Temymhi67Ecgj30hHk5AmCS1Ww8sZVvjmxhX2oW3s72eNv7kVmWjrPeSK4pEYSBV4cvINApkCpTFb28e6lzBIqitBQq8V+Oz3ed4aXvEnGy0xHm5cjBtCLQlGAT8Blah5S6SSlCXUKZFjkNF1sXdqTvwMPeg7k95+Kjr3e+GUVRlOakEv/lklLWteallBSWG3jim1i2F72H2eBKR9dO2LrFkVxyCIAAxwDyKvOw19nz3jXv0duntzXDVxSl/bn6iV8IcRooAUyAUUoZI4TwAFYAocBpYIaUstFLa1tK4m9IemEFK+POsmLPWTKKKrl5qD3XR7vhZ9+FPanH+ODoPymoyqGvb19Gh4zGVmvL0MChdZNNK4qiNBOrJf4YKWXuecv+A+RLKRcIIZ4C3KWUTza2n5ae+M+pNJh4YX0iX8WmoLfVUl5dc7JY6Irx77AFjf40RcaauUEHBwzmsZjHiM2MpcJYQUfXjgwLGoZOo8NgNpBVlkWQcxC/pvzK63tfZ6D/QNVlpChKU7WYxH8MGCmlzKidenGLlLLRYTGtJfGf893BdLYn5dI1wIUIbyeSsktZsecsx7KKcdDnMCo6my3Zn/9luw4uHbi5880sP7acU0Wn6ODSgTPFZwhyCiKzLBOtRkuEWwQTwyYyq+ssdRJZUZSLsUriPwUUABL4n5TyIyFEoZTS7bx1CqSU7vVsOxeYCxASEhJ95syZZovzajmTV8YTqw+y+1QO9oHLkEYXHCvGcnNMZ4o1CfyS/RFFhlwCHUOYEDaW3Rm7GRc6jlu63EJWeRafHf6MxPxEDuYcpItHF27qfBOTO07mrb1vsTNjJwtHL8TLwQutRttgDFWmKkxmU5u6FiGtNA2BIMAp4OIr1zr/fM2VZDAZyCjLIMg5CI2wvBRWaXUpG05u4JqQa/DWewNwouAE8dnxZJVnkVmWiYutCzF+MYwMGtno71hRzmOVxB8gpUwXQvgAm4H/B6yzJPGfr7W1+BtjMktW7z1LaZUJPxd7Xvn+CKkFFTVPairQ2OZBVQD3jozkkbGd0Gou/L1JKVmasIz1J78lqfA4XTy7kJiXiI3GBhuNDdXmau7vfT8Twybywf4PSClJwc3OjWtCriEhN4F1yeswmAxMiZjC/EHzL0h+FcYKThaeRKfREeEWgVajpaS6BL1Oj0SSUpyC3kaPn6PfFX1P0krTcLdzr/swyizLJKkgiTDXMLLKs9iWuo0o9yj8nfz5Pe13unh24Vj+MTp7dKbKVMX8HfMxSROzus4i2DkYg9nAkMAh+Oh9SMxLJMo9CgedAwDH8o/xyJZHMJgNTAibwAC/AbjbuxPoFIirnWs9vy8T29O2E+QcREe3jnXLyo3lONo4ohEaDCYDG09t5KeUn9iZvpMqUxUD/Abwr0H/Itg5mNSSVFzsXHC1c+Vw7mE+S/yMouoibutyG1HuUXx+5HPWnlhLfmU+nT06s3TCUk4Vn2LOpjlUGCvQCi3eem8KKwupNFUS4RbB6yNeJ9wt/Ir+HpQ2ybqjeoQQ84FS4G7aeFdPUxhMZsqrTRxOKyK7pIoB4R68ufk4K+NSmRETxCvX96xL/umFFRxMLeSf3yZgb2tCBL5LsSmdLro5uNh6Ue34Ew62tvye9jsA9lp7enj3IKM0g9TSVDRCw9SOUzFJE+uS1/HOqHcYFTIKgP3Z+5m7eS4VxpoPoY6uHbHT2XEk7wgdXDrgoHPgSP4RAIYFDuOBPg/Q1bNrk19vZlkm1aZqQlxCKDeU8+S2J9lydgs+eh+eGfAM2eXZvLn3zbo4LNHFowu+el+2pG6pW6YRGgKdAjlbchZHG0cWDFuAWZp5attTONs6E+Uexc70nZikqe69mhoxFRdbF0oNpWSUZXBrl1t5f//77MveB4CHvQchziFklGWQVZ6Fh70HUyOmkpibyO7M3fg5+nFN8DV4OXjx0cGPqDJV1X0YO9o4MjxwOD+n/IzeRo+txpbsimwAtELLsMBh9PPrx2txr+Fu705xdTE+Dj4sHLOQQKdA7HX2GM1Gfkr5iVd2v0KVqYppEdOY3HEyzrbOlBnK8NP7kVWexW+pv3E0/yjOts6M6zCO1NJUzhSfobdPbxLzEvF39Gdsh7G42zfa3lLahqub+IUQjoBGSllSe38z8H/AaCDvvJO7HlLKJxrbV1tO/A15Y/Nx3vk5iRFR3lzT2YfTeWV8vvMMRrOkg6eeSoOJvPIiQrw0VFe5kl1chYejLRO7+7H22K+Uao4zwHsMj4wcht5WQ3zuDjp7B9LHtycGs4Hr116PwWxgUtgkfk//nezybOy0djwW8xgl1SUsO7oMvU5Pb5/erDq+CpPZxCPRj5BXmcdXR7+iqKqImZ1motPouLvn3XjYewA1XRYJeQmEuoT+5ZvBokOLeDv+bQAmhU0iuzyb+Ox47ux+J1tTt3K84DgAQwKHMLvrbNJK0zCZTVwbfi0pJSmcLjpNjF8MR/KOEOkeycGcgzjoHBgcMBgbrQ1FVUUUVxVjxsyKYyvYenYrt3S5hbXJa0nMSwSgq2dX3r3mXXz0PhRUFnCq6BQFVQVsOrWJn1J+QkqJrdYWnUZHSXUJdlo7nu7/NAVVBaSXpnMs/xhOtk4M9B/I3qy9bE/bDsDzg57nbxF/q/sGlVOew9rktRRXFRPoFMjuzN0k5CYQ6R7JS0NeQm+j55eUXziaf5RpEdMIdQ0FYE/mHpYdWYaP3oc53efU++0qozSD1/e+zi8pv2AwG+r9+wlxDiGnIqfuA1QrtJikCYFAIrHX2vPMgGeYFjntcv5MlZbvqif+cODb2oc6YJmU8mUhhCewEggBUoAbpJT5je2rPSZ+KSVf7E7hxe8SqTaaAbi+TyB/jw6iV7AbOo2gymDGVW8DwKHUIp5dc4gDqUWMiPKms58zH207yfm/Xne9DTP6BWOv07IjLY5kPsQgCghw6EiJoYCXBr3GyNAYNLXfMIorDdjrtORXZWOSJgKdAgEoqS7hld2vsP7kegAG+A+gp1dPKowVrDmxhlJDaV1Ji/zKfDwdPKk0VnIg5wBjO4wl2DmYJYeXoBM6nh34LNMip2EwG1h5bCXOts5MDp98Rfvfi6qKeCf+HTp5dGJyx8l13T6NOVN8hgWxC5jTbQ79/fs3uF65oZwqU5VVWs+FlYVsTd0K1MxDcab4DB72HgwLHIa33puCygKSCpLw0fvg6eBJQm4Cvbx7kVqayheJXzCz80y6eXa76nErV5W6gKs1qjKaKKk04mSnw96m8RN65y4qc3esmWsgJa+c41klVBhMVBnN/JSYxY+JmZgldPZzRmiqySrLIr+o7pQLGgEuDjYEu+s5klGMn6s9T07ozLhuvtjpLjz+8Zwc1iSt4/Okt9AKLWZpZkjgEGZEzeCLI1+QU5FDB5cOFFYWYq+zJ8Q5hMf7PY69zp5yQzl2Wju0Gi1SSr7dl0awh55+oR5IKTGaJTbaNjdPkKJcbSrxK5BVXEm10UywR82J1PJqI/FnCnGy17EvpYD8smryy6o5kV1KlK8zO5JzSc4pw11vw6jOPiAhvaim+2DXyXxAMrZPGa9OHs++MxXsTC7gYGoRPYNcmTs8HCEEHo62HM8qYXtSLp38nBkW6VXXoi+qMPDid4ms3puKRsAN0cHsOZ1PVnEl3QJd0Qj4z997EeTuwJn8cjp46Ou+kSiKclEq8StNZzJLtp/IZeWes8SezkdKSYCbA4XlBmbEBFFYbmDR9lN1F6zZ6jRE+jhxOL24bh9ajcBk/uPvbHRnH3oGuWGr07Bo20nyy6u5b2RHsour+D4hEy8nW3oGuXE6r4wzeeWYzRIvZztO5ZYR5evEwluiifBxqjfe5hqmqSitlEr8ypUnpeSHwzVdSIM7ejGlVwC2Og07knM5mlGCTivILq7CwVbL9X0DWbs/nbd/SqorgR3dwZ0XpnSje2DNUEqzWSIEdck7OaeUhb8mk15YwZAITz79/TSuDjZ8fe9gtFrBtuO5dPJzAgSPrz7AiaxSbogJ5ulJnQFUd5HS3jUt8QshDlqw0xwp5ejLicoSKvG3PQaTmaziSgJcHZrUdbP7ZB63LNqNvY2WSoMJo1ni6WiLEGCWMCjckw2HMvBzsSe/vJqXpnbnhpgg0gorSC2ooHewG7ZaDesPpuPjbM+gjp71Hqeo3ICLg059e1BauyYn/sPApIvscJ2Usuflx9Y4lfiV8yWmF/PJ9lN4OdnSJ8SNJ1YfRKMRfH3vYDp6O/HFrjN8uTsFexsN+1IKCXC1J72oEoC+ITUnsuNTCrHVanhuclcGhXvWdR2dzS/nmW8PsS0pF18XO+4d0ZHvDmYwobsfdw1TF0wprU6TE/9QKeX2RvdowTpXgkr8SmNS8soRgroT1ucYTWZWxJ3lh8NZDAr3xNFOywvrE3F1sOHRcVEs3XGa41ml2Go1PDQmEnPtjGxlVUZuG9SB7Um5HEgtqjtH8cCoCB4dF8WRjBIqDEaiO3hY6RUrisVUH7+iJGWV4ONsj6vehmqjmeScUp5dk8DeMzWVwcO8HFl4S1+6+LtQaTDx5e4Urunsw/+2JrN8z1kGhnsQn1IIEl6f0YuE9CKOZ5YwqrMPno52DAz3wNPJzsqvUlHqNLnF3wV4rPbhG1LKw80U2EWpxK80J5NZkl5YgbezXYPXSkgpWbglmRV7zhLm5ciJ7FLSCivQagR+LvakFdZeIasR3DuiI3OGhDL38730CHQls6iS41klxIS6889JXesuurOE2Sw5nl2CrVZDuHf9I5kUpRFNTvzbgWnUVNZcK6Uc0nyxNU4lfqWlOZ1bxsG0IgZ39MTT0ZbUggryyqr5fOcZvo5PRW9bc/LZLMFWp2FElDe/Hs3G29mOO4eGYZaSazr7EuKhZ83+NE7mlNHF35k+we6sO5DGkcwSckqqOJpRTHGlEY2AWYNC6eznjK+LPU72Ok7mlHImr4dLnf8AACAASURBVJzRXXxUt5PSkCYn/qXALmoS/wgp5U3NF1vjVOJXWpMfDmfy0oZE5g4LJ8TTEX9Xe6J8nTmYWsi85fs5mVsGgBAQ5ePMsawSNLWjks4J83LE28mOMC9H+oV5sCM5l2/3pdFQz2z3QBdMZnB10HHLgA5M7mV5iWqlTWty4hfAOEAL/CBlbRlDK1CJX2krqowmsoursNVpeO2HY3yzL43/m9qNmTHBHE4vJu5MAf1C3ekZ5FbvtjklVWSXVFFUbiDMyxEvZztW7DnLdwfTcbLTkV5YQXJOGdd09iEm1J2+Ie74utgT5uV4wb7UhW7thjq5qygtTXm1Eb2t7ortz2gy88bm42w8lMHpvPK65VN6BfDEhE4EuetJSCvi9k9jGd3Zl0fHR+HjbH/Fjq+0OE1u8c+XUs5vdI8WrHMlqMSvKE2XVVxzUjn2VD4f11ZqvWtYGCv2pGI0mymqMCAldAtwwWAy4+lox9+jg3DX29AtwBUHWy07k/MY19VX1UdqvZqc+FOBNy6yw7ullJ0vP7bGqcSvKJcnvbCCJ78+yLakXDp6O/LhrdEIAT8czuK34znY6jQcrT2hDKDTCLyd7cgoqmTOkFCevbYrZdVGnO3U1cytTJMT//MW7LRUSvn65URlCZX4FeXymcyS+JQCege71VvDqNJgIr2wgoJyA8t2p7DrZB69Q9zYcDADR1stZdUmvJ3tePbaLkztHWiFV6BcAtXHryhK05jNkh8TM9l6PJdAN3t+OpLNgdRCnhjfmbuHhaFTRfBaOpX4FUW5PBXVJh5esZ9NhzMZ19WXD2+NVv3/LVu9vxz1ca0oisUcbLV8cGtfnpnUmR8Ts7jxo12sjDtr7bCUJmr2xC+E0Aoh9gkhvqt9HCaE2C2ESBJCrBBC2DZ3DIqiXDlCCO4eFs79ozqSWVzJU18fJD6lwNphKU1w0cQvhIgSQvwshEiofdxTCPFsE47xEHDkvMevAm9KKSOBAuDOpgSsKIr1CSF4fHxnNjw4FD8Xex5bdYBKg9Wu8VSayJIW/8fA04ABQEp5ELjRkp0LIYKAa4FFtY8FcA2wunaVpcDfmhayoigthbO9DQv+3pOTOWVMeW87E9/eRmpB+cU3VKzKksSvl1LG/mmZ0cL9vwU8AZhrH3sChVLKc9unAvWOCxNCzBVCxAkh4nJyciw8nKIoV9vwKG9uG9iB9MJKUvPLuWXRbk7V1iNSWiZLEn+uEKIjNcXaEEJMBzIutpEQ4jogW0q59/zF9axa77AiKeVHUsoYKWWMt7e3BWEqimIt/ze1G/v/NZbP7uxPcYWBqe9t50hGsbXDUhpgSeK/H/gf0FkIkQbMA+61YLshwBQhxGlgOTVdPG8BbkKIc8VJgoD0pgatKErLIoRAp9XQJ8SddQ8MxcFWy51L9rAy7iylVZZ2EChXi8Xj+IUQjoBGSlnS5IMIMRJ4TEp5nRBiFfC1lHK5EOJD4KCUcmFj26tx/IrSuiSkFfGPz/eSVliBq4MNH8+KoX+YmjPACppcsuGRxvYmpWysjs+f9zWSPxJ/ODXfADyAfcCtUsqqxrZXiV9RWh8pa0pEPLR8P052OjY+OExd7HX1NfkCLufaWww1XTuBtbd7gK5NObKUcouU8rra+yellP2llBFSyhsulvQVRWmdhBBEd/DgiQmdOZpZwur4VGuHpNRqMPFLKV+QUr4AeAF9pZSPSikfBaKp6ZtXFEW5qOt6+BPTwZ0Xv0sko6jC2uEoWHZyNwSoPu9xNRDaLNEoitLmaDSC127ohdEkuWNJHPll1RffSGlWliT+z4FYIcT82lLNu4HPmjcsRVHaklAvR/53WzQnc0q5fuHv7D9baO2Q2jWLRvUIIfoCw2of/ial3NesUf2JOrmrKG3D3jP53PNFPDklVUztHcDbN/axdkht3aVV5xRChAC5wLe1t7zaZYqiKE0S3cGDzQ8P55YBIazdn64u8rISS7p6NgDf1d5+Bk4C3zdnUIqitF1uelseH98JexsNn/5+ytrhtEsXTfxSyh5Syp61t0igP7C9+UNTFKWtctPbckN0MN/Ep3Eyp9Ta4bQ7Ta7HL6WMB/o1QyyKorQjD46OxN5Gy8sbjtAaZgJsS3QXW+FPV/BqgL6AKpepKMpl8Xa248HREfx741G+ij3LzQPUqcOrxZIWv/N5Nztq+vynNmdQiqK0D3cNDWdYpBfz1x9m7xk1i9fVYkniTzx3Fa+U8mUp5ZfA5OYOTFGUtk+jEbx9Yx/8Xe2Z+1kcKXlqEperwZLE/7SFyxRFUZrMw9GWT2/vh9EsmbMkViX/q6DBxC+EmCiEeBcIFEK8c95tCZbPwKUoinJR4d5O/O+2aLKKqxj31lY2J2ZZO6Q2rbEWfzoQB1QCe8+7rQPGN39oiqK0JwPDPdn8yHA6+Tpz35d72ZmcZ+2Q2qyLlmwQQujOmyPXKlTJBkVpP4oqDExb+DvlVSY2zRuGm97W2iG1Zk0r2SCEWFl7d58Q4uCfb80SoqIo7Z6rgw1vz+xDTmkVC7ckWzucNqmxcfwP1f687moEoiiKck6PIFcmdPdjeWwK88ZEore96CVHShM0NhFLRu3d+6SUZ86/AfddnfAURWmv7hgSSnGlkVVxauauK82S4Zxj61k28UoHoiiKcr6+Ie70C3XnnZ+TKK40WDucNqWxPv57hRCHgE5/6t8/Bag+fkVRmpUQgn9d14388mrmrzuM2azq+VwpjXWcLaOm/PIrwFPnLS+RUuY3a1SKoijU9PX/v2sieefnJJztdLwwtbu1Q2oTGkz8UsoioAi4CUAI4QPYA05CCCcpZcrVCVFRlPbs4TGRlFUZ+WT7KYZEeDGum5+1Q2r1LJmBa7IQIgk4BWwFTmPBRCxCCHshRKwQ4oAQ4rAQ4oXa5WFCiN1CiCQhxAohhBqkqyhKg4QQPDmhM90DXXh05QES0oqsHVKrZ8nJ3ZeAgcBxKWUYMBr43YLtqoBrpJS9gN7ABCHEQOBV4M3aSV0KgDsvKXJFUdoNW52Gj2fF4Gyv4/ZPYzmdW2btkFo1SxK/QUqZB2iEEBop5a/UJPJGyRrnptaxqb1J4Bpgde3ypcDfmh526ySlpKBSlZ5VlEvh7+rAZ3cOwGSWzPxop6rncxksSfyFQggn4DfgSyHE21hYpE0IoRVC7Aeygc1AMlB4XgmIVCCwgW3nCiHihBBxOTltY94XIQSFVYWUGVRrRVEuRYSPE1/eNRB3vS1zP4/jWGaJtUNqlSxJ/FOBcuBhYBM1yduiq3mllCYpZW8giJq5ervUt1oD234kpYyRUsZ4e3tbcrgWrcpUBUCYaxiONo5WjkZRWq+uAS4snzsQJzsd//3hmLXDaZUsmWy9TEppllIapZRLpZTvAOubchApZSGwhZpzBW5CiHOjiYKoqQLaplWbqpm5fiaLDi2ydiiK0ia46W25Z0RHfjqSxaJtJ60dTqvT5MnWa110ckwhhLcQwq32vgMwBjgC/ApMr11tNrD2EmNoNb5O+prkomSi3KOsHYqitBn/GB7OpB5+vLThCL8ezbZ2OK3KpSZ+Sy6h8wd+ra3kuQfYLKX8DngSeEQIcQLwBD65xBhaBYPJwOKExfT27s2wwGHWDkdR2gydVsObM3sT6ePEM98eUmUdmqDBC7iEENc39BTgcLEdSykPAn3qWX6Smv7+dmFN8hoyyzL518B/IUS9pbEVRblEdjot/5nekxs+3MmDX+1j4S19VSVPCzT2DjU2ofp3VzqQtsgszXya8Cm9vHsxNHCotcNRlDapT4g786d049k1CfR+YTPTY4J4fFwn3B3VtaENuegMXC1Ba56BK700nTJDGZHukdYORVHatF0n81h3IJ2Ve84S4ObA4tv7EeHjZO2wrK3ebgaV+JtJbkUunvaeqntHUa6yfSkF3P1ZHFVGMx/dFsOgjp7WDsmamjb1onLpqkxV3L7pdl7c9aK1Q1GUdqdPiDtr7h+Cr4s9cz+PIzmn9OIbtTMq8TeDTw59wpniM4zpMMbaoShKuxTkrmfJnH7YaDVc+842/vntIVXf5zyWVOfUCyGeE0J8XPs4Ugih5uFtwOmi0yw6tIiJYRMZHDDY2uEoV0lFtcnaISh/EuSu5+t7BzOlVwCr9qYy6Z1t7EjOtXZYLcJF+/iFECuAvcAsKWX32ouxdtaWYrgqWksfv9Fs5M4f7iSpIIl109bh5eBl7ZCUZrItKYe1+9PxcbbDaJZ8tvM0mx8eQbCH3tqhKfXIKKpg9uJYzuSV87/bohnZycfaIV0t9fbxWzLgtaOUcqYQ4iYAKWWFUGcs65VRmkFqSSrPDHxGJf02RkrJ7lP5DAz3pKCsmns+34tGI6ioNmE0S6b1CUT9V7Rc/q4OLJ87iNs+2c1dS+O4b2RHBoR7MijcE42m/f3iLGnx76C2Br+Usq8QoiPwlZTyql2E1Vpa/ABlhjJVhK0NqDSY2HIsmwOpRVQZzMSnFLD/bCEn/z0JjUawMzmPLv7O2Gg1FFYYCHS76DWNSgtQXGng6a8PseFQBgCjOnnzzk19cLa3sXJkzeaSR/U8T01VzmAhxJfAz8ATVzCwVq/SWMkXiV9Qbar+S9IPDQ2lR48e9O7dm5iYGADy8/MZO3YskZGRjB07loKCmhr9UkoefPBBIiIi6NmzJ/Hx8XX7Wbp0KZGRkURGRrJ06dKr9+LaicLyajYczCCtsAKA7w5mcM8X8Xz820m+ik3BZJY8P7lrXa2SQR09cdPb4minU0m/FXGxt+G9m/uw/clRzJ/cld+Scnn6m0O0hmHtV5JF4/iFEJ7UVNYUwC4p5VU9Q9LSW/zv73+fDw98yJIJS4j2jb7gudDQUOLi4vDy+qPr54knnsDDw4OnnnqKBQsWUFBQwKuvvsrGjRt599132bhxI7t37+ahhx5i9+7d5OfnExMTQ1xcHEIIoqOj2bt3L+7u7lf7pbYZZrPktR+PEXemgGB3PdtP5JBVXMXTEzvzjxEdqTSY2HM6nwFhntjq1OC3tur9X0/w3x+OodMInr22C7cPCbN2SFfapbX4hRB9gQ5ABjUllEOEEB3PK63crqWWpLL40GImhk38S9JvyNq1a5k9ezYAs2fPZs2aNXXLZ82ahRCCgQMHUlhYSEZGBj/88ANjx47Fw8MDd3d3xo4dy6ZNmwBwcnLi0UcfpW/fvowePZpzk9aMHDmSefPmMXjwYLp3705sbCwA8+fPZ/bs2YwbN47Q0FC++eYbnnjiCXr06MGECRMwGAx8//33zJgxoy7eLVu2MHlyYxU8WqeC8mqKKwzsSM7Fz8WeZXcNYGrvmnmB7G20DIv0Vkm/jbtnREdeub4H/cM8+L/vEvkmPhWzue23/i35q14I7AI+Aj4GdgLLgeNCiHHNGFur8MbeN9BqtDwS/Ui9zwshGDduHNHR0Xz00UcAZGVl4e/vD4C/vz/Z2TUlZdPS0ggODq7bNigoiLS0tAaXA5SVldG3b1/i4+MZMWIEL7zwQt16ZWVl7Nixg4ULF3LHHXfULU9OTmbDhg2sXbuWW2+9lVGjRnHo0CEcHBzYsGEDY8eOZdeuXZSV1Yx7XrFiBTNnzrwSb9dVJ6UkIa2Iecv38ePhTN7/9QTz1x3GLCX/ntaD7x8axs6nR7P2gaEMjvDCz9Xe2iErV5FWI7ipfwgfzYqhW4Arj6w8wO1L9lBebdEkg62WJa3208CdUsrDAEKIrsDjwIvAN8CPzRZdC7cjbQebz2zmgd4P4OfoV+86v//+OwEBAWRnZzN27Fg6d+7c4P7q63YTQjS4HECj0dQl5VtvvZXrr/+jqOpNN90EwPDhwykuLqawsBCAiRMnYmNjQ48ePTCZTEyYMAGAHj16cPr0aXQ6HRMmTGD9+vVMnz6dDRs28J///MeSt8QqTuaUsuD7o2SVVDE80guzlPQJdmdMV19Kq4xc9+52hIA1+2vm/BnX1RetRqhyGkodJzsda+4fwpe7zzB/3WGmvb+D127oRY8gV2uH1iwsSfydzyV9ACllohCij5TyZHv/x3G3d2dC6ATmdJ/T4DoBAQEA+Pj4MG3aNGJjY/H19SUjIwN/f38yMjLw8akZUxwUFMTZs2frtk1NTSUgIICgoCC2bNlywfKRI0fWe7zzfyd//v2ce2xnZwfUfGjY2Nhc8CFiNNa0dGbOnMn777+Ph4cH/fr1w9nZ2ZK35KrIKali+4kchkR44eNsz1NfH+JIRjGB7g68+8sJtBrBzH7BjOnqi41Ww/OTuzKphz+/Hc/B2d6GUZ29VdJX/kKrEcwaFEqIh56nvj7E7E9j+fHh4Xg52Vk7tCvOkq6eY0KID4QQI2pvC6np5rED2uXMB+da4F08u/DfEf/FVlt/+deysjJKSkrq7v/44490796dKVOm1I3MWbp0KVOnTgVgypQpfPbZZ0gp2bVrF66urvj7+zN+/Hh+/PFHCgoKKCgo4Mcff2T8+PEAmM1mVq9eDcCyZcsYOvSP8s8rVqwAYPv27bi6uuLqannrZeTIkcTHx/Pxxx9bvZsnu7iSVXFnWbjlBNM/2EH/f//EwysOUFltBmDB33vwy2Mj2TRvOMn/nkTSSxP597QeQE1f/ZwhYfi62HNDTDATuvthp9Na8+UoLdzITj58dmd/SiuNPLbqQJvs9rGkxX87cB8wj5ozxNuBx6hJ+qOaLbIW7KujX5GQm8D8wfMbTPpQ05c/bdo0AIxGIzfffDMTJkygX79+zJgxg08++YSQkBBWrVoFwKRJk9i4cSMRERHo9Xo+/fRTADw8PHjuuefo168fAP/617/w8PAAwNHRkcOHDxMdHY2rq2tdsgdwd3dn8ODBFBcXs3jx4ia9Rq1Wy3XXXceSJUusMnw0v6yaCoOJQDcHzhaU8/jqgwB0C3Bh3ugorunsQ5B7zTDKcO8/Su9q2+HFOMqVF+XrzHOTu/KvtQlcv3AHy+4eiEcbqu+vyjI30dH8o9y84WYGBwzm3WvetXqXgZOTE6Wlf60+OHLkSF577bW6awdaomqjGRvtH33tRpOZrcdzWBWXys9Hs5geHcwr1/eg2mgmvbACN70Nbvq288+ntHxbj+cw97M4wrwcWXx7PwJa3zUbTSvZIIQ4RCNz60ope16BoFqVckM5j299HHc7d14c8qLVk35rtikhkxe/S2T7kzVfGu/5fC8/HcnCaJZ4Otoya1AoN8QEAWCr0xDqpa6GVq6+EVHeLJodw71fxDP+rd8Y3dmHZyZ1wceldY/+aqyr51wFzvtrf35e+/MWoLzZImqhqk3VPPTrQ6SUpPDR2I9wt28ZF0/V19oHLjgZ3FJUVJv49Vg23ydksvFQBgPCPJAShICYUHfCvR3pHezGqM4+2GjV+HmlZRgW6c2a+4ew8NcTfJ+Qye5T+Xx198BW3RixpFbP71LKIRdb1pxaQlfPoZxD3P/z/Twa8yhTI6ZaNZbWQErJtqRcCisMTOkVQEpeOde+s42SKiMu9jpmxATz0JjItlwjRWmDDqcXccui3Xg62rJkTv/WUI310qZeFELsBx6QUm6vfTwYWNgeyzJXGCtw0LW6Pr6rQkrJvBX7MZklZ/PLOZlbRkmlkWGRXnx+5wCklLzz8wn6hbnTP9QDnWrRK63UrpN5zF4ci8Fk5v2b+zKxh7+1Q2rMJSf+aGAx4EpNn38RcIeUMr7RDa8gayb+Hek72J62nSf6tc+6dKdzyziVW8aozj5IKckprSK9sJKjGcVsOJRBldHMTf2DmdYniJ3Jefzj8zhCPPX0DXGnR6Ar47r54eqgWvVK25JZVMmcJXsorjDwy2MjWvIQ4Uurxy+l3Av0EkK4UPNBUXSlI2upfj7zM4//9jhhrmGUG8rR27T4r3VXTGZRJbGn83ly9UFcHWzY9cxoKgwmhr76K9XGmvHzHb0dL7i4ZVBHTw7OH2+tkBXlqvFzteepiZ2ZvTiWRdtOcf+oCGuH1CSNjep5S0o5r/b+Q1LKt897bomU8varEJ/VLE5YzJt736SnV08WjlnYbpJ+dkklj648wPYTuUgJUb5OvDGjpldPb6vjnRt7o9NocHe0oW+IuxrZpLRbwyO9mNTDjzc2H6dfqAf9wzysHZLFGmvxDz/v/mzg7fMeX3QopxAiGPgM8APMwEdSyreFEB7ACiCUmjpAM6SUBU0Lu3mtPbGWN/e+yYTQCbw09CXstG3vkm2o6Zffc7qAQ2lFRHdwp3ewG1ohyC6u4p4RHRka4UWfEDf0tn/8mUzo3qL7MxXlqhFC8Orfe5KQtp0nVh9g07zh2Nu02C6fCzSW+EUD9y1lBB6VUsYLIZyBvUKIzdRcCfyzlHKBEOIp4CngyUvYf7PxdvBmaOBQ/j3039hoW0f/tJSS4gojrnobpJSkFlRQbTLTwUNPWbUJBxttXYnhvNIqth7PYfXeVHYk5wHg5WTHpnnD8HKy44eHhzd2KEVRajnb2/DvaT249ZPdvPVTEk9NbLgIY0vSWOLXCCHcqannc+7+uQ+Ai36sSSkzqKnhj5SyRAhxBAgEpgIja1dbCmyhhST+/Mp8POw9GBw4mEEBg1pFN4bZLElIL+Ltn5IQQrBodgzl1SZGvbYFo1nibKejtNqIvU7Lh7dFMyLKm9+T83hk5QGc7XW8MKUbY7r6kl9ajWcbuiRdUa6WoZFe3NgvmA+3JhPToaYqbEvX4KgeIcRparpo6st+UkoZbvFBhAgFfgO6AylSSrfzniuQUv7laighxFxgLkBISEj0mTNnLD1ckxnNRl7e/TJrktbw72H/ZmLYxGY71uWQUiIlaDSCsiojX8ensmTHaU7mlGFvo+G567pyy4AOAGw8lEFZlZG9ZwrwdbEnu6SSIRFeXNczgOJKAzklVQS6ObSar6aK0pJVGkxM/3AH6YWVbH54OJ4tp6LnpQ3nvOyjCuEEbAVellJ+I4QotCTxn6+5h3O+ufdNFics5tYut3Jf7/twtm0ZJYgziipILajgaGYJX+1O4VRuGS9P6871fYP4YEsyr246Sq8gV24Z2IHRnX1a0h+borQ7x7NKuPadbYyI8mHhLX1byuxtlzac84I9CDFfSjm/CevbAF8DX0opv6ldnCWE8JdSZggh/IHspsRwpa08tpLFCYuZHjWdJ/s3X4+TlJK0wgqyS6roG1LzOXc6t4x1B9LZfiKXlLxy3PQ23DEkjBn9gskuqWTQK7/Ubd/V34VbBoTUVaK8sV8wA8I96valKIp1Rfk688ykLrywPpE7l+7hg1ujcbJrmTPUNqnFL4SIl1L2tXBdQU0ffv65YaG1y/8L5J13ctdDStno1VFXssVfZarieP5xunh2Iac8hwnfTGBo4FDeGvnWZZ/IrTSYOJpZQpinI656G77dl8pXu89SWmUkt7SK7JIqAI69NAE7nZYnVx9kRdxZegW7EenjxOncMoxmybf3DUYIwZp9abjpbQhyd6Cjt1OrOOegKO3dyj1nefrbQ/QIdOXrewdbu1T45bf4G9pJA4YAtwGHass+ADwDLABWCiHuBFKAG5oYwyXLLMvkwV8eJKMsg19n/Iq/kz+vjXiN4UHDL5r0zWZJYkYx3ydkEOSuZ1J3f1z1NpRVGbn3y3i8HG3Zd7aQU7llbHxwGK56GzRCIJEEuNnT2c+Z3iFuhHjo0dQm8NmDQ3ngmogG6338rU/gFX8PFEVpXjP6BaPRCB5bdYCNhzKY3CvA2iH9RVNb/BoppbkZ46nXlWjxpxSnMHfzXIqqinii3xNMi5xm8bZfxabw3JoEjOY/3quRnbxZMqc//9l0lA+3JqMRAqfaUTLju/mpk6aK0o6ZzZKxb27FRqthzf1DrJkPLq3FL4SIAj4AfKWU3YUQPYEpUsqXrnCAzWbp4aW8v/99bDQ2LBq/iG6e3SzazmyWaDSCaqOZgeGejO/ux5ReAZzN/6Mq9YOjI+kf5kGIhx4HWy3+rqqIm6K0dxqN4PHxnbjni3huXbSbL+4a0KIag5YUadsKPA78T0rZp3ZZgpSy+1WID2h6i7+wspCvk75mVrdZ2GhseGX3K2SUZfB0/6fxd/rjytNjmSV1Cfv/t3fn8VGV1+PHPyf7RnbCFkwIRCCACsgmIKiASFlUELGK1KW4UatttfKVtloV2+pPq1bcFVRkVREXlEURkSWAQti3JCB7SEhCtslk5vz+mEuMkEggk0wmed6vV14zc+fm3vPkJifPPPc+5+7LLmRtRg77s4tIiAkhNSOHwtIypt3cHXCdnDVj7IZhnIsFPx7kgTkbeXxkJyZcluiJEM57jD9EVVNPS3r19u7DqYdTeXD5g+SX5tOvVT/aR7dncq/J5e/vzy5i1rr9rEnP5sf9uUy7uRvDurRg5Z7jPPrxFkRwXSsv8PvLf56qYJK+YRjnatQlLflg7X5eWb6XcT1b15sqntVJ/MdFpC3WbRhFZAzWjNz6pMhexMztM/nfj/8jzLclf0p5hgujLiS/xE54kD92h5P/Lt3FWyszcDiV5Lgm/G14Cr2swkrDOregX7tYWkYG88O+E0SE+NOhebiHW2UYhjcTEf44KJmb31zL3PUHGN87wdMhAdUb6kkCXgcuA04AGcAtqppZ69FZzjbUo6rc9PlNbM3eij2/C/ajo3GUBRHg60NCTAiLrdozY15dTfPwIKYM72jG4g3DqBOqyphXV3M4t5hvHhpY173+ms3cFZFQwEdVT7ozquqoKvHnluQiIkQERrA3dy8HTx5ne3oMt/VNYtGWw2w7lE/ziCBu7ZOIr3WStp7MpjMMoxFZsSuLW99OZcpvOnJn/2pXu3GH874D11TgP6qaa72OwlV1c4rbQ6xCxcSvqpy0lVFoK+XeZfeSlxdFk8IxzL27T70ZPzMMw6hIVbl9+jpSM3JY9ueBNI8IqqtdV5r4q9P9veZU0gewaucPc1dU52rBxoNc9MTHXPHuRPac/IGigqauImT5Nk+F2rJYJAAAHZRJREFUZBiG8atEhMdHdsbuUF5YttvT4VTr5K6viASqqg1ARIIBj1UDO8rXRLd/iTItZVj8nTw58A/mxt2GYdR7F8SEcGOP1sxK3c+9A9tWOWO/LlQnY74PLBORO0TkdmAJrho8derZr3by4cY9zNszg14tL+WjkR/yr6v+aJK+YRhe474r2uHnKzw8P40yR50XQShXrZO7InINcBWu8aLFqvpVbQdWUaeLu2rRsCeZ2D+J2wZEERsci59P/ax6ZxiG8WvmbzjAX+Zt4rK2MTxxbWfaWhV3a4ln6vG7Q0xiR42//0aWTnyIpmGhng7HMAyjRmasyuTZxTu5OD6S9+/sVZu7OreTuyJyUkTyK/k6KSL5tRfnmQrLcnHGfEhazpq63K1hGEatmHBZIhP6JLJq73GOF9T9hSlVJn5VbaKq4ZV8NVHVOp3SKn4nSQy9mI7hfepytwAcLz7O0n1LKS4rrvN9G4bRcI24uCVOhUWb674QgncMlIuD7bs6Mnz797z9ux60iwsrv7NNQWkBYQG/HCNTVTZmbSQmKAZ/H39WHFhBRn4GscGxjE4eTVTQr9+16uPdH1NcVsz6o+tZ/tNy7E477SLb8eqgV2kWWv9vpGwYRv3XvnkT2jdrwtz1B7ild0Kd1gPzijH+kDYh+vGizTwydy8niuy0igxm4f2X8twP/yYtK41Pr/sUm8PG+iPr6duqL6rK8I+Hs//k/vJthPqHUmgvJMg3iFHtRtGjeQ8GXTAIXx9f5u2ax8s/vsyXo7/EqU4GzR/EydKTxAXHcVXCVXSJ7cJTa58ixC+EDtEd8PPx44UrXkBEyMzLJCwgjNjgWH7K/4nffvFbfMSHpIgkxrYfy6CEQfj7+GN32vH3qdkdvgzDaFjeX7OPKQu2MPeuPvS06oa5mfee3A1LCtOkfyTRIaozJ4t82Zd/kKhQHwrKsph48UTuu+Q+pq6dyoI9C1g+djkh/iFszd5K6uFUBOHy1pfTJrwNGXkZTN86nc/SP8PutPPcwOcYnDCY1YdWs3jfYv5y6V8I9Q8lvzSfYnsxcSFx5f+Ftxzfwv82/o+c4hy6N+vOX3v+FYfTwbCPhtE/vj9Tek8hz5bHSz++hFOdrD28lv0n9xMVGEXTkKak56bzRL8nGJIwhADfAMBVSbRH8x6m8qdhNFLFpQ76/GsZvdvE8Or47rWxC+9N/CFtQvQfc/7B0v1LKSkrwVbUlAL7SWxHRvHcqOsYdUkrfso7zOxNqdzVcxjhQb/es86z5bEzZyddm3WtUS/c7rSz/KfltAhtQefYX96ewKlOVh5cyVeZX3Gs6Bj5pflsy97G6OTRPHbZY6w7so7bv7qdp/o9xci2I/nx2I8UlBagKH1b9sXXx5SfMIzG4J+fbuP9NftYN2UQEcFuHxXw3sTf/qL2ujNtJ07rro/pWYV8tfWo671mTRiU0owvNh/m3pk/8NG9l9Htgl8fw/eEk6Unmb51OkkRSfwm6Tc4nA6+zPySwQmD8REfRnw8ggMFBwBoEdqCpMgkHuz2IKWOUhZlLiI9L52HezxMUkQS+/L3kZaVRrdm3cjIy2DJviWMSR5Dl6ZdPNxKwzDO1Q/7T3D9tFU8e8PFjOke7+7Ne2/ir84duJxOJe1gHm2bhhIW6MfCTYf4TZcWXjOz91DBIXaf2E2hvZCl+5ey4egGckpyAAj0DSQpIolXBr1CTHAMr6e9zvxd8/lo5EeUOEq45sNrsDls3NnlTq5Lvg67086MrTNoHtqca9teS1xIXJWfIIrsRWTmZxLoG0iYf9gvhrcMw6h9qkq/f39DYmwI79/Ry91/fw078Ve0em82N72xhovjI3hg8IUU2srYeiifDs2bMOKilvj41P/EdqzoGJ/s+YQWYS0YED+AJgFNyt87Xnyc4rJi4sPiEREK7YVMXTuVhXsXlq8T5BuEzWFDUf7W+2+MbT+WD7Z/wBub3+Ddoe/SOrw1k5ZN4ruD35V/kgKIDorm8cseZ2DrgeSW5BIZFAnA2sNrCfUPLR/SOnUryhMlJ1CU6KCzn5hyqpN8W375Ng3DcHnt2708vWgH/xiRwm1927hz040n8QN8svEgT3+xgyP5JYDrVopOhR6JUdzWtw3DurQ4yxa8T3puOuuPrienJIfrk6+nzFnG7B2zubjpxVyVcBWbsjbxefrnTO45GRFh7eG1bDi6geSoZBxOB7k2172KM/MyuTrxalYcWMHMYTMpdZZy3SfX8drg1+jTsg8fbP+A5zc8z4XRF5KWlQbAgPgB9GjegyX7lpAQnsCD3R8kNjiW9Nx0CuwFXNT0IkodpQyYM4C2kW25Pvl6dp/YTYmjhNHJo884R2IYjYnTqUx8bwMrdmWx9E8DuCDGbQXcGlfiB7CVOfhmxzF8fXy4skMcc9f/xEvLdnMor4Snr+/CTT0vwOFUfL3gE0BdyS7O5o/f/JG0rDSuTryap/s/jZ+PH19mfsnA+IEE+QWxI2cH7217jy3HtzA4YTAAM7fPpMBeQOsmrTlceJjbOt3G/d3u5+6ld3Ok4AgLrl0AwPxd85m+dTr78vcR6BuIn48fdoedoW2G0i6yHf1a9SM5KvmMuPbl7+PHYz+iqjQNaUrbiLasPLSSVqGt6NOyT5UfjwvthezL30eH6A74iHcM+xmN09H8EgY+s5wrO8Tx8s3d3LXZxpf4K+NwKlMWbOaW3gkkxzVh9CurGJzSjPuvOjPZNGY2h41A3+pX3y5zlnGi5ATRQdHsP7mfYL9gmoc252jhUQ4WHKRbs59/ke1OOxuPbaRjdEfsTjtT105l/dH1HC8+jr+PP0vGLEFRFuxZwJ1d7gTgyrlXklWcVem+L212KUkRSQxJHEKvFr1QVYrLignxD2FT1iZu+eIWhrUZxpP9njRzKYx67YWlu3l+6S5eG9+dqzs1d8cmTeI/XV6xnZeW7aZbQhTDurTgSF4JTYL8CA30jgnNDU12cTYbszZy1QVX8fCKh/n+4PcsGbOEEP8QPk//nI4xHQn0DeRQwSF25OwgJSaFXSd28dqm1wjwDWDBqAUE+wXzl2//QlRQFFN6T8HmsPHMumeYs3MOXeO6Mjp5NKlHUgn2C+aGC2+gfXR7TzfbMMqVljm5/pXvOXiimO/+emV5hYIaMIn/bP40dyOLNh/h2q6tuKNfG9o2DT2vM+wlJSVcfvnl2Gw2ysrKGDNmDI8//jgZGRmMGzeOnJwcunXrxnvvvUdAQAA2m41bb72VDRs2EBMTw5w5c0hMTATg6aef5q233sLX15cXX3yRq6++2s2trp+Ky4o5Xnyc1k1an3Vdh9OBU534+7p684+ufJT+8f0Zmji0fJ1P937Ks+ufJackh1D/UBxOBzaHjZ4tevL7Lr+nV4tarZBoGNWWmpHD2NdW88K4Sxh1Sauabq7yBKaq9f6re/fuWhfWZ2brIx9u0uT/+0IT/vqZ3vDKKs0vLj3n7TidTj158qSqqpaWlmrPnj119erVesMNN+isWbNUVfWuu+7SadOmqarqyy+/rHfddZeqqs6aNUvHjh2rqqpbt27Viy66SEtKSjQ9PV2TkpK0rKzMHU1tlOwOu27P3q55tjzNs+XpM6nP6LhPx+nKAytVVXVz1mb9T+p/tLC0UFVVjxcdV6fT6cmQjUbI4XBqz6eW6MR317ljc5XmVI8n9ep81VXiP+VQbpG+/u1ebTv5c736+W/1i7RD572twsJC7dq1q65Zs0ZjYmLUbrerquqqVat0yJAhqqo6ZMgQXbVqlaqq2u12jYmJUafTqVOnTtWpU6eWb+vUehkZGdq+fXu99dZbtUuXLjp69GgtLHQlq4SEBH344Ye1R48e2qNHD929e7eqqk6YMEHvvvtuHThwoLZp00aXL1+ut912m3bo0EEnTJigqqrTpk3Thx56qHx/77zzjk6aNOm82+5NHE6HTlg0QSctm6QOp0M/2/uZdp7eWccsHKP3LLlHB88brE+teUrLHOYfr1H7/vHJFr3w0S/Oq+N5mkpzaq1d5iAib4vIMRHZUmFZtIgsEZHd1mP9m2ILtIgI5veXJzHt5m6U2B3cM/MHpn6x3fWfspocDgeXXHIJcXFxDB48mLZt2xIZGYmfn2vMLj4+noMHDwJw8OBBWrd2DWn4+fkRERFBdnb2L5af/j07d+5k4sSJpKWlER4ezrRp08rXCw8PJzU1lUmTJvHAAw+ULz9x4gRff/01zz//PCNGjODBBx9k69atbN68mY0bNzJmzBg++uij8vXnzJnDjTfeeB4/Qe/jIz5MHzqdl658CR/xoUfzHoxsOxJf8SWrOIuE8ARm7ZjF+EXjWXFghafDNRq4Md3jKXU4eW7JrlrZfm1e3zYdGHraskeAZaqaDCyzXtdbQzo1Z9mfB3Jzrwt4fUU63+0+Xu3v9fX1ZePGjRw4cIDU1FS2b99+xjqnzh9U9g9FRKpcDtC6dWv69u0LwC233MLKlSvL17npppvKH1evXl2+fMSIEYgIXbp0oVmzZnTp0gUfHx86depEZmYmTZs2JSkpiTVr1pCdnc3OnTvL99HYxIXE8VS/p5g9fDbzRszjjSFv8Phlj5Nny+MPX/+B5zY8R25JLuC61HRb9jYPR2w0JJ1bRTC+dwLTV2Wy44j773tVa4lfVVcAOactHsXPN2qfAVxbW/t3F18f4e8jUrisbQzO8zgRHhkZycCBA1mzZg25ubmUlZUBcODAAVq2bAm4evI//fQTAGVlZeTl5REdHf2L5ad/z+knnSu+rup5YKDr8kwfH5/y56den4rrxhtvZO7cuXz44Ydcd911pnxDBdcnX8/8kfMZED+Ad7a8g91pB1z3bxj/xXiOFB7xcIRGQ/KnwRfi7+PD7NSfzr7yOarrGS3NVPUwgPUYV9WKIjJRRNaLyPqsrMqv364rgX6+fPD73gxsH8fxAhur9vx6zz8rK4vcXFdvsLi4mKVLl9KxY0euuOIK5s+fD8CMGTMYNWoUACNHjmTGDNf/w/nz53PllVciIowcOZLZs2djs9nIyMhg9+7d9OzZE4D9+/eX9+ZnzZpFv379yvc/Z86c8sc+fc7trmXXX389CxYsYNasWY1mmOdcBPsF8+KVL7L2t2uJDY4F4JaUW3h76Ns0D3XLddeGAUBkSACDUuJYuOkQpWXOs3/DOai3F6yr6uvA6+C6nNPD4ZSb8vEW1mXm8P0jVxLkX3nhs8OHDzNhwgQcDgdOp5OxY8cyfPhwUlJSGDduHFOmTKFr167ccccdANxxxx2MHz+edu3aER0dzezZswHo1KkTY8eOJSUlBT8/P15++WV8fV377NixIzNmzOCuu+4iOTmZe+65p3z/NpuNXr164XQ6mTVr1jm1LyoqipSUFLZt21b+T8Y4U4j/z1PqY4NjiQ2ORVWZt2seBfYCbu98uwejMxqK0d3i+WLzEb7fc5wrOlTZTz5ntXodv4gkAp+pamfr9U5goKoeFpEWwHJVPesMmrq6jr869mcXUepw0C6uydlXriWZmZkMHz6cLVu2nPFeYmIi69evJzY21gORGZO/m8yijEXMHDaTTrGdPB2O4eWKSx10fuwr7h3Ylj8POa/JhpWO1db1UM9CYIL1fALwSR3vv8YuiAmhXVwTcotK+WDt/nO60sdo+Cb3mkxMcAyTV06mpKzE0+EYXi44wJfkuDDSDuS5dbu1eTnnLGA10F5EDojIHcC/gMEishsYbL32Sou3HeX/Pt7Mqr3Zdb7vxMTESnv74Po0YHr7nhMeEM4TfZ8gIy+DNze/6elwjAbg4vhI0g7kurWTWZtX9dykqi1U1V9V41X1LVXNVtWrVDXZejz9qh+vMfLiloQF+vFZ2iFPh2LUM5e1vIwhCUN4d9u7ZBfXfcfAaFi6xEdwosjOgRPFbtumqVN7noL8femfHMs3O7LMcI9xhvu63ofNYeO9be95OhTDy10UHwHg1uEek/hr4Ir2cRzJL2HHkZOeDsWoZ5Iikujfqj8L9y6kzFnm6XAML3ZhsyaIwK6j7sszJvHXwID2TQFYvtOz8wyM+unadteSVZzF6kOrz76yYVQhyN+X+Khg0o8Xum2bJvHXQLPwINrFhbEu02tPVRi1aED8AMIDwvn+0PeeDsXwckmxYaRnFbhte/V2Ape36H5BFF9tO4LTqV5xE3ej7vj7+rNo9CLCA8I9HYrh5ZKahrIuMwdVdUsZFdPjr6HuCVHkFtnd+jHMaDhM0jfcIalpGEWlDo7ku2duiEn8NdQ9MYogfx/2ZZvEb5zpUMEhHvr2IdKy0jwdiuHF2saGApCe5Z48YxJ/DSXFhrL5sau5qmMzT4di1EPBfsFsytrE8eLql/Q2jNMlNQ0DcNs4vxnjryERwd/XjO0blYsKimLxmMWeDsPwcs3CA/H3FQ7mmqGeemPGqkz+NGejp8MwDKOBEhEiQwLILSp1y/ZM4neDAlsZWQU2T4dh1FMzt89k3GfjPB2G4eWiQwLIKXRP4jdDPW5w3xXtuO+Kdp4Ow6inbA4bW7O3UlBaQFhAmKfDMbxUVKg/J0yP3zC8Q8sw1+0yDxYc9HAkhjeLCgngRJHdLdsyid8NMo8XMvS/K/hmxzFPh2LUQ61CWwGuSzsN43xFhQZwwk1DPSbxu0GTID92HDlJprmW36hEqyauxG96/EZNRIcEcKKoFKez5tWATeJ3g+jQAAL9fDiU67562UbDERUYRbBfsEn8Ro1EhvjjVDhZUvNqrybxu4GI0DIymENuusbWaFhEhFZhrUziN2okOjQAgBw3nOA1id9NYsMCyC40l3QalWsW2oyjRUc9HYbhxaJOJX43jPObxO8mrskV7jnjbjQ8UYFR5Nnce8Nso3GJCnElfndM4jLX8btJZLA/m03iN6qQEpNCqcM9V2QYjVN0iPt6/Cbxu0lUaAC5xeYP26jc+JTxjE8Z7+kwDC8WFeoP4JZJXGaox00igv0psTspsTs8HYphGA1QWKAffj7ilklcJvG7SdumYfRPjsVmd3o6FKMe+v7g9wyaN4j03HRPh2J4KREhKjSAnAIz1FNvDO3cnKGdm3s6DKOeigmOoXeL3vj7+ns6FMOLNQsP5OjJml82bhK/YdSBDtEdeLLfk54Ow/ByzcODOXCiqMbbMUM9bpKeVUD//3zN0m3mWm2jcqqKw2nOARnnr0VEEIfzat7jN4nfTcKD/bk0Ibr8zLthVFRSVkK397sxfet0T4dieLHmEUHkFdspLq1ZB8IM9bhJbFggz994iafDMOqpQN9AfPAxk7iMGmkREQTAkfwS2lg3YD8fpsfvZu6onGc0PCJCZGAkJ2wnPB2K4cWaW4n/cF7NCkJ6JPGLyFAR2Skie0TkEU/EUBsGPvMNkz/a7OkwjHoqIiiCXFuup8MwvFiLiGAAjtRwnL/OE7+I+AIvA9cAKcBNIpJS13HUhiB/X7fdGs1oeCIDI81Qj1EjzcNP9fhrlvg9McbfE9ijqukAIjIbGAVs80AsbhUVEsDS7UdJ+fuXyGnvtY4O4csHLvdIXEb9EBUYxeJ9i9mRs4MO0R08HY7hhYIDfIkM8ee/S3cx7Zs9Z11/6z+HVrrcE4m/FfBThdcHgF6nryQiE4GJ1kubiGypg9hqzTZAHjxjcSxwvM6DqX2mXb+iIx3dEIpbmePlXardLnmCL1X1jOzvicR/emcY4Iwzoqr6OvA6gIisV9VLazuwumba5V1Mu7yLaVfVPHFy9wDQusLreMDchdowDKOOeCLxrwOSRaSNiAQA44CFHojDMAyjUarzoR5VLRORScBXgC/wtqpuPcu3vV77kXmEaZd3Me3yLqZdVRBVM+HIMAyjMTEzdw3DMBoZk/gNwzAamXqd+BtSaQcRyRSRzSKyUUTWW8uiRWSJiOy2HqM8HWd1iMjbInKs4tyKqtoiLi9axzBNRLp5LvKqVdGmx0TkoHXMNorIsArvTbbatFNErvZM1GcnIq1F5BsR2S4iW0Xkj9Zybz9eVbXLq4+ZiASJSKqIbLLa9bi1vI2IrLWO1xzrwhhEJNB6vcd6P7FaO1LVevmF68TvXiAJCAA2ASmejqsG7ckEYk9b9h/gEev5I8C/PR1nNdtyOdAN2HK2tgDDgEW45m/0BtZ6Ov5zaNNjwF8qWTfF+n0MBNpYv6e+nm5DFe1qAXSznjcBdlnxe/vxqqpdXn3MrJ97mPXcH1hrHYe5wDhr+avAPdbze4FXrefjgDnV2U997vGXl3ZQ1VLgVGmHhmQUMMN6PgO41oOxVJuqrgByTltcVVtGAe+qyxogUkRa1E2k1VdFm6oyCpitqjZVzQD24Pp9rXdU9bCq/mA9PwlsxzV73tuPV1XtqopXHDPr515gvfS3vhS4EphvLT/9eJ06jvOBq0Skskmyv1CfE39lpR1+7cDWdwosFpENVjkKgGaqehhcv8hAnMeiq7mq2uLtx3GSNeTxdoWhOK9skzUM0BVXL7LBHK/T2gVefsxExFdENgLHgCW4Pp3kqmqZtUrF2MvbZb2fB8ScbR/1OfFXq7SDF+mrqt1wVSW9T0QaS8U2bz6OrwBtgUuAw8D/s5Z7XZtEJAz4EHhAVfN/bdVKltXbtlXSLq8/ZqrqUNVLcFU16AmVFnc6Fft5tas+J/4GVdpBVQ9Zj8eAj3Ed0KOnPkZbj8c8F2GNVdUWrz2OqnrU+iN0Am/w89CAV7VJRPxxJceZqvqRtdjrj1dl7WooxwxAVXOB5bjG+CNF5NSE24qxl7fLej+CagxZ1ufE32BKO4hIqIg0OfUcGAJswdWeCdZqE4BPPBOhW1TVloXArdbVIr2BvFNDDPXdaWPb1+E6ZuBq0zjrioo2QDKQWtfxVYc13vsWsF1Vn6vwllcfr6ra5e3HTESaikik9TwYGITr/MU3wBhrtdOP16njOAb4Wq0zvb/K02exz3KGexius/V7gUc9HU8N2pGE64qCTcDWU23BNRa3DNhtPUZ7OtZqtmcWro/Rdlw9jjuqaguuj6IvW8dwM3Cpp+M/hza9Z8WcZv2Btaiw/qNWm3YC13g6/l9pVz9cH/3TgI3W17AGcLyqapdXHzPgIuBHK/4twN+t5Um4/lHtAeYBgdbyIOv1Huv9pOrsx5RsMAzDaGTq81CPYRiGUQtM4jcMw2hkTOI3DMNoZEziNwzDaGRM4jcMw2hkTOI3vJ6IxFSoxnjktOqMq2phf78TkSwRedPd267m/meKSI6IjDn72oZxpjq/9aJhuJuqZuOaoo+IPAYUqOqztbzbOao6qbY2LiK+quqo7D1VvVlEptfWvo2Gz/T4jQZNRAqsx4Ei8q2IzBWRXSLyLxG52ap9vllE2lrrNRWRD0VknfXVtxr7+E5ELqnw+nsRuciasf22tZ0fRWSU9X6i9T0/WF+XVYjxGxH5ANhsff/nVm32LSJyY638kIxGx/T4jcbkYlwFr3KAdOBNVe0prpt4/AF4AHgBeF5VV4rIBcBXVF4kq6I3gd8BD4jIhbhmVaaJyFRcU+hvt6bhp4rIUlx1cQaraomIJOOaNXypta2eQGdVzRCR0cAhVf0NgIhEuOsHYTRupsdvNCbr1FXH3YZr6v5ia/lmINF6Pgj4n1UWdyEQfqrO0q+YBwy3iobdDky3lg8BHrG2tRzX9PoLcNVYf0NENlvfm1JhW6nqqhd/Kq5BIvJvEemvqnnn0WbDOIPp8RuNia3Cc2eF105+/lvwAfqoanF1N6qqRSKyBNdNMcbyc+9dgNGqurPi+tZ5iKO4PoH4ACUV3i6ssN1dItIdVw2ap0Vksar+s7pxGUZVTI/fMH5pMVB+0rbi2P1ZvAm8iOtTxamyuF8Bf7AqSSIiXa3lEcBhdZUOHo/rNqNnEJGWQJGqvg88i+vWkIZRYybxG8Yv3Q9cat3BaRtwd3W+SVU3APnAOxUWP4FrWCdNXDdxf8JaPg2YICJrgAup0Ms/TRdc5wU24qos+eS5NsYwKmOqcxrGORKR3+EqV1zxk0FLXOP4HayefG3HMB34TFXnn21dwzid6fEbxrkrBq45NYFLRG7Fdb/XR+so6c8EBvDLcwOGUW2mx28YhtHImB6/YRhGI2MSv2EYRiNjEr9hGEYjYxK/YRhGI2MSv2EYRiPz/wE/Hxu77BWksQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# sea ice latitude\n",
-    "fig, ax = plt.subplots(figsize=(6,4))\n",
-    "ice_lat1 = np.arcsin(1-da1) * (180./np.pi) \n",
-    "ice_lat1_5m = np.arcsin(1-da1_5m) * (180./np.pi) \n",
-    "\n",
-    "ice_lat2 = np.arcsin(1-da2) * (180./np.pi) \n",
-    "ice_lat2_5m = np.arcsin(1-da2_5m) * (180./np.pi) \n",
-    "\n",
-    "ice_lat3 = np.arcsin(1-da3) * (180./np.pi) \n",
-    "ice_lat3_5m = np.arcsin(1-da3_5m) * (180./np.pi) \n",
-    "\n",
-    "(1-da1).plot(color='C0',ls='-.')\n",
-    "(1-da1_5m).plot(color='C2',ls='-.')\n",
-    "\n",
-    "(1-da2).plot(color='C0',ls='--')\n",
-    "(1-da2_5m).plot(color='C2',ls='--')\n",
-    "\n",
-    "(1-da3).plot(color='C0',ls='-')\n",
-    "(1-da3_5m).plot(color='C2',ls='-')\n",
-    "plt.xlim(0,310)\n",
-    "plt.xlabel(\"Time [years]\")\n",
-    "plt.ylabel(\"Ice-Edge Latitude [°]\")\n",
-    "\n",
-    "ax.spines['right'].set_color('none')\n",
-    "ax.spines['top'].set_color('none')\n",
-    "\n",
-    "ax.set_yticks([np.sin(np.radians(0)),np.sin(np.radians(10)),np.sin(np.radians(20)),np.sin(np.radians(30)),np.sin(np.radians(40)),np.sin(np.radians(50)),np.sin(np.radians(60)),np.sin(np.radians(90))])\n",
-    "ax.set_yticklabels([0,10,20,30,40,50,60,90])\n",
-    "plt.ylim(0,1)\n",
-    "\n",
-    "plt.title(\"\")\n",
-    "legend_color(ax,['0L-Semtner','0L-Semtner-limited'],1)\n",
-    "\n",
-    "ax.annotate('5000ppmv',(42,0.4))\n",
-    "ax.annotate('3000ppmv',(40,0.17))\n",
-    "ax.annotate('1500ppmv',(20,0.85))\n",
-    "\n",
-    "plt.savefig(\"plots/icelat_comparison.pdf\",bbox_inches='tight')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 bleeding edge (using the module anaconda3/bleeding_edge)",
-   "language": "python",
-   "name": "anaconda3_bleeding"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/python_scripts /plots/.ipynb_checkpoints/TOA_balance-checkpoint.csv b/python_scripts /plots/.ipynb_checkpoints/TOA_balance-checkpoint.csv
deleted file mode 100644
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000
diff --git a/python_scripts /plots/.ipynb_checkpoints/bifurcation_5mlim_merged-checkpoint.pdf b/python_scripts /plots/.ipynb_checkpoints/bifurcation_5mlim_merged-checkpoint.pdf
deleted file mode 100644
index 2de3205b7ce4f7029fef02573c4983f113eee14d..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/.ipynb_checkpoints/bifurcation_5mlim_merged-checkpoint.pdf and /dev/null differ
diff --git a/python_scripts /plots/.ipynb_checkpoints/bifurcation_winton_merged-checkpoint.pdf b/python_scripts /plots/.ipynb_checkpoints/bifurcation_winton_merged-checkpoint.pdf
deleted file mode 100644
index da492f9a9f4261dfebda96b83252cf0ac233e552..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/.ipynb_checkpoints/bifurcation_winton_merged-checkpoint.pdf and /dev/null differ
diff --git a/python_scripts /plots/.ipynb_checkpoints/hovmoeller_rsut-checkpoint.png b/python_scripts /plots/.ipynb_checkpoints/hovmoeller_rsut-checkpoint.png
deleted file mode 100644
index 918efabbcc6bb1fe489885f65d03f435252deeae..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/.ipynb_checkpoints/hovmoeller_rsut-checkpoint.png and /dev/null differ
diff --git a/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_freezing_2-checkpoint.pdf b/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_freezing_2-checkpoint.pdf
deleted file mode 100644
index 90f24c41f6398f4f1b7ef70c1ecfa7ffb630c426..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_freezing_2-checkpoint.pdf and /dev/null differ
diff --git a/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_melting_icon-checkpoint.pdf b/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_melting_icon-checkpoint.pdf
deleted file mode 100644
index a5e795fa39cad421fd5a1f9682da9b63750d3ce9..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_melting_icon-checkpoint.pdf and /dev/null differ
diff --git a/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_melting_icon-checkpoint.png b/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_melting_icon-checkpoint.png
deleted file mode 100644
index c7c3691de34e8f9f8b843778c73d489bf374b948..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_melting_icon-checkpoint.png and /dev/null differ
diff --git a/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_melting_snow-checkpoint.pdf b/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_melting_snow-checkpoint.pdf
deleted file mode 100644
index cca82593a1f9c5a3510db07a1ba10fc2efb4d95e..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/.ipynb_checkpoints/model_hi_qtop_qbot_melting_snow-checkpoint.pdf and /dev/null differ
diff --git a/python_scripts /plots/F_sit_fit.pdf b/python_scripts /plots/F_sit_fit.pdf
deleted file mode 100644
index bd42fe8e983cb6517538ac74a1504ba05f003cfc..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/F_sit_fit.pdf and /dev/null differ
diff --git a/python_scripts /plots/TOA_EB.pdf b/python_scripts /plots/TOA_EB.pdf
deleted file mode 100644
index e3c0e6f7df6d687ce5a927ae34fa0251b75d1f7a..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/TOA_EB.pdf and /dev/null differ
diff --git a/python_scripts /plots/TOA_EB.png b/python_scripts /plots/TOA_EB.png
deleted file mode 100644
index bacba98e31924ec5a9f274cda217e909771d4d49..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/TOA_EB.png and /dev/null differ
diff --git a/python_scripts /plots/TOA_balance.csv b/python_scripts /plots/TOA_balance.csv
deleted file mode 100644
index 1ca84f4e132d2b0f14fd0b705e7fd6a7fcc80d20..0000000000000000000000000000000000000000
--- a/python_scripts /plots/TOA_balance.csv	
+++ /dev/null
@@ -1,5 +0,0 @@
-simulation,SW in,SW out,LW out,SW cs out,LW cs out
-mlo_aqua_2437ppmv_winton,321.23425,98.25365,222.16487,56.06923,243.2054
-mlo_aqua_1688ppmv_hice_unlim,321.23425,97.2439,223.32451,54.820316,244.82646
-mlo_aqua_3000ppmv_winton,321.23425,94.45228,225.86537,48.326496,248.45163
-mlo_aqua_2250ppmv_hice_unlim,321.23425,93.05864,227.3154,46.583275,250.22746
diff --git a/python_scripts /plots/bifurcation.svg b/python_scripts /plots/bifurcation.svg
deleted file mode 100644
index bd04fef17b657acb587b5e969cedf0d3d09f9032..0000000000000000000000000000000000000000
--- a/python_scripts /plots/bifurcation.svg	
+++ /dev/null
@@ -1,2235 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="720pt" version="1.1" viewBox="0 0 432 720" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 720 
-L 432 720 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 333.490909 
-L 388.8 333.490909 
-L 388.8 86.4 
-L 54 86.4 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m456d4253b6" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 1000 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(41.275 348.089347)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="152.693594" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="210.425646" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="251.387189" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="283.15943" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5000 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(270.43443 348.089347)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="309.119241" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="331.067948" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_8">
-     <g id="line2d_8">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="350.080783" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_9">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="366.851293" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_10">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="381.853024" xlink:href="#m456d4253b6" y="333.490909"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10000 -->
-      <g transform="translate(365.946774 348.089347)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-       <use x="254.492188" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_4">
-     <!-- Atmospheric CO$_2$ [ppmv] -->
-     <defs>
-      <path d="M 34.1875 63.1875 
-L 20.796875 26.90625 
-L 47.609375 26.90625 
-z
-M 28.609375 72.90625 
-L 39.796875 72.90625 
-L 67.578125 0 
-L 57.328125 0 
-L 50.6875 18.703125 
-L 17.828125 18.703125 
-L 11.1875 0 
-L 0.78125 0 
-z
-" id="DejaVuSans-65"/>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 48.78125 52.59375 
-L 48.78125 44.1875 
-Q 44.96875 46.296875 41.140625 47.34375 
-Q 37.3125 48.390625 33.40625 48.390625 
-Q 24.65625 48.390625 19.8125 42.84375 
-Q 14.984375 37.3125 14.984375 27.296875 
-Q 14.984375 17.28125 19.8125 11.734375 
-Q 24.65625 6.203125 33.40625 6.203125 
-Q 37.3125 6.203125 41.140625 7.25 
-Q 44.96875 8.296875 48.78125 10.40625 
-L 48.78125 2.09375 
-Q 45.015625 0.34375 40.984375 -0.53125 
-Q 36.96875 -1.421875 32.421875 -1.421875 
-Q 20.0625 -1.421875 12.78125 6.34375 
-Q 5.515625 14.109375 5.515625 27.296875 
-Q 5.515625 40.671875 12.859375 48.328125 
-Q 20.21875 56 33.015625 56 
-Q 37.15625 56 41.109375 55.140625 
-Q 45.0625 54.296875 48.78125 52.59375 
-z
-" id="DejaVuSans-99"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 64.40625 67.28125 
-L 64.40625 56.890625 
-Q 59.421875 61.53125 53.78125 63.8125 
-Q 48.140625 66.109375 41.796875 66.109375 
-Q 29.296875 66.109375 22.65625 58.46875 
-Q 16.015625 50.828125 16.015625 36.375 
-Q 16.015625 21.96875 22.65625 14.328125 
-Q 29.296875 6.6875 41.796875 6.6875 
-Q 48.140625 6.6875 53.78125 8.984375 
-Q 59.421875 11.28125 64.40625 15.921875 
-L 64.40625 5.609375 
-Q 59.234375 2.09375 53.4375 0.328125 
-Q 47.65625 -1.421875 41.21875 -1.421875 
-Q 24.65625 -1.421875 15.125 8.703125 
-Q 5.609375 18.84375 5.609375 36.375 
-Q 5.609375 53.953125 15.125 64.078125 
-Q 24.65625 74.21875 41.21875 74.21875 
-Q 47.75 74.21875 53.53125 72.484375 
-Q 59.328125 70.75 64.40625 67.28125 
-z
-" id="DejaVuSans-67"/>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 19.140625 63.90625 8.859375 
-Q 54.734375 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.828125 
-Q 5.609375 19.09375 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-z
-" id="DejaVuSans-79"/>
-      <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 8.796875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-L 35.6875 0 
-L 23.484375 0 
-z
-" id="DejaVuSans-118"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(158.75 361.769034)scale(0.1 -0.1)">
-      <use transform="translate(0 0.015625)" xlink:href="#DejaVuSans-65"/>
-      <use transform="translate(68.408203 0.015625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(107.617188 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(205.029297 0.015625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(266.210938 0.015625)" xlink:href="#DejaVuSans-115"/>
-      <use transform="translate(318.310547 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(381.787109 0.015625)" xlink:href="#DejaVuSans-104"/>
-      <use transform="translate(445.166016 0.015625)" xlink:href="#DejaVuSans-101"/>
-      <use transform="translate(506.689453 0.015625)" xlink:href="#DejaVuSans-114"/>
-      <use transform="translate(547.802734 0.015625)" xlink:href="#DejaVuSans-105"/>
-      <use transform="translate(575.585938 0.015625)" xlink:href="#DejaVuSans-99"/>
-      <use transform="translate(630.566406 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(662.353516 0.015625)" xlink:href="#DejaVuSans-67"/>
-      <use transform="translate(732.177734 0.015625)" xlink:href="#DejaVuSans-79"/>
-      <use transform="translate(811.845703 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(859.116211 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(890.90332 0.015625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(929.916992 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(993.393555 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(1056.870117 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(1154.282227 0.015625)" xlink:href="#DejaVuSans-118"/>
-      <use transform="translate(1213.461914 0.015625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_11">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m6346331cc0" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="312.9"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 0 -->
-      <g transform="translate(35.6375 316.699219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="277.144262"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 10 -->
-      <g transform="translate(29.275 280.94348)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="242.474943"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 20 -->
-      <g transform="translate(29.275 246.274162)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="209.945455"/>
-      </g>
-     </g>
-     <g id="text_8">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(29.275 213.744673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_15">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="167.300286"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 45 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(29.275 171.099504)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_16">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="134.577496"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 60 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(29.275 138.376715)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_17">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="106.990909"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 90 -->
-      <defs>
-       <path d="M 10.984375 1.515625 
-L 10.984375 10.5 
-Q 14.703125 8.734375 18.5 7.8125 
-Q 22.3125 6.890625 25.984375 6.890625 
-Q 35.75 6.890625 40.890625 13.453125 
-Q 46.046875 20.015625 46.78125 33.40625 
-Q 43.953125 29.203125 39.59375 26.953125 
-Q 35.25 24.703125 29.984375 24.703125 
-Q 19.046875 24.703125 12.671875 31.3125 
-Q 6.296875 37.9375 6.296875 49.421875 
-Q 6.296875 60.640625 12.9375 67.421875 
-Q 19.578125 74.21875 30.609375 74.21875 
-Q 43.265625 74.21875 49.921875 64.515625 
-Q 56.59375 54.828125 56.59375 36.375 
-Q 56.59375 19.140625 48.40625 8.859375 
-Q 40.234375 -1.421875 26.421875 -1.421875 
-Q 22.703125 -1.421875 18.890625 -0.6875 
-Q 15.09375 0.046875 10.984375 1.515625 
-z
-M 30.609375 32.421875 
-Q 37.25 32.421875 41.125 36.953125 
-Q 45.015625 41.5 45.015625 49.421875 
-Q 45.015625 57.28125 41.125 61.84375 
-Q 37.25 66.40625 30.609375 66.40625 
-Q 23.96875 66.40625 20.09375 61.84375 
-Q 16.21875 57.28125 16.21875 49.421875 
-Q 16.21875 41.5 20.09375 36.953125 
-Q 23.96875 32.421875 30.609375 32.421875 
-z
-" id="DejaVuSans-57"/>
-      </defs>
-      <g transform="translate(29.275 110.790128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-57"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_12">
-     <!-- Ice Latitude [°] -->
-     <defs>
-      <path d="M 9.8125 72.90625 
-L 19.671875 72.90625 
-L 19.671875 0 
-L 9.8125 0 
-z
-" id="DejaVuSans-73"/>
-      <path d="M 9.8125 72.90625 
-L 19.671875 72.90625 
-L 19.671875 8.296875 
-L 55.171875 8.296875 
-L 55.171875 0 
-L 9.8125 0 
-z
-" id="DejaVuSans-76"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 8.5 21.578125 
-L 8.5 54.6875 
-L 17.484375 54.6875 
-L 17.484375 21.921875 
-Q 17.484375 14.15625 20.5 10.265625 
-Q 23.53125 6.390625 29.59375 6.390625 
-Q 36.859375 6.390625 41.078125 11.03125 
-Q 45.3125 15.671875 45.3125 23.6875 
-L 45.3125 54.6875 
-L 54.296875 54.6875 
-L 54.296875 0 
-L 45.3125 0 
-L 45.3125 8.40625 
-Q 42.046875 3.421875 37.71875 1 
-Q 33.40625 -1.421875 27.6875 -1.421875 
-Q 18.265625 -1.421875 13.375 4.4375 
-Q 8.5 10.296875 8.5 21.578125 
-z
-M 31.109375 56 
-z
-" id="DejaVuSans-117"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 25 67.921875 
-Q 21.09375 67.921875 18.40625 65.203125 
-Q 15.71875 62.5 15.71875 58.59375 
-Q 15.71875 54.734375 18.40625 52.078125 
-Q 21.09375 49.421875 25 49.421875 
-Q 28.90625 49.421875 31.59375 52.078125 
-Q 34.28125 54.734375 34.28125 58.59375 
-Q 34.28125 62.453125 31.5625 65.1875 
-Q 28.859375 67.921875 25 67.921875 
-z
-M 25 74.21875 
-Q 28.125 74.21875 31 73.015625 
-Q 33.890625 71.828125 35.984375 69.578125 
-Q 38.234375 67.390625 39.359375 64.59375 
-Q 40.484375 61.8125 40.484375 58.59375 
-Q 40.484375 52.15625 35.96875 47.6875 
-Q 31.453125 43.21875 24.90625 43.21875 
-Q 18.3125 43.21875 13.90625 47.609375 
-Q 9.515625 52 9.515625 58.59375 
-Q 9.515625 65.140625 14 69.671875 
-Q 18.5 74.21875 25 74.21875 
-z
-" id="DejaVuSans-176"/>
-     </defs>
-     <g transform="translate(23.195312 247.40483)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-73"/>
-      <use x="29.492188" xlink:href="#DejaVuSans-99"/>
-      <use x="84.472656" xlink:href="#DejaVuSans-101"/>
-      <use x="145.996094" xlink:href="#DejaVuSans-32"/>
-      <use x="177.783203" xlink:href="#DejaVuSans-76"/>
-      <use x="233.496094" xlink:href="#DejaVuSans-97"/>
-      <use x="294.775391" xlink:href="#DejaVuSans-116"/>
-      <use x="333.984375" xlink:href="#DejaVuSans-105"/>
-      <use x="361.767578" xlink:href="#DejaVuSans-116"/>
-      <use x="400.976562" xlink:href="#DejaVuSans-117"/>
-      <use x="464.355469" xlink:href="#DejaVuSans-100"/>
-      <use x="527.832031" xlink:href="#DejaVuSans-101"/>
-      <use x="589.355469" xlink:href="#DejaVuSans-32"/>
-      <use x="621.142578" xlink:href="#DejaVuSans-91"/>
-      <use x="660.15625" xlink:href="#DejaVuSans-176"/>
-      <use x="710.15625" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_18">
-    <path clip-path="url(#paae1c82beb)" d="M 111.732052 106.990909 
-L 111.732052 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_19">
-    <path clip-path="url(#paae1c82beb)" d="M 111.732052 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M -0 3 
-L 3 -3 
-L -3 -3 
-z
-" id="md35d395805" style="stroke:#d3d3d3;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="111.732052" xlink:href="#md35d395805" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_20">
-    <path clip-path="url(#paae1c82beb)" d="M 120.386407 106.990909 
-L 120.386407 156.232178 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_21">
-    <path clip-path="url(#paae1c82beb)" d="M 120.386407 156.232178 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="m36446d83ad" style="stroke:#d3d3d3;"/>
-    </defs>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="120.386407" xlink:href="#m36446d83ad" y="156.232178"/>
-    </g>
-   </g>
-   <g id="line2d_22">
-    <path clip-path="url(#paae1c82beb)" d="M 128.544743 106.990909 
-L 128.544743 152.720386 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_23">
-    <path clip-path="url(#paae1c82beb)" d="M 128.544743 152.720386 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="128.544743" xlink:href="#m36446d83ad" y="152.720386"/>
-    </g>
-   </g>
-   <g id="line2d_24">
-    <path clip-path="url(#paae1c82beb)" d="M 143.504293 106.990909 
-L 143.504293 148.022131 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_25">
-    <path clip-path="url(#paae1c82beb)" d="M 143.504293 148.022131 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="143.504293" xlink:href="#m36446d83ad" y="148.022131"/>
-    </g>
-   </g>
-   <g id="line2d_26">
-    <path clip-path="url(#paae1c82beb)" d="M 169.464104 106.990909 
-L 169.464104 140.504295 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_27">
-    <path clip-path="url(#paae1c82beb)" d="M 169.464104 140.504295 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="169.464104" xlink:href="#m36446d83ad" y="140.504295"/>
-    </g>
-   </g>
-   <g id="line2d_28">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 106.990909 
-L 210.425646 126.282987 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_29">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 126.282987 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="210.425646" xlink:href="#m36446d83ad" y="126.282987"/>
-    </g>
-   </g>
-   <g id="line2d_30">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 261.483666 
-L 210.425646 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_31">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="210.425646" xlink:href="#m36446d83ad" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_32">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 235.598521 
-L 210.425646 233.438438 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_33">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 233.438438 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="mdc1df7ce74" style="stroke:#d3d3d3;"/>
-    </defs>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill-opacity:0;stroke:#d3d3d3;" x="210.425646" xlink:href="#mdc1df7ce74" y="233.438438"/>
-    </g>
-   </g>
-   <g id="line2d_34">
-    <path clip-path="url(#paae1c82beb)" d="M 242.197887 261.483666 
-L 242.197887 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_35">
-    <path clip-path="url(#paae1c82beb)" d="M 242.197887 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="242.197887" xlink:href="#m36446d83ad" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_36">
-    <path clip-path="url(#paae1c82beb)" d="M 242.197887 245.183368 
-L 242.197887 246.882871 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_37">
-    <path clip-path="url(#paae1c82beb)" d="M 242.197887 246.882871 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill-opacity:0;stroke:#d3d3d3;" x="242.197887" xlink:href="#mdc1df7ce74" y="246.882871"/>
-    </g>
-   </g>
-   <g id="line2d_38">
-    <path clip-path="url(#paae1c82beb)" d="M 253.612272 261.483666 
-L 253.612272 271.84833 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_39">
-    <path clip-path="url(#paae1c82beb)" d="M 253.612272 271.84833 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="253.612272" xlink:href="#md35d395805" y="271.84833"/>
-    </g>
-   </g>
-   <g id="line2d_40">
-    <path clip-path="url(#paae1c82beb)" d="M 258.976834 261.483666 
-L 258.976834 255.34967 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_41">
-    <path clip-path="url(#paae1c82beb)" d="M 258.976834 255.34967 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill-opacity:0;stroke:#d3d3d3;" x="258.976834" xlink:href="#mdc1df7ce74" y="255.34967"/>
-    </g>
-   </g>
-   <g id="line2d_42">
-    <path clip-path="url(#paae1c82beb)" d="M 264.146595 261.483666 
-L 264.146595 248.587401 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_43">
-    <path clip-path="url(#paae1c82beb)" d="M 264.146595 248.587401 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 -3 
-L -3 3 
-L 3 3 
-z
-" id="ma8e2511de7" style="stroke:#d3d3d3;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="264.146595" xlink:href="#ma8e2511de7" y="248.587401"/>
-    </g>
-   </g>
-   <g id="line2d_44">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 261.483666 
-L 283.15943 229.149228 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_45">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 229.149228 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="283.15943" xlink:href="#ma8e2511de7" y="229.149228"/>
-    </g>
-   </g>
-   <g id="line2d_46">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 271.496228 
-L 283.15943 262.040658 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_47">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 262.040658 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill-opacity:0;stroke:#d3d3d3;" x="283.15943" xlink:href="#mdc1df7ce74" y="262.040658"/>
-    </g>
-   </g>
-   <g id="line2d_48">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 106.990909 
-L 283.15943 106.990909 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_49">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 106.990909 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="283.15943" xlink:href="#m36446d83ad" y="106.990909"/>
-    </g>
-   </g>
-   <g id="line2d_50">
-    <path clip-path="url(#paae1c82beb)" d="M 381.853024 261.483666 
-L 381.853024 249.270592 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_51">
-    <path clip-path="url(#paae1c82beb)" d="M 381.853024 249.270592 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="381.853024" xlink:href="#ma8e2511de7" y="249.270592"/>
-    </g>
-   </g>
-   <g id="line2d_52">
-    <path clip-path="url(#paae1c82beb)" d="M 85.772241 106.990909 
-L 85.772241 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_53">
-    <path clip-path="url(#paae1c82beb)" d="M 85.772241 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="m5839bafd72" style="stroke:#2ca02c;"/>
-    </defs>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="85.772241" xlink:href="#m5839bafd72" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_54">
-    <path clip-path="url(#paae1c82beb)" d="M 99.342958 106.990909 
-L 99.342958 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_55">
-    <path clip-path="url(#paae1c82beb)" d="M 99.342958 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="99.342958" xlink:href="#m5839bafd72" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_56">
-    <path clip-path="url(#paae1c82beb)" d="M 105.721728 106.990909 
-L 105.721728 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_57">
-    <path clip-path="url(#paae1c82beb)" d="M 105.721728 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="105.721728" xlink:href="#m5839bafd72" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_58">
-    <path clip-path="url(#paae1c82beb)" d="M 111.732052 106.990909 
-L 111.732052 163.29167 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_59">
-    <path clip-path="url(#paae1c82beb)" d="M 111.732052 163.29167 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M -0 3 
-L 3 -3 
-L -3 -3 
-z
-" id="m3ee8d08867" style="stroke:#2ca02c;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;stroke-linejoin:miter;" x="111.732052" xlink:href="#m3ee8d08867" y="163.29167"/>
-    </g>
-   </g>
-   <g id="line2d_60">
-    <path clip-path="url(#paae1c82beb)" d="M 120.386407 106.990909 
-L 120.386407 154.473637 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_61">
-    <path clip-path="url(#paae1c82beb)" d="M 120.386407 154.473637 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="120.386407" xlink:href="#m5839bafd72" y="154.473637"/>
-    </g>
-   </g>
-   <g id="line2d_62">
-    <path clip-path="url(#paae1c82beb)" d="M 85.772241 106.990909 
-L 85.772241 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_63">
-    <path clip-path="url(#paae1c82beb)" d="M 85.772241 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="85.772241" xlink:href="#m5839bafd72" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_64">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 106.990909 
-L 210.425646 126.282987 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_65">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 126.282987 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="210.425646" xlink:href="#m5839bafd72" y="126.282987"/>
-    </g>
-   </g>
-   <g id="line2d_66">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 106.990909 
-L 283.15943 106.990909 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_67">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 106.990909 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.15943" xlink:href="#m5839bafd72" y="106.990909"/>
-    </g>
-   </g>
-   <g id="line2d_68">
-    <path clip-path="url(#paae1c82beb)" d="M 152.693594 201.720098 
-L 152.693594 212.006367 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_69">
-    <path clip-path="url(#paae1c82beb)" d="M 152.693594 212.006367 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;stroke-linejoin:miter;" x="152.693594" xlink:href="#m3ee8d08867" y="212.006367"/>
-    </g>
-   </g>
-   <g id="line2d_70">
-    <path clip-path="url(#paae1c82beb)" d="M 152.693594 264.90137 
-L 152.693594 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_71">
-    <path clip-path="url(#paae1c82beb)" d="M 152.693594 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="152.693594" xlink:href="#m5839bafd72" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_72">
-    <path clip-path="url(#paae1c82beb)" d="M 184.465835 264.90137 
-L 184.465835 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_73">
-    <path clip-path="url(#paae1c82beb)" d="M 184.465835 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="184.465835" xlink:href="#m5839bafd72" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_74">
-    <path clip-path="url(#paae1c82beb)" d="M 184.465835 201.720098 
-L 184.465835 191.404955 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_75">
-    <path clip-path="url(#paae1c82beb)" d="M 184.465835 191.404955 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 -3 
-L -3 3 
-L 3 3 
-z
-" id="m0a38a5b771" style="stroke:#2ca02c;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;stroke-linejoin:miter;" x="184.465835" xlink:href="#m0a38a5b771" y="191.404955"/>
-    </g>
-   </g>
-   <g id="line2d_76">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 216.136357 
-L 210.425646 189.354251 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_77">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 189.354251 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;stroke-linejoin:miter;" x="210.425646" xlink:href="#m0a38a5b771" y="189.354251"/>
-    </g>
-   </g>
-   <g id="line2d_78">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 264.90137 
-L 210.425646 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_79">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 312.9 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="210.425646" xlink:href="#m5839bafd72" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_80">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 255.246161 
-L 210.425646 232.610344 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_81">
-    <path clip-path="url(#paae1c82beb)" d="M 210.425646 232.610344 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;stroke-linejoin:miter;" x="210.425646" xlink:href="#m0a38a5b771" y="232.610344"/>
-    </g>
-   </g>
-   <g id="line2d_82">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 216.136357 
-L 283.15943 195.532485 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_83">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 195.532485 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;stroke-linejoin:miter;" x="283.15943" xlink:href="#m0a38a5b771" y="195.532485"/>
-    </g>
-   </g>
-   <g id="line2d_84">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 265.565642 
-L 283.15943 209.945455 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_85">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 209.945455 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;stroke-linejoin:miter;" x="283.15943" xlink:href="#m0a38a5b771" y="209.945455"/>
-    </g>
-   </g>
-   <g id="line2d_86">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 286.130365 
-L 283.15943 259.363852 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_87">
-    <path clip-path="url(#paae1c82beb)" d="M 283.15943 259.363852 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;stroke-linejoin:miter;" x="283.15943" xlink:href="#m0a38a5b771" y="259.363852"/>
-    </g>
-   </g>
-   <g id="line2d_88">
-    <path clip-path="url(#paae1c82beb)" d="M 381.853024 216.136357 
-L 381.853024 176.999657 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_89">
-    <path clip-path="url(#paae1c82beb)" d="M 381.853024 176.999657 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#paae1c82beb)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;stroke-linejoin:miter;" x="381.853024" xlink:href="#m0a38a5b771" y="176.999657"/>
-    </g>
-   </g>
-   <g id="patch_3">
-    <path d="M 49 333.490909 
-L 49 86.4 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 333.490909 
-L 388.8 86.4 
-" style="fill:none;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 333.490909 
-L 388.8 333.490909 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 86.4 
-L 388.8 86.4 
-" style="fill:none;"/>
-   </g>
-   <g id="text_13">
-    <!-- a) -->
-    <defs>
-     <path d="M 8.015625 75.875 
-L 15.828125 75.875 
-Q 23.140625 64.359375 26.78125 53.3125 
-Q 30.421875 42.28125 30.421875 31.390625 
-Q 30.421875 20.453125 26.78125 9.375 
-Q 23.140625 -1.703125 15.828125 -13.1875 
-L 8.015625 -13.1875 
-Q 14.5 -2 17.703125 9.0625 
-Q 20.90625 20.125 20.90625 31.390625 
-Q 20.90625 42.671875 17.703125 53.65625 
-Q 14.5 64.65625 8.015625 75.875 
-z
-" id="DejaVuSans-41"/>
-    </defs>
-    <g transform="translate(20.52 86.4)scale(0.14 -0.14)">
-     <use xlink:href="#DejaVuSans-97"/>
-     <use x="61.279297" xlink:href="#DejaVuSans-41"/>
-    </g>
-   </g>
-  </g>
-  <g id="axes_2">
-   <g id="patch_7">
-    <path d="M 54 630 
-L 388.8 630 
-L 388.8 382.909091 
-L 54 382.909091 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_3">
-    <g id="xtick_11">
-     <g id="line2d_90">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 1000 -->
-      <g transform="translate(41.275 644.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_12">
-     <g id="line2d_91">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="152.693594" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_13">
-     <g id="line2d_92">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="210.425646" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_14">
-     <g id="line2d_93">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="251.387189" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_15">
-     <g id="line2d_94">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="283.15943" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 5000 -->
-      <g transform="translate(270.43443 644.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_16">
-     <g id="line2d_95">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="309.119241" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_17">
-     <g id="line2d_96">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="331.067948" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_18">
-     <g id="line2d_97">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="350.080783" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_19">
-     <g id="line2d_98">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="366.851293" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_20">
-     <g id="line2d_99">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="381.853024" xlink:href="#m456d4253b6" y="630"/>
-      </g>
-     </g>
-     <g id="text_16">
-      <!-- 10000 -->
-      <g transform="translate(365.946774 644.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-       <use x="254.492188" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_17">
-     <!-- Atmospheric CO$_2$ [ppmv] -->
-     <g transform="translate(158.75 658.278125)scale(0.1 -0.1)">
-      <use transform="translate(0 0.015625)" xlink:href="#DejaVuSans-65"/>
-      <use transform="translate(68.408203 0.015625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(107.617188 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(205.029297 0.015625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(266.210938 0.015625)" xlink:href="#DejaVuSans-115"/>
-      <use transform="translate(318.310547 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(381.787109 0.015625)" xlink:href="#DejaVuSans-104"/>
-      <use transform="translate(445.166016 0.015625)" xlink:href="#DejaVuSans-101"/>
-      <use transform="translate(506.689453 0.015625)" xlink:href="#DejaVuSans-114"/>
-      <use transform="translate(547.802734 0.015625)" xlink:href="#DejaVuSans-105"/>
-      <use transform="translate(575.585938 0.015625)" xlink:href="#DejaVuSans-99"/>
-      <use transform="translate(630.566406 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(662.353516 0.015625)" xlink:href="#DejaVuSans-67"/>
-      <use transform="translate(732.177734 0.015625)" xlink:href="#DejaVuSans-79"/>
-      <use transform="translate(811.845703 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(859.116211 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(890.90332 0.015625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(929.916992 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(993.393555 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(1056.870117 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(1154.282227 0.015625)" xlink:href="#DejaVuSans-118"/>
-      <use transform="translate(1213.461914 0.015625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_4">
-    <g id="ytick_8">
-     <g id="line2d_100">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="609.409091"/>
-      </g>
-     </g>
-     <g id="text_18">
-      <!-- 0 -->
-      <g transform="translate(35.6375 613.20831)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_9">
-     <g id="line2d_101">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="573.653353"/>
-      </g>
-     </g>
-     <g id="text_19">
-      <!-- 10 -->
-      <g transform="translate(29.275 577.452571)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_10">
-     <g id="line2d_102">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="538.984034"/>
-      </g>
-     </g>
-     <g id="text_20">
-      <!-- 20 -->
-      <g transform="translate(29.275 542.783253)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_11">
-     <g id="line2d_103">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="506.454545"/>
-      </g>
-     </g>
-     <g id="text_21">
-      <!-- 30 -->
-      <g transform="translate(29.275 510.253764)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_12">
-     <g id="line2d_104">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="463.809376"/>
-      </g>
-     </g>
-     <g id="text_22">
-      <!-- 45 -->
-      <g transform="translate(29.275 467.608595)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_13">
-     <g id="line2d_105">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="431.086587"/>
-      </g>
-     </g>
-     <g id="text_23">
-      <!-- 60 -->
-      <g transform="translate(29.275 434.885806)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_14">
-     <g id="line2d_106">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#m6346331cc0" y="403.5"/>
-      </g>
-     </g>
-     <g id="text_24">
-      <!-- 90 -->
-      <g transform="translate(29.275 407.299219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-57"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_25">
-     <!-- Ice Latitude [°] -->
-     <g transform="translate(23.195312 543.91392)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-73"/>
-      <use x="29.492188" xlink:href="#DejaVuSans-99"/>
-      <use x="84.472656" xlink:href="#DejaVuSans-101"/>
-      <use x="145.996094" xlink:href="#DejaVuSans-32"/>
-      <use x="177.783203" xlink:href="#DejaVuSans-76"/>
-      <use x="233.496094" xlink:href="#DejaVuSans-97"/>
-      <use x="294.775391" xlink:href="#DejaVuSans-116"/>
-      <use x="333.984375" xlink:href="#DejaVuSans-105"/>
-      <use x="361.767578" xlink:href="#DejaVuSans-116"/>
-      <use x="400.976562" xlink:href="#DejaVuSans-117"/>
-      <use x="464.355469" xlink:href="#DejaVuSans-100"/>
-      <use x="527.832031" xlink:href="#DejaVuSans-101"/>
-      <use x="589.355469" xlink:href="#DejaVuSans-32"/>
-      <use x="621.142578" xlink:href="#DejaVuSans-91"/>
-      <use x="660.15625" xlink:href="#DejaVuSans-176"/>
-      <use x="710.15625" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_107">
-    <path clip-path="url(#p7948c67e5a)" d="M 85.772241 403.5 
-L 85.772241 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_108">
-    <path clip-path="url(#p7948c67e5a)" d="M 85.772241 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="85.772241" xlink:href="#m36446d83ad" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_109">
-    <path clip-path="url(#p7948c67e5a)" d="M 99.342958 403.5 
-L 99.342958 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_110">
-    <path clip-path="url(#p7948c67e5a)" d="M 99.342958 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="99.342958" xlink:href="#m36446d83ad" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_111">
-    <path clip-path="url(#p7948c67e5a)" d="M 105.721728 403.5 
-L 105.721728 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_112">
-    <path clip-path="url(#p7948c67e5a)" d="M 105.721728 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="105.721728" xlink:href="#m36446d83ad" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_113">
-    <path clip-path="url(#p7948c67e5a)" d="M 111.732052 403.5 
-L 111.732052 459.800761 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_114">
-    <path clip-path="url(#p7948c67e5a)" d="M 111.732052 459.800761 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="111.732052" xlink:href="#md35d395805" y="459.800761"/>
-    </g>
-   </g>
-   <g id="line2d_115">
-    <path clip-path="url(#p7948c67e5a)" d="M 120.386407 403.5 
-L 120.386407 450.982728 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_116">
-    <path clip-path="url(#p7948c67e5a)" d="M 120.386407 450.982728 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="120.386407" xlink:href="#m36446d83ad" y="450.982728"/>
-    </g>
-   </g>
-   <g id="line2d_117">
-    <path clip-path="url(#p7948c67e5a)" d="M 85.772241 403.5 
-L 85.772241 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_118">
-    <path clip-path="url(#p7948c67e5a)" d="M 85.772241 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="85.772241" xlink:href="#m36446d83ad" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_119">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 403.5 
-L 210.425646 422.792078 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_120">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 422.792078 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="210.425646" xlink:href="#m36446d83ad" y="422.792078"/>
-    </g>
-   </g>
-   <g id="line2d_121">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 403.5 
-L 283.15943 403.5 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_122">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 403.5 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="283.15943" xlink:href="#m36446d83ad" y="403.5"/>
-    </g>
-   </g>
-   <g id="line2d_123">
-    <path clip-path="url(#p7948c67e5a)" d="M 152.693594 498.229189 
-L 152.693594 508.515458 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_124">
-    <path clip-path="url(#p7948c67e5a)" d="M 152.693594 508.515458 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="152.693594" xlink:href="#md35d395805" y="508.515458"/>
-    </g>
-   </g>
-   <g id="line2d_125">
-    <path clip-path="url(#p7948c67e5a)" d="M 152.693594 561.410461 
-L 152.693594 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_126">
-    <path clip-path="url(#p7948c67e5a)" d="M 152.693594 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="152.693594" xlink:href="#m36446d83ad" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_127">
-    <path clip-path="url(#p7948c67e5a)" d="M 184.465835 561.410461 
-L 184.465835 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_128">
-    <path clip-path="url(#p7948c67e5a)" d="M 184.465835 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="184.465835" xlink:href="#m36446d83ad" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_129">
-    <path clip-path="url(#p7948c67e5a)" d="M 184.465835 498.229189 
-L 184.465835 487.914046 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_130">
-    <path clip-path="url(#p7948c67e5a)" d="M 184.465835 487.914046 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="184.465835" xlink:href="#ma8e2511de7" y="487.914046"/>
-    </g>
-   </g>
-   <g id="line2d_131">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 512.645448 
-L 210.425646 485.863342 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_132">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 485.863342 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="210.425646" xlink:href="#ma8e2511de7" y="485.863342"/>
-    </g>
-   </g>
-   <g id="line2d_133">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 561.410461 
-L 210.425646 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_134">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="210.425646" xlink:href="#m36446d83ad" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_135">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 551.755252 
-L 210.425646 529.119435 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_136">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 529.119435 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="210.425646" xlink:href="#ma8e2511de7" y="529.119435"/>
-    </g>
-   </g>
-   <g id="line2d_137">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 512.645448 
-L 283.15943 492.041576 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_138">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 492.041576 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="283.15943" xlink:href="#ma8e2511de7" y="492.041576"/>
-    </g>
-   </g>
-   <g id="line2d_139">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 562.074733 
-L 283.15943 506.454545 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_140">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 506.454545 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="283.15943" xlink:href="#ma8e2511de7" y="506.454545"/>
-    </g>
-   </g>
-   <g id="line2d_141">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 582.639456 
-L 283.15943 555.872943 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_142">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 555.872943 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="283.15943" xlink:href="#ma8e2511de7" y="555.872943"/>
-    </g>
-   </g>
-   <g id="line2d_143">
-    <path clip-path="url(#p7948c67e5a)" d="M 381.853024 512.645448 
-L 381.853024 473.508747 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_144">
-    <path clip-path="url(#p7948c67e5a)" d="M 381.853024 473.508747 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="381.853024" xlink:href="#ma8e2511de7" y="473.508747"/>
-    </g>
-   </g>
-   <g id="line2d_145">
-    <path clip-path="url(#p7948c67e5a)" d="M 111.732052 403.5 
-L 111.732052 609.409091 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_146">
-    <path clip-path="url(#p7948c67e5a)" d="M 111.732052 609.409091 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M -0 3 
-L 3 -3 
-L -3 -3 
-z
-" id="m9f6546f035" style="stroke:#1f77b4;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="111.732052" xlink:href="#m9f6546f035" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_147">
-    <path clip-path="url(#p7948c67e5a)" d="M 120.386407 403.5 
-L 120.386407 452.741269 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_148">
-    <path clip-path="url(#p7948c67e5a)" d="M 120.386407 452.741269 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="m9277303b80" style="stroke:#1f77b4;"/>
-    </defs>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.386407" xlink:href="#m9277303b80" y="452.741269"/>
-    </g>
-   </g>
-   <g id="line2d_149">
-    <path clip-path="url(#p7948c67e5a)" d="M 128.544743 403.5 
-L 128.544743 449.229477 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_150">
-    <path clip-path="url(#p7948c67e5a)" d="M 128.544743 449.229477 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="128.544743" xlink:href="#m9f6546f035" y="449.229477"/>
-    </g>
-   </g>
-   <g id="line2d_151">
-    <path clip-path="url(#p7948c67e5a)" d="M 143.504293 403.5 
-L 143.504293 444.531222 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_152">
-    <path clip-path="url(#p7948c67e5a)" d="M 143.504293 444.531222 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="143.504293" xlink:href="#m9f6546f035" y="444.531222"/>
-    </g>
-   </g>
-   <g id="line2d_153">
-    <path clip-path="url(#p7948c67e5a)" d="M 169.464104 403.5 
-L 169.464104 437.013386 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_154">
-    <path clip-path="url(#p7948c67e5a)" d="M 169.464104 437.013386 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="169.464104" xlink:href="#m9277303b80" y="437.013386"/>
-    </g>
-   </g>
-   <g id="line2d_155">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 403.5 
-L 210.425646 422.792078 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_156">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 422.792078 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.425646" xlink:href="#m9277303b80" y="422.792078"/>
-    </g>
-   </g>
-   <g id="line2d_157">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 557.992757 
-L 210.425646 609.409091 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_158">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 609.409091 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.425646" xlink:href="#m9277303b80" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_159">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 532.107612 
-L 210.425646 529.947529 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_160">
-    <path clip-path="url(#p7948c67e5a)" d="M 210.425646 529.947529 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.425646" xlink:href="#m9277303b80" y="529.947529"/>
-    </g>
-   </g>
-   <g id="line2d_161">
-    <path clip-path="url(#p7948c67e5a)" d="M 242.197887 557.992757 
-L 242.197887 609.409091 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_162">
-    <path clip-path="url(#p7948c67e5a)" d="M 242.197887 609.409091 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="242.197887" xlink:href="#m9277303b80" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_163">
-    <path clip-path="url(#p7948c67e5a)" d="M 242.197887 541.692459 
-L 242.197887 543.391961 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_164">
-    <path clip-path="url(#p7948c67e5a)" d="M 242.197887 543.391961 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="242.197887" xlink:href="#m9f6546f035" y="543.391961"/>
-    </g>
-   </g>
-   <g id="line2d_165">
-    <path clip-path="url(#p7948c67e5a)" d="M 253.612272 557.992757 
-L 253.612272 568.357421 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_166">
-    <path clip-path="url(#p7948c67e5a)" d="M 253.612272 568.357421 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="253.612272" xlink:href="#m9277303b80" y="568.357421"/>
-    </g>
-   </g>
-   <g id="line2d_167">
-    <path clip-path="url(#p7948c67e5a)" d="M 258.976834 557.992757 
-L 258.976834 551.858761 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_168">
-    <path clip-path="url(#p7948c67e5a)" d="M 258.976834 551.858761 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 -3 
-L -3 3 
-L 3 3 
-z
-" id="mbe35884c37" style="stroke:#1f77b4;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="258.976834" xlink:href="#mbe35884c37" y="551.858761"/>
-    </g>
-   </g>
-   <g id="line2d_169">
-    <path clip-path="url(#p7948c67e5a)" d="M 264.146595 557.992757 
-L 264.146595 545.096492 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_170">
-    <path clip-path="url(#p7948c67e5a)" d="M 264.146595 545.096492 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="264.146595" xlink:href="#mbe35884c37" y="545.096492"/>
-    </g>
-   </g>
-   <g id="line2d_171">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 557.992757 
-L 283.15943 525.658318 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_172">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 525.658318 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="283.15943" xlink:href="#mbe35884c37" y="525.658318"/>
-    </g>
-   </g>
-   <g id="line2d_173">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 568.005319 
-L 283.15943 558.549749 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_174">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 558.549749 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="283.15943" xlink:href="#mbe35884c37" y="558.549749"/>
-    </g>
-   </g>
-   <g id="line2d_175">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 403.5 
-L 283.15943 403.5 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_176">
-    <path clip-path="url(#p7948c67e5a)" d="M 283.15943 403.5 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="283.15943" xlink:href="#m9277303b80" y="403.5"/>
-    </g>
-   </g>
-   <g id="line2d_177">
-    <path clip-path="url(#p7948c67e5a)" d="M 381.853024 557.992757 
-L 381.853024 545.779683 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_178">
-    <path clip-path="url(#p7948c67e5a)" d="M 381.853024 545.779683 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p7948c67e5a)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="381.853024" xlink:href="#mbe35884c37" y="545.779683"/>
-    </g>
-   </g>
-   <g id="patch_8">
-    <path d="M 49 630 
-L 49 382.909091 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_9">
-    <path d="M 388.8 630 
-L 388.8 382.909091 
-" style="fill:none;"/>
-   </g>
-   <g id="patch_10">
-    <path d="M 54 630 
-L 388.8 630 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_11">
-    <path d="M 54 382.909091 
-L 388.8 382.909091 
-" style="fill:none;"/>
-   </g>
-   <g id="text_26">
-    <!-- b) -->
-    <defs>
-     <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-    </defs>
-    <g transform="translate(20.52 382.909091)scale(0.14 -0.14)">
-     <use xlink:href="#DejaVuSans-98"/>
-     <use x="63.476562" xlink:href="#DejaVuSans-41"/>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="paae1c82beb">
-   <rect height="247.090909" width="334.8" x="54" y="86.4"/>
-  </clipPath>
-  <clipPath id="p7948c67e5a">
-   <rect height="247.090909" width="334.8" x="54" y="382.909091"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/bifurcation_5mlim_merged.pdf b/python_scripts /plots/bifurcation_5mlim_merged.pdf
deleted file mode 100644
index 45ca5dffa88a30bfd167c884e41ffd4ca01da76c..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/bifurcation_5mlim_merged.pdf and /dev/null differ
diff --git a/python_scripts /plots/bifurcation_winton.svg b/python_scripts /plots/bifurcation_winton.svg
deleted file mode 100644
index d4dddf4fdaca4a7654467ddc5857baca20818279..0000000000000000000000000000000000000000
--- a/python_scripts /plots/bifurcation_winton.svg	
+++ /dev/null
@@ -1,2128 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="720pt" version="1.1" viewBox="0 0 432 720" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 720 
-L 432 720 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 333.490909 
-L 388.8 333.490909 
-L 388.8 86.4 
-L 54 86.4 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="md977e4e163" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 1000 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(41.275 348.089347)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="152.693594" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="210.425646" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="251.387189" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="283.15943" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5000 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(270.43443 348.089347)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="309.119241" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="331.067948" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_8">
-     <g id="line2d_8">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="350.080783" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_9">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="366.851293" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_10">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="381.853024" xlink:href="#md977e4e163" y="333.490909"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10000 -->
-      <g transform="translate(365.946774 348.089347)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-       <use x="254.492188" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_4">
-     <!-- Atmospheric CO$_2$ [ppmv] -->
-     <defs>
-      <path d="M 34.1875 63.1875 
-L 20.796875 26.90625 
-L 47.609375 26.90625 
-z
-M 28.609375 72.90625 
-L 39.796875 72.90625 
-L 67.578125 0 
-L 57.328125 0 
-L 50.6875 18.703125 
-L 17.828125 18.703125 
-L 11.1875 0 
-L 0.78125 0 
-z
-" id="DejaVuSans-65"/>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 48.78125 52.59375 
-L 48.78125 44.1875 
-Q 44.96875 46.296875 41.140625 47.34375 
-Q 37.3125 48.390625 33.40625 48.390625 
-Q 24.65625 48.390625 19.8125 42.84375 
-Q 14.984375 37.3125 14.984375 27.296875 
-Q 14.984375 17.28125 19.8125 11.734375 
-Q 24.65625 6.203125 33.40625 6.203125 
-Q 37.3125 6.203125 41.140625 7.25 
-Q 44.96875 8.296875 48.78125 10.40625 
-L 48.78125 2.09375 
-Q 45.015625 0.34375 40.984375 -0.53125 
-Q 36.96875 -1.421875 32.421875 -1.421875 
-Q 20.0625 -1.421875 12.78125 6.34375 
-Q 5.515625 14.109375 5.515625 27.296875 
-Q 5.515625 40.671875 12.859375 48.328125 
-Q 20.21875 56 33.015625 56 
-Q 37.15625 56 41.109375 55.140625 
-Q 45.0625 54.296875 48.78125 52.59375 
-z
-" id="DejaVuSans-99"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 64.40625 67.28125 
-L 64.40625 56.890625 
-Q 59.421875 61.53125 53.78125 63.8125 
-Q 48.140625 66.109375 41.796875 66.109375 
-Q 29.296875 66.109375 22.65625 58.46875 
-Q 16.015625 50.828125 16.015625 36.375 
-Q 16.015625 21.96875 22.65625 14.328125 
-Q 29.296875 6.6875 41.796875 6.6875 
-Q 48.140625 6.6875 53.78125 8.984375 
-Q 59.421875 11.28125 64.40625 15.921875 
-L 64.40625 5.609375 
-Q 59.234375 2.09375 53.4375 0.328125 
-Q 47.65625 -1.421875 41.21875 -1.421875 
-Q 24.65625 -1.421875 15.125 8.703125 
-Q 5.609375 18.84375 5.609375 36.375 
-Q 5.609375 53.953125 15.125 64.078125 
-Q 24.65625 74.21875 41.21875 74.21875 
-Q 47.75 74.21875 53.53125 72.484375 
-Q 59.328125 70.75 64.40625 67.28125 
-z
-" id="DejaVuSans-67"/>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 19.140625 63.90625 8.859375 
-Q 54.734375 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.828125 
-Q 5.609375 19.09375 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-z
-" id="DejaVuSans-79"/>
-      <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 8.796875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-L 35.6875 0 
-L 23.484375 0 
-z
-" id="DejaVuSans-118"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(158.75 361.769034)scale(0.1 -0.1)">
-      <use transform="translate(0 0.015625)" xlink:href="#DejaVuSans-65"/>
-      <use transform="translate(68.408203 0.015625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(107.617188 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(205.029297 0.015625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(266.210938 0.015625)" xlink:href="#DejaVuSans-115"/>
-      <use transform="translate(318.310547 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(381.787109 0.015625)" xlink:href="#DejaVuSans-104"/>
-      <use transform="translate(445.166016 0.015625)" xlink:href="#DejaVuSans-101"/>
-      <use transform="translate(506.689453 0.015625)" xlink:href="#DejaVuSans-114"/>
-      <use transform="translate(547.802734 0.015625)" xlink:href="#DejaVuSans-105"/>
-      <use transform="translate(575.585938 0.015625)" xlink:href="#DejaVuSans-99"/>
-      <use transform="translate(630.566406 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(662.353516 0.015625)" xlink:href="#DejaVuSans-67"/>
-      <use transform="translate(732.177734 0.015625)" xlink:href="#DejaVuSans-79"/>
-      <use transform="translate(811.845703 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(859.116211 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(890.90332 0.015625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(929.916992 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(993.393555 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(1056.870117 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(1154.282227 0.015625)" xlink:href="#DejaVuSans-118"/>
-      <use transform="translate(1213.461914 0.015625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_11">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mcb36b8a226" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="312.9"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 0 -->
-      <g transform="translate(35.6375 316.699219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="277.144262"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 10 -->
-      <g transform="translate(29.275 280.94348)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="242.474943"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 20 -->
-      <g transform="translate(29.275 246.274162)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="209.945455"/>
-      </g>
-     </g>
-     <g id="text_8">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(29.275 213.744673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_15">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="167.300286"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 45 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(29.275 171.099504)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_16">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="134.577496"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 60 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(29.275 138.376715)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_17">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="106.990909"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 90 -->
-      <defs>
-       <path d="M 10.984375 1.515625 
-L 10.984375 10.5 
-Q 14.703125 8.734375 18.5 7.8125 
-Q 22.3125 6.890625 25.984375 6.890625 
-Q 35.75 6.890625 40.890625 13.453125 
-Q 46.046875 20.015625 46.78125 33.40625 
-Q 43.953125 29.203125 39.59375 26.953125 
-Q 35.25 24.703125 29.984375 24.703125 
-Q 19.046875 24.703125 12.671875 31.3125 
-Q 6.296875 37.9375 6.296875 49.421875 
-Q 6.296875 60.640625 12.9375 67.421875 
-Q 19.578125 74.21875 30.609375 74.21875 
-Q 43.265625 74.21875 49.921875 64.515625 
-Q 56.59375 54.828125 56.59375 36.375 
-Q 56.59375 19.140625 48.40625 8.859375 
-Q 40.234375 -1.421875 26.421875 -1.421875 
-Q 22.703125 -1.421875 18.890625 -0.6875 
-Q 15.09375 0.046875 10.984375 1.515625 
-z
-M 30.609375 32.421875 
-Q 37.25 32.421875 41.125 36.953125 
-Q 45.015625 41.5 45.015625 49.421875 
-Q 45.015625 57.28125 41.125 61.84375 
-Q 37.25 66.40625 30.609375 66.40625 
-Q 23.96875 66.40625 20.09375 61.84375 
-Q 16.21875 57.28125 16.21875 49.421875 
-Q 16.21875 41.5 20.09375 36.953125 
-Q 23.96875 32.421875 30.609375 32.421875 
-z
-" id="DejaVuSans-57"/>
-      </defs>
-      <g transform="translate(29.275 110.790128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-57"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_12">
-     <!-- Ice Latitude [°] -->
-     <defs>
-      <path d="M 9.8125 72.90625 
-L 19.671875 72.90625 
-L 19.671875 0 
-L 9.8125 0 
-z
-" id="DejaVuSans-73"/>
-      <path d="M 9.8125 72.90625 
-L 19.671875 72.90625 
-L 19.671875 8.296875 
-L 55.171875 8.296875 
-L 55.171875 0 
-L 9.8125 0 
-z
-" id="DejaVuSans-76"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 8.5 21.578125 
-L 8.5 54.6875 
-L 17.484375 54.6875 
-L 17.484375 21.921875 
-Q 17.484375 14.15625 20.5 10.265625 
-Q 23.53125 6.390625 29.59375 6.390625 
-Q 36.859375 6.390625 41.078125 11.03125 
-Q 45.3125 15.671875 45.3125 23.6875 
-L 45.3125 54.6875 
-L 54.296875 54.6875 
-L 54.296875 0 
-L 45.3125 0 
-L 45.3125 8.40625 
-Q 42.046875 3.421875 37.71875 1 
-Q 33.40625 -1.421875 27.6875 -1.421875 
-Q 18.265625 -1.421875 13.375 4.4375 
-Q 8.5 10.296875 8.5 21.578125 
-z
-M 31.109375 56 
-z
-" id="DejaVuSans-117"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 25 67.921875 
-Q 21.09375 67.921875 18.40625 65.203125 
-Q 15.71875 62.5 15.71875 58.59375 
-Q 15.71875 54.734375 18.40625 52.078125 
-Q 21.09375 49.421875 25 49.421875 
-Q 28.90625 49.421875 31.59375 52.078125 
-Q 34.28125 54.734375 34.28125 58.59375 
-Q 34.28125 62.453125 31.5625 65.1875 
-Q 28.859375 67.921875 25 67.921875 
-z
-M 25 74.21875 
-Q 28.125 74.21875 31 73.015625 
-Q 33.890625 71.828125 35.984375 69.578125 
-Q 38.234375 67.390625 39.359375 64.59375 
-Q 40.484375 61.8125 40.484375 58.59375 
-Q 40.484375 52.15625 35.96875 47.6875 
-Q 31.453125 43.21875 24.90625 43.21875 
-Q 18.3125 43.21875 13.90625 47.609375 
-Q 9.515625 52 9.515625 58.59375 
-Q 9.515625 65.140625 14 69.671875 
-Q 18.5 74.21875 25 74.21875 
-z
-" id="DejaVuSans-176"/>
-     </defs>
-     <g transform="translate(23.195312 247.40483)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-73"/>
-      <use x="29.492188" xlink:href="#DejaVuSans-99"/>
-      <use x="84.472656" xlink:href="#DejaVuSans-101"/>
-      <use x="145.996094" xlink:href="#DejaVuSans-32"/>
-      <use x="177.783203" xlink:href="#DejaVuSans-76"/>
-      <use x="233.496094" xlink:href="#DejaVuSans-97"/>
-      <use x="294.775391" xlink:href="#DejaVuSans-116"/>
-      <use x="333.984375" xlink:href="#DejaVuSans-105"/>
-      <use x="361.767578" xlink:href="#DejaVuSans-116"/>
-      <use x="400.976562" xlink:href="#DejaVuSans-117"/>
-      <use x="464.355469" xlink:href="#DejaVuSans-100"/>
-      <use x="527.832031" xlink:href="#DejaVuSans-101"/>
-      <use x="589.355469" xlink:href="#DejaVuSans-32"/>
-      <use x="621.142578" xlink:href="#DejaVuSans-91"/>
-      <use x="660.15625" xlink:href="#DejaVuSans-176"/>
-      <use x="710.15625" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_18">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 143.504293 106.990909 
-L 143.504293 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_19">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 143.504293 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="m791d1fda9a" style="stroke:#d3d3d3;"/>
-    </defs>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="143.504293" xlink:href="#m791d1fda9a" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_20">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 169.464104 106.990909 
-L 169.464104 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_21">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 169.464104 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="169.464104" xlink:href="#m791d1fda9a" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_22">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 180.831755 106.990909 
-L 180.831755 154.015484 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_23">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 180.831755 154.015484 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="180.831755" xlink:href="#m791d1fda9a" y="154.015484"/>
-    </g>
-   </g>
-   <g id="line2d_24">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 191.412811 106.990909 
-L 191.412811 149.322808 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_25">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 191.412811 149.322808 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="191.412811" xlink:href="#m791d1fda9a" y="149.322808"/>
-    </g>
-   </g>
-   <g id="line2d_26">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 106.990909 
-L 210.425646 141.593083 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_27">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 141.593083 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="210.425646" xlink:href="#m791d1fda9a" y="141.593083"/>
-    </g>
-   </g>
-   <g id="line2d_28">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 106.990909 
-L 283.15943 106.990909 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_29">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 106.990909 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="283.15943" xlink:href="#m791d1fda9a" y="106.990909"/>
-    </g>
-   </g>
-   <g id="line2d_30">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 258.56614 
-L 210.425646 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_31">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="210.425646" xlink:href="#m791d1fda9a" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_32">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 258.56614 
-L 283.15943 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_33">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="283.15943" xlink:href="#m791d1fda9a" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_34">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 183.596698 
-L 283.15943 145.684619 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_35">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 145.684619 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 -3 
-L -3 3 
-L 3 3 
-z
-" id="m442b8c37a0" style="stroke:#d3d3d3;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="283.15943" xlink:href="#m442b8c37a0" y="145.684619"/>
-    </g>
-   </g>
-   <g id="line2d_36">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 381.853024 258.56614 
-L 381.853024 291.376639 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_37">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 381.853024 291.376639 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M -0 3 
-L 3 -3 
-L -3 -3 
-z
-" id="mb86680aaa6" style="stroke:#d3d3d3;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="381.853024" xlink:href="#mb86680aaa6" y="291.376639"/>
-    </g>
-   </g>
-   <g id="line2d_38">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 209.32362 
-L 210.425646 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_39">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="210.425646" xlink:href="#m791d1fda9a" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_40">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 258.976834 209.32362 
-L 258.976834 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_41">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 258.976834 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="258.976834" xlink:href="#m791d1fda9a" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_42">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 258.976834 254.074168 
-L 258.976834 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_43">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 258.976834 312.9 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="258.976834" xlink:href="#m791d1fda9a" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_44">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 111.732052 106.990909 
-L 111.732052 312.9 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_45">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 111.732052 312.9 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="m9a5edb6ff8" style="stroke:#1f77b4;"/>
-    </defs>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="111.732052" xlink:href="#m9a5edb6ff8" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_46">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 120.386407 106.990909 
-L 120.386407 156.232178 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_47">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 120.386407 156.232178 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M -0 3 
-L 3 -3 
-L -3 -3 
-z
-" id="mdab5de3ebc" style="stroke:#1f77b4;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="120.386407" xlink:href="#mdab5de3ebc" y="156.232178"/>
-    </g>
-   </g>
-   <g id="line2d_48">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 128.544743 106.990909 
-L 128.544743 152.720386 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_49">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 128.544743 152.720386 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.544743" xlink:href="#m9a5edb6ff8" y="152.720386"/>
-    </g>
-   </g>
-   <g id="line2d_50">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 143.504293 106.990909 
-L 143.504293 148.022131 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_51">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 143.504293 148.022131 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.504293" xlink:href="#m9a5edb6ff8" y="148.022131"/>
-    </g>
-   </g>
-   <g id="line2d_52">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 169.464104 106.990909 
-L 169.464104 140.504295 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_53">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 169.464104 140.504295 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="169.464104" xlink:href="#m9a5edb6ff8" y="140.504295"/>
-    </g>
-   </g>
-   <g id="line2d_54">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 106.990909 
-L 210.425646 126.282987 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_55">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 126.282987 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.425646" xlink:href="#m9a5edb6ff8" y="126.282987"/>
-    </g>
-   </g>
-   <g id="line2d_56">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 261.483666 
-L 210.425646 312.9 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_57">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 312.9 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.425646" xlink:href="#m9a5edb6ff8" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_58">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 235.598521 
-L 210.425646 233.007639 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_59">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 210.425646 233.007639 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 -3 
-L -3 3 
-L 3 3 
-z
-" id="md3af8b8bcd" style="stroke:#1f77b4;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="210.425646" xlink:href="#md3af8b8bcd" y="233.007639"/>
-    </g>
-   </g>
-   <g id="line2d_60">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 242.197887 261.483666 
-L 242.197887 312.9 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_61">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 242.197887 312.9 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="242.197887" xlink:href="#m9a5edb6ff8" y="312.9"/>
-    </g>
-   </g>
-   <g id="line2d_62">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 242.197887 245.183368 
-L 242.197887 246.882871 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_63">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 242.197887 246.882871 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="242.197887" xlink:href="#md3af8b8bcd" y="246.882871"/>
-    </g>
-   </g>
-   <g id="line2d_64">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 248.037652 261.483666 
-L 248.037652 259.259753 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_65">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 248.037652 259.259753 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="m9a88a404eb" style="stroke:#1f77b4;"/>
-    </defs>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill-opacity:0;stroke:#1f77b4;" x="248.037652" xlink:href="#m9a88a404eb" y="259.259753"/>
-    </g>
-   </g>
-   <g id="line2d_66">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 253.612272 261.483666 
-L 253.612272 271.84833 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_67">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 253.612272 271.84833 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="253.612272" xlink:href="#mdab5de3ebc" y="271.84833"/>
-    </g>
-   </g>
-   <g id="line2d_68">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 258.976834 261.483666 
-L 258.976834 255.34967 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_69">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 258.976834 255.34967 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill-opacity:0;stroke:#1f77b4;" x="258.976834" xlink:href="#m9a88a404eb" y="255.34967"/>
-    </g>
-   </g>
-   <g id="line2d_70">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 264.146595 261.483666 
-L 264.146595 248.587401 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_71">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 264.146595 248.587401 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="264.146595" xlink:href="#md3af8b8bcd" y="248.587401"/>
-    </g>
-   </g>
-   <g id="line2d_72">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 261.483666 
-L 283.15943 229.149228 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_73">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 229.149228 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="283.15943" xlink:href="#md3af8b8bcd" y="229.149228"/>
-    </g>
-   </g>
-   <g id="line2d_74">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 271.496228 
-L 283.15943 262.040658 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_75">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 262.040658 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill-opacity:0;stroke:#1f77b4;" x="283.15943" xlink:href="#m9a88a404eb" y="262.040658"/>
-    </g>
-   </g>
-   <g id="line2d_76">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 106.990909 
-L 283.15943 106.990909 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_77">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 283.15943 106.990909 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="283.15943" xlink:href="#m9a5edb6ff8" y="106.990909"/>
-    </g>
-   </g>
-   <g id="line2d_78">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 381.853024 261.483666 
-L 381.853024 249.270592 
-" style="fill:none;stroke:#1f77b4;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_79">
-    <path clip-path="url(#p2b7eeec3b4)" d="M 381.853024 249.270592 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#p2b7eeec3b4)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;stroke-linejoin:miter;" x="381.853024" xlink:href="#md3af8b8bcd" y="249.270592"/>
-    </g>
-   </g>
-   <g id="patch_3">
-    <path d="M 49 333.490909 
-L 49 86.4 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 333.490909 
-L 388.8 86.4 
-" style="fill:none;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 333.490909 
-L 388.8 333.490909 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 86.4 
-L 388.8 86.4 
-" style="fill:none;"/>
-   </g>
-   <g id="text_13">
-    <!-- a) -->
-    <defs>
-     <path d="M 8.015625 75.875 
-L 15.828125 75.875 
-Q 23.140625 64.359375 26.78125 53.3125 
-Q 30.421875 42.28125 30.421875 31.390625 
-Q 30.421875 20.453125 26.78125 9.375 
-Q 23.140625 -1.703125 15.828125 -13.1875 
-L 8.015625 -13.1875 
-Q 14.5 -2 17.703125 9.0625 
-Q 20.90625 20.125 20.90625 31.390625 
-Q 20.90625 42.671875 17.703125 53.65625 
-Q 14.5 64.65625 8.015625 75.875 
-z
-" id="DejaVuSans-41"/>
-    </defs>
-    <g transform="translate(20.52 86.4)scale(0.14 -0.14)">
-     <use xlink:href="#DejaVuSans-97"/>
-     <use x="61.279297" xlink:href="#DejaVuSans-41"/>
-    </g>
-   </g>
-  </g>
-  <g id="axes_2">
-   <g id="patch_7">
-    <path d="M 54 630 
-L 388.8 630 
-L 388.8 382.909091 
-L 54 382.909091 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_3">
-    <g id="xtick_11">
-     <g id="line2d_80">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 1000 -->
-      <g transform="translate(41.275 644.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_12">
-     <g id="line2d_81">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="152.693594" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_13">
-     <g id="line2d_82">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="210.425646" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_14">
-     <g id="line2d_83">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="251.387189" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_15">
-     <g id="line2d_84">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="283.15943" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 5000 -->
-      <g transform="translate(270.43443 644.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_16">
-     <g id="line2d_85">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="309.119241" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_17">
-     <g id="line2d_86">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="331.067948" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_18">
-     <g id="line2d_87">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="350.080783" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_19">
-     <g id="line2d_88">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="366.851293" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_20">
-     <g id="line2d_89">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="381.853024" xlink:href="#md977e4e163" y="630"/>
-      </g>
-     </g>
-     <g id="text_16">
-      <!-- 10000 -->
-      <g transform="translate(365.946774 644.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-       <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-       <use x="254.492188" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_17">
-     <!-- Atmospheric CO$_2$ [ppmv] -->
-     <g transform="translate(158.75 658.278125)scale(0.1 -0.1)">
-      <use transform="translate(0 0.015625)" xlink:href="#DejaVuSans-65"/>
-      <use transform="translate(68.408203 0.015625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(107.617188 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(205.029297 0.015625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(266.210938 0.015625)" xlink:href="#DejaVuSans-115"/>
-      <use transform="translate(318.310547 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(381.787109 0.015625)" xlink:href="#DejaVuSans-104"/>
-      <use transform="translate(445.166016 0.015625)" xlink:href="#DejaVuSans-101"/>
-      <use transform="translate(506.689453 0.015625)" xlink:href="#DejaVuSans-114"/>
-      <use transform="translate(547.802734 0.015625)" xlink:href="#DejaVuSans-105"/>
-      <use transform="translate(575.585938 0.015625)" xlink:href="#DejaVuSans-99"/>
-      <use transform="translate(630.566406 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(662.353516 0.015625)" xlink:href="#DejaVuSans-67"/>
-      <use transform="translate(732.177734 0.015625)" xlink:href="#DejaVuSans-79"/>
-      <use transform="translate(811.845703 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(859.116211 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(890.90332 0.015625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(929.916992 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(993.393555 0.015625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(1056.870117 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(1154.282227 0.015625)" xlink:href="#DejaVuSans-118"/>
-      <use transform="translate(1213.461914 0.015625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_4">
-    <g id="ytick_8">
-     <g id="line2d_90">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="609.409091"/>
-      </g>
-     </g>
-     <g id="text_18">
-      <!-- 0 -->
-      <g transform="translate(35.6375 613.20831)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_9">
-     <g id="line2d_91">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="573.653353"/>
-      </g>
-     </g>
-     <g id="text_19">
-      <!-- 10 -->
-      <g transform="translate(29.275 577.452571)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_10">
-     <g id="line2d_92">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="538.984034"/>
-      </g>
-     </g>
-     <g id="text_20">
-      <!-- 20 -->
-      <g transform="translate(29.275 542.783253)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_11">
-     <g id="line2d_93">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="506.454545"/>
-      </g>
-     </g>
-     <g id="text_21">
-      <!-- 30 -->
-      <g transform="translate(29.275 510.253764)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_12">
-     <g id="line2d_94">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="463.809376"/>
-      </g>
-     </g>
-     <g id="text_22">
-      <!-- 45 -->
-      <g transform="translate(29.275 467.608595)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_13">
-     <g id="line2d_95">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="431.086587"/>
-      </g>
-     </g>
-     <g id="text_23">
-      <!-- 60 -->
-      <g transform="translate(29.275 434.885806)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_14">
-     <g id="line2d_96">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="49" xlink:href="#mcb36b8a226" y="403.5"/>
-      </g>
-     </g>
-     <g id="text_24">
-      <!-- 90 -->
-      <g transform="translate(29.275 407.299219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-57"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_25">
-     <!-- Ice Latitude [°] -->
-     <g transform="translate(23.195312 543.91392)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-73"/>
-      <use x="29.492188" xlink:href="#DejaVuSans-99"/>
-      <use x="84.472656" xlink:href="#DejaVuSans-101"/>
-      <use x="145.996094" xlink:href="#DejaVuSans-32"/>
-      <use x="177.783203" xlink:href="#DejaVuSans-76"/>
-      <use x="233.496094" xlink:href="#DejaVuSans-97"/>
-      <use x="294.775391" xlink:href="#DejaVuSans-116"/>
-      <use x="333.984375" xlink:href="#DejaVuSans-105"/>
-      <use x="361.767578" xlink:href="#DejaVuSans-116"/>
-      <use x="400.976562" xlink:href="#DejaVuSans-117"/>
-      <use x="464.355469" xlink:href="#DejaVuSans-100"/>
-      <use x="527.832031" xlink:href="#DejaVuSans-101"/>
-      <use x="589.355469" xlink:href="#DejaVuSans-32"/>
-      <use x="621.142578" xlink:href="#DejaVuSans-91"/>
-      <use x="660.15625" xlink:href="#DejaVuSans-176"/>
-      <use x="710.15625" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_97">
-    <path clip-path="url(#pc73e0043ef)" d="M 111.732052 403.5 
-L 111.732052 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_98">
-    <path clip-path="url(#pc73e0043ef)" d="M 111.732052 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="111.732052" xlink:href="#m791d1fda9a" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_99">
-    <path clip-path="url(#pc73e0043ef)" d="M 120.386407 403.5 
-L 120.386407 452.741269 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_100">
-    <path clip-path="url(#pc73e0043ef)" d="M 120.386407 452.741269 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="120.386407" xlink:href="#mb86680aaa6" y="452.741269"/>
-    </g>
-   </g>
-   <g id="line2d_101">
-    <path clip-path="url(#pc73e0043ef)" d="M 128.544743 403.5 
-L 128.544743 449.229477 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_102">
-    <path clip-path="url(#pc73e0043ef)" d="M 128.544743 449.229477 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="128.544743" xlink:href="#m791d1fda9a" y="449.229477"/>
-    </g>
-   </g>
-   <g id="line2d_103">
-    <path clip-path="url(#pc73e0043ef)" d="M 143.504293 403.5 
-L 143.504293 444.531222 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_104">
-    <path clip-path="url(#pc73e0043ef)" d="M 143.504293 444.531222 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="143.504293" xlink:href="#m791d1fda9a" y="444.531222"/>
-    </g>
-   </g>
-   <g id="line2d_105">
-    <path clip-path="url(#pc73e0043ef)" d="M 169.464104 403.5 
-L 169.464104 437.013386 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_106">
-    <path clip-path="url(#pc73e0043ef)" d="M 169.464104 437.013386 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="169.464104" xlink:href="#m791d1fda9a" y="437.013386"/>
-    </g>
-   </g>
-   <g id="line2d_107">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 403.5 
-L 210.425646 422.792078 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_108">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 422.792078 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="210.425646" xlink:href="#m791d1fda9a" y="422.792078"/>
-    </g>
-   </g>
-   <g id="line2d_109">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 557.992757 
-L 210.425646 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_110">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="210.425646" xlink:href="#m791d1fda9a" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_111">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 532.107612 
-L 210.425646 529.51673 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_112">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 529.51673 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="210.425646" xlink:href="#m442b8c37a0" y="529.51673"/>
-    </g>
-   </g>
-   <g id="line2d_113">
-    <path clip-path="url(#pc73e0043ef)" d="M 242.197887 557.992757 
-L 242.197887 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_114">
-    <path clip-path="url(#pc73e0043ef)" d="M 242.197887 609.409091 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="242.197887" xlink:href="#m791d1fda9a" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_115">
-    <path clip-path="url(#pc73e0043ef)" d="M 242.197887 541.692459 
-L 242.197887 543.391961 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_116">
-    <path clip-path="url(#pc73e0043ef)" d="M 242.197887 543.391961 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="242.197887" xlink:href="#m442b8c37a0" y="543.391961"/>
-    </g>
-   </g>
-   <g id="line2d_117">
-    <path clip-path="url(#pc73e0043ef)" d="M 248.037652 557.992757 
-L 248.037652 555.768844 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_118">
-    <path clip-path="url(#pc73e0043ef)" d="M 248.037652 555.768844 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="mc5315cd3b0" style="stroke:#d3d3d3;"/>
-    </defs>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill-opacity:0;stroke:#d3d3d3;" x="248.037652" xlink:href="#mc5315cd3b0" y="555.768844"/>
-    </g>
-   </g>
-   <g id="line2d_119">
-    <path clip-path="url(#pc73e0043ef)" d="M 253.612272 557.992757 
-L 253.612272 568.357421 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_120">
-    <path clip-path="url(#pc73e0043ef)" d="M 253.612272 568.357421 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="253.612272" xlink:href="#mb86680aaa6" y="568.357421"/>
-    </g>
-   </g>
-   <g id="line2d_121">
-    <path clip-path="url(#pc73e0043ef)" d="M 258.976834 557.992757 
-L 258.976834 551.858761 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_122">
-    <path clip-path="url(#pc73e0043ef)" d="M 258.976834 551.858761 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill-opacity:0;stroke:#d3d3d3;" x="258.976834" xlink:href="#mc5315cd3b0" y="551.858761"/>
-    </g>
-   </g>
-   <g id="line2d_123">
-    <path clip-path="url(#pc73e0043ef)" d="M 264.146595 557.992757 
-L 264.146595 545.096492 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_124">
-    <path clip-path="url(#pc73e0043ef)" d="M 264.146595 545.096492 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="264.146595" xlink:href="#m442b8c37a0" y="545.096492"/>
-    </g>
-   </g>
-   <g id="line2d_125">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 557.992757 
-L 283.15943 525.658318 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_126">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 525.658318 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="283.15943" xlink:href="#m442b8c37a0" y="525.658318"/>
-    </g>
-   </g>
-   <g id="line2d_127">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 568.005319 
-L 283.15943 558.549749 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_128">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 558.549749 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill-opacity:0;stroke:#d3d3d3;" x="283.15943" xlink:href="#mc5315cd3b0" y="558.549749"/>
-    </g>
-   </g>
-   <g id="line2d_129">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 403.5 
-L 283.15943 403.5 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_130">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 403.5 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;" x="283.15943" xlink:href="#m791d1fda9a" y="403.5"/>
-    </g>
-   </g>
-   <g id="line2d_131">
-    <path clip-path="url(#pc73e0043ef)" d="M 381.853024 557.992757 
-L 381.853024 545.779683 
-" style="fill:none;stroke:#d3d3d3;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_132">
-    <path clip-path="url(#pc73e0043ef)" d="M 381.853024 545.779683 
-" style="fill:none;stroke:#d3d3d3;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#d3d3d3;stroke:#d3d3d3;stroke-linejoin:miter;" x="381.853024" xlink:href="#m442b8c37a0" y="545.779683"/>
-    </g>
-   </g>
-   <g id="line2d_133">
-    <path clip-path="url(#pc73e0043ef)" d="M 143.504293 403.5 
-L 143.504293 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_134">
-    <path clip-path="url(#pc73e0043ef)" d="M 143.504293 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="md78972ff13" style="stroke:#ff7f0e;"/>
-    </defs>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="143.504293" xlink:href="#md78972ff13" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_135">
-    <path clip-path="url(#pc73e0043ef)" d="M 169.464104 403.5 
-L 169.464104 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_136">
-    <path clip-path="url(#pc73e0043ef)" d="M 169.464104 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="169.464104" xlink:href="#md78972ff13" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_137">
-    <path clip-path="url(#pc73e0043ef)" d="M 180.831755 403.5 
-L 180.831755 450.524574 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_138">
-    <path clip-path="url(#pc73e0043ef)" d="M 180.831755 450.524574 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="180.831755" xlink:href="#md78972ff13" y="450.524574"/>
-    </g>
-   </g>
-   <g id="line2d_139">
-    <path clip-path="url(#pc73e0043ef)" d="M 191.412811 403.5 
-L 191.412811 445.831899 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_140">
-    <path clip-path="url(#pc73e0043ef)" d="M 191.412811 445.831899 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="191.412811" xlink:href="#md78972ff13" y="445.831899"/>
-    </g>
-   </g>
-   <g id="line2d_141">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 403.5 
-L 210.425646 438.102174 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_142">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 438.102174 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="210.425646" xlink:href="#md78972ff13" y="438.102174"/>
-    </g>
-   </g>
-   <g id="line2d_143">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 403.5 
-L 283.15943 403.5 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_144">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 403.5 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="283.15943" xlink:href="#md78972ff13" y="403.5"/>
-    </g>
-   </g>
-   <g id="line2d_145">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 555.075231 
-L 210.425646 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_146">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="210.425646" xlink:href="#md78972ff13" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_147">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 555.075231 
-L 283.15943 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_148">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="283.15943" xlink:href="#md78972ff13" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_149">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 480.105789 
-L 283.15943 442.19371 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_150">
-    <path clip-path="url(#pc73e0043ef)" d="M 283.15943 442.19371 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M 0 -3 
-L -3 3 
-L 3 3 
-z
-" id="ma5150eafe1" style="stroke:#ff7f0e;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;stroke-linejoin:miter;" x="283.15943" xlink:href="#ma5150eafe1" y="442.19371"/>
-    </g>
-   </g>
-   <g id="line2d_151">
-    <path clip-path="url(#pc73e0043ef)" d="M 381.853024 555.075231 
-L 381.853024 587.88573 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_152">
-    <path clip-path="url(#pc73e0043ef)" d="M 381.853024 587.88573 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <defs>
-     <path d="M -0 3 
-L 3 -3 
-L -3 -3 
-z
-" id="m7ce7fee2e3" style="stroke:#ff7f0e;stroke-linejoin:miter;"/>
-    </defs>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;stroke-linejoin:miter;" x="381.853024" xlink:href="#m7ce7fee2e3" y="587.88573"/>
-    </g>
-   </g>
-   <g id="line2d_153">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 505.832711 
-L 210.425646 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_154">
-    <path clip-path="url(#pc73e0043ef)" d="M 210.425646 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="210.425646" xlink:href="#md78972ff13" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_155">
-    <path clip-path="url(#pc73e0043ef)" d="M 258.976834 505.832711 
-L 258.976834 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_156">
-    <path clip-path="url(#pc73e0043ef)" d="M 258.976834 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="258.976834" xlink:href="#md78972ff13" y="609.409091"/>
-    </g>
-   </g>
-   <g id="line2d_157">
-    <path clip-path="url(#pc73e0043ef)" d="M 258.976834 550.583259 
-L 258.976834 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_158">
-    <path clip-path="url(#pc73e0043ef)" d="M 258.976834 609.409091 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    <g clip-path="url(#pc73e0043ef)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="258.976834" xlink:href="#md78972ff13" y="609.409091"/>
-    </g>
-   </g>
-   <g id="patch_8">
-    <path d="M 49 630 
-L 49 382.909091 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_9">
-    <path d="M 388.8 630 
-L 388.8 382.909091 
-" style="fill:none;"/>
-   </g>
-   <g id="patch_10">
-    <path d="M 54 630 
-L 388.8 630 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_11">
-    <path d="M 54 382.909091 
-L 388.8 382.909091 
-" style="fill:none;"/>
-   </g>
-   <g id="text_26">
-    <!-- b) -->
-    <defs>
-     <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-    </defs>
-    <g transform="translate(20.52 382.909091)scale(0.14 -0.14)">
-     <use xlink:href="#DejaVuSans-98"/>
-     <use x="63.476562" xlink:href="#DejaVuSans-41"/>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p2b7eeec3b4">
-   <rect height="247.090909" width="334.8" x="54" y="86.4"/>
-  </clipPath>
-  <clipPath id="pc73e0043ef">
-   <rect height="247.090909" width="334.8" x="54" y="382.909091"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/bifurcation_winton_merged.pdf b/python_scripts /plots/bifurcation_winton_merged.pdf
deleted file mode 100644
index 1287ea77e981213e40d0091eeeb6fd6093da3c74..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/bifurcation_winton_merged.pdf and /dev/null differ
diff --git a/python_scripts /plots/enthalpy.pdf b/python_scripts /plots/enthalpy.pdf
deleted file mode 100644
index abf784f2aa34f4133f9b268204f86e1d330df5e2..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/enthalpy.pdf and /dev/null differ
diff --git a/python_scripts /plots/heatflux_comparison.svg b/python_scripts /plots/heatflux_comparison.svg
deleted file mode 100644
index b348b1608bb86766aa2c2c49b3e3de1ce2aaddf2..0000000000000000000000000000000000000000
--- a/python_scripts /plots/heatflux_comparison.svg	
+++ /dev/null
@@ -1,1682 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="mb8e67a1687" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb8e67a1687" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="93.857143" xlink:href="#mb8e67a1687" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 25 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(87.494643 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="133.714286" xlink:href="#mb8e67a1687" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 50 -->
-      <g transform="translate(127.351786 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="173.571429" xlink:href="#mb8e67a1687" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 75 -->
-      <defs>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(167.208929 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-55"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="213.428571" xlink:href="#mb8e67a1687" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 100 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(203.884821 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="253.285714" xlink:href="#mb8e67a1687" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 125 -->
-      <g transform="translate(243.741964 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-50"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="293.142857" xlink:href="#mb8e67a1687" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 150 -->
-      <g transform="translate(283.599107 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_8">
-     <g id="line2d_8">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="333" xlink:href="#mb8e67a1687" y="252"/>
-      </g>
-     </g>
-     <g id="text_8">
-      <!-- 175 -->
-      <g transform="translate(323.45625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_9">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="372.857143" xlink:href="#mb8e67a1687" y="252"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 200 -->
-      <g transform="translate(363.313393 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_10">
-     <!-- time [years] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(190.853125 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-121"/>
-      <use x="355.908203" xlink:href="#DejaVuSans-101"/>
-      <use x="417.431641" xlink:href="#DejaVuSans-97"/>
-      <use x="478.710938" xlink:href="#DejaVuSans-114"/>
-      <use x="519.824219" xlink:href="#DejaVuSans-115"/>
-      <use x="571.923828" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_10">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="ma0fcf8f027" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma0fcf8f027" y="252"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0 -->
-      <g transform="translate(40.6375 255.799219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma0fcf8f027" y="224.82"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 1 -->
-      <g transform="translate(40.6375 228.619219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma0fcf8f027" y="197.64"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 2 -->
-      <g transform="translate(40.6375 201.439219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma0fcf8f027" y="170.46"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 3 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(40.6375 174.259219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma0fcf8f027" y="143.28"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 4 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(40.6375 147.079219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_15">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma0fcf8f027" y="116.1"/>
-      </g>
-     </g>
-     <g id="text_16">
-      <!-- 5 -->
-      <g transform="translate(40.6375 119.899219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_16">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma0fcf8f027" y="88.92"/>
-      </g>
-     </g>
-     <g id="text_17">
-      <!-- 6 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(40.6375 92.719219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_8">
-     <g id="line2d_17">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma0fcf8f027" y="61.74"/>
-      </g>
-     </g>
-     <g id="text_18">
-      <!-- 7 -->
-      <g transform="translate(40.6375 65.539219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-55"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_9">
-     <g id="line2d_18">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma0fcf8f027" y="34.56"/>
-      </g>
-     </g>
-     <g id="text_19">
-      <!-- 8 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(40.6375 38.359219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-56"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_20">
-     <!-- qbot_removed [W/m²] -->
-     <defs>
-      <path d="M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-M 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-L 45.40625 54.6875 
-L 54.390625 54.6875 
-L 54.390625 -20.796875 
-L 45.40625 -20.796875 
-z
-" id="DejaVuSans-113"/>
-      <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 50.984375 -16.609375 
-L 50.984375 -23.578125 
-L -0.984375 -23.578125 
-L -0.984375 -16.609375 
-z
-" id="DejaVuSans-95"/>
-      <path d="M 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 8.796875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-L 35.6875 0 
-L 23.484375 0 
-z
-" id="DejaVuSans-118"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 25.390625 72.90625 
-L 33.6875 72.90625 
-L 8.296875 -9.28125 
-L 0 -9.28125 
-z
-" id="DejaVuSans-47"/>
-      <path d="M 13.09375 38.1875 
-L 33.796875 38.1875 
-L 33.796875 32.625 
-L 4.59375 32.625 
-L 4.59375 37.984375 
-Q 6.25 39.5 9.328125 42.234375 
-Q 26.125 57.125 26.125 61.71875 
-Q 26.125 64.9375 23.578125 66.90625 
-Q 21.046875 68.890625 16.890625 68.890625 
-Q 14.359375 68.890625 11.375 68.03125 
-Q 8.40625 67.1875 4.890625 65.484375 
-L 4.890625 71.484375 
-Q 8.640625 72.859375 11.890625 73.53125 
-Q 15.140625 74.21875 17.921875 74.21875 
-Q 25 74.21875 29.25 71 
-Q 33.5 67.78125 33.5 62.5 
-Q 33.5 55.71875 17.328125 41.84375 
-Q 14.59375 39.5 13.09375 38.1875 
-z
-" id="DejaVuSans-178"/>
-     </defs>
-     <g transform="translate(34.279688 198.412031)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-113"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-98"/>
-      <use x="126.953125" xlink:href="#DejaVuSans-111"/>
-      <use x="188.134766" xlink:href="#DejaVuSans-116"/>
-      <use x="227.34375" xlink:href="#DejaVuSans-95"/>
-      <use x="277.34375" xlink:href="#DejaVuSans-114"/>
-      <use x="318.425781" xlink:href="#DejaVuSans-101"/>
-      <use x="379.949219" xlink:href="#DejaVuSans-109"/>
-      <use x="477.361328" xlink:href="#DejaVuSans-111"/>
-      <use x="538.542969" xlink:href="#DejaVuSans-118"/>
-      <use x="597.722656" xlink:href="#DejaVuSans-101"/>
-      <use x="659.246094" xlink:href="#DejaVuSans-100"/>
-      <use x="722.722656" xlink:href="#DejaVuSans-32"/>
-      <use x="754.509766" xlink:href="#DejaVuSans-91"/>
-      <use x="793.523438" xlink:href="#DejaVuSans-87"/>
-      <use x="892.400391" xlink:href="#DejaVuSans-47"/>
-      <use x="926.091797" xlink:href="#DejaVuSans-109"/>
-      <use x="1023.503906" xlink:href="#DejaVuSans-178"/>
-      <use x="1063.591797" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_19">
-    <path clip-path="url(#p2b19aa5384)" d="M 54 238.064221 
-L 55.594286 236.749226 
-L 57.188571 236.521669 
-L 58.782857 236.072591 
-L 60.377143 236.81292 
-L 61.971429 236.554644 
-L 63.565714 236.501186 
-L 65.16 235.786589 
-L 66.754286 235.721824 
-L 68.348571 236.471963 
-L 69.942857 236.356497 
-L 71.537143 236.862194 
-L 73.131429 236.831017 
-L 74.725714 237.372877 
-L 76.32 237.24671 
-L 77.914286 236.628748 
-L 79.508571 236.678454 
-L 81.102857 236.545649 
-L 82.697143 237.179982 
-L 84.291429 236.451355 
-L 85.885714 236.493068 
-L 87.48 237.320612 
-L 89.074286 236.376108 
-L 92.262857 236.609275 
-L 93.857143 235.736725 
-L 95.451429 236.524364 
-L 97.045714 235.116855 
-L 98.64 235.648211 
-L 100.234286 235.592868 
-L 101.828571 235.869701 
-L 103.422857 236.663411 
-L 105.017143 236.294835 
-L 106.611429 236.306636 
-L 109.8 235.840972 
-L 111.394286 235.058984 
-L 112.988571 236.286886 
-L 114.582857 236.553924 
-L 116.177143 235.323162 
-L 117.771429 235.895847 
-L 119.365714 235.904376 
-L 120.96 235.146615 
-L 124.148571 235.156519 
-L 125.742857 235.671584 
-L 127.337143 235.414526 
-L 128.931429 235.542264 
-L 130.525714 235.893927 
-L 132.12 233.847492 
-L 133.714286 234.135043 
-L 135.308571 233.117012 
-L 136.902857 234.374102 
-L 138.497143 234.319039 
-L 140.091429 233.843819 
-L 143.28 233.626544 
-L 144.874286 233.781716 
-L 146.468571 232.902132 
-L 148.062857 232.225645 
-L 149.657143 232.992279 
-L 152.845714 234.141448 
-L 154.44 233.298728 
-L 157.628571 233.2845 
-L 159.222857 232.477841 
-L 160.817143 233.389383 
-L 162.411429 234.103776 
-L 164.005714 233.124674 
-L 165.6 232.46957 
-L 167.194286 231.51245 
-L 168.788571 232.588661 
-L 170.382857 233.31965 
-L 173.571429 231.445591 
-L 175.165714 232.943419 
-L 176.76 231.97092 
-L 178.354286 231.27017 
-L 181.542857 232.250036 
-L 183.137143 231.67202 
-L 184.731429 230.698151 
-L 186.325714 230.799904 
-L 187.92 231.778904 
-L 195.891429 230.615661 
-L 197.485714 229.5199 
-L 199.08 228.809663 
-L 200.674286 229.476951 
-L 202.268571 229.816196 
-L 205.457143 228.939305 
-L 207.051429 229.757861 
-L 208.645714 229.576549 
-L 210.24 229.936942 
-L 211.834286 228.993218 
-L 213.428571 229.992474 
-L 215.022857 228.809938 
-L 216.617143 228.305469 
-L 218.211429 228.050587 
-L 219.805714 228.242658 
-L 221.4 227.706103 
-L 222.994286 227.943094 
-L 224.588571 227.360429 
-L 226.182857 226.21683 
-L 227.777143 226.670991 
-L 229.371429 226.945777 
-L 230.965714 226.27272 
-L 232.56 226.146711 
-L 234.154286 226.284084 
-L 235.748571 225.231598 
-L 237.342857 224.509092 
-L 238.937143 225.258666 
-L 240.531429 224.594123 
-L 242.125714 223.347274 
-L 243.72 223.931199 
-L 246.908571 223.088684 
-L 248.502857 222.303316 
-L 250.097143 222.317395 
-L 251.691429 221.413333 
-L 253.285714 221.762288 
-L 254.88 221.163793 
-L 256.474286 219.842263 
-L 259.662857 219.448822 
-L 261.257143 218.927254 
-L 262.851429 218.898448 
-L 266.04 217.41252 
-L 267.634286 216.25344 
-L 269.228571 215.487869 
-L 270.822857 214.490225 
-L 272.417143 214.4708 
-L 274.011429 213.089466 
-L 275.605714 211.256827 
-L 277.2 210.746726 
-L 278.794286 209.775561 
-L 280.388571 208.672563 
-L 281.982857 206.760078 
-L 283.577143 205.920267 
-L 285.171429 205.885864 
-L 286.765714 204.741238 
-L 288.36 203.267866 
-L 291.548571 200.994571 
-L 293.142857 200.327775 
-L 294.737143 198.772671 
-L 296.331429 198.242481 
-L 297.925714 197.329907 
-L 299.52 195.853327 
-L 301.114286 194.876118 
-L 302.708571 194.560781 
-L 304.302857 194.065808 
-L 307.491429 191.235032 
-L 309.085714 191.074913 
-L 310.68 188.965573 
-L 312.274286 188.768605 
-L 313.868571 187.555813 
-L 315.462857 187.67933 
-L 318.651429 185.094029 
-L 323.434286 181.245564 
-L 325.028571 180.609943 
-L 326.622857 179.016248 
-L 328.217143 176.308786 
-L 329.811429 174.915106 
-L 331.405714 174.329567 
-L 333 171.11721 
-L 334.594286 169.90268 
-L 336.188571 166.259431 
-L 337.782857 164.746254 
-L 339.377143 162.564326 
-L 340.971429 161.730588 
-L 342.565714 158.92749 
-L 344.16 157.498061 
-L 345.754286 154.323538 
-L 347.348571 150.596446 
-L 348.942857 149.804427 
-L 350.537143 148.555867 
-L 352.131429 145.875243 
-L 353.725714 143.592622 
-L 355.32 141.655398 
-L 356.914286 140.94783 
-L 358.508571 140.385168 
-L 360.102857 136.049995 
-L 363.291429 132.87245 
-L 364.885714 132.881105 
-L 366.48 130.644136 
-L 368.074286 129.38137 
-L 369.668571 126.96977 
-L 371.262857 122.559626 
-L 372.857143 112.438198 
-L 372.857143 112.438198 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_20">
-    <path clip-path="url(#p2b19aa5384)" d="M 54 252 
-L 79.508571 252 
-L 81.102857 251.356772 
-L 82.697143 252 
-L 84.291429 251.242787 
-L 85.885714 251.348715 
-L 87.48 249.339424 
-L 89.074286 249.778012 
-L 90.668571 248.372043 
-L 92.262857 247.688416 
-L 93.857143 248.199852 
-L 95.451429 246.911991 
-L 97.045714 247.037092 
-L 98.64 245.991907 
-L 100.234286 245.375278 
-L 101.828571 245.483076 
-L 103.422857 245.279821 
-L 105.017143 245.868966 
-L 106.611429 243.710661 
-L 108.205714 243.351237 
-L 109.8 242.837818 
-L 111.394286 242.848905 
-L 112.988571 241.230293 
-L 114.582857 243.514787 
-L 116.177143 242.903965 
-L 117.771429 244.21457 
-L 119.365714 243.404285 
-L 120.96 242.279337 
-L 122.554286 243.684507 
-L 124.148571 242.328832 
-L 125.742857 243.582666 
-L 127.337143 242.781881 
-L 130.525714 242.98975 
-L 132.12 244.370532 
-L 133.714286 243.046064 
-L 135.308571 242.63217 
-L 136.902857 243.488558 
-L 138.497143 241.677067 
-L 140.091429 242.368509 
-L 141.685714 242.160562 
-L 143.28 241.520165 
-L 144.874286 242.181017 
-L 146.468571 243.277627 
-L 148.062857 242.749064 
-L 149.657143 241.870612 
-L 151.251429 242.574364 
-L 152.845714 242.885158 
-L 154.44 243.366152 
-L 156.034286 242.294393 
-L 157.628571 243.046533 
-L 159.222857 243.019865 
-L 160.817143 242.750046 
-L 162.411429 241.906022 
-L 164.005714 241.726968 
-L 165.6 242.649828 
-L 167.194286 242.307917 
-L 168.788571 241.476472 
-L 170.382857 241.711049 
-L 171.977143 240.949443 
-L 173.571429 241.744975 
-L 175.165714 241.069359 
-L 176.76 242.686264 
-L 178.354286 242.165571 
-L 179.948571 242.242767 
-L 181.542857 242.15549 
-L 183.137143 241.777995 
-L 184.731429 240.670259 
-L 186.325714 241.880049 
-L 187.92 241.590028 
-L 189.514286 240.487635 
-L 194.297143 241.979246 
-L 195.891429 241.613558 
-L 197.485714 240.463743 
-L 199.08 241.178925 
-L 200.674286 242.67108 
-L 202.268571 242.623598 
-L 205.457143 241.373302 
-L 207.051429 240.403509 
-L 208.645714 241.081957 
-L 210.24 239.875273 
-L 211.834286 240.931175 
-L 213.428571 241.121799 
-L 215.022857 240.35169 
-L 216.617143 240.090077 
-L 218.211429 240.215192 
-L 219.805714 240.095412 
-L 221.4 239.860258 
-L 222.994286 239.490739 
-L 224.588571 239.656873 
-L 226.182857 240.678935 
-L 227.777143 240.698597 
-L 229.371429 240.985264 
-L 232.56 239.595408 
-L 234.154286 240.097272 
-L 235.748571 238.980719 
-L 238.937143 239.770846 
-L 240.531429 238.847418 
-L 242.125714 239.924996 
-L 243.72 240.521625 
-L 245.314286 240.029299 
-L 246.908571 240.40642 
-L 248.502857 239.261553 
-L 250.097143 239.949271 
-L 251.691429 240.317714 
-L 253.285714 239.469112 
-L 256.474286 239.529083 
-L 258.068571 239.479404 
-L 259.662857 240.67741 
-L 261.257143 237.909196 
-L 262.851429 238.746206 
-L 266.04 239.001056 
-L 267.634286 240.223228 
-L 269.228571 239.410471 
-L 270.822857 239.032054 
-L 272.417143 238.936222 
-L 274.011429 238.723613 
-L 275.605714 239.43098 
-L 277.2 238.991699 
-L 278.794286 237.592423 
-L 280.388571 239.246923 
-L 281.982857 238.013178 
-L 283.577143 239.736442 
-L 285.171429 239.81472 
-L 286.765714 238.785084 
-L 291.548571 238.639416 
-L 293.142857 238.318496 
-L 296.331429 238.051846 
-L 297.925714 238.903506 
-L 299.52 237.377253 
-L 301.114286 237.658626 
-L 304.302857 239.493973 
-L 305.897143 239.204233 
-L 307.491429 238.357521 
-L 309.085714 238.078425 
-L 310.68 239.10578 
-L 312.274286 239.214515 
-L 313.868571 238.135125 
-L 315.462857 238.452612 
-L 317.057143 237.582053 
-L 318.651429 237.779603 
-L 320.245714 239.377215 
-L 321.84 238.403304 
-L 325.028571 237.793739 
-L 326.622857 239.082354 
-L 328.217143 239.715917 
-L 329.811429 238.588339 
-L 331.405714 239.553144 
-L 333 238.604918 
-L 334.594286 239.839758 
-L 336.188571 239.904922 
-L 337.782857 239.023081 
-L 339.377143 239.784033 
-L 340.971429 238.861976 
-L 342.565714 238.149232 
-L 344.16 239.060607 
-L 345.754286 238.351836 
-L 347.348571 239.19252 
-L 348.942857 239.704708 
-L 350.537143 237.980133 
-L 352.131429 238.949379 
-L 353.725714 237.46127 
-L 355.32 238.519736 
-L 356.914286 238.787184 
-L 358.508571 237.248185 
-L 360.102857 239.01728 
-L 361.697143 238.075282 
-L 363.291429 238.386748 
-L 364.885714 237.074288 
-L 366.48 238.590132 
-L 368.074286 237.498047 
-L 369.668571 236.727994 
-L 371.262857 238.765697 
-L 372.857143 237.840894 
-L 374.451429 238.203559 
-L 376.045714 238.833886 
-L 377.64 237.883896 
-L 379.234286 237.630555 
-L 380.828571 237.840451 
-L 382.422857 238.567047 
-L 384.017143 237.324801 
-L 385.611429 237.159283 
-L 387.205714 236.180081 
-L 388.8 237.534971 
-L 390.394286 238.188402 
-L 391.988571 238.009345 
-L 393.582857 238.195482 
-L 395.177143 239.160746 
-L 396.771429 237.64328 
-L 401.554286 237.440465 
-L 403.148571 239.011113 
-L 406.337143 238.215186 
-L 407.931429 237.316469 
-L 411.12 237.541517 
-L 412.714286 237.272627 
-L 414.308571 237.218869 
-L 415.902857 237.851899 
-L 417.497143 236.732562 
-L 419.091429 237.525755 
-L 420.685714 238.871905 
-L 422.28 238.747232 
-L 423.874286 238.416706 
-L 425.468571 239.208476 
-L 427.062857 238.833189 
-L 428.657143 238.792909 
-L 430.251429 238.315081 
-L 431.845714 239.065886 
-L 433 238.859914 
-L 433 238.859914 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_21">
-    <path clip-path="url(#p2b19aa5384)" d="M 54 143.318592 
-L 55.594286 144.163657 
-L 57.188571 144.232215 
-L 58.782857 143.89198 
-L 60.377143 142.698723 
-L 61.971429 143.499771 
-L 63.565714 143.452533 
-L 65.16 144.008527 
-L 66.754286 145.550805 
-L 68.348571 144.666071 
-L 69.942857 144.648441 
-L 71.537143 144.401678 
-L 73.131429 143.926156 
-L 74.725714 144.688686 
-L 76.32 144.508737 
-L 77.914286 144.471814 
-L 81.102857 144.949086 
-L 82.697143 144.312201 
-L 84.291429 144.185283 
-L 85.885714 144.38695 
-L 89.074286 144.223361 
-L 90.668571 144.142992 
-L 93.857143 144.471973 
-L 97.045714 145.307953 
-L 98.64 145.426064 
-L 100.234286 144.84445 
-L 101.828571 144.88409 
-L 103.422857 145.425042 
-L 105.017143 144.833857 
-L 106.611429 144.993285 
-L 108.205714 145.297935 
-L 109.8 144.592491 
-L 111.394286 143.663292 
-L 114.582857 142.907163 
-L 116.177143 143.72843 
-L 117.771429 143.379905 
-L 119.365714 143.408044 
-L 122.554286 143.843927 
-L 124.148571 143.826036 
-L 125.742857 143.448185 
-L 127.337143 143.270701 
-L 128.931429 142.172485 
-L 130.525714 142.128338 
-L 132.12 141.696471 
-L 133.714286 141.943412 
-L 135.308571 141.062926 
-L 136.902857 140.992945 
-L 138.497143 141.089853 
-L 140.091429 140.643162 
-L 141.685714 140.342432 
-L 143.28 140.467593 
-L 144.874286 140.812908 
-L 148.062857 139.748121 
-L 149.657143 139.859781 
-L 151.251429 139.73288 
-L 152.845714 140.449876 
-L 154.44 139.950576 
-L 156.034286 140.155156 
-L 157.628571 138.974332 
-L 159.222857 139.791242 
-L 160.817143 139.744955 
-L 162.411429 140.327878 
-L 164.005714 139.539233 
-L 167.194286 139.402818 
-L 168.788571 140.035128 
-L 170.382857 139.292255 
-L 171.977143 139.566324 
-L 175.165714 139.524108 
-L 176.76 138.996327 
-L 178.354286 138.870447 
-L 179.948571 139.264001 
-L 181.542857 139.301784 
-L 183.137143 139.185487 
-L 184.731429 139.758004 
-L 186.325714 139.331063 
-L 189.514286 139.464946 
-L 191.108571 138.213282 
-L 192.702857 139.216844 
-L 194.297143 138.991363 
-L 195.891429 138.425512 
-L 197.485714 138.693708 
-L 199.08 139.092787 
-L 200.674286 138.458459 
-L 202.268571 138.615926 
-L 203.862857 138.562652 
-L 205.457143 139.043585 
-L 207.051429 138.518288 
-L 208.645714 138.25931 
-L 210.24 138.554615 
-L 211.834286 139.176275 
-L 213.428571 137.984658 
-L 215.022857 138.128672 
-L 216.617143 138.885545 
-L 219.805714 138.167261 
-L 221.4 138.919534 
-L 222.994286 139.166191 
-L 224.588571 138.212993 
-L 226.182857 138.393879 
-L 227.777143 138.704876 
-L 229.371429 138.432975 
-L 230.965714 138.30068 
-L 232.56 137.829543 
-L 234.154286 137.832121 
-L 235.748571 137.618958 
-L 237.342857 137.156554 
-L 240.531429 138.122349 
-L 242.125714 137.2712 
-L 243.72 137.609282 
-L 245.314286 138.204369 
-L 246.908571 138.075432 
-L 248.502857 138.198775 
-L 250.097143 138.52951 
-L 251.691429 137.624188 
-L 253.285714 137.063315 
-L 256.474286 137.573952 
-L 258.068571 136.86032 
-L 259.662857 137.500254 
-L 261.257143 136.714905 
-L 262.851429 138.401007 
-L 264.445714 137.905025 
-L 266.04 137.272702 
-L 269.228571 136.508746 
-L 270.822857 136.891554 
-L 275.605714 136.23825 
-L 278.794286 135.270311 
-L 280.388571 134.955971 
-L 281.982857 134.862038 
-L 283.577143 134.574541 
-L 285.171429 134.976656 
-L 286.765714 134.21339 
-L 288.36 134.27284 
-L 289.954286 133.197963 
-L 291.548571 133.178713 
-L 293.142857 132.701861 
-L 296.331429 132.255069 
-L 297.925714 132.819198 
-L 299.52 131.814266 
-L 301.114286 132.241086 
-L 302.708571 130.779722 
-L 304.302857 130.703573 
-L 305.897143 129.207566 
-L 307.491429 128.043802 
-L 309.085714 126.112403 
-L 310.68 119.065066 
-L 312.274286 92.241839 
-L 312.274286 92.241839 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_22">
-    <path clip-path="url(#p2b19aa5384)" d="M 54 144.8917 
-L 55.594286 147.211242 
-L 57.188571 148.655568 
-L 58.782857 148.855479 
-L 60.377143 150.563238 
-L 61.971429 150.977098 
-L 63.565714 151.819388 
-L 65.16 151.465766 
-L 66.754286 153.288607 
-L 68.348571 153.603707 
-L 69.942857 153.724981 
-L 71.537143 154.963228 
-L 73.131429 155.738961 
-L 74.725714 156.198607 
-L 76.32 157.908858 
-L 77.914286 158.061825 
-L 79.508571 158.822394 
-L 81.102857 158.732435 
-L 82.697143 158.881382 
-L 84.291429 160.380283 
-L 85.885714 160.531178 
-L 87.48 160.517206 
-L 89.074286 160.790667 
-L 90.668571 161.821488 
-L 92.262857 163.616535 
-L 93.857143 164.987 
-L 95.451429 166.043932 
-L 97.045714 165.478627 
-L 98.64 166.236749 
-L 100.234286 166.680091 
-L 101.828571 167.580823 
-L 103.422857 167.854119 
-L 105.017143 168.783955 
-L 106.611429 168.368131 
-L 108.205714 170.201074 
-L 109.8 171.6538 
-L 111.394286 173.141046 
-L 112.988571 173.987291 
-L 114.582857 174.95856 
-L 116.177143 177.531214 
-L 117.771429 178.97206 
-L 119.365714 180.071709 
-L 120.96 181.664608 
-L 122.554286 183.78586 
-L 124.148571 185.650938 
-L 125.742857 187.184395 
-L 127.337143 188.554865 
-L 128.931429 190.255298 
-L 130.525714 191.254054 
-L 132.12 192.965008 
-L 133.714286 195.535692 
-L 135.308571 197.002432 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 61 101.82875 
-L 171.348437 101.82875 
-Q 173.348437 101.82875 173.348437 99.82875 
-L 173.348437 41.56 
-Q 173.348437 39.56 171.348437 39.56 
-L 61 39.56 
-Q 59 39.56 59 41.56 
-L 59 99.82875 
-Q 59 101.82875 61 101.82875 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_23">
-     <path d="M 63 47.658438 
-L 83 47.658438 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_24"/>
-    <g id="text_21">
-     <!-- 1438ppmv -->
-     <defs>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-     </defs>
-     <g transform="translate(91 51.158438)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-52"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-51"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-56"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_25">
-     <path d="M 63 62.336563 
-L 83 62.336563 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_26"/>
-    <g id="text_22">
-     <!-- 1500ppmv -->
-     <g transform="translate(91 65.836563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_27">
-     <path d="M 63 77.014688 
-L 83 77.014688 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_28"/>
-    <g id="text_23">
-     <!-- 3000ppmv_Jor2 -->
-     <defs>
-      <path d="M 9.8125 72.90625 
-L 19.671875 72.90625 
-L 19.671875 5.078125 
-Q 19.671875 -8.109375 14.671875 -14.0625 
-Q 9.671875 -20.015625 -1.421875 -20.015625 
-L -5.171875 -20.015625 
-L -5.171875 -11.71875 
-L -2.09375 -11.71875 
-Q 4.4375 -11.71875 7.125 -8.046875 
-Q 9.8125 -4.390625 9.8125 5.078125 
-z
-" id="DejaVuSans-74"/>
-     </defs>
-     <g transform="translate(91 80.514688)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-51"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-      <use x="538.037109" xlink:href="#DejaVuSans-95"/>
-      <use x="588.037109" xlink:href="#DejaVuSans-74"/>
-      <use x="617.529297" xlink:href="#DejaVuSans-111"/>
-      <use x="678.710938" xlink:href="#DejaVuSans-114"/>
-      <use x="719.824219" xlink:href="#DejaVuSans-50"/>
-     </g>
-    </g>
-    <g id="line2d_29">
-     <path d="M 63 91.970938 
-L 83 91.970938 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_30"/>
-    <g id="text_24">
-     <!-- 5000ppmv_Jor2 -->
-     <g transform="translate(91 95.470938)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-53"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-      <use x="538.037109" xlink:href="#DejaVuSans-95"/>
-      <use x="588.037109" xlink:href="#DejaVuSans-74"/>
-      <use x="617.529297" xlink:href="#DejaVuSans-111"/>
-      <use x="678.710938" xlink:href="#DejaVuSans-114"/>
-      <use x="719.824219" xlink:href="#DejaVuSans-50"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p2b19aa5384">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/heatflux_scatter_flux_icelat.pdf b/python_scripts /plots/heatflux_scatter_flux_icelat.pdf
deleted file mode 100644
index 27c1108f71c23b8130fb2a207d2668d3e8ecabd3..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/heatflux_scatter_flux_icelat.pdf and /dev/null differ
diff --git a/python_scripts /plots/heatflux_scatter_flux_sit.svg b/python_scripts /plots/heatflux_scatter_flux_sit.svg
deleted file mode 100644
index e1755be66f9f36081a18da02f880857998b4d31a..0000000000000000000000000000000000000000
--- a/python_scripts /plots/heatflux_scatter_flux_sit.svg	
+++ /dev/null
@@ -1,10461 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_2">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m8cb87957b5" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m8cb87957b5" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_3">
-      <path clip-path="url(#paa9c09d1e6)" d="M 120.96 252 
-L 120.96 34.56 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="120.96" xlink:href="#m8cb87957b5" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 1 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(117.77875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_5">
-      <path clip-path="url(#paa9c09d1e6)" d="M 187.92 252 
-L 187.92 34.56 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="187.92" xlink:href="#m8cb87957b5" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 2 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(184.73875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_7">
-      <path clip-path="url(#paa9c09d1e6)" d="M 254.88 252 
-L 254.88 34.56 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_8">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="254.88" xlink:href="#m8cb87957b5" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 3 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(251.69875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_9">
-      <path clip-path="url(#paa9c09d1e6)" d="M 321.84 252 
-L 321.84 34.56 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="321.84" xlink:href="#m8cb87957b5" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 4 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(318.65875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_11">
-      <path clip-path="url(#paa9c09d1e6)" d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#m8cb87957b5" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(385.61875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_7">
-     <!-- $h_I$ [m] -->
-     <defs>
-      <path d="M 55.71875 33.015625 
-L 49.3125 0 
-L 40.28125 0 
-L 46.6875 32.671875 
-Q 47.125 34.96875 47.359375 36.71875 
-Q 47.609375 38.484375 47.609375 39.5 
-Q 47.609375 43.609375 45.015625 45.890625 
-Q 42.4375 48.1875 37.796875 48.1875 
-Q 30.5625 48.1875 25.265625 43.296875 
-Q 19.96875 38.421875 18.40625 30.328125 
-L 12.5 0 
-L 3.515625 0 
-L 18.3125 75.984375 
-L 27.296875 75.984375 
-L 21.484375 46.09375 
-Q 24.90625 50.6875 30.21875 53.34375 
-Q 35.546875 56 41.40625 56 
-Q 48.640625 56 52.609375 52.09375 
-Q 56.59375 48.1875 56.59375 41.109375 
-Q 56.59375 39.359375 56.375 37.359375 
-Q 56.15625 35.359375 55.71875 33.015625 
-z
-" id="DejaVuSans-Oblique-104"/>
-      <path d="M 16.890625 72.90625 
-L 26.8125 72.90625 
-L 12.59375 0 
-L 2.6875 0 
-z
-" id="DejaVuSans-Oblique-73"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(206.7 280.276563)scale(0.1 -0.1)">
-      <use transform="translate(0 0.015625)" xlink:href="#DejaVuSans-Oblique-104"/>
-      <use transform="translate(63.378906 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-Oblique-73"/>
-      <use transform="translate(86.757812 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(118.544922 0.015625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(157.558594 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(254.970703 0.015625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_13">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_14">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="maacf08daf8" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#maacf08daf8" y="252"/>
-      </g>
-     </g>
-     <g id="text_8">
-      <!-- 0 -->
-      <g transform="translate(40.6375 255.799219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_15">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 225.482927 
-L 388.8 225.482927 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_16">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#maacf08daf8" y="225.482927"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 1 -->
-      <g transform="translate(40.6375 229.282146)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_17">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 198.965854 
-L 388.8 198.965854 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_18">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#maacf08daf8" y="198.965854"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 2 -->
-      <g transform="translate(40.6375 202.765072)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_19">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 172.44878 
-L 388.8 172.44878 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_20">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#maacf08daf8" y="172.44878"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 3 -->
-      <g transform="translate(40.6375 176.247999)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_21">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 145.931707 
-L 388.8 145.931707 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_22">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#maacf08daf8" y="145.931707"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 4 -->
-      <g transform="translate(40.6375 149.730926)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_23">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 119.414634 
-L 388.8 119.414634 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_24">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#maacf08daf8" y="119.414634"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 5 -->
-      <g transform="translate(40.6375 123.213853)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_25">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 92.897561 
-L 388.8 92.897561 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_26">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#maacf08daf8" y="92.897561"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 6 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(40.6375 96.69678)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_8">
-     <g id="line2d_27">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 66.380488 
-L 388.8 66.380488 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_28">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#maacf08daf8" y="66.380488"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 7 -->
-      <defs>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(40.6375 70.179707)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-55"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_9">
-     <g id="line2d_29">
-      <path clip-path="url(#paa9c09d1e6)" d="M 54 39.863415 
-L 388.8 39.863415 
-" style="fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;"/>
-     </g>
-     <g id="line2d_30">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#maacf08daf8" y="39.863415"/>
-      </g>
-     </g>
-     <g id="text_16">
-      <!-- 8 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(40.6375 43.662633)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-56"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_17">
-     <!-- $F_{ar}$ [W/m²] -->
-     <defs>
-      <path d="M 16.890625 72.90625 
-L 58.6875 72.90625 
-L 57.078125 64.59375 
-L 25.09375 64.59375 
-L 20.90625 43.109375 
-L 49.8125 43.109375 
-L 48.1875 34.8125 
-L 19.28125 34.8125 
-L 12.5 0 
-L 2.6875 0 
-z
-" id="DejaVuSans-Oblique-70"/>
-      <path d="M 53.71875 31.203125 
-L 47.609375 0 
-L 38.625 0 
-L 40.28125 8.296875 
-Q 36.328125 3.421875 31.265625 1 
-Q 26.21875 -1.421875 20.015625 -1.421875 
-Q 13.03125 -1.421875 8.5625 2.84375 
-Q 4.109375 7.125 4.109375 13.8125 
-Q 4.109375 23.390625 11.75 28.953125 
-Q 19.390625 34.515625 32.8125 34.515625 
-L 45.3125 34.515625 
-L 45.796875 36.921875 
-Q 45.90625 37.3125 45.953125 37.765625 
-Q 46 38.234375 46 39.203125 
-Q 46 43.5625 42.453125 45.96875 
-Q 38.921875 48.390625 32.515625 48.390625 
-Q 28.125 48.390625 23.5 47.265625 
-Q 18.890625 46.140625 14.015625 43.890625 
-L 15.578125 52.203125 
-Q 20.65625 54.109375 25.515625 55.046875 
-Q 30.375 56 34.90625 56 
-Q 44.578125 56 49.625 51.796875 
-Q 54.6875 47.609375 54.6875 39.59375 
-Q 54.6875 37.984375 54.4375 35.8125 
-Q 54.203125 33.640625 53.71875 31.203125 
-z
-M 44 27.484375 
-L 35.015625 27.484375 
-Q 23.96875 27.484375 18.671875 24.53125 
-Q 13.375 21.578125 13.375 15.375 
-Q 13.375 11.078125 16.078125 8.640625 
-Q 18.796875 6.203125 23.578125 6.203125 
-Q 30.90625 6.203125 36.375 11.453125 
-Q 41.84375 16.703125 43.609375 25.484375 
-z
-" id="DejaVuSans-Oblique-97"/>
-      <path d="M 44.578125 46.390625 
-Q 43.21875 47.125 41.453125 47.515625 
-Q 39.703125 47.90625 37.703125 47.90625 
-Q 30.515625 47.90625 25.140625 42.453125 
-Q 19.78125 37.015625 18.015625 27.875 
-L 12.5 0 
-L 3.515625 0 
-L 14.203125 54.6875 
-L 23.1875 54.6875 
-L 21.484375 46.1875 
-Q 25.046875 50.921875 30 53.453125 
-Q 34.96875 56 40.578125 56 
-Q 42.046875 56 43.453125 55.828125 
-Q 44.875 55.671875 46.296875 55.28125 
-z
-" id="DejaVuSans-Oblique-114"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 25.390625 72.90625 
-L 33.6875 72.90625 
-L 8.296875 -9.28125 
-L 0 -9.28125 
-z
-" id="DejaVuSans-47"/>
-      <path d="M 13.09375 38.1875 
-L 33.796875 38.1875 
-L 33.796875 32.625 
-L 4.59375 32.625 
-L 4.59375 37.984375 
-Q 6.25 39.5 9.328125 42.234375 
-Q 26.125 57.125 26.125 61.71875 
-Q 26.125 64.9375 23.578125 66.90625 
-Q 21.046875 68.890625 16.890625 68.890625 
-Q 14.359375 68.890625 11.375 68.03125 
-Q 8.40625 67.1875 4.890625 65.484375 
-L 4.890625 71.484375 
-Q 8.640625 72.859375 11.890625 73.53125 
-Q 15.140625 74.21875 17.921875 74.21875 
-Q 25 74.21875 29.25 71 
-Q 33.5 67.78125 33.5 62.5 
-Q 33.5 55.71875 17.328125 41.84375 
-Q 14.59375 39.5 13.09375 38.1875 
-z
-" id="DejaVuSans-178"/>
-     </defs>
-     <g transform="translate(34.557812 168.88)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.015625)" xlink:href="#DejaVuSans-Oblique-70"/>
-      <use transform="translate(57.519531 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-Oblique-97"/>
-      <use transform="translate(100.415039 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-Oblique-114"/>
-      <use transform="translate(131.928711 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(163.71582 0.015625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(202.729492 0.015625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(301.606445 0.015625)" xlink:href="#DejaVuSans-47"/>
-      <use transform="translate(335.297852 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(432.709961 0.015625)" xlink:href="#DejaVuSans-178"/>
-      <use transform="translate(472.797852 0.015625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_31">
-    <defs>
-     <path d="M 0 0.5 
-C 0.132602 0.5 0.25979 0.447317 0.353553 0.353553 
-C 0.447317 0.25979 0.5 0.132602 0.5 0 
-C 0.5 -0.132602 0.447317 -0.25979 0.353553 -0.353553 
-C 0.25979 -0.447317 0.132602 -0.5 0 -0.5 
-C -0.132602 -0.5 -0.25979 -0.447317 -0.353553 -0.353553 
-C -0.447317 -0.25979 -0.5 -0.132602 -0.5 0 
-C -0.5 0.132602 -0.447317 0.25979 -0.353553 0.353553 
-C -0.25979 0.447317 -0.132602 0.5 0 0.5 
-z
-" id="m29473d8142" style="stroke:#1f77b4;"/>
-    </defs>
-    <g clip-path="url(#paa9c09d1e6)">
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="112.098122" xlink:href="#m29473d8142" y="239.302341"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="111.670935" xlink:href="#m29473d8142" y="237.516709"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="112.18769" xlink:href="#m29473d8142" y="236.905568"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="112.923862" xlink:href="#m29473d8142" y="237.913887"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.372544" xlink:href="#m29473d8142" y="239.268036"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.444053" xlink:href="#m29473d8142" y="241.349977"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.099791" xlink:href="#m29473d8142" y="240.127755"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="112.935121" xlink:href="#m29473d8142" y="237.247242"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.409885" xlink:href="#m29473d8142" y="235.635979"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.010729" xlink:href="#m29473d8142" y="237.311609"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.261692" xlink:href="#m29473d8142" y="239.866196"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.797208" xlink:href="#m29473d8142" y="240.280688"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="112.947952" xlink:href="#m29473d8142" y="237.071095"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="112.803984" xlink:href="#m29473d8142" y="235.230484"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.42933" xlink:href="#m29473d8142" y="235.492182"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.184475" xlink:href="#m29473d8142" y="237.167015"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.513344" xlink:href="#m29473d8142" y="239.572501"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.262558" xlink:href="#m29473d8142" y="240.519135"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.499753" xlink:href="#m29473d8142" y="237.842076"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.417652" xlink:href="#m29473d8142" y="237.13401"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.977591" xlink:href="#m29473d8142" y="234.401797"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.582418" xlink:href="#m29473d8142" y="235.834902"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.713695" xlink:href="#m29473d8142" y="238.067962"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.215311" xlink:href="#m29473d8142" y="237.914928"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.778298" xlink:href="#m29473d8142" y="237.254397"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="113.895306" xlink:href="#m29473d8142" y="236.397883"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.512602" xlink:href="#m29473d8142" y="234.522384"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.122789" xlink:href="#m29473d8142" y="235.827509"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.323056" xlink:href="#m29473d8142" y="238.319969"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.054309" xlink:href="#m29473d8142" y="240.013979"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.521518" xlink:href="#m29473d8142" y="238.61886"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.490044" xlink:href="#m29473d8142" y="236.75369"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.108625" xlink:href="#m29473d8142" y="234.891125"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.638946" xlink:href="#m29473d8142" y="235.639903"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.750478" xlink:href="#m29473d8142" y="237.65138"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.458004" xlink:href="#m29473d8142" y="239.253354"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.976762" xlink:href="#m29473d8142" y="237.382882"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.941121" xlink:href="#m29473d8142" y="235.224574"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.486205" xlink:href="#m29473d8142" y="233.467329"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.050598" xlink:href="#m29473d8142" y="235.509674"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.19453" xlink:href="#m29473d8142" y="237.232237"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.880301" xlink:href="#m29473d8142" y="238.863767"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.030075" xlink:href="#m29473d8142" y="237.98584"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.815153" xlink:href="#m29473d8142" y="236.093188"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.274859" xlink:href="#m29473d8142" y="234.864181"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.857392" xlink:href="#m29473d8142" y="236.000916"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.053249" xlink:href="#m29473d8142" y="238.447125"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.358928" xlink:href="#m29473d8142" y="237.655938"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.736412" xlink:href="#m29473d8142" y="237.671215"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.827861" xlink:href="#m29473d8142" y="236.078346"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.434887" xlink:href="#m29473d8142" y="235.307276"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.067549" xlink:href="#m29473d8142" y="236.533702"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.210531" xlink:href="#m29473d8142" y="239.281268"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.753335" xlink:href="#m29473d8142" y="239.236622"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.280083" xlink:href="#m29473d8142" y="238.722206"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.223964" xlink:href="#m29473d8142" y="237.248979"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.751791" xlink:href="#m29473d8142" y="234.436884"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.442783" xlink:href="#m29473d8142" y="236.525734"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.679305" xlink:href="#m29473d8142" y="237.974466"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.506557" xlink:href="#m29473d8142" y="240.474068"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.790664" xlink:href="#m29473d8142" y="237.846364"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.677372" xlink:href="#m29473d8142" y="236.365676"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.232267" xlink:href="#m29473d8142" y="235.123563"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.850317" xlink:href="#m29473d8142" y="236.448858"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.999605" xlink:href="#m29473d8142" y="237.198905"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.570714" xlink:href="#m29473d8142" y="238.598324"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.561554" xlink:href="#m29473d8142" y="237.822943"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.28067" xlink:href="#m29473d8142" y="234.483276"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.89326" xlink:href="#m29473d8142" y="234.893858"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.552155" xlink:href="#m29473d8142" y="236.854168"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.822762" xlink:href="#m29473d8142" y="240.609021"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.572207" xlink:href="#m29473d8142" y="241.229694"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.871972" xlink:href="#m29473d8142" y="239.481682"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.667291" xlink:href="#m29473d8142" y="236.075938"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.33143" xlink:href="#m29473d8142" y="235.4209"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.002634" xlink:href="#m29473d8142" y="235.907531"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.292937" xlink:href="#m29473d8142" y="238.461118"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.932039" xlink:href="#m29473d8142" y="240.529165"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.957493" xlink:href="#m29473d8142" y="236.275167"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.565417" xlink:href="#m29473d8142" y="235.683089"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.934042" xlink:href="#m29473d8142" y="233.150943"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.675258" xlink:href="#m29473d8142" y="235.573515"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.253556" xlink:href="#m29473d8142" y="239.112217"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.85709" xlink:href="#m29473d8142" y="239.896077"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.888571" xlink:href="#m29473d8142" y="237.463667"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.807826" xlink:href="#m29473d8142" y="235.533825"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.377671" xlink:href="#m29473d8142" y="233.906745"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.944352" xlink:href="#m29473d8142" y="234.660389"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.275866" xlink:href="#m29473d8142" y="237.920179"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.804933" xlink:href="#m29473d8142" y="238.560975"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.787216" xlink:href="#m29473d8142" y="236.181699"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.499488" xlink:href="#m29473d8142" y="234.970925"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.013569" xlink:href="#m29473d8142" y="233.921752"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.635362" xlink:href="#m29473d8142" y="235.838612"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.93405" xlink:href="#m29473d8142" y="239.043647"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.705199" xlink:href="#m29473d8142" y="240.453469"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.148437" xlink:href="#m29473d8142" y="237.525914"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.973602" xlink:href="#m29473d8142" y="235.429499"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.467108" xlink:href="#m29473d8142" y="233.705408"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.065458" xlink:href="#m29473d8142" y="235.289392"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.147771" xlink:href="#m29473d8142" y="236.826778"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.611679" xlink:href="#m29473d8142" y="237.57462"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.813486" xlink:href="#m29473d8142" y="236.588354"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.609906" xlink:href="#m29473d8142" y="235.459292"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.097211" xlink:href="#m29473d8142" y="234.374196"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.603956" xlink:href="#m29473d8142" y="236.483727"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.638388" xlink:href="#m29473d8142" y="238.050196"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.263338" xlink:href="#m29473d8142" y="240.073039"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.702373" xlink:href="#m29473d8142" y="238.433883"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.653944" xlink:href="#m29473d8142" y="236.244618"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.213832" xlink:href="#m29473d8142" y="235.605783"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.774413" xlink:href="#m29473d8142" y="236.644287"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.091911" xlink:href="#m29473d8142" y="237.891071"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.785812" xlink:href="#m29473d8142" y="238.472995"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.247928" xlink:href="#m29473d8142" y="237.12115"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.243589" xlink:href="#m29473d8142" y="235.085472"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.776229" xlink:href="#m29473d8142" y="235.139539"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.339744" xlink:href="#m29473d8142" y="236.002166"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.383419" xlink:href="#m29473d8142" y="238.716683"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.997944" xlink:href="#m29473d8142" y="239.433933"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.4441" xlink:href="#m29473d8142" y="237.740721"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.352368" xlink:href="#m29473d8142" y="236.080812"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.878578" xlink:href="#m29473d8142" y="235.586265"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.427753" xlink:href="#m29473d8142" y="236.746345"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.433332" xlink:href="#m29473d8142" y="238.805984"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.94574" xlink:href="#m29473d8142" y="239.579142"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.176151" xlink:href="#m29473d8142" y="237.996141"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.04905" xlink:href="#m29473d8142" y="234.690291"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.585234" xlink:href="#m29473d8142" y="233.544992"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.163205" xlink:href="#m29473d8142" y="235.940889"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.245909" xlink:href="#m29473d8142" y="237.406929"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.026102" xlink:href="#m29473d8142" y="238.380425"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.609883" xlink:href="#m29473d8142" y="238.917141"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.625951" xlink:href="#m29473d8142" y="236.032372"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.173654" xlink:href="#m29473d8142" y="234.748018"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.782903" xlink:href="#m29473d8142" y="235.700747"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.99826" xlink:href="#m29473d8142" y="238.754285"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.554455" xlink:href="#m29473d8142" y="240.588198"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.832967" xlink:href="#m29473d8142" y="238.931127"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.537612" xlink:href="#m29473d8142" y="235.856844"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.978867" xlink:href="#m29473d8142" y="234.637869"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.450901" xlink:href="#m29473d8142" y="236.254698"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.615711" xlink:href="#m29473d8142" y="239.124204"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.200283" xlink:href="#m29473d8142" y="240.724715"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.458236" xlink:href="#m29473d8142" y="239.240778"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.214502" xlink:href="#m29473d8142" y="235.766391"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.668453" xlink:href="#m29473d8142" y="234.551628"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.234095" xlink:href="#m29473d8142" y="235.32121"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.261502" xlink:href="#m29473d8142" y="237.975612"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.540689" xlink:href="#m29473d8142" y="239.549087"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.660326" xlink:href="#m29473d8142" y="238.690044"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.555483" xlink:href="#m29473d8142" y="235.893241"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.178402" xlink:href="#m29473d8142" y="234.580424"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.907254" xlink:href="#m29473d8142" y="237.431372"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.140487" xlink:href="#m29473d8142" y="240.211131"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.555436" xlink:href="#m29473d8142" y="241.388932"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.785077" xlink:href="#m29473d8142" y="239.623117"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.685985" xlink:href="#m29473d8142" y="237.683181"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.149894" xlink:href="#m29473d8142" y="235.021368"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.744456" xlink:href="#m29473d8142" y="236.15606"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.009662" xlink:href="#m29473d8142" y="238.941975"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.708396" xlink:href="#m29473d8142" y="240.082509"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.035939" xlink:href="#m29473d8142" y="238.405939"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.891472" xlink:href="#m29473d8142" y="237.300783"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.366424" xlink:href="#m29473d8142" y="235.918841"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.834659" xlink:href="#m29473d8142" y="236.735259"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.002985" xlink:href="#m29473d8142" y="239.156969"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.560609" xlink:href="#m29473d8142" y="240.482417"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.605935" xlink:href="#m29473d8142" y="237.911559"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.344345" xlink:href="#m29473d8142" y="236.473795"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.018314" xlink:href="#m29473d8142" y="236.670201"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.635722" xlink:href="#m29473d8142" y="237.618367"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.822043" xlink:href="#m29473d8142" y="239.590045"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.619426" xlink:href="#m29473d8142" y="239.604944"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.98441" xlink:href="#m29473d8142" y="239.146364"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.838825" xlink:href="#m29473d8142" y="237.097696"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.325188" xlink:href="#m29473d8142" y="235.33403"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.077068" xlink:href="#m29473d8142" y="236.290275"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.382677" xlink:href="#m29473d8142" y="237.934736"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.013314" xlink:href="#m29473d8142" y="239.26847"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.16943" xlink:href="#m29473d8142" y="237.507363"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.010124" xlink:href="#m29473d8142" y="235.504037"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.498315" xlink:href="#m29473d8142" y="234.922378"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.031729" xlink:href="#m29473d8142" y="236.446865"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.038849" xlink:href="#m29473d8142" y="239.134949"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.479317" xlink:href="#m29473d8142" y="240.072065"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.619046" xlink:href="#m29473d8142" y="237.20026"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.583469" xlink:href="#m29473d8142" y="236.039513"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.167698" xlink:href="#m29473d8142" y="234.710082"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.767517" xlink:href="#m29473d8142" y="236.376073"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.017836" xlink:href="#m29473d8142" y="239.126644"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.649028" xlink:href="#m29473d8142" y="239.732991"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.933403" xlink:href="#m29473d8142" y="239.101172"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.730271" xlink:href="#m29473d8142" y="236.963137"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.25943" xlink:href="#m29473d8142" y="235.636758"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.876019" xlink:href="#m29473d8142" y="236.341653"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.202741" xlink:href="#m29473d8142" y="238.442991"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.760436" xlink:href="#m29473d8142" y="238.05214"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.132077" xlink:href="#m29473d8142" y="237.091609"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.072733" xlink:href="#m29473d8142" y="236.233065"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.54308" xlink:href="#m29473d8142" y="235.39997"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.986925" xlink:href="#m29473d8142" y="236.127757"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.121925" xlink:href="#m29473d8142" y="238.183403"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.765102" xlink:href="#m29473d8142" y="240.125242"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.232542" xlink:href="#m29473d8142" y="238.11901"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.178378" xlink:href="#m29473d8142" y="236.49253"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.766726" xlink:href="#m29473d8142" y="235.400233"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.207906" xlink:href="#m29473d8142" y="235.015374"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.146434" xlink:href="#m29473d8142" y="237.388811"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.486509" xlink:href="#m29473d8142" y="237.963418"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.718325" xlink:href="#m29473d8142" y="236.802639"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.668703" xlink:href="#m29473d8142" y="235.571034"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.232239" xlink:href="#m29473d8142" y="235.643261"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.725666" xlink:href="#m29473d8142" y="237.262758"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.762564" xlink:href="#m29473d8142" y="240.489366"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.06699" xlink:href="#m29473d8142" y="241.22465"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.217259" xlink:href="#m29473d8142" y="240.148688"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.019219" xlink:href="#m29473d8142" y="238.276799"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.541594" xlink:href="#m29473d8142" y="236.33565"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.945384" xlink:href="#m29473d8142" y="236.204818"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.033732" xlink:href="#m29473d8142" y="237.691929"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.677536" xlink:href="#m29473d8142" y="239.277062"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.320446" xlink:href="#m29473d8142" y="237.974288"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.447603" xlink:href="#m29473d8142" y="236.338273"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.061997" xlink:href="#m29473d8142" y="235.434379"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.457334" xlink:href="#m29473d8142" y="236.57426"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.461744" xlink:href="#m29473d8142" y="238.69976"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.131646" xlink:href="#m29473d8142" y="240.864669"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.439956" xlink:href="#m29473d8142" y="239.277578"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.299943" xlink:href="#m29473d8142" y="236.700386"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.807994" xlink:href="#m29473d8142" y="235.002585"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.408515" xlink:href="#m29473d8142" y="235.9106"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.562604" xlink:href="#m29473d8142" y="238.789451"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.075483" xlink:href="#m29473d8142" y="239.363509"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.438495" xlink:href="#m29473d8142" y="238.00061"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.418987" xlink:href="#m29473d8142" y="234.570206"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.009709" xlink:href="#m29473d8142" y="234.597344"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.558266" xlink:href="#m29473d8142" y="235.150159"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.580405" xlink:href="#m29473d8142" y="237.774069"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.009534" xlink:href="#m29473d8142" y="238.45186"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.393052" xlink:href="#m29473d8142" y="237.648808"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.316866" xlink:href="#m29473d8142" y="235.979895"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.882085" xlink:href="#m29473d8142" y="235.568007"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.359731" xlink:href="#m29473d8142" y="235.31958"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.405817" xlink:href="#m29473d8142" y="238.528835"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.924028" xlink:href="#m29473d8142" y="239.275692"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.221418" xlink:href="#m29473d8142" y="237.454828"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.117593" xlink:href="#m29473d8142" y="235.517767"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.643456" xlink:href="#m29473d8142" y="234.589024"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.082823" xlink:href="#m29473d8142" y="236.49412"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.00963" xlink:href="#m29473d8142" y="239.207592"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.456236" xlink:href="#m29473d8142" y="241.226444"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.552258" xlink:href="#m29473d8142" y="239.51035"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.281954" xlink:href="#m29473d8142" y="236.383918"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="114.75913" xlink:href="#m29473d8142" y="236.105918"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.394649" xlink:href="#m29473d8142" y="236.964591"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.717084" xlink:href="#m29473d8142" y="239.913259"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.503427" xlink:href="#m29473d8142" y="239.980679"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.135984" xlink:href="#m29473d8142" y="240.237708"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.370918" xlink:href="#m29473d8142" y="237.046894"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.991558" xlink:href="#m29473d8142" y="234.118843"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.730128" xlink:href="#m29473d8142" y="236.260211"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.062317" xlink:href="#m29473d8142" y="237.942734"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.017645" xlink:href="#m29473d8142" y="240.265597"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.238397" xlink:href="#m29473d8142" y="237.962921"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.859707" xlink:href="#m29473d8142" y="235.717223"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.458188" xlink:href="#m29473d8142" y="235.000406"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.088874" xlink:href="#m29473d8142" y="235.884376"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.3092" xlink:href="#m29473d8142" y="239.146833"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.595419" xlink:href="#m29473d8142" y="238.26672"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.865538" xlink:href="#m29473d8142" y="237.850051"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.826265" xlink:href="#m29473d8142" y="236.640051"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.515257" xlink:href="#m29473d8142" y="234.679321"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.112438" xlink:href="#m29473d8142" y="235.213377"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.128147" xlink:href="#m29473d8142" y="237.967689"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.710148" xlink:href="#m29473d8142" y="240.827208"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.105492" xlink:href="#m29473d8142" y="238.24032"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.964151" xlink:href="#m29473d8142" y="235.703429"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.540789" xlink:href="#m29473d8142" y="235.196329"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.088874" xlink:href="#m29473d8142" y="235.23117"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.161593" xlink:href="#m29473d8142" y="238.579069"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.718901" xlink:href="#m29473d8142" y="240.222799"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.011869" xlink:href="#m29473d8142" y="238.290793"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="115.84017" xlink:href="#m29473d8142" y="235.115194"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.46633" xlink:href="#m29473d8142" y="234.516215"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.069453" xlink:href="#m29473d8142" y="236.228992"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.178555" xlink:href="#m29473d8142" y="238.469544"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.92329" xlink:href="#m29473d8142" y="240.013672"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.667607" xlink:href="#m29473d8142" y="239.965221"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.69604" xlink:href="#m29473d8142" y="236.44434"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.266631" xlink:href="#m29473d8142" y="233.989106"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.743483" xlink:href="#m29473d8142" y="235.516773"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.793172" xlink:href="#m29473d8142" y="237.385839"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.45874" xlink:href="#m29473d8142" y="238.880294"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.785728" xlink:href="#m29473d8142" y="237.854334"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.488425" xlink:href="#m29473d8142" y="235.160823"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.089241" xlink:href="#m29473d8142" y="236.154795"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.704007" xlink:href="#m29473d8142" y="236.893347"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.994812" xlink:href="#m29473d8142" y="238.586374"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.804292" xlink:href="#m29473d8142" y="237.592324"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.474776" xlink:href="#m29473d8142" y="237.675102"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.440864" xlink:href="#m29473d8142" y="234.46085"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.999107" xlink:href="#m29473d8142" y="232.792426"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.452044" xlink:href="#m29473d8142" y="232.940748"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.518544" xlink:href="#m29473d8142" y="235.60976"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.012285" xlink:href="#m29473d8142" y="238.095392"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.186968" xlink:href="#m29473d8142" y="238.426408"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="116.945704" xlink:href="#m29473d8142" y="235.759319"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.515913" xlink:href="#m29473d8142" y="235.51758"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.160348" xlink:href="#m29473d8142" y="236.475002"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.383284" xlink:href="#m29473d8142" y="239.714706"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.072803" xlink:href="#m29473d8142" y="241.583879"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.66188" xlink:href="#m29473d8142" y="239.510774"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.751377" xlink:href="#m29473d8142" y="236.805871"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.313033" xlink:href="#m29473d8142" y="235.142339"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.852362" xlink:href="#m29473d8142" y="236.218032"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.114467" xlink:href="#m29473d8142" y="239.013976"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.785263" xlink:href="#m29473d8142" y="239.520383"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.062997" xlink:href="#m29473d8142" y="237.592991"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.873119" xlink:href="#m29473d8142" y="234.782212"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.344104" xlink:href="#m29473d8142" y="234.600579"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.888186" xlink:href="#m29473d8142" y="235.872388"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.998668" xlink:href="#m29473d8142" y="236.86046"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.558986" xlink:href="#m29473d8142" y="237.597765"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.812581" xlink:href="#m29473d8142" y="235.48651"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.779866" xlink:href="#m29473d8142" y="234.677191"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.246864" xlink:href="#m29473d8142" y="233.223825"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.655176" xlink:href="#m29473d8142" y="233.96937"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.833284" xlink:href="#m29473d8142" y="236.898772"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.468112" xlink:href="#m29473d8142" y="238.806355"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.8061" xlink:href="#m29473d8142" y="237.340325"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.621235" xlink:href="#m29473d8142" y="235.291856"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.11813" xlink:href="#m29473d8142" y="233.566303"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.615568" xlink:href="#m29473d8142" y="234.238344"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.60929" xlink:href="#m29473d8142" y="237.316177"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.206378" xlink:href="#m29473d8142" y="238.929303"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.978792" xlink:href="#m29473d8142" y="238.309174"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.140089" xlink:href="#m29473d8142" y="234.527437"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.812295" xlink:href="#m29473d8142" y="233.765691"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.284681" xlink:href="#m29473d8142" y="234.907501"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.41818" xlink:href="#m29473d8142" y="237.590468"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.008179" xlink:href="#m29473d8142" y="238.461684"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.112858" xlink:href="#m29473d8142" y="237.879768"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.732152" xlink:href="#m29473d8142" y="233.894432"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.256582" xlink:href="#m29473d8142" y="234.179784"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.957524" xlink:href="#m29473d8142" y="235.087283"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.285271" xlink:href="#m29473d8142" y="237.914161"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.783399" xlink:href="#m29473d8142" y="238.619683"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.866346" xlink:href="#m29473d8142" y="237.081095"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.67561" xlink:href="#m29473d8142" y="234.25842"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.174161" xlink:href="#m29473d8142" y="232.593084"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.677079" xlink:href="#m29473d8142" y="234.407981"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.868745" xlink:href="#m29473d8142" y="238.293308"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.359673" xlink:href="#m29473d8142" y="238.139892"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.648434" xlink:href="#m29473d8142" y="236.9242"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.469324" xlink:href="#m29473d8142" y="235.239453"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.976062" xlink:href="#m29473d8142" y="234.728711"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.651101" xlink:href="#m29473d8142" y="235.856587"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.998473" xlink:href="#m29473d8142" y="238.400728"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.804552" xlink:href="#m29473d8142" y="239.453873"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.206861" xlink:href="#m29473d8142" y="237.899359"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.136074" xlink:href="#m29473d8142" y="235.397974"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.681785" xlink:href="#m29473d8142" y="234.740761"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.177423" xlink:href="#m29473d8142" y="234.533573"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.406717" xlink:href="#m29473d8142" y="238.051127"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.012645" xlink:href="#m29473d8142" y="238.523268"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.95599" xlink:href="#m29473d8142" y="236.299009"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.533889" xlink:href="#m29473d8142" y="234.778206"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.986391" xlink:href="#m29473d8142" y="233.889613"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.5688" xlink:href="#m29473d8142" y="235.77588"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.598765" xlink:href="#m29473d8142" y="239.00558"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.950658" xlink:href="#m29473d8142" y="239.549897"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.27142" xlink:href="#m29473d8142" y="237.326701"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.181915" xlink:href="#m29473d8142" y="236.207362"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.772043" xlink:href="#m29473d8142" y="234.948054"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.465737" xlink:href="#m29473d8142" y="235.866305"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.800206" xlink:href="#m29473d8142" y="237.670818"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.563791" xlink:href="#m29473d8142" y="239.913812"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.831435" xlink:href="#m29473d8142" y="238.472234"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="117.632214" xlink:href="#m29473d8142" y="235.710936"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.184411" xlink:href="#m29473d8142" y="235.337511"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.846315" xlink:href="#m29473d8142" y="236.351409"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.135081" xlink:href="#m29473d8142" y="239.607071"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.898535" xlink:href="#m29473d8142" y="240.282519"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.518049" xlink:href="#m29473d8142" y="239.69356"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.455029" xlink:href="#m29473d8142" y="237.096982"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.934292" xlink:href="#m29473d8142" y="235.557435"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.459699" xlink:href="#m29473d8142" y="236.060581"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.619496" xlink:href="#m29473d8142" y="238.727959"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.251989" xlink:href="#m29473d8142" y="239.267011"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.539401" xlink:href="#m29473d8142" y="237.707598"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.28023" xlink:href="#m29473d8142" y="235.086565"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.806647" xlink:href="#m29473d8142" y="233.450304"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.379574" xlink:href="#m29473d8142" y="233.519536"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.637799" xlink:href="#m29473d8142" y="237.28924"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.105902" xlink:href="#m29473d8142" y="237.727608"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.263195" xlink:href="#m29473d8142" y="237.065167"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.043743" xlink:href="#m29473d8142" y="235.999166"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.658904" xlink:href="#m29473d8142" y="235.05917"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.385081" xlink:href="#m29473d8142" y="235.661055"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.724279" xlink:href="#m29473d8142" y="238.887175"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.422742" xlink:href="#m29473d8142" y="239.101508"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.574276" xlink:href="#m29473d8142" y="237.708881"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.276123" xlink:href="#m29473d8142" y="235.641949"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.733857" xlink:href="#m29473d8142" y="233.998929"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.398388" xlink:href="#m29473d8142" y="236.200279"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.685924" xlink:href="#m29473d8142" y="238.260127"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.35611" xlink:href="#m29473d8142" y="238.79551"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.737066" xlink:href="#m29473d8142" y="236.670786"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.660149" xlink:href="#m29473d8142" y="234.07061"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.32365" xlink:href="#m29473d8142" y="235.026483"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.909104" xlink:href="#m29473d8142" y="235.356055"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.062799" xlink:href="#m29473d8142" y="238.193285"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.70139" xlink:href="#m29473d8142" y="239.59128"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.857646" xlink:href="#m29473d8142" y="238.124339"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.59313" xlink:href="#m29473d8142" y="236.598758"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.081843" xlink:href="#m29473d8142" y="234.19847"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.582235" xlink:href="#m29473d8142" y="236.04368"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.745468" xlink:href="#m29473d8142" y="237.467867"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.462625" xlink:href="#m29473d8142" y="239.173339"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.753605" xlink:href="#m29473d8142" y="237.379389"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.576926" xlink:href="#m29473d8142" y="234.661134"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.13829" xlink:href="#m29473d8142" y="232.845755"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.861813" xlink:href="#m29473d8142" y="235.246713"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.295653" xlink:href="#m29473d8142" y="237.729334"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.188336" xlink:href="#m29473d8142" y="239.834579"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.375187" xlink:href="#m29473d8142" y="237.226644"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.061261" xlink:href="#m29473d8142" y="235.326935"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.535858" xlink:href="#m29473d8142" y="234.324072"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.170096" xlink:href="#m29473d8142" y="235.943044"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.601996" xlink:href="#m29473d8142" y="238.068445"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.511605" xlink:href="#m29473d8142" y="237.072029"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.043809" xlink:href="#m29473d8142" y="236.980562"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.752129" xlink:href="#m29473d8142" y="233.623379"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.346919" xlink:href="#m29473d8142" y="233.082786"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.843172" xlink:href="#m29473d8142" y="234.059321"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.023914" xlink:href="#m29473d8142" y="237.702306"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.638591" xlink:href="#m29473d8142" y="239.074535"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.801041" xlink:href="#m29473d8142" y="236.303424"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.462338" xlink:href="#m29473d8142" y="234.030133"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.948585" xlink:href="#m29473d8142" y="233.741838"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.377427" xlink:href="#m29473d8142" y="234.910311"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.521136" xlink:href="#m29473d8142" y="236.685377"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.07015" xlink:href="#m29473d8142" y="237.499902"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.219853" xlink:href="#m29473d8142" y="236.124596"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.942697" xlink:href="#m29473d8142" y="233.361753"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.490259" xlink:href="#m29473d8142" y="233.159053"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.014809" xlink:href="#m29473d8142" y="235.715992"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.216297" xlink:href="#m29473d8142" y="238.675574"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.907775" xlink:href="#m29473d8142" y="239.80766"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.214748" xlink:href="#m29473d8142" y="238.773619"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.040555" xlink:href="#m29473d8142" y="237.374141"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.511448" xlink:href="#m29473d8142" y="235.103165"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.018912" xlink:href="#m29473d8142" y="237.045427"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.316838" xlink:href="#m29473d8142" y="238.23048"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.277952" xlink:href="#m29473d8142" y="241.145595"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.190191" xlink:href="#m29473d8142" y="238.570372"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.981467" xlink:href="#m29473d8142" y="237.165594"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.511097" xlink:href="#m29473d8142" y="235.793979"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.055563" xlink:href="#m29473d8142" y="236.48043"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.081373" xlink:href="#m29473d8142" y="238.549883"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.635333" xlink:href="#m29473d8142" y="238.947909"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.074544" xlink:href="#m29473d8142" y="238.402292"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.072496" xlink:href="#m29473d8142" y="236.438756"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.683729" xlink:href="#m29473d8142" y="233.381194"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.304992" xlink:href="#m29473d8142" y="235.07591"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.520741" xlink:href="#m29473d8142" y="237.430912"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.106733" xlink:href="#m29473d8142" y="237.410083"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.393594" xlink:href="#m29473d8142" y="236.62507"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.102625" xlink:href="#m29473d8142" y="233.958145"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.612911" xlink:href="#m29473d8142" y="233.328383"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.181846" xlink:href="#m29473d8142" y="234.722129"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.300007" xlink:href="#m29473d8142" y="237.069064"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.885497" xlink:href="#m29473d8142" y="238.524376"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.230888" xlink:href="#m29473d8142" y="238.145495"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.099548" xlink:href="#m29473d8142" y="235.935297"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.509209" xlink:href="#m29473d8142" y="233.101345"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.055327" xlink:href="#m29473d8142" y="234.599009"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.161395" xlink:href="#m29473d8142" y="237.020739"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.789901" xlink:href="#m29473d8142" y="238.808539"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.051974" xlink:href="#m29473d8142" y="237.707035"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="118.877546" xlink:href="#m29473d8142" y="234.899907"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.428652" xlink:href="#m29473d8142" y="234.673622"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.955932" xlink:href="#m29473d8142" y="235.531924"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.197803" xlink:href="#m29473d8142" y="238.165765"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.028866" xlink:href="#m29473d8142" y="239.430593"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.477855" xlink:href="#m29473d8142" y="237.228386"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.300398" xlink:href="#m29473d8142" y="235.594176"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.878456" xlink:href="#m29473d8142" y="233.474337"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.436204" xlink:href="#m29473d8142" y="234.707704"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.480454" xlink:href="#m29473d8142" y="237.761493"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.199902" xlink:href="#m29473d8142" y="237.81611"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.558608" xlink:href="#m29473d8142" y="236.189188"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.358868" xlink:href="#m29473d8142" y="234.567413"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.860397" xlink:href="#m29473d8142" y="233.698402"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.470628" xlink:href="#m29473d8142" y="236.464105"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.716976" xlink:href="#m29473d8142" y="238.520301"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.664453" xlink:href="#m29473d8142" y="240.53495"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.129574" xlink:href="#m29473d8142" y="238.648949"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.941772" xlink:href="#m29473d8142" y="236.654466"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.430952" xlink:href="#m29473d8142" y="233.0651"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.132808" xlink:href="#m29473d8142" y="233.872301"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.394546" xlink:href="#m29473d8142" y="237.051301"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.1614" xlink:href="#m29473d8142" y="238.870191"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.122642" xlink:href="#m29473d8142" y="236.074446"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.508156" xlink:href="#m29473d8142" y="233.93853"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.968592" xlink:href="#m29473d8142" y="232.820674"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.626146" xlink:href="#m29473d8142" y="234.767884"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.928538" xlink:href="#m29473d8142" y="236.771647"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.62079" xlink:href="#m29473d8142" y="238.480807"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.795241" xlink:href="#m29473d8142" y="236.716634"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.606693" xlink:href="#m29473d8142" y="233.714165"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.339911" xlink:href="#m29473d8142" y="234.060331"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.002074" xlink:href="#m29473d8142" y="235.511868"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.179408" xlink:href="#m29473d8142" y="238.27742"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.832986" xlink:href="#m29473d8142" y="240.267972"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.009246" xlink:href="#m29473d8142" y="238.793749"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.812323" xlink:href="#m29473d8142" y="235.736319"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.265815" xlink:href="#m29473d8142" y="233.595781"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.782814" xlink:href="#m29473d8142" y="233.669293"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.992999" xlink:href="#m29473d8142" y="235.986483"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.683491" xlink:href="#m29473d8142" y="237.925559"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.932744" xlink:href="#m29473d8142" y="236.041092"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.623819" xlink:href="#m29473d8142" y="233.520018"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.130644" xlink:href="#m29473d8142" y="233.154937"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.756808" xlink:href="#m29473d8142" y="235.224515"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.033541" xlink:href="#m29473d8142" y="238.059687"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.897615" xlink:href="#m29473d8142" y="238.439118"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.917202" xlink:href="#m29473d8142" y="234.431207"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.556257" xlink:href="#m29473d8142" y="233.334204"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.048071" xlink:href="#m29473d8142" y="232.761358"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.600882" xlink:href="#m29473d8142" y="235.125671"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.62267" xlink:href="#m29473d8142" y="236.658418"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.317943" xlink:href="#m29473d8142" y="237.792739"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.788552" xlink:href="#m29473d8142" y="237.362379"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.683079" xlink:href="#m29473d8142" y="234.879985"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.3446" xlink:href="#m29473d8142" y="235.220118"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.995194" xlink:href="#m29473d8142" y="236.317734"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.19922" xlink:href="#m29473d8142" y="237.356875"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.914054" xlink:href="#m29473d8142" y="239.095279"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.207178" xlink:href="#m29473d8142" y="236.506868"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.040919" xlink:href="#m29473d8142" y="234.230195"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.574094" xlink:href="#m29473d8142" y="232.858822"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.145308" xlink:href="#m29473d8142" y="234.10385"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.319449" xlink:href="#m29473d8142" y="236.506106"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.881071" xlink:href="#m29473d8142" y="238.303523"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.084678" xlink:href="#m29473d8142" y="237.524292"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.007306" xlink:href="#m29473d8142" y="237.207748"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.639752" xlink:href="#m29473d8142" y="235.418836"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.187199" xlink:href="#m29473d8142" y="236.028112"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.338095" xlink:href="#m29473d8142" y="238.079869"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.998243" xlink:href="#m29473d8142" y="240.094649"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.159448" xlink:href="#m29473d8142" y="238.360595"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="119.960219" xlink:href="#m29473d8142" y="235.109407"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.535919" xlink:href="#m29473d8142" y="232.891089"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.111982" xlink:href="#m29473d8142" y="234.232417"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.380976" xlink:href="#m29473d8142" y="236.057003"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.362074" xlink:href="#m29473d8142" y="238.789454"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.953375" xlink:href="#m29473d8142" y="237.231435"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.906874" xlink:href="#m29473d8142" y="234.927587"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.55637" xlink:href="#m29473d8142" y="233.603404"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.2213" xlink:href="#m29473d8142" y="234.949691"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.312745" xlink:href="#m29473d8142" y="237.857467"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.616628" xlink:href="#m29473d8142" y="237.822008"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.514682" xlink:href="#m29473d8142" y="236.292268"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.138047" xlink:href="#m29473d8142" y="235.228671"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.544316" xlink:href="#m29473d8142" y="233.784465"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.251448" xlink:href="#m29473d8142" y="235.680654"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.443078" xlink:href="#m29473d8142" y="237.679946"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.165583" xlink:href="#m29473d8142" y="239.17959"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.683491" xlink:href="#m29473d8142" y="236.903889"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="120.734721" xlink:href="#m29473d8142" y="234.942893"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.368787" xlink:href="#m29473d8142" y="233.098686"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.985807" xlink:href="#m29473d8142" y="235.532555"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.113013" xlink:href="#m29473d8142" y="237.056779"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.920361" xlink:href="#m29473d8142" y="238.81339"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.275618" xlink:href="#m29473d8142" y="238.220035"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.037372" xlink:href="#m29473d8142" y="236.098065"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.72292" xlink:href="#m29473d8142" y="235.618289"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.368078" xlink:href="#m29473d8142" y="237.432092"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.622209" xlink:href="#m29473d8142" y="238.694853"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.529654" xlink:href="#m29473d8142" y="238.094098"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.008485" xlink:href="#m29473d8142" y="236.627686"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.879612" xlink:href="#m29473d8142" y="233.900173"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.445601" xlink:href="#m29473d8142" y="232.579313"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.052708" xlink:href="#m29473d8142" y="234.705661"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.314166" xlink:href="#m29473d8142" y="237.184079"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.210501" xlink:href="#m29473d8142" y="238.463649"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.733545" xlink:href="#m29473d8142" y="237.505358"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.436294" xlink:href="#m29473d8142" y="233.375175"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.891123" xlink:href="#m29473d8142" y="231.153302"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.481299" xlink:href="#m29473d8142" y="233.002492"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.68064" xlink:href="#m29473d8142" y="235.307429"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.25493" xlink:href="#m29473d8142" y="236.20113"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.293004" xlink:href="#m29473d8142" y="234.998493"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="121.904676" xlink:href="#m29473d8142" y="232.06667"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.563004" xlink:href="#m29473d8142" y="232.890642"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.287202" xlink:href="#m29473d8142" y="233.961494"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.423914" xlink:href="#m29473d8142" y="236.730407"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.151783" xlink:href="#m29473d8142" y="237.41031"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.712831" xlink:href="#m29473d8142" y="236.485989"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.640448" xlink:href="#m29473d8142" y="234.366922"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.257708" xlink:href="#m29473d8142" y="232.685128"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.859211" xlink:href="#m29473d8142" y="233.097729"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.095246" xlink:href="#m29473d8142" y="236.249753"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.835807" xlink:href="#m29473d8142" y="236.386305"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.104832" xlink:href="#m29473d8142" y="234.891254"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="122.77" xlink:href="#m29473d8142" y="232.683215"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.24575" xlink:href="#m29473d8142" y="232.722391"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.877282" xlink:href="#m29473d8142" y="234.308617"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.200045" xlink:href="#m29473d8142" y="236.401205"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.192422" xlink:href="#m29473d8142" y="237.959601"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.700779" xlink:href="#m29473d8142" y="236.439788"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.503777" xlink:href="#m29473d8142" y="233.119626"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.03838" xlink:href="#m29473d8142" y="231.26359"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.549971" xlink:href="#m29473d8142" y="232.575709"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.846488" xlink:href="#m29473d8142" y="234.682438"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.632196" xlink:href="#m29473d8142" y="234.176992"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.126337" xlink:href="#m29473d8142" y="233.545559"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.871783" xlink:href="#m29473d8142" y="230.798989"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.408988" xlink:href="#m29473d8142" y="231.793601"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.029984" xlink:href="#m29473d8142" y="234.191671"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.273873" xlink:href="#m29473d8142" y="236.76534"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.830619" xlink:href="#m29473d8142" y="236.883809"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.808835" xlink:href="#m29473d8142" y="235.814324"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.300612" xlink:href="#m29473d8142" y="232.940367"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.772228" xlink:href="#m29473d8142" y="231.704421"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.351261" xlink:href="#m29473d8142" y="231.695244"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.598958" xlink:href="#m29473d8142" y="236.638256"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.176505" xlink:href="#m29473d8142" y="237.490801"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.297244" xlink:href="#m29473d8142" y="235.229703"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.120006" xlink:href="#m29473d8142" y="234.416071"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.653747" xlink:href="#m29473d8142" y="233.240857"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.207572" xlink:href="#m29473d8142" y="235.725645"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.398923" xlink:href="#m29473d8142" y="237.948336"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.1304" xlink:href="#m29473d8142" y="237.993246"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.530932" xlink:href="#m29473d8142" y="237.387743"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.386797" xlink:href="#m29473d8142" y="234.178605"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.956905" xlink:href="#m29473d8142" y="232.956073"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.556548" xlink:href="#m29473d8142" y="233.64927"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.00013" xlink:href="#m29473d8142" y="235.484149"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.576217" xlink:href="#m29473d8142" y="236.619241"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.603699" xlink:href="#m29473d8142" y="235.239657"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.240889" xlink:href="#m29473d8142" y="232.984372"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.70006" xlink:href="#m29473d8142" y="231.785427"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.40103" xlink:href="#m29473d8142" y="234.535005"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.666456" xlink:href="#m29473d8142" y="237.433565"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.677264" xlink:href="#m29473d8142" y="240.060603"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.219657" xlink:href="#m29473d8142" y="239.63603"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.179953" xlink:href="#m29473d8142" y="236.194048"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.692302" xlink:href="#m29473d8142" y="232.808641"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.249304" xlink:href="#m29473d8142" y="231.911735"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.516374" xlink:href="#m29473d8142" y="232.970451"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.301277" xlink:href="#m29473d8142" y="234.545972"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.40716" xlink:href="#m29473d8142" y="233.658941"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.061752" xlink:href="#m29473d8142" y="232.229465"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.578204" xlink:href="#m29473d8142" y="233.093668"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.198154" xlink:href="#m29473d8142" y="233.878908"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.393695" xlink:href="#m29473d8142" y="236.225316"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.849896" xlink:href="#m29473d8142" y="236.919394"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.984013" xlink:href="#m29473d8142" y="236.210481"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.783922" xlink:href="#m29473d8142" y="234.215321"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.335368" xlink:href="#m29473d8142" y="232.406277"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.759665" xlink:href="#m29473d8142" y="233.303385"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.883813" xlink:href="#m29473d8142" y="235.291471"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.601448" xlink:href="#m29473d8142" y="236.073482"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.91325" xlink:href="#m29473d8142" y="235.027093"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="123.706542" xlink:href="#m29473d8142" y="232.537197"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.192166" xlink:href="#m29473d8142" y="230.307237"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.776068" xlink:href="#m29473d8142" y="233.527778"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.985427" xlink:href="#m29473d8142" y="236.582171"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.724822" xlink:href="#m29473d8142" y="237.725926"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.149653" xlink:href="#m29473d8142" y="235.921249"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.0781" xlink:href="#m29473d8142" y="233.384048"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.605727" xlink:href="#m29473d8142" y="231.911062"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.163255" xlink:href="#m29473d8142" y="233.708079"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.27832" xlink:href="#m29473d8142" y="235.38157"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.0012" xlink:href="#m29473d8142" y="237.510096"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.402986" xlink:href="#m29473d8142" y="234.904765"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.259792" xlink:href="#m29473d8142" y="232.102241"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.897119" xlink:href="#m29473d8142" y="231.932258"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.426941" xlink:href="#m29473d8142" y="232.599519"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.474555" xlink:href="#m29473d8142" y="235.466559"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.967467" xlink:href="#m29473d8142" y="237.188169"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.332742" xlink:href="#m29473d8142" y="236.062235"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.275022" xlink:href="#m29473d8142" y="233.786241"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.907169" xlink:href="#m29473d8142" y="233.202332"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.556541" xlink:href="#m29473d8142" y="234.192053"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.910666" xlink:href="#m29473d8142" y="235.850338"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.629347" xlink:href="#m29473d8142" y="235.352573"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.873061" xlink:href="#m29473d8142" y="235.244066"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.61782" xlink:href="#m29473d8142" y="232.384908"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.07138" xlink:href="#m29473d8142" y="231.956716"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.639237" xlink:href="#m29473d8142" y="233.084573"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.964043" xlink:href="#m29473d8142" y="235.370674"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.718693" xlink:href="#m29473d8142" y="236.480494"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.194865" xlink:href="#m29473d8142" y="235.578887"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.137042" xlink:href="#m29473d8142" y="232.903305"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.703981" xlink:href="#m29473d8142" y="230.857925"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.315526" xlink:href="#m29473d8142" y="232.675986"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.416613" xlink:href="#m29473d8142" y="234.158882"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.190188" xlink:href="#m29473d8142" y="235.449534"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.720417" xlink:href="#m29473d8142" y="234.555453"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.549852" xlink:href="#m29473d8142" y="232.324709"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.079746" xlink:href="#m29473d8142" y="230.973513"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.711142" xlink:href="#m29473d8142" y="232.504079"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.984542" xlink:href="#m29473d8142" y="235.064993"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.631711" xlink:href="#m29473d8142" y="236.541216"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.032754" xlink:href="#m29473d8142" y="234.219812"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.975961" xlink:href="#m29473d8142" y="231.540957"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.540713" xlink:href="#m29473d8142" y="229.908633"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.145313" xlink:href="#m29473d8142" y="231.595076"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.151922" xlink:href="#m29473d8142" y="233.798429"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.742449" xlink:href="#m29473d8142" y="234.832486"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.968042" xlink:href="#m29473d8142" y="234.599718"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.597578" xlink:href="#m29473d8142" y="232.397537"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.03578" xlink:href="#m29473d8142" y="230.646317"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.688872" xlink:href="#m29473d8142" y="232.887544"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.938317" xlink:href="#m29473d8142" y="233.3609"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.812213" xlink:href="#m29473d8142" y="236.455432"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.290278" xlink:href="#m29473d8142" y="235.251404"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.003452" xlink:href="#m29473d8142" y="231.804587"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.506349" xlink:href="#m29473d8142" y="231.824154"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.109042" xlink:href="#m29473d8142" y="232.166875"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.264504" xlink:href="#m29473d8142" y="234.955613"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.737069" xlink:href="#m29473d8142" y="234.793657"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.942379" xlink:href="#m29473d8142" y="233.950756"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.733995" xlink:href="#m29473d8142" y="231.995213"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.27856" xlink:href="#m29473d8142" y="231.504584"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.842035" xlink:href="#m29473d8142" y="232.812663"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.042909" xlink:href="#m29473d8142" y="236.9552"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.643261" xlink:href="#m29473d8142" y="237.141221"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.935993" xlink:href="#m29473d8142" y="235.547312"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.718485" xlink:href="#m29473d8142" y="234.342215"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.201938" xlink:href="#m29473d8142" y="232.78083"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.712691" xlink:href="#m29473d8142" y="232.534005"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.89748" xlink:href="#m29473d8142" y="235.270176"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.702569" xlink:href="#m29473d8142" y="237.407461"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.103118" xlink:href="#m29473d8142" y="234.707884"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.890614" xlink:href="#m29473d8142" y="231.972712"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.33861" xlink:href="#m29473d8142" y="230.946107"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.818599" xlink:href="#m29473d8142" y="233.236334"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.879887" xlink:href="#m29473d8142" y="235.371848"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.473463" xlink:href="#m29473d8142" y="236.867698"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.615514" xlink:href="#m29473d8142" y="237.169647"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.189964" xlink:href="#m29473d8142" y="234.514543"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.707366" xlink:href="#m29473d8142" y="233.379143"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.356866" xlink:href="#m29473d8142" y="233.580825"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.492237" xlink:href="#m29473d8142" y="235.159297"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.01307" xlink:href="#m29473d8142" y="235.748283"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.173289" xlink:href="#m29473d8142" y="235.283339"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.019607" xlink:href="#m29473d8142" y="232.630083"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.525147" xlink:href="#m29473d8142" y="231.813217"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.092741" xlink:href="#m29473d8142" y="234.458363"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.291595" xlink:href="#m29473d8142" y="236.610507"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.820562" xlink:href="#m29473d8142" y="237.282109"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.925001" xlink:href="#m29473d8142" y="235.888307"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="124.695527" xlink:href="#m29473d8142" y="233.720043"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.152416" xlink:href="#m29473d8142" y="232.079587"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.686444" xlink:href="#m29473d8142" y="232.446729"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.905318" xlink:href="#m29473d8142" y="234.776797"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.804167" xlink:href="#m29473d8142" y="236.139519"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.303073" xlink:href="#m29473d8142" y="234.217699"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.349944" xlink:href="#m29473d8142" y="233.566698"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.007778" xlink:href="#m29473d8142" y="231.399563"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.519832" xlink:href="#m29473d8142" y="232.170136"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.641569" xlink:href="#m29473d8142" y="234.898345"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.259131" xlink:href="#m29473d8142" y="237.848274"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.653055" xlink:href="#m29473d8142" y="235.616756"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.546364" xlink:href="#m29473d8142" y="233.389683"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.162258" xlink:href="#m29473d8142" y="232.033417"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.7875" xlink:href="#m29473d8142" y="233.108432"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.986418" xlink:href="#m29473d8142" y="234.952309"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.830086" xlink:href="#m29473d8142" y="236.480159"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.239455" xlink:href="#m29473d8142" y="234.107969"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.178383" xlink:href="#m29473d8142" y="232.751724"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.652872" xlink:href="#m29473d8142" y="230.843022"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.211661" xlink:href="#m29473d8142" y="232.331315"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.333095" xlink:href="#m29473d8142" y="235.15518"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.743287" xlink:href="#m29473d8142" y="236.282753"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.916301" xlink:href="#m29473d8142" y="234.76748"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.680202" xlink:href="#m29473d8142" y="231.917897"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.276173" xlink:href="#m29473d8142" y="230.95949"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.878051" xlink:href="#m29473d8142" y="232.539275"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.051346" xlink:href="#m29473d8142" y="236.407984"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.538861" xlink:href="#m29473d8142" y="236.847862"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.828712" xlink:href="#m29473d8142" y="234.012754"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.750422" xlink:href="#m29473d8142" y="232.526087"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.376861" xlink:href="#m29473d8142" y="232.181763"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.053661" xlink:href="#m29473d8142" y="233.367039"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.311519" xlink:href="#m29473d8142" y="235.623104"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.056917" xlink:href="#m29473d8142" y="236.447452"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.368488" xlink:href="#m29473d8142" y="235.127478"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.170009" xlink:href="#m29473d8142" y="231.83752"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.611763" xlink:href="#m29473d8142" y="230.799754"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.075995" xlink:href="#m29473d8142" y="231.55252"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.139701" xlink:href="#m29473d8142" y="233.148144"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.649463" xlink:href="#m29473d8142" y="234.635581"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.991295" xlink:href="#m29473d8142" y="233.474398"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.897176" xlink:href="#m29473d8142" y="232.213549"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.469264" xlink:href="#m29473d8142" y="232.061384"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.015569" xlink:href="#m29473d8142" y="232.352389"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.146047" xlink:href="#m29473d8142" y="235.291185"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.838882" xlink:href="#m29473d8142" y="238.098711"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.225119" xlink:href="#m29473d8142" y="236.683891"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.211637" xlink:href="#m29473d8142" y="234.298252"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.829088" xlink:href="#m29473d8142" y="231.863072"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.455495" xlink:href="#m29473d8142" y="233.484487"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.526992" xlink:href="#m29473d8142" y="234.417447"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.919718" xlink:href="#m29473d8142" y="234.921374"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.041814" xlink:href="#m29473d8142" y="233.956878"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="125.835305" xlink:href="#m29473d8142" y="232.446329"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.315845" xlink:href="#m29473d8142" y="232.003413"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.780708" xlink:href="#m29473d8142" y="232.41208"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.073313" xlink:href="#m29473d8142" y="235.789083"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.897608" xlink:href="#m29473d8142" y="236.216054"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.499469" xlink:href="#m29473d8142" y="235.092576"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.519225" xlink:href="#m29473d8142" y="232.293491"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.033114" xlink:href="#m29473d8142" y="230.833757"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.57661" xlink:href="#m29473d8142" y="233.153574"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.904042" xlink:href="#m29473d8142" y="236.441439"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.653511" xlink:href="#m29473d8142" y="237.795608"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.877724" xlink:href="#m29473d8142" y="237.732711"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.357784" xlink:href="#m29473d8142" y="233.563575"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.880757" xlink:href="#m29473d8142" y="231.885514"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.551203" xlink:href="#m29473d8142" y="233.600776"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.965426" xlink:href="#m29473d8142" y="237.549941"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.625342" xlink:href="#m29473d8142" y="237.336675"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.835346" xlink:href="#m29473d8142" y="236.388939"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="126.657645" xlink:href="#m29473d8142" y="234.429537"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.204238" xlink:href="#m29473d8142" y="232.032282"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.780972" xlink:href="#m29473d8142" y="232.987947"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.001713" xlink:href="#m29473d8142" y="234.477054"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.67757" xlink:href="#m29473d8142" y="235.609192"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.153104" xlink:href="#m29473d8142" y="234.457829"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.013582" xlink:href="#m29473d8142" y="231.726682"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.528365" xlink:href="#m29473d8142" y="230.227638"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.308774" xlink:href="#m29473d8142" y="232.458703"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.47649" xlink:href="#m29473d8142" y="234.639724"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.257361" xlink:href="#m29473d8142" y="235.738259"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.642544" xlink:href="#m29473d8142" y="235.065255"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.2195" xlink:href="#m29473d8142" y="232.420385"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.742346" xlink:href="#m29473d8142" y="230.379944"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.319981" xlink:href="#m29473d8142" y="233.010495"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.568134" xlink:href="#m29473d8142" y="234.261969"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.411362" xlink:href="#m29473d8142" y="234.899909"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.731011" xlink:href="#m29473d8142" y="233.164646"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.576203" xlink:href="#m29473d8142" y="230.733844"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.236567" xlink:href="#m29473d8142" y="229.829327"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.936411" xlink:href="#m29473d8142" y="232.553416"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.082351" xlink:href="#m29473d8142" y="236.085951"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.767722" xlink:href="#m29473d8142" y="236.247245"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.103758" xlink:href="#m29473d8142" y="233.169425"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.884733" xlink:href="#m29473d8142" y="231.59723"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.384941" xlink:href="#m29473d8142" y="231.548365"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.887863" xlink:href="#m29473d8142" y="231.825153"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.201853" xlink:href="#m29473d8142" y="233.337203"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.072963" xlink:href="#m29473d8142" y="235.697331"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.577489" xlink:href="#m29473d8142" y="231.949536"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.46616" xlink:href="#m29473d8142" y="230.201174"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.950484" xlink:href="#m29473d8142" y="228.527839"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.499814" xlink:href="#m29473d8142" y="230.222341"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.596144" xlink:href="#m29473d8142" y="234.058012"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.109969" xlink:href="#m29473d8142" y="234.608403"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.402167" xlink:href="#m29473d8142" y="232.868615"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.185257" xlink:href="#m29473d8142" y="230.818247"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.635009" xlink:href="#m29473d8142" y="230.1729"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.115629" xlink:href="#m29473d8142" y="230.904518"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.251175" xlink:href="#m29473d8142" y="234.097508"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.865217" xlink:href="#m29473d8142" y="235.599689"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.260961" xlink:href="#m29473d8142" y="234.302956"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.212476" xlink:href="#m29473d8142" y="232.66305"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.68948" xlink:href="#m29473d8142" y="232.541033"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.182991" xlink:href="#m29473d8142" y="233.266669"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.435621" xlink:href="#m29473d8142" y="236.448011"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.200999" xlink:href="#m29473d8142" y="238.698479"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.411961" xlink:href="#m29473d8142" y="236.205125"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.095728" xlink:href="#m29473d8142" y="233.088031"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.554045" xlink:href="#m29473d8142" y="231.76457"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.118438" xlink:href="#m29473d8142" y="233.137329"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.21377" xlink:href="#m29473d8142" y="236.221813"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.643694" xlink:href="#m29473d8142" y="236.465796"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.847887" xlink:href="#m29473d8142" y="233.615341"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.7269" xlink:href="#m29473d8142" y="231.436724"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.33055" xlink:href="#m29473d8142" y="231.5199"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.856126" xlink:href="#m29473d8142" y="232.507002"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.051355" xlink:href="#m29473d8142" y="235.566317"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.814291" xlink:href="#m29473d8142" y="238.185329"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.064996" xlink:href="#m29473d8142" y="235.416662"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.861233" xlink:href="#m29473d8142" y="232.741602"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.3442" xlink:href="#m29473d8142" y="231.298113"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.983419" xlink:href="#m29473d8142" y="231.748206"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.404019" xlink:href="#m29473d8142" y="234.335806"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.106784" xlink:href="#m29473d8142" y="234.664417"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.206162" xlink:href="#m29473d8142" y="233.293153"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.8978" xlink:href="#m29473d8142" y="230.386207"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.341494" xlink:href="#m29473d8142" y="230.024942"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.787821" xlink:href="#m29473d8142" y="231.541729"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.915617" xlink:href="#m29473d8142" y="235.457243"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.666499" xlink:href="#m29473d8142" y="236.857473"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.104508" xlink:href="#m29473d8142" y="234.401842"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.040746" xlink:href="#m29473d8142" y="231.197949"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.577569" xlink:href="#m29473d8142" y="228.500025"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.102785" xlink:href="#m29473d8142" y="228.722906"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.097349" xlink:href="#m29473d8142" y="231.439821"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.536277" xlink:href="#m29473d8142" y="234.181032"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.827213" xlink:href="#m29473d8142" y="232.837407"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.686893" xlink:href="#m29473d8142" y="231.280415"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.147772" xlink:href="#m29473d8142" y="230.31353"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.64885" xlink:href="#m29473d8142" y="231.913562"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.915298" xlink:href="#m29473d8142" y="236.627606"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.644348" xlink:href="#m29473d8142" y="238.475349"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.887447" xlink:href="#m29473d8142" y="236.316419"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="127.651643" xlink:href="#m29473d8142" y="234.609765"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.155539" xlink:href="#m29473d8142" y="232.393766"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.62555" xlink:href="#m29473d8142" y="231.973821"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.865441" xlink:href="#m29473d8142" y="234.785034"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.616155" xlink:href="#m29473d8142" y="235.573049"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.146048" xlink:href="#m29473d8142" y="234.495798"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.157175" xlink:href="#m29473d8142" y="231.785806"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.685792" xlink:href="#m29473d8142" y="229.802859"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.334271" xlink:href="#m29473d8142" y="232.224591"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.402168" xlink:href="#m29473d8142" y="233.52944"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.862527" xlink:href="#m29473d8142" y="234.331912"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.307314" xlink:href="#m29473d8142" y="234.186549"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.2847" xlink:href="#m29473d8142" y="231.509089"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.794008" xlink:href="#m29473d8142" y="230.955774"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.215431" xlink:href="#m29473d8142" y="231.431993"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.121927" xlink:href="#m29473d8142" y="232.232133"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.628703" xlink:href="#m29473d8142" y="234.38334"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.109952" xlink:href="#m29473d8142" y="234.654194"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.061404" xlink:href="#m29473d8142" y="232.263063"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.583891" xlink:href="#m29473d8142" y="230.876973"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.130156" xlink:href="#m29473d8142" y="231.445589"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.4306" xlink:href="#m29473d8142" y="233.115077"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.255557" xlink:href="#m29473d8142" y="236.41011"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.608173" xlink:href="#m29473d8142" y="233.405746"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.567032" xlink:href="#m29473d8142" y="231.936992"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.048865" xlink:href="#m29473d8142" y="229.093606"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.589088" xlink:href="#m29473d8142" y="230.031418"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.587819" xlink:href="#m29473d8142" y="231.595722"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.087802" xlink:href="#m29473d8142" y="233.282268"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.400331" xlink:href="#m29473d8142" y="232.87306"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.385931" xlink:href="#m29473d8142" y="231.35679"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.931294" xlink:href="#m29473d8142" y="229.106458"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.470536" xlink:href="#m29473d8142" y="231.717156"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.602139" xlink:href="#m29473d8142" y="235.134315"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.269558" xlink:href="#m29473d8142" y="236.915849"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.575765" xlink:href="#m29473d8142" y="234.903136"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.383808" xlink:href="#m29473d8142" y="232.257607"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="128.852071" xlink:href="#m29473d8142" y="230.396198"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.34982" xlink:href="#m29473d8142" y="230.790605"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.554485" xlink:href="#m29473d8142" y="232.237354"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.48452" xlink:href="#m29473d8142" y="234.506997"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.108181" xlink:href="#m29473d8142" y="233.20673"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.07199" xlink:href="#m29473d8142" y="230.767208"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.683766" xlink:href="#m29473d8142" y="231.080517"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.162573" xlink:href="#m29473d8142" y="231.280019"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.324948" xlink:href="#m29473d8142" y="233.634453"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.901585" xlink:href="#m29473d8142" y="236.053758"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.19609" xlink:href="#m29473d8142" y="234.731397"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.071064" xlink:href="#m29473d8142" y="230.999234"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.55656" xlink:href="#m29473d8142" y="229.454354"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.020218" xlink:href="#m29473d8142" y="230.715662"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.145475" xlink:href="#m29473d8142" y="235.068498"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.681052" xlink:href="#m29473d8142" y="235.768817"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.135704" xlink:href="#m29473d8142" y="234.393786"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.023418" xlink:href="#m29473d8142" y="231.992793"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.508427" xlink:href="#m29473d8142" y="231.155035"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.938264" xlink:href="#m29473d8142" y="230.75214"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.077035" xlink:href="#m29473d8142" y="235.017448"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.967279" xlink:href="#m29473d8142" y="236.643083"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.404642" xlink:href="#m29473d8142" y="234.193513"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.25978" xlink:href="#m29473d8142" y="232.018449"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.822002" xlink:href="#m29473d8142" y="229.488785"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.40165" xlink:href="#m29473d8142" y="232.135563"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.451587" xlink:href="#m29473d8142" y="233.21739"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.892885" xlink:href="#m29473d8142" y="234.733391"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.149322" xlink:href="#m29473d8142" y="233.100979"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.015475" xlink:href="#m29473d8142" y="230.704517"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.544986" xlink:href="#m29473d8142" y="229.927948"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.073595" xlink:href="#m29473d8142" y="230.539234"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.357803" xlink:href="#m29473d8142" y="233.786295"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.336682" xlink:href="#m29473d8142" y="234.362635"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.885214" xlink:href="#m29473d8142" y="234.098936"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.825929" xlink:href="#m29473d8142" y="230.547471"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.437426" xlink:href="#m29473d8142" y="229.83622"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.964135" xlink:href="#m29473d8142" y="230.214859"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.018279" xlink:href="#m29473d8142" y="231.088428"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.526548" xlink:href="#m29473d8142" y="232.335921"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.882907" xlink:href="#m29473d8142" y="232.035635"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.70313" xlink:href="#m29473d8142" y="229.977968"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.273463" xlink:href="#m29473d8142" y="229.70998"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.818483" xlink:href="#m29473d8142" y="230.507465"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.978048" xlink:href="#m29473d8142" y="233.041912"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.463959" xlink:href="#m29473d8142" y="234.732364"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.951155" xlink:href="#m29473d8142" y="232.348944"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.070258" xlink:href="#m29473d8142" y="231.056798"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.516474" xlink:href="#m29473d8142" y="228.864556"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.991945" xlink:href="#m29473d8142" y="230.432835"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.178123" xlink:href="#m29473d8142" y="233.532908"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.777909" xlink:href="#m29473d8142" y="234.035725"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.107352" xlink:href="#m29473d8142" y="231.696265"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.115973" xlink:href="#m29473d8142" y="230.684305"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.618903" xlink:href="#m29473d8142" y="229.267365"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.065605" xlink:href="#m29473d8142" y="230.038627"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.096353" xlink:href="#m29473d8142" y="232.528443"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.546567" xlink:href="#m29473d8142" y="233.895274"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.810907" xlink:href="#m29473d8142" y="234.132115"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.635449" xlink:href="#m29473d8142" y="231.329275"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.133342" xlink:href="#m29473d8142" y="229.474584"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.646673" xlink:href="#m29473d8142" y="230.056628"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.857476" xlink:href="#m29473d8142" y="233.131951"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.64712" xlink:href="#m29473d8142" y="235.197847"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.987179" xlink:href="#m29473d8142" y="233.116282"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.958523" xlink:href="#m29473d8142" y="231.562142"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.495329" xlink:href="#m29473d8142" y="230.612769"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.013354" xlink:href="#m29473d8142" y="231.133939"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.145484" xlink:href="#m29473d8142" y="235.245586"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.680725" xlink:href="#m29473d8142" y="235.555233"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.977936" xlink:href="#m29473d8142" y="233.190102"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.950612" xlink:href="#m29473d8142" y="232.097872"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.359016" xlink:href="#m29473d8142" y="230.392729"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.794001" xlink:href="#m29473d8142" y="231.00378"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.77217" xlink:href="#m29473d8142" y="234.436294"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.234421" xlink:href="#m29473d8142" y="235.040277"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.636814" xlink:href="#m29473d8142" y="233.340921"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="129.608836" xlink:href="#m29473d8142" y="230.845"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.235315" xlink:href="#m29473d8142" y="229.273715"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.817549" xlink:href="#m29473d8142" y="230.26604"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.041898" xlink:href="#m29473d8142" y="232.51595"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.934736" xlink:href="#m29473d8142" y="235.682557"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.366264" xlink:href="#m29473d8142" y="234.703088"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.150648" xlink:href="#m29473d8142" y="231.247879"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.576437" xlink:href="#m29473d8142" y="229.76261"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.041012" xlink:href="#m29473d8142" y="229.304379"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.194934" xlink:href="#m29473d8142" y="232.157083"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.87214" xlink:href="#m29473d8142" y="234.254762"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.376609" xlink:href="#m29473d8142" y="233.332307"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.333114" xlink:href="#m29473d8142" y="230.586497"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.950214" xlink:href="#m29473d8142" y="229.914969"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.497653" xlink:href="#m29473d8142" y="230.994771"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.654169" xlink:href="#m29473d8142" y="234.242401"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.262655" xlink:href="#m29473d8142" y="236.207155"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.542065" xlink:href="#m29473d8142" y="234.816991"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.474025" xlink:href="#m29473d8142" y="232.051129"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.026317" xlink:href="#m29473d8142" y="229.503963"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.651575" xlink:href="#m29473d8142" y="229.890395"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.845033" xlink:href="#m29473d8142" y="231.21802"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.516707" xlink:href="#m29473d8142" y="233.565975"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.687981" xlink:href="#m29473d8142" y="231.894673"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.385246" xlink:href="#m29473d8142" y="230.797498"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.902488" xlink:href="#m29473d8142" y="228.647299"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.535656" xlink:href="#m29473d8142" y="230.748274"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.666972" xlink:href="#m29473d8142" y="233.298535"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.22367" xlink:href="#m29473d8142" y="233.864996"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.509083" xlink:href="#m29473d8142" y="232.472046"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.30785" xlink:href="#m29473d8142" y="231.341142"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.7531" xlink:href="#m29473d8142" y="226.917516"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.458747" xlink:href="#m29473d8142" y="229.918514"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.688429" xlink:href="#m29473d8142" y="232.707684"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.322794" xlink:href="#m29473d8142" y="235.054025"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.787536" xlink:href="#m29473d8142" y="233.065198"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.791471" xlink:href="#m29473d8142" y="230.631701"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.386939" xlink:href="#m29473d8142" y="228.516601"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.944947" xlink:href="#m29473d8142" y="230.482572"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.219376" xlink:href="#m29473d8142" y="233.264726"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.767293" xlink:href="#m29473d8142" y="234.083738"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.00617" xlink:href="#m29473d8142" y="233.219355"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="130.718729" xlink:href="#m29473d8142" y="229.817124"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.30718" xlink:href="#m29473d8142" y="228.979093"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.880745" xlink:href="#m29473d8142" y="229.801357"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.142412" xlink:href="#m29473d8142" y="231.941297"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.075416" xlink:href="#m29473d8142" y="235.086164"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.697648" xlink:href="#m29473d8142" y="234.039434"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.586016" xlink:href="#m29473d8142" y="230.271301"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.025527" xlink:href="#m29473d8142" y="227.878316"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.649556" xlink:href="#m29473d8142" y="229.734363"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.865109" xlink:href="#m29473d8142" y="231.741723"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.628275" xlink:href="#m29473d8142" y="234.911723"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.903151" xlink:href="#m29473d8142" y="233.025892"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="131.641477" xlink:href="#m29473d8142" y="230.067192"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.037692" xlink:href="#m29473d8142" y="227.938063"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.650594" xlink:href="#m29473d8142" y="228.327249"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.890101" xlink:href="#m29473d8142" y="231.155205"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.678675" xlink:href="#m29473d8142" y="232.197214"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.154792" xlink:href="#m29473d8142" y="230.476988"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.087869" xlink:href="#m29473d8142" y="229.483474"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.625817" xlink:href="#m29473d8142" y="227.814401"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.277009" xlink:href="#m29473d8142" y="228.01049"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.623455" xlink:href="#m29473d8142" y="232.253981"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.383333" xlink:href="#m29473d8142" y="233.378364"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.837299" xlink:href="#m29473d8142" y="231.979622"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.640488" xlink:href="#m29473d8142" y="229.375888"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.085156" xlink:href="#m29473d8142" y="228.209853"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.529121" xlink:href="#m29473d8142" y="227.563767"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.791178" xlink:href="#m29473d8142" y="230.263638"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.565592" xlink:href="#m29473d8142" y="231.719413"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.064082" xlink:href="#m29473d8142" y="229.778191"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.826419" xlink:href="#m29473d8142" y="228.367231"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.323282" xlink:href="#m29473d8142" y="226.500175"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.904406" xlink:href="#m29473d8142" y="228.642054"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.002915" xlink:href="#m29473d8142" y="230.728255"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.551271" xlink:href="#m29473d8142" y="233.226053"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.803669" xlink:href="#m29473d8142" y="231.750922"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="132.650634" xlink:href="#m29473d8142" y="228.712646"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.052556" xlink:href="#m29473d8142" y="227.594855"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.641814" xlink:href="#m29473d8142" y="229.276389"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.981188" xlink:href="#m29473d8142" y="232.074814"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.761213" xlink:href="#m29473d8142" y="233.751797"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.21454" xlink:href="#m29473d8142" y="232.780139"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.123391" xlink:href="#m29473d8142" y="228.318465"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.721501" xlink:href="#m29473d8142" y="226.821025"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.232948" xlink:href="#m29473d8142" y="228.065466"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.415614" xlink:href="#m29473d8142" y="231.142711"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.216848" xlink:href="#m29473d8142" y="232.88043"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.753198" xlink:href="#m29473d8142" y="232.250893"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.584589" xlink:href="#m29473d8142" y="229.686252"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.998772" xlink:href="#m29473d8142" y="227.486899"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.548311" xlink:href="#m29473d8142" y="229.135519"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.670272" xlink:href="#m29473d8142" y="231.494391"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.103109" xlink:href="#m29473d8142" y="231.750609"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.227248" xlink:href="#m29473d8142" y="231.974882"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.018352" xlink:href="#m29473d8142" y="230.318303"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.557154" xlink:href="#m29473d8142" y="228.188767"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.272508" xlink:href="#m29473d8142" y="229.249784"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.473453" xlink:href="#m29473d8142" y="232.39361"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.122952" xlink:href="#m29473d8142" y="233.272076"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.459451" xlink:href="#m29473d8142" y="231.467871"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.370825" xlink:href="#m29473d8142" y="229.569196"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.97204" xlink:href="#m29473d8142" y="227.214802"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.59179" xlink:href="#m29473d8142" y="229.331721"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.713966" xlink:href="#m29473d8142" y="231.219597"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.456611" xlink:href="#m29473d8142" y="233.852177"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.073255" xlink:href="#m29473d8142" y="231.896912"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.078898" xlink:href="#m29473d8142" y="228.217093"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.642789" xlink:href="#m29473d8142" y="226.773131"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.23235" xlink:href="#m29473d8142" y="227.968432"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.389624" xlink:href="#m29473d8142" y="231.780279"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.783213" xlink:href="#m29473d8142" y="231.412406"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.941651" xlink:href="#m29473d8142" y="231.16859"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.701665" xlink:href="#m29473d8142" y="229.432784"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.196724" xlink:href="#m29473d8142" y="227.532523"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.741817" xlink:href="#m29473d8142" y="228.600547"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.008528" xlink:href="#m29473d8142" y="230.330151"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.819883" xlink:href="#m29473d8142" y="233.014425"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.33204" xlink:href="#m29473d8142" y="230.770343"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.34964" xlink:href="#m29473d8142" y="227.495334"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.904974" xlink:href="#m29473d8142" y="226.238116"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.350727" xlink:href="#m29473d8142" y="227.836414"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.426534" xlink:href="#m29473d8142" y="232.10015"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.935139" xlink:href="#m29473d8142" y="233.121045"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.201705" xlink:href="#m29473d8142" y="231.77552"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.891363" xlink:href="#m29473d8142" y="228.850039"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.275661" xlink:href="#m29473d8142" y="228.674969"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.758755" xlink:href="#m29473d8142" y="228.22422"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.92631" xlink:href="#m29473d8142" y="231.408375"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.593738" xlink:href="#m29473d8142" y="232.567025"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.137488" xlink:href="#m29473d8142" y="231.725789"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.113837" xlink:href="#m29473d8142" y="230.228528"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.630672" xlink:href="#m29473d8142" y="228.165158"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.141153" xlink:href="#m29473d8142" y="229.506459"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.074182" xlink:href="#m29473d8142" y="232.177796"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.550841" xlink:href="#m29473d8142" y="233.535105"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.979152" xlink:href="#m29473d8142" y="232.385212"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="133.986927" xlink:href="#m29473d8142" y="230.453488"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.557842" xlink:href="#m29473d8142" y="228.008263"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.119401" xlink:href="#m29473d8142" y="228.170419"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.344285" xlink:href="#m29473d8142" y="231.793625"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.180809" xlink:href="#m29473d8142" y="234.336372"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.666097" xlink:href="#m29473d8142" y="231.958917"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.534725" xlink:href="#m29473d8142" y="228.746254"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.977996" xlink:href="#m29473d8142" y="226.976726"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.404599" xlink:href="#m29473d8142" y="227.204705"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.506397" xlink:href="#m29473d8142" y="231.324101"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.212674" xlink:href="#m29473d8142" y="233.839553"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.549508" xlink:href="#m29473d8142" y="232.432828"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.471154" xlink:href="#m29473d8142" y="229.341282"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.01754" xlink:href="#m29473d8142" y="227.907955"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.638894" xlink:href="#m29473d8142" y="229.455254"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.813283" xlink:href="#m29473d8142" y="231.486535"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.444343" xlink:href="#m29473d8142" y="232.89244"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.92196" xlink:href="#m29473d8142" y="232.063008"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="134.854406" xlink:href="#m29473d8142" y="229.858678"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.362189" xlink:href="#m29473d8142" y="228.692987"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.785297" xlink:href="#m29473d8142" y="229.954586"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.974963" xlink:href="#m29473d8142" y="231.140166"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.742807" xlink:href="#m29473d8142" y="232.089299"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.211636" xlink:href="#m29473d8142" y="230.627075"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.168388" xlink:href="#m29473d8142" y="228.832169"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.576481" xlink:href="#m29473d8142" y="226.28247"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.276604" xlink:href="#m29473d8142" y="229.095182"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.66882" xlink:href="#m29473d8142" y="232.872148"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.349945" xlink:href="#m29473d8142" y="232.751955"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.421178" xlink:href="#m29473d8142" y="230.408132"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.014147" xlink:href="#m29473d8142" y="227.546804"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.577686" xlink:href="#m29473d8142" y="226.936454"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.189877" xlink:href="#m29473d8142" y="228.428796"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.337349" xlink:href="#m29473d8142" y="231.316771"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.954209" xlink:href="#m29473d8142" y="233.73611"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.184113" xlink:href="#m29473d8142" y="231.961785"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.053045" xlink:href="#m29473d8142" y="229.832112"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.531701" xlink:href="#m29473d8142" y="227.664181"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.049206" xlink:href="#m29473d8142" y="228.976084"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.2263" xlink:href="#m29473d8142" y="233.761399"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.929464" xlink:href="#m29473d8142" y="234.288699"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.238065" xlink:href="#m29473d8142" y="232.008516"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.017093" xlink:href="#m29473d8142" y="229.788125"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.532874" xlink:href="#m29473d8142" y="227.504124"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.260768" xlink:href="#m29473d8142" y="229.165574"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.598441" xlink:href="#m29473d8142" y="230.871071"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.454234" xlink:href="#m29473d8142" y="232.601394"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.705746" xlink:href="#m29473d8142" y="231.397871"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.470173" xlink:href="#m29473d8142" y="227.33883"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.957394" xlink:href="#m29473d8142" y="227.543963"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.375321" xlink:href="#m29473d8142" y="227.585566"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.450458" xlink:href="#m29473d8142" y="232.385298"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.076178" xlink:href="#m29473d8142" y="231.946765"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.614588" xlink:href="#m29473d8142" y="230.71388"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.67697" xlink:href="#m29473d8142" y="229.213133"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.278097" xlink:href="#m29473d8142" y="228.135099"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.891454" xlink:href="#m29473d8142" y="227.272117"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.117806" xlink:href="#m29473d8142" y="229.598524"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.722629" xlink:href="#m29473d8142" y="231.105736"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.976623" xlink:href="#m29473d8142" y="229.551679"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="135.781585" xlink:href="#m29473d8142" y="227.270914"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.350353" xlink:href="#m29473d8142" y="226.73953"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.88874" xlink:href="#m29473d8142" y="227.305872"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.963621" xlink:href="#m29473d8142" y="229.241613"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.762261" xlink:href="#m29473d8142" y="232.312177"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.363284" xlink:href="#m29473d8142" y="230.679778"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.351534" xlink:href="#m29473d8142" y="228.759402"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.85329" xlink:href="#m29473d8142" y="227.584325"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.357625" xlink:href="#m29473d8142" y="227.76719"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.435963" xlink:href="#m29473d8142" y="230.504746"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.25198" xlink:href="#m29473d8142" y="230.385878"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.827627" xlink:href="#m29473d8142" y="231.165888"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.803258" xlink:href="#m29473d8142" y="228.072223"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.34364" xlink:href="#m29473d8142" y="225.267366"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.942637" xlink:href="#m29473d8142" y="227.766572"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.981957" xlink:href="#m29473d8142" y="230.010528"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.471739" xlink:href="#m29473d8142" y="231.340132"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.75" xlink:href="#m29473d8142" y="229.805928"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.716674" xlink:href="#m29473d8142" y="227.773685"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.15102" xlink:href="#m29473d8142" y="225.014587"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.734028" xlink:href="#m29473d8142" y="228.232287"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.849915" xlink:href="#m29473d8142" y="230.532714"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.467046" xlink:href="#m29473d8142" y="230.449104"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.902445" xlink:href="#m29473d8142" y="230.002623"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.847559" xlink:href="#m29473d8142" y="227.309586"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.450427" xlink:href="#m29473d8142" y="226.569784"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.020942" xlink:href="#m29473d8142" y="228.14725"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.061117" xlink:href="#m29473d8142" y="230.869925"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.770858" xlink:href="#m29473d8142" y="233.324233"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.070248" xlink:href="#m29473d8142" y="230.148124"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="136.969217" xlink:href="#m29473d8142" y="226.592786"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.591705" xlink:href="#m29473d8142" y="225.449293"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.22342" xlink:href="#m29473d8142" y="228.314716"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.442709" xlink:href="#m29473d8142" y="230.314839"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.229439" xlink:href="#m29473d8142" y="232.060236"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.708405" xlink:href="#m29473d8142" y="230.016025"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="137.668614" xlink:href="#m29473d8142" y="228.518093"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.294055" xlink:href="#m29473d8142" y="227.887641"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.839507" xlink:href="#m29473d8142" y="227.275869"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.058795" xlink:href="#m29473d8142" y="230.100877"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.020496" xlink:href="#m29473d8142" y="231.085371"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.555634" xlink:href="#m29473d8142" y="229.747306"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.484169" xlink:href="#m29473d8142" y="226.16951"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.010774" xlink:href="#m29473d8142" y="224.241151"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.534905" xlink:href="#m29473d8142" y="227.378956"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.61361" xlink:href="#m29473d8142" y="228.864207"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.263692" xlink:href="#m29473d8142" y="230.221774"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.69755" xlink:href="#m29473d8142" y="229.936668"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="138.539438" xlink:href="#m29473d8142" y="227.838219"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.153337" xlink:href="#m29473d8142" y="226.96111"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.68731" xlink:href="#m29473d8142" y="227.619209"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.855528" xlink:href="#m29473d8142" y="229.906802"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.503079" xlink:href="#m29473d8142" y="230.206965"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.084235" xlink:href="#m29473d8142" y="230.554836"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.118518" xlink:href="#m29473d8142" y="227.969961"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.756724" xlink:href="#m29473d8142" y="227.256458"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.259534" xlink:href="#m29473d8142" y="226.005273"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.427792" xlink:href="#m29473d8142" y="229.572827"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.080556" xlink:href="#m29473d8142" y="229.527487"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.555419" xlink:href="#m29473d8142" y="230.253091"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.49552" xlink:href="#m29473d8142" y="228.031715"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.943852" xlink:href="#m29473d8142" y="225.328239"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.374191" xlink:href="#m29473d8142" y="225.819844"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.540238" xlink:href="#m29473d8142" y="228.834577"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.227469" xlink:href="#m29473d8142" y="229.826916"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.780335" xlink:href="#m29473d8142" y="230.19386"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.786042" xlink:href="#m29473d8142" y="228.194254"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.311339" xlink:href="#m29473d8142" y="226.714057"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.777502" xlink:href="#m29473d8142" y="225.753788"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.952106" xlink:href="#m29473d8142" y="228.62499"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.564743" xlink:href="#m29473d8142" y="229.781806"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.901067" xlink:href="#m29473d8142" y="229.433813"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.686152" xlink:href="#m29473d8142" y="226.434191"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.031648" xlink:href="#m29473d8142" y="224.924895"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.523682" xlink:href="#m29473d8142" y="224.999753"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.756142" xlink:href="#m29473d8142" y="228.5393"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.492616" xlink:href="#m29473d8142" y="229.515986"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.017943" xlink:href="#m29473d8142" y="228.75486"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="139.947268" xlink:href="#m29473d8142" y="225.601661"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.487251" xlink:href="#m29473d8142" y="223.600655"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.942583" xlink:href="#m29473d8142" y="225.266538"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.114082" xlink:href="#m29473d8142" y="228.230914"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.974392" xlink:href="#m29473d8142" y="230.623409"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.486262" xlink:href="#m29473d8142" y="229.602967"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.368523" xlink:href="#m29473d8142" y="225.989909"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.859879" xlink:href="#m29473d8142" y="223.709023"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.36506" xlink:href="#m29473d8142" y="225.265696"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.583255" xlink:href="#m29473d8142" y="229.086321"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.329036" xlink:href="#m29473d8142" y="230.690727"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.684756" xlink:href="#m29473d8142" y="228.856885"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.574354" xlink:href="#m29473d8142" y="227.083529"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.07081" xlink:href="#m29473d8142" y="224.433571"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.637031" xlink:href="#m29473d8142" y="225.528951"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.719839" xlink:href="#m29473d8142" y="229.928912"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.310046" xlink:href="#m29473d8142" y="229.723981"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.817238" xlink:href="#m29473d8142" y="228.788193"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="140.907557" xlink:href="#m29473d8142" y="226.485987"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.481377" xlink:href="#m29473d8142" y="225.705044"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.099731" xlink:href="#m29473d8142" y="225.788847"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.331392" xlink:href="#m29473d8142" y="229.068792"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.101758" xlink:href="#m29473d8142" y="231.055965"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.640041" xlink:href="#m29473d8142" y="229.928899"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="141.65547" xlink:href="#m29473d8142" y="226.052554"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.204506" xlink:href="#m29473d8142" y="226.163452"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.58502" xlink:href="#m29473d8142" y="225.323642"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.693259" xlink:href="#m29473d8142" y="228.764036"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.553155" xlink:href="#m29473d8142" y="230.294653"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.183273" xlink:href="#m29473d8142" y="229.245901"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.062038" xlink:href="#m29473d8142" y="226.769787"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.4519" xlink:href="#m29473d8142" y="223.965066"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.830873" xlink:href="#m29473d8142" y="223.821697"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.069958" xlink:href="#m29473d8142" y="229.724128"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.879741" xlink:href="#m29473d8142" y="230.690829"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.542826" xlink:href="#m29473d8142" y="230.878667"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.506139" xlink:href="#m29473d8142" y="227.022428"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.965677" xlink:href="#m29473d8142" y="223.584675"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.455293" xlink:href="#m29473d8142" y="223.920948"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.466061" xlink:href="#m29473d8142" y="226.278231"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.020308" xlink:href="#m29473d8142" y="229.199655"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.288878" xlink:href="#m29473d8142" y="228.159191"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.154784" xlink:href="#m29473d8142" y="225.779418"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.588125" xlink:href="#m29473d8142" y="223.936262"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.117787" xlink:href="#m29473d8142" y="225.347557"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.264717" xlink:href="#m29473d8142" y="227.044642"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.944261" xlink:href="#m29473d8142" y="229.399235"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.410767" xlink:href="#m29473d8142" y="227.60638"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.411102" xlink:href="#m29473d8142" y="226.674067"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.926413" xlink:href="#m29473d8142" y="225.2918"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.46852" xlink:href="#m29473d8142" y="226.225959"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.509445" xlink:href="#m29473d8142" y="229.085557"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.275477" xlink:href="#m29473d8142" y="230.379573"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.650275" xlink:href="#m29473d8142" y="229.248253"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.36087" xlink:href="#m29473d8142" y="226.688832"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="142.893039" xlink:href="#m29473d8142" y="224.305731"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.43481" xlink:href="#m29473d8142" y="225.774163"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.639212" xlink:href="#m29473d8142" y="229.413945"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.542978" xlink:href="#m29473d8142" y="231.475863"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.316051" xlink:href="#m29473d8142" y="228.144144"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.409203" xlink:href="#m29473d8142" y="224.950005"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.944908" xlink:href="#m29473d8142" y="222.790778"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.43881" xlink:href="#m29473d8142" y="225.341525"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.644729" xlink:href="#m29473d8142" y="227.891073"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.529018" xlink:href="#m29473d8142" y="229.535472"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.035379" xlink:href="#m29473d8142" y="228.633171"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.777145" xlink:href="#m29473d8142" y="225.822266"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.251108" xlink:href="#m29473d8142" y="224.649193"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.732334" xlink:href="#m29473d8142" y="225.090554"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.866555" xlink:href="#m29473d8142" y="227.417539"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.622474" xlink:href="#m29473d8142" y="228.709261"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.013779" xlink:href="#m29473d8142" y="226.962678"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.942881" xlink:href="#m29473d8142" y="224.337067"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.580887" xlink:href="#m29473d8142" y="222.135121"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.050355" xlink:href="#m29473d8142" y="222.797846"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.307032" xlink:href="#m29473d8142" y="228.174649"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.973773" xlink:href="#m29473d8142" y="228.256724"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.36151" xlink:href="#m29473d8142" y="227.867725"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.195248" xlink:href="#m29473d8142" y="224.882171"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.639875" xlink:href="#m29473d8142" y="223.277315"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.160031" xlink:href="#m29473d8142" y="223.349789"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.329087" xlink:href="#m29473d8142" y="225.580125"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.184217" xlink:href="#m29473d8142" y="227.968244"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.6776" xlink:href="#m29473d8142" y="226.552158"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.476479" xlink:href="#m29473d8142" y="224.550374"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.880548" xlink:href="#m29473d8142" y="222.722533"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.188735" xlink:href="#m29473d8142" y="222.846602"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.237299" xlink:href="#m29473d8142" y="227.378582"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.880349" xlink:href="#m29473d8142" y="228.707445"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.205449" xlink:href="#m29473d8142" y="229.021314"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="143.932855" xlink:href="#m29473d8142" y="225.1126"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.426095" xlink:href="#m29473d8142" y="222.566401"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.071612" xlink:href="#m29473d8142" y="223.844198"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.304214" xlink:href="#m29473d8142" y="227.344828"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.04515" xlink:href="#m29473d8142" y="229.522351"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.521634" xlink:href="#m29473d8142" y="227.273996"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.538876" xlink:href="#m29473d8142" y="224.771276"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.084479" xlink:href="#m29473d8142" y="223.996682"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.687331" xlink:href="#m29473d8142" y="224.264354"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.922767" xlink:href="#m29473d8142" y="227.301827"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.694012" xlink:href="#m29473d8142" y="228.810183"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.993729" xlink:href="#m29473d8142" y="226.798659"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="144.736445" xlink:href="#m29473d8142" y="225.147935"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.126394" xlink:href="#m29473d8142" y="223.266799"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.778648" xlink:href="#m29473d8142" y="224.471776"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.092606" xlink:href="#m29473d8142" y="226.931437"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.002055" xlink:href="#m29473d8142" y="228.279024"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.730531" xlink:href="#m29473d8142" y="227.63156"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.752753" xlink:href="#m29473d8142" y="224.241486"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.330134" xlink:href="#m29473d8142" y="221.586755"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.835945" xlink:href="#m29473d8142" y="223.246794"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.883926" xlink:href="#m29473d8142" y="226.285924"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.499501" xlink:href="#m29473d8142" y="228.6303"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.938429" xlink:href="#m29473d8142" y="227.036069"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="145.847359" xlink:href="#m29473d8142" y="223.572694"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.389027" xlink:href="#m29473d8142" y="221.244201"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.015314" xlink:href="#m29473d8142" y="221.505008"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.214783" xlink:href="#m29473d8142" y="224.471468"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.909677" xlink:href="#m29473d8142" y="227.412557"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.406987" xlink:href="#m29473d8142" y="226.410452"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.433264" xlink:href="#m29473d8142" y="223.171703"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.963653" xlink:href="#m29473d8142" y="221.17763"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.393051" xlink:href="#m29473d8142" y="222.733415"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.303586" xlink:href="#m29473d8142" y="225.77213"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.830717" xlink:href="#m29473d8142" y="226.789237"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.375377" xlink:href="#m29473d8142" y="226.238822"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.414267" xlink:href="#m29473d8142" y="223.441032"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="146.98388" xlink:href="#m29473d8142" y="221.230058"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.640516" xlink:href="#m29473d8142" y="222.47554"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.962497" xlink:href="#m29473d8142" y="227.053591"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.784452" xlink:href="#m29473d8142" y="229.279196"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.241739" xlink:href="#m29473d8142" y="228.406539"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.014325" xlink:href="#m29473d8142" y="223.606166"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.431781" xlink:href="#m29473d8142" y="221.265658"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.989261" xlink:href="#m29473d8142" y="221.879584"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.193671" xlink:href="#m29473d8142" y="225.897652"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.911434" xlink:href="#m29473d8142" y="226.570939"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.48139" xlink:href="#m29473d8142" y="226.206798"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.548122" xlink:href="#m29473d8142" y="223.577462"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.107167" xlink:href="#m29473d8142" y="220.733639"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.509034" xlink:href="#m29473d8142" y="223.100129"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.481367" xlink:href="#m29473d8142" y="224.667717"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.153664" xlink:href="#m29473d8142" y="226.602952"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.698739" xlink:href="#m29473d8142" y="226.04187"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="147.671176" xlink:href="#m29473d8142" y="224.214347"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.159698" xlink:href="#m29473d8142" y="220.812687"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.713746" xlink:href="#m29473d8142" y="223.512629"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.848088" xlink:href="#m29473d8142" y="226.236134"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.734868" xlink:href="#m29473d8142" y="228.504868"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.309437" xlink:href="#m29473d8142" y="226.760565"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.249323" xlink:href="#m29473d8142" y="223.777305"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.655747" xlink:href="#m29473d8142" y="220.947837"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.093909" xlink:href="#m29473d8142" y="221.169399"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.157815" xlink:href="#m29473d8142" y="225.397945"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.87692" xlink:href="#m29473d8142" y="226.785174"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.43677" xlink:href="#m29473d8142" y="224.603585"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.525693" xlink:href="#m29473d8142" y="223.349829"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.050789" xlink:href="#m29473d8142" y="221.247062"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.642737" xlink:href="#m29473d8142" y="222.951741"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.658446" xlink:href="#m29473d8142" y="224.74178"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.389117" xlink:href="#m29473d8142" y="227.849107"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.965355" xlink:href="#m29473d8142" y="226.479513"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="148.966153" xlink:href="#m29473d8142" y="222.425697"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.553903" xlink:href="#m29473d8142" y="221.292125"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.063641" xlink:href="#m29473d8142" y="221.941039"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.148477" xlink:href="#m29473d8142" y="224.484298"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.782267" xlink:href="#m29473d8142" y="224.942428"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.302549" xlink:href="#m29473d8142" y="224.47781"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.235866" xlink:href="#m29473d8142" y="220.64405"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.721682" xlink:href="#m29473d8142" y="218.889965"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.223446" xlink:href="#m29473d8142" y="222.258675"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.32878" xlink:href="#m29473d8142" y="225.468275"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.075503" xlink:href="#m29473d8142" y="227.904929"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.633733" xlink:href="#m29473d8142" y="226.683127"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.714673" xlink:href="#m29473d8142" y="224.362489"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.220932" xlink:href="#m29473d8142" y="221.116684"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.701567" xlink:href="#m29473d8142" y="220.896999"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.749836" xlink:href="#m29473d8142" y="223.007819"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.566108" xlink:href="#m29473d8142" y="226.206875"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.262815" xlink:href="#m29473d8142" y="224.079321"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.338391" xlink:href="#m29473d8142" y="221.759603"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.952617" xlink:href="#m29473d8142" y="220.19835"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.477937" xlink:href="#m29473d8142" y="221.291643"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.372971" xlink:href="#m29473d8142" y="223.852064"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.828932" xlink:href="#m29473d8142" y="225.716629"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.145164" xlink:href="#m29473d8142" y="225.592736"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="149.99758" xlink:href="#m29473d8142" y="222.656185"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.462762" xlink:href="#m29473d8142" y="220.3267"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.962826" xlink:href="#m29473d8142" y="220.981697"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.09004" xlink:href="#m29473d8142" y="223.66171"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.78396" xlink:href="#m29473d8142" y="224.200383"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.271563" xlink:href="#m29473d8142" y="223.015419"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.178722" xlink:href="#m29473d8142" y="220.228362"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="150.642243" xlink:href="#m29473d8142" y="218.524088"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.099355" xlink:href="#m29473d8142" y="220.627702"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.365236" xlink:href="#m29473d8142" y="223.937861"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.375669" xlink:href="#m29473d8142" y="226.290715"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.092762" xlink:href="#m29473d8142" y="226.361432"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.072231" xlink:href="#m29473d8142" y="222.841285"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.511989" xlink:href="#m29473d8142" y="219.142216"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.979454" xlink:href="#m29473d8142" y="220.680622"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.178093" xlink:href="#m29473d8142" y="224.210356"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.118761" xlink:href="#m29473d8142" y="226.374304"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.888145" xlink:href="#m29473d8142" y="225.070331"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="151.789261" xlink:href="#m29473d8142" y="221.861886"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.19286" xlink:href="#m29473d8142" y="219.233947"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.629745" xlink:href="#m29473d8142" y="220.371761"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.549746" xlink:href="#m29473d8142" y="221.34959"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.419588" xlink:href="#m29473d8142" y="224.022809"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.189044" xlink:href="#m29473d8142" y="224.13157"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.242206" xlink:href="#m29473d8142" y="222.738002"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.711195" xlink:href="#m29473d8142" y="219.190279"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="153.169441" xlink:href="#m29473d8142" y="219.910162"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="153.359817" xlink:href="#m29473d8142" y="223.873149"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="153.312658" xlink:href="#m29473d8142" y="225.956145"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.900487" xlink:href="#m29473d8142" y="223.308361"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="152.790763" xlink:href="#m29473d8142" y="221.005061"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="153.209607" xlink:href="#m29473d8142" y="218.050505"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="153.800582" xlink:href="#m29473d8142" y="220.455318"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.023686" xlink:href="#m29473d8142" y="222.456304"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="153.97477" xlink:href="#m29473d8142" y="225.513927"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="153.649948" xlink:href="#m29473d8142" y="223.512377"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="153.757549" xlink:href="#m29473d8142" y="219.155881"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.333581" xlink:href="#m29473d8142" y="216.461858"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.828967" xlink:href="#m29473d8142" y="219.123918"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.881123" xlink:href="#m29473d8142" y="221.307525"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.636818" xlink:href="#m29473d8142" y="223.620776"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.228598" xlink:href="#m29473d8142" y="223.870053"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.092748" xlink:href="#m29473d8142" y="221.391543"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.435123" xlink:href="#m29473d8142" y="217.087939"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.977948" xlink:href="#m29473d8142" y="219.147048"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.06268" xlink:href="#m29473d8142" y="222.213657"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.923573" xlink:href="#m29473d8142" y="225.255571"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.605704" xlink:href="#m29473d8142" y="223.136971"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.611547" xlink:href="#m29473d8142" y="220.483461"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.074485" xlink:href="#m29473d8142" y="217.287107"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.519297" xlink:href="#m29473d8142" y="218.711258"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.66182" xlink:href="#m29473d8142" y="221.767757"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.460188" xlink:href="#m29473d8142" y="224.170233"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.916924" xlink:href="#m29473d8142" y="223.544198"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="154.71811" xlink:href="#m29473d8142" y="220.231528"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.096109" xlink:href="#m29473d8142" y="217.721965"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.398884" xlink:href="#m29473d8142" y="217.860485"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.561084" xlink:href="#m29473d8142" y="220.132273"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.492261" xlink:href="#m29473d8142" y="223.066691"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.269332" xlink:href="#m29473d8142" y="223.049974"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.336152" xlink:href="#m29473d8142" y="220.730489"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.778233" xlink:href="#m29473d8142" y="217.793314"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="156.147061" xlink:href="#m29473d8142" y="218.405424"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="156.245267" xlink:href="#m29473d8142" y="220.846024"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="156.137881" xlink:href="#m29473d8142" y="223.744168"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.717129" xlink:href="#m29473d8142" y="222.382331"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="155.796768" xlink:href="#m29473d8142" y="219.943131"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="156.277076" xlink:href="#m29473d8142" y="216.274496"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="156.803442" xlink:href="#m29473d8142" y="218.484842"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.069809" xlink:href="#m29473d8142" y="221.016094"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.059097" xlink:href="#m29473d8142" y="225.400119"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="156.792011" xlink:href="#m29473d8142" y="222.872163"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="156.876535" xlink:href="#m29473d8142" y="220.402366"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.360092" xlink:href="#m29473d8142" y="216.222854"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.683565" xlink:href="#m29473d8142" y="217.798067"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.750815" xlink:href="#m29473d8142" y="219.615472"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.629397" xlink:href="#m29473d8142" y="221.978623"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.245132" xlink:href="#m29473d8142" y="222.255049"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.157159" xlink:href="#m29473d8142" y="219.300246"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.594116" xlink:href="#m29473d8142" y="217.59749"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="158.093198" xlink:href="#m29473d8142" y="218.761293"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="158.175256" xlink:href="#m29473d8142" y="220.269352"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.942932" xlink:href="#m29473d8142" y="222.132357"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.79471" xlink:href="#m29473d8142" y="221.859147"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="157.950603" xlink:href="#m29473d8142" y="219.922612"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="158.448441" xlink:href="#m29473d8142" y="217.666857"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="158.89844" xlink:href="#m29473d8142" y="217.792813"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="158.974655" xlink:href="#m29473d8142" y="219.64237"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="158.716413" xlink:href="#m29473d8142" y="222.876079"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="158.282825" xlink:href="#m29473d8142" y="221.348585"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="158.265248" xlink:href="#m29473d8142" y="217.70286"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="158.774947" xlink:href="#m29473d8142" y="217.367084"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="159.251679" xlink:href="#m29473d8142" y="218.977982"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="159.322018" xlink:href="#m29473d8142" y="221.607438"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="159.287272" xlink:href="#m29473d8142" y="224.643966"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="159.222687" xlink:href="#m29473d8142" y="223.381238"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="159.317469" xlink:href="#m29473d8142" y="220.14599"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="159.750338" xlink:href="#m29473d8142" y="215.947359"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="160.090486" xlink:href="#m29473d8142" y="216.750897"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="160.097431" xlink:href="#m29473d8142" y="219.758497"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="160.021248" xlink:href="#m29473d8142" y="222.09139"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="159.70084" xlink:href="#m29473d8142" y="219.469255"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="159.632129" xlink:href="#m29473d8142" y="216.973904"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="160.045721" xlink:href="#m29473d8142" y="215.974337"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="160.580788" xlink:href="#m29473d8142" y="218.562659"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="160.791064" xlink:href="#m29473d8142" y="220.135885"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="160.794066" xlink:href="#m29473d8142" y="223.621504"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="160.512484" xlink:href="#m29473d8142" y="221.471571"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="160.600608" xlink:href="#m29473d8142" y="217.744962"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="161.223479" xlink:href="#m29473d8142" y="215.561252"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="161.728397" xlink:href="#m29473d8142" y="215.701672"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="161.898235" xlink:href="#m29473d8142" y="218.974052"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="161.646283" xlink:href="#m29473d8142" y="220.459145"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="161.283689" xlink:href="#m29473d8142" y="219.361503"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="161.365795" xlink:href="#m29473d8142" y="218.441956"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="162.00657" xlink:href="#m29473d8142" y="216.784083"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="162.526917" xlink:href="#m29473d8142" y="216.739738"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="162.632954" xlink:href="#m29473d8142" y="219.577351"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="162.539242" xlink:href="#m29473d8142" y="221.60047"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="162.347931" xlink:href="#m29473d8142" y="221.402274"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="162.472965" xlink:href="#m29473d8142" y="218.250074"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="163.010163" xlink:href="#m29473d8142" y="213.904669"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="163.607204" xlink:href="#m29473d8142" y="216.27683"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="163.89134" xlink:href="#m29473d8142" y="219.226999"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="163.774065" xlink:href="#m29473d8142" y="220.100383"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="163.489569" xlink:href="#m29473d8142" y="218.856417"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="163.547137" xlink:href="#m29473d8142" y="215.947665"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="164.051632" xlink:href="#m29473d8142" y="213.847152"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="164.379846" xlink:href="#m29473d8142" y="213.777802"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="164.482147" xlink:href="#m29473d8142" y="216.788113"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="164.452389" xlink:href="#m29473d8142" y="220.591335"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="164.411911" xlink:href="#m29473d8142" y="220.386452"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="164.452492" xlink:href="#m29473d8142" y="216.628415"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="164.999556" xlink:href="#m29473d8142" y="214.000136"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="165.448845" xlink:href="#m29473d8142" y="214.487305"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="165.645193" xlink:href="#m29473d8142" y="217.076578"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="165.848341" xlink:href="#m29473d8142" y="220.042396"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="165.747789" xlink:href="#m29473d8142" y="218.548969"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="165.965672" xlink:href="#m29473d8142" y="215.639984"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="166.403196" xlink:href="#m29473d8142" y="212.362834"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="166.76575" xlink:href="#m29473d8142" y="214.661013"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="166.812869" xlink:href="#m29473d8142" y="216.328418"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="166.842092" xlink:href="#m29473d8142" y="219.603224"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="166.739273" xlink:href="#m29473d8142" y="218.309905"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="166.89349" xlink:href="#m29473d8142" y="216.001375"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="167.512122" xlink:href="#m29473d8142" y="213.848716"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.024831" xlink:href="#m29473d8142" y="213.437557"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.239872" xlink:href="#m29473d8142" y="216.550467"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.10261" xlink:href="#m29473d8142" y="217.142184"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.001858" xlink:href="#m29473d8142" y="217.195506"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.002105" xlink:href="#m29473d8142" y="214.29643"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.436427" xlink:href="#m29473d8142" y="212.529019"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.813557" xlink:href="#m29473d8142" y="213.146669"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.869225" xlink:href="#m29473d8142" y="216.99825"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.734621" xlink:href="#m29473d8142" y="219.496808"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.641124" xlink:href="#m29473d8142" y="219.135914"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="168.907013" xlink:href="#m29473d8142" y="215.783466"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="169.535344" xlink:href="#m29473d8142" y="212.939984"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="170.075543" xlink:href="#m29473d8142" y="212.685505"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="170.190129" xlink:href="#m29473d8142" y="215.05288"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="170.046416" xlink:href="#m29473d8142" y="217.621116"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="169.727573" xlink:href="#m29473d8142" y="217.502607"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="169.846748" xlink:href="#m29473d8142" y="214.362916"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="170.523531" xlink:href="#m29473d8142" y="212.780658"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="171.04953" xlink:href="#m29473d8142" y="214.471057"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="171.287665" xlink:href="#m29473d8142" y="216.911501"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="171.231509" xlink:href="#m29473d8142" y="218.78813"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="171.123222" xlink:href="#m29473d8142" y="217.94458"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="171.294617" xlink:href="#m29473d8142" y="214.755374"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="171.794019" xlink:href="#m29473d8142" y="212.204765"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="172.18839" xlink:href="#m29473d8142" y="211.449052"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="172.398132" xlink:href="#m29473d8142" y="215.173228"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="172.311636" xlink:href="#m29473d8142" y="216.491035"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="172.191344" xlink:href="#m29473d8142" y="216.047568"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="172.246102" xlink:href="#m29473d8142" y="213.844502"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="172.724343" xlink:href="#m29473d8142" y="211.278046"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="173.119688" xlink:href="#m29473d8142" y="211.804415"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="173.142102" xlink:href="#m29473d8142" y="213.430973"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="173.175492" xlink:href="#m29473d8142" y="216.290306"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="173.095709" xlink:href="#m29473d8142" y="215.437212"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="173.263592" xlink:href="#m29473d8142" y="212.592377"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="173.749839" xlink:href="#m29473d8142" y="208.971905"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="174.229612" xlink:href="#m29473d8142" y="210.413431"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="174.248179" xlink:href="#m29473d8142" y="212.079077"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="174.070159" xlink:href="#m29473d8142" y="213.77593"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="174.007833" xlink:href="#m29473d8142" y="214.210123"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="174.305811" xlink:href="#m29473d8142" y="213.121055"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="174.810241" xlink:href="#m29473d8142" y="209.002749"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="175.303593" xlink:href="#m29473d8142" y="210.211789"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="175.552735" xlink:href="#m29473d8142" y="214.940541"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="175.430734" xlink:href="#m29473d8142" y="217.809135"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="175.323037" xlink:href="#m29473d8142" y="218.0383"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="175.370428" xlink:href="#m29473d8142" y="211.833671"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="175.877197" xlink:href="#m29473d8142" y="208.400165"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="176.291412" xlink:href="#m29473d8142" y="209.239345"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="176.580091" xlink:href="#m29473d8142" y="212.367353"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="176.671176" xlink:href="#m29473d8142" y="215.125755"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="176.584976" xlink:href="#m29473d8142" y="213.897535"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="176.686885" xlink:href="#m29473d8142" y="211.289792"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="177.183445" xlink:href="#m29473d8142" y="209.052605"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="177.493731" xlink:href="#m29473d8142" y="208.963435"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="177.433617" xlink:href="#m29473d8142" y="211.073983"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="177.31619" xlink:href="#m29473d8142" y="215.110197"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="177.44595" xlink:href="#m29473d8142" y="215.192932"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="177.733646" xlink:href="#m29473d8142" y="211.459"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="178.343027" xlink:href="#m29473d8142" y="208.462612"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="178.907077" xlink:href="#m29473d8142" y="208.688255"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="179.118384" xlink:href="#m29473d8142" y="210.722688"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="178.980187" xlink:href="#m29473d8142" y="212.644912"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="178.784159" xlink:href="#m29473d8142" y="213.227248"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="178.844848" xlink:href="#m29473d8142" y="210.068935"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="179.315362" xlink:href="#m29473d8142" y="208.032262"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="179.626023" xlink:href="#m29473d8142" y="208.647393"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="179.542241" xlink:href="#m29473d8142" y="211.713447"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="179.518039" xlink:href="#m29473d8142" y="215.442016"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="179.516443" xlink:href="#m29473d8142" y="215.200522"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="179.703714" xlink:href="#m29473d8142" y="209.736675"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="180.237615" xlink:href="#m29473d8142" y="206.686031"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="180.709375" xlink:href="#m29473d8142" y="207.246547"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="180.857437" xlink:href="#m29473d8142" y="209.927436"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="180.82384" xlink:href="#m29473d8142" y="212.71074"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="180.706461" xlink:href="#m29473d8142" y="211.036964"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="180.737272" xlink:href="#m29473d8142" y="208.685075"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="181.125849" xlink:href="#m29473d8142" y="205.34929"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="181.642412" xlink:href="#m29473d8142" y="207.642384"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="182.00752" xlink:href="#m29473d8142" y="212.800959"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="181.996345" xlink:href="#m29473d8142" y="214.130493"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="182.029168" xlink:href="#m29473d8142" y="212.723488"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="182.298162" xlink:href="#m29473d8142" y="209.271916"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="182.792871" xlink:href="#m29473d8142" y="205.051288"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="183.155808" xlink:href="#m29473d8142" y="206.572874"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="183.15564" xlink:href="#m29473d8142" y="207.630578"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="183.06651" xlink:href="#m29473d8142" y="209.518865"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="183.228534" xlink:href="#m29473d8142" y="211.906693"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="183.433207" xlink:href="#m29473d8142" y="207.4191"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="183.861511" xlink:href="#m29473d8142" y="203.904178"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="184.150053" xlink:href="#m29473d8142" y="204.474806"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="184.119609" xlink:href="#m29473d8142" y="208.02461"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="184.031261" xlink:href="#m29473d8142" y="212.167564"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="183.979728" xlink:href="#m29473d8142" y="212.426299"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="184.172707" xlink:href="#m29473d8142" y="207.701774"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="184.654204" xlink:href="#m29473d8142" y="204.789434"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="185.043611" xlink:href="#m29473d8142" y="205.383365"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="185.062608" xlink:href="#m29473d8142" y="207.404231"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="184.737795" xlink:href="#m29473d8142" y="209.912268"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="184.592398" xlink:href="#m29473d8142" y="208.654681"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="184.852971" xlink:href="#m29473d8142" y="206.201805"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="185.417747" xlink:href="#m29473d8142" y="202.83303"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="185.987009" xlink:href="#m29473d8142" y="203.90137"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="186.100142" xlink:href="#m29473d8142" y="208.277533"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="185.899404" xlink:href="#m29473d8142" y="210.47982"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="185.914507" xlink:href="#m29473d8142" y="212.292681"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="186.123841" xlink:href="#m29473d8142" y="208.193816"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="186.619699" xlink:href="#m29473d8142" y="204.268822"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="186.963734" xlink:href="#m29473d8142" y="203.79864"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="187.037067" xlink:href="#m29473d8142" y="207.737595"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="186.840137" xlink:href="#m29473d8142" y="210.557369"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="186.578854" xlink:href="#m29473d8142" y="209.157095"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="186.754495" xlink:href="#m29473d8142" y="206.035527"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="187.168255" xlink:href="#m29473d8142" y="202.761231"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="187.526802" xlink:href="#m29473d8142" y="203.998965"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="187.505817" xlink:href="#m29473d8142" y="208.314848"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="187.277101" xlink:href="#m29473d8142" y="209.854664"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="187.286528" xlink:href="#m29473d8142" y="211.016145"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="187.52127" xlink:href="#m29473d8142" y="207.466329"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="187.986843" xlink:href="#m29473d8142" y="203.552876"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="188.448872" xlink:href="#m29473d8142" y="203.505363"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="188.598715" xlink:href="#m29473d8142" y="205.880532"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="188.584491" xlink:href="#m29473d8142" y="208.422935"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="188.667267" xlink:href="#m29473d8142" y="208.875113"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="188.833473" xlink:href="#m29473d8142" y="205.065366"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="189.301281" xlink:href="#m29473d8142" y="202.316246"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="189.794856" xlink:href="#m29473d8142" y="203.531479"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="189.74452" xlink:href="#m29473d8142" y="205.200413"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="189.737304" xlink:href="#m29473d8142" y="209.150681"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="189.632209" xlink:href="#m29473d8142" y="209.418279"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="189.818627" xlink:href="#m29473d8142" y="205.410053"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="190.331998" xlink:href="#m29473d8142" y="201.916682"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="190.644695" xlink:href="#m29473d8142" y="201.37406"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="190.587653" xlink:href="#m29473d8142" y="205.235689"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="190.50467" xlink:href="#m29473d8142" y="208.044292"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="190.485321" xlink:href="#m29473d8142" y="205.601893"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="190.874408" xlink:href="#m29473d8142" y="202.914709"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="191.453456" xlink:href="#m29473d8142" y="201.230859"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="192.013843" xlink:href="#m29473d8142" y="202.143131"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="192.190219" xlink:href="#m29473d8142" y="205.731351"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="192.138605" xlink:href="#m29473d8142" y="207.753427"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="192.060204" xlink:href="#m29473d8142" y="208.44488"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="191.987884" xlink:href="#m29473d8142" y="204.799179"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="192.290699" xlink:href="#m29473d8142" y="201.135084"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="192.571307" xlink:href="#m29473d8142" y="200.017296"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="192.596898" xlink:href="#m29473d8142" y="201.814527"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="192.870035" xlink:href="#m29473d8142" y="205.900738"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="193.008336" xlink:href="#m29473d8142" y="206.36327"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="193.227704" xlink:href="#m29473d8142" y="201.991638"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="193.746774" xlink:href="#m29473d8142" y="199.39529"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="194.23326" xlink:href="#m29473d8142" y="201.462441"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="194.281154" xlink:href="#m29473d8142" y="205.069174"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="194.056645" xlink:href="#m29473d8142" y="206.255934"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="193.963221" xlink:href="#m29473d8142" y="206.341938"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="194.137426" xlink:href="#m29473d8142" y="203.808194"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="194.561092" xlink:href="#m29473d8142" y="199.739262"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="194.792194" xlink:href="#m29473d8142" y="200.063815"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="194.738521" xlink:href="#m29473d8142" y="201.384409"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="194.788698" xlink:href="#m29473d8142" y="205.141108"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="194.872368" xlink:href="#m29473d8142" y="204.712244"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="195.155642" xlink:href="#m29473d8142" y="202.041839"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="195.71689" xlink:href="#m29473d8142" y="199.65404"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="195.983465" xlink:href="#m29473d8142" y="199.774845"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="195.8455" xlink:href="#m29473d8142" y="201.962969"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="195.670114" xlink:href="#m29473d8142" y="206.203514"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="195.813859" xlink:href="#m29473d8142" y="206.761132"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="196.138066" xlink:href="#m29473d8142" y="202.80751"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="196.733989" xlink:href="#m29473d8142" y="198.216898"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.121176" xlink:href="#m29473d8142" y="198.317487"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.151604" xlink:href="#m29473d8142" y="201.358492"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.114439" xlink:href="#m29473d8142" y="204.278491"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.068924" xlink:href="#m29473d8142" y="204.083634"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.273334" xlink:href="#m29473d8142" y="200.5595"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.727827" xlink:href="#m29473d8142" y="198.346862"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="198.10633" xlink:href="#m29473d8142" y="199.989767"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.993844" xlink:href="#m29473d8142" y="202.749037"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.724315" xlink:href="#m29473d8142" y="203.558411"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.623308" xlink:href="#m29473d8142" y="204.270254"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="197.832714" xlink:href="#m29473d8142" y="201.4591"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="198.240208" xlink:href="#m29473d8142" y="197.918776"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="198.444235" xlink:href="#m29473d8142" y="197.503121"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="198.398528" xlink:href="#m29473d8142" y="201.203455"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="198.182433" xlink:href="#m29473d8142" y="202.978004"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="198.268194" xlink:href="#m29473d8142" y="202.932045"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="198.598276" xlink:href="#m29473d8142" y="199.304068"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="199.033852" xlink:href="#m29473d8142" y="196.285561"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="199.368021" xlink:href="#m29473d8142" y="196.634687"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="199.476149" xlink:href="#m29473d8142" y="200.290816"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="199.461334" xlink:href="#m29473d8142" y="203.967203"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="199.437323" xlink:href="#m29473d8142" y="205.832176"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="199.603386" xlink:href="#m29473d8142" y="201.997564"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="200.047039" xlink:href="#m29473d8142" y="197.106801"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="200.51025" xlink:href="#m29473d8142" y="196.477842"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="200.622927" xlink:href="#m29473d8142" y="198.659609"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="200.518679" xlink:href="#m29473d8142" y="201.244224"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="200.572336" xlink:href="#m29473d8142" y="201.925207"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="200.722897" xlink:href="#m29473d8142" y="199.669677"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="201.012589" xlink:href="#m29473d8142" y="195.743217"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="201.152997" xlink:href="#m29473d8142" y="196.429122"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="201.079528" xlink:href="#m29473d8142" y="200.004603"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="200.979558" xlink:href="#m29473d8142" y="203.344082"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="200.896862" xlink:href="#m29473d8142" y="203.357834"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="200.977451" xlink:href="#m29473d8142" y="199.239761"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="201.371934" xlink:href="#m29473d8142" y="196.398143"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="201.607554" xlink:href="#m29473d8142" y="195.910776"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="201.579632" xlink:href="#m29473d8142" y="199.101064"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="201.49079" xlink:href="#m29473d8142" y="202.097299"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="201.529759" xlink:href="#m29473d8142" y="202.30809"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="201.802161" xlink:href="#m29473d8142" y="198.361604"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.266042" xlink:href="#m29473d8142" y="194.460274"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.623919" xlink:href="#m29473d8142" y="196.188267"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.573359" xlink:href="#m29473d8142" y="197.873455"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.206989" xlink:href="#m29473d8142" y="200.669788"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.1359" xlink:href="#m29473d8142" y="202.446895"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.303112" xlink:href="#m29473d8142" y="198.502668"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.744626" xlink:href="#m29473d8142" y="193.316304"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="203.102199" xlink:href="#m29473d8142" y="195.706561"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="203.021195" xlink:href="#m29473d8142" y="197.854111"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.816435" xlink:href="#m29473d8142" y="200.784475"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.754077" xlink:href="#m29473d8142" y="201.406177"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="202.972663" xlink:href="#m29473d8142" y="196.929017"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="203.450577" xlink:href="#m29473d8142" y="193.34719"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="203.826142" xlink:href="#m29473d8142" y="193.268064"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="203.806601" xlink:href="#m29473d8142" y="195.888879"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="203.58661" xlink:href="#m29473d8142" y="200.535957"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="203.558082" xlink:href="#m29473d8142" y="200.079122"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="203.891612" xlink:href="#m29473d8142" y="197.669054"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.374283" xlink:href="#m29473d8142" y="193.859814"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.675741" xlink:href="#m29473d8142" y="193.939516"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.425178" xlink:href="#m29473d8142" y="195.408068"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.235488" xlink:href="#m29473d8142" y="199.514191"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.055664" xlink:href="#m29473d8142" y="199.864233"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.335234" xlink:href="#m29473d8142" y="196.453092"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.787924" xlink:href="#m29473d8142" y="192.195412"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="205.065738" xlink:href="#m29473d8142" y="193.333423"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.955727" xlink:href="#m29473d8142" y="196.647293"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.5774" xlink:href="#m29473d8142" y="201.133641"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.503468" xlink:href="#m29473d8142" y="200.861303"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="204.751109" xlink:href="#m29473d8142" y="197.51643"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="205.157454" xlink:href="#m29473d8142" y="193.517637"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="205.423024" xlink:href="#m29473d8142" y="192.644797"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="205.426376" xlink:href="#m29473d8142" y="195.227235"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="205.246376" xlink:href="#m29473d8142" y="200.29776"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="205.208237" xlink:href="#m29473d8142" y="199.05709"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="205.46889" xlink:href="#m29473d8142" y="195.859385"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="205.992605" xlink:href="#m29473d8142" y="192.295968"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.38637" xlink:href="#m29473d8142" y="192.59543"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.29269" xlink:href="#m29473d8142" y="195.706079"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.026418" xlink:href="#m29473d8142" y="197.766053"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.145322" xlink:href="#m29473d8142" y="200.108549"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.40144" xlink:href="#m29473d8142" y="197.571238"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.810627" xlink:href="#m29473d8142" y="193.547671"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.986428" xlink:href="#m29473d8142" y="193.648963"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.747232" xlink:href="#m29473d8142" y="195.685548"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.482109" xlink:href="#m29473d8142" y="196.801337"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.540667" xlink:href="#m29473d8142" y="198.430746"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="206.827166" xlink:href="#m29473d8142" y="196.148711"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.174266" xlink:href="#m29473d8142" y="191.283124"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.434344" xlink:href="#m29473d8142" y="191.832825"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.371205" xlink:href="#m29473d8142" y="195.208497"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.104358" xlink:href="#m29473d8142" y="199.093677"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.021087" xlink:href="#m29473d8142" y="199.894844"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.23185" xlink:href="#m29473d8142" y="194.724388"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.69886" xlink:href="#m29473d8142" y="191.678475"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.841934" xlink:href="#m29473d8142" y="190.765099"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.924726" xlink:href="#m29473d8142" y="194.707655"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.623555" xlink:href="#m29473d8142" y="196.500737"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.565301" xlink:href="#m29473d8142" y="196.231632"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="207.880361" xlink:href="#m29473d8142" y="194.031907"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.33586" xlink:href="#m29473d8142" y="190.278226"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.633422" xlink:href="#m29473d8142" y="191.484012"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.629176" xlink:href="#m29473d8142" y="195.158202"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.431902" xlink:href="#m29473d8142" y="198.269939"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.377623" xlink:href="#m29473d8142" y="197.229028"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.520553" xlink:href="#m29473d8142" y="192.952298"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.807962" xlink:href="#m29473d8142" y="190.204693"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.980682" xlink:href="#m29473d8142" y="190.356289"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.9583" xlink:href="#m29473d8142" y="192.993917"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.810932" xlink:href="#m29473d8142" y="195.108203"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="208.914988" xlink:href="#m29473d8142" y="194.867056"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="209.279123" xlink:href="#m29473d8142" y="192.874954"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="209.926803" xlink:href="#m29473d8142" y="189.589747"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.294769" xlink:href="#m29473d8142" y="190.400227"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.23669" xlink:href="#m29473d8142" y="193.31174"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="209.88785" xlink:href="#m29473d8142" y="194.906711"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="209.929804" xlink:href="#m29473d8142" y="197.182282"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.317758" xlink:href="#m29473d8142" y="193.805629"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.766233" xlink:href="#m29473d8142" y="190.087067"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="211.105654" xlink:href="#m29473d8142" y="191.553549"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.76015" xlink:href="#m29473d8142" y="191.812185"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.499833" xlink:href="#m29473d8142" y="194.022055"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.512285" xlink:href="#m29473d8142" y="196.781918"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="210.908716" xlink:href="#m29473d8142" y="192.953401"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="211.431841" xlink:href="#m29473d8142" y="188.234596"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="211.763344" xlink:href="#m29473d8142" y="189.683521"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="211.60504" xlink:href="#m29473d8142" y="192.053592"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="211.297372" xlink:href="#m29473d8142" y="195.164974"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="211.12015" xlink:href="#m29473d8142" y="195.568057"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="211.332909" xlink:href="#m29473d8142" y="191.362498"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="211.821215" xlink:href="#m29473d8142" y="187.930063"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.204954" xlink:href="#m29473d8142" y="188.938637"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.340605" xlink:href="#m29473d8142" y="191.38466"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.228151" xlink:href="#m29473d8142" y="194.227206"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.062487" xlink:href="#m29473d8142" y="194.36645"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.263129" xlink:href="#m29473d8142" y="191.237221"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.540816" xlink:href="#m29473d8142" y="186.618274"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.719171" xlink:href="#m29473d8142" y="185.133971"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.754947" xlink:href="#m29473d8142" y="188.76594"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.606509" xlink:href="#m29473d8142" y="194.532269"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.523271" xlink:href="#m29473d8142" y="195.24359"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="212.98696" xlink:href="#m29473d8142" y="192.225526"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="213.546468" xlink:href="#m29473d8142" y="188.427572"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="213.91156" xlink:href="#m29473d8142" y="187.737183"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="213.816635" xlink:href="#m29473d8142" y="190.0041"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="213.374019" xlink:href="#m29473d8142" y="193.082149"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="213.4169" xlink:href="#m29473d8142" y="192.761938"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="213.81895" xlink:href="#m29473d8142" y="190.005551"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="214.279047" xlink:href="#m29473d8142" y="185.671798"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="214.573944" xlink:href="#m29473d8142" y="188.20417"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="214.323093" xlink:href="#m29473d8142" y="190.055604"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="213.981389" xlink:href="#m29473d8142" y="192.429507"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="214.069816" xlink:href="#m29473d8142" y="194.485159"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="214.311551" xlink:href="#m29473d8142" y="192.026163"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="214.792625" xlink:href="#m29473d8142" y="187.513291"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="215.138321" xlink:href="#m29473d8142" y="186.518818"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="215.073728" xlink:href="#m29473d8142" y="187.752645"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="214.915871" xlink:href="#m29473d8142" y="191.049101"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="214.96798" xlink:href="#m29473d8142" y="192.484052"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="215.418115" xlink:href="#m29473d8142" y="188.214145"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="215.90045" xlink:href="#m29473d8142" y="185.491688"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="216.185816" xlink:href="#m29473d8142" y="185.979853"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="216.044929" xlink:href="#m29473d8142" y="188.888926"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="215.891702" xlink:href="#m29473d8142" y="192.029873"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="215.961611" xlink:href="#m29473d8142" y="193.139087"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="216.434799" xlink:href="#m29473d8142" y="189.391261"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="216.880272" xlink:href="#m29473d8142" y="187.055539"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="217.11345" xlink:href="#m29473d8142" y="186.574589"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="216.975469" xlink:href="#m29473d8142" y="188.946401"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="216.704407" xlink:href="#m29473d8142" y="192.145486"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="216.750768" xlink:href="#m29473d8142" y="192.105561"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="216.997053" xlink:href="#m29473d8142" y="188.906891"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="217.537116" xlink:href="#m29473d8142" y="186.625425"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="217.792165" xlink:href="#m29473d8142" y="187.192127"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="217.611159" xlink:href="#m29473d8142" y="189.647034"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="217.421102" xlink:href="#m29473d8142" y="192.98441"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="217.520736" xlink:href="#m29473d8142" y="194.045025"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="217.848136" xlink:href="#m29473d8142" y="189.660491"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="218.283281" xlink:href="#m29473d8142" y="186.044946"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="218.566603" xlink:href="#m29473d8142" y="185.708092"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="218.407198" xlink:href="#m29473d8142" y="186.417702"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="218.285356" xlink:href="#m29473d8142" y="189.900575"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="218.2836" xlink:href="#m29473d8142" y="191.005471"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="218.556546" xlink:href="#m29473d8142" y="188.681392"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="218.965221" xlink:href="#m29473d8142" y="185.242986"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="219.218642" xlink:href="#m29473d8142" y="184.02959"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="219.360837" xlink:href="#m29473d8142" y="187.625037"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="219.204353" xlink:href="#m29473d8142" y="190.88512"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="219.427122" xlink:href="#m29473d8142" y="191.509772"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="219.767773" xlink:href="#m29473d8142" y="189.112244"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="220.214827" xlink:href="#m29473d8142" y="185.652838"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="220.501789" xlink:href="#m29473d8142" y="184.143541"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="220.316537" xlink:href="#m29473d8142" y="186.093957"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="220.255265" xlink:href="#m29473d8142" y="190.908425"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="220.564705" xlink:href="#m29473d8142" y="191.394545"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="221.073749" xlink:href="#m29473d8142" y="185.695525"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="221.593538" xlink:href="#m29473d8142" y="181.15187"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.140482" xlink:href="#m29473d8142" y="182.388422"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.138343" xlink:href="#m29473d8142" y="185.933561"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="221.843542" xlink:href="#m29473d8142" y="190.715652"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="221.86792" xlink:href="#m29473d8142" y="192.634469"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.081844" xlink:href="#m29473d8142" y="188.007725"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.530559" xlink:href="#m29473d8142" y="183.105861"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.677783" xlink:href="#m29473d8142" y="182.433323"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.389815" xlink:href="#m29473d8142" y="184.786823"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.017012" xlink:href="#m29473d8142" y="188.48836"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.167478" xlink:href="#m29473d8142" y="188.449413"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.499699" xlink:href="#m29473d8142" y="184.180033"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="223.020701" xlink:href="#m29473d8142" y="181.640239"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="223.179244" xlink:href="#m29473d8142" y="181.316654"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.931811" xlink:href="#m29473d8142" y="184.780296"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.419925" xlink:href="#m29473d8142" y="188.058458"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.462805" xlink:href="#m29473d8142" y="190.954415"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="222.844261" xlink:href="#m29473d8142" y="186.640681"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="223.329678" xlink:href="#m29473d8142" y="182.625301"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="223.663272" xlink:href="#m29473d8142" y="180.917684"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="223.614708" xlink:href="#m29473d8142" y="183.15335"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="223.479968" xlink:href="#m29473d8142" y="187.044169"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="223.636675" xlink:href="#m29473d8142" y="187.342083"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="224.135343" xlink:href="#m29473d8142" y="184.179296"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="224.6388" xlink:href="#m29473d8142" y="179.769067"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="224.988358" xlink:href="#m29473d8142" y="179.850077"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="224.921818" xlink:href="#m29473d8142" y="182.854884"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="224.664343" xlink:href="#m29473d8142" y="186.924786"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="224.56747" xlink:href="#m29473d8142" y="188.111922"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="224.869072" xlink:href="#m29473d8142" y="185.367346"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="225.343952" xlink:href="#m29473d8142" y="182.078182"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="225.780533" xlink:href="#m29473d8142" y="181.625146"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="226.087307" xlink:href="#m29473d8142" y="183.366447"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="226.100286" xlink:href="#m29473d8142" y="185.002149"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="226.133269" xlink:href="#m29473d8142" y="185.750137"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="226.379075" xlink:href="#m29473d8142" y="181.7146"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="226.698189" xlink:href="#m29473d8142" y="178.556578"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="226.953238" xlink:href="#m29473d8142" y="178.794015"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="226.823191" xlink:href="#m29473d8142" y="182.317577"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="226.591945" xlink:href="#m29473d8142" y="186.69448"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="226.813804" xlink:href="#m29473d8142" y="187.68212"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="227.348615" xlink:href="#m29473d8142" y="183.339939"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="228.04652" xlink:href="#m29473d8142" y="180.411973"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="228.319736" xlink:href="#m29473d8142" y="180.251549"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="228.132904" xlink:href="#m29473d8142" y="181.519711"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="227.869122" xlink:href="#m29473d8142" y="185.011775"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="227.803173" xlink:href="#m29473d8142" y="185.30019"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="228.089001" xlink:href="#m29473d8142" y="183.328456"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="228.513944" xlink:href="#m29473d8142" y="178.86619"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="228.866121" xlink:href="#m29473d8142" y="179.007159"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="228.592202" xlink:href="#m29473d8142" y="181.143739"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="228.32874" xlink:href="#m29473d8142" y="183.39334"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="228.550216" xlink:href="#m29473d8142" y="186.86089"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="229.002985" xlink:href="#m29473d8142" y="182.880079"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="229.537062" xlink:href="#m29473d8142" y="179.490553"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="229.787258" xlink:href="#m29473d8142" y="177.875361"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="229.706988" xlink:href="#m29473d8142" y="180.82081"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="229.456569" xlink:href="#m29473d8142" y="182.857304"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="230.642923" xlink:href="#m29473d8142" y="184.502065"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="231.110029" xlink:href="#m29473d8142" y="179.957172"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="231.636969" xlink:href="#m29473d8142" y="177.316664"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="231.86772" xlink:href="#m29473d8142" y="177.923092"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="231.616934" xlink:href="#m29473d8142" y="178.275749"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="231.59064" xlink:href="#m29473d8142" y="181.032797"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="231.747204" xlink:href="#m29473d8142" y="181.834518"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="232.281265" xlink:href="#m29473d8142" y="178.793178"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="232.989642" xlink:href="#m29473d8142" y="176.357511"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="233.314935" xlink:href="#m29473d8142" y="175.865425"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="233.406012" xlink:href="#m29473d8142" y="179.087255"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="233.310848" xlink:href="#m29473d8142" y="180.850057"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="233.494025" xlink:href="#m29473d8142" y="182.747036"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="233.863092" xlink:href="#m29473d8142" y="179.69945"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="234.326143" xlink:href="#m29473d8142" y="174.538268"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="234.731657" xlink:href="#m29473d8142" y="174.17507"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="234.626611" xlink:href="#m29473d8142" y="175.756273"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="234.466247" xlink:href="#m29473d8142" y="179.169605"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="234.654293" xlink:href="#m29473d8142" y="180.955449"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="235.127673" xlink:href="#m29473d8142" y="176.651605"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="235.646472" xlink:href="#m29473d8142" y="172.702484"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="235.836705" xlink:href="#m29473d8142" y="173.993346"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="235.547811" xlink:href="#m29473d8142" y="175.585952"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="235.287015" xlink:href="#m29473d8142" y="180.171258"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="235.389571" xlink:href="#m29473d8142" y="181.867069"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="235.911866" xlink:href="#m29473d8142" y="178.636938"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="236.462386" xlink:href="#m29473d8142" y="174.898427"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="236.865601" xlink:href="#m29473d8142" y="173.288239"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="236.885509" xlink:href="#m29473d8142" y="175.996712"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="236.529804" xlink:href="#m29473d8142" y="177.336881"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="236.84108" xlink:href="#m29473d8142" y="179.790129"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="237.372666" xlink:href="#m29473d8142" y="178.431642"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="237.999401" xlink:href="#m29473d8142" y="173.868188"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="238.467256" xlink:href="#m29473d8142" y="174.447081"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="238.330888" xlink:href="#m29473d8142" y="176.691323"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="238.108566" xlink:href="#m29473d8142" y="179.296732"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="238.187143" xlink:href="#m29473d8142" y="180.281974"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="238.611991" xlink:href="#m29473d8142" y="176.912422"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="239.138181" xlink:href="#m29473d8142" y="172.627744"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="239.503161" xlink:href="#m29473d8142" y="172.474323"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="239.429868" xlink:href="#m29473d8142" y="173.642085"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="239.259751" xlink:href="#m29473d8142" y="176.693085"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="239.51531" xlink:href="#m29473d8142" y="178.290926"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="239.936885" xlink:href="#m29473d8142" y="175.765204"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="240.366873" xlink:href="#m29473d8142" y="171.261507"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="240.706119" xlink:href="#m29473d8142" y="170.345817"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="240.49791" xlink:href="#m29473d8142" y="171.488324"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="240.282357" xlink:href="#m29473d8142" y="174.907031"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="240.463155" xlink:href="#m29473d8142" y="177.345399"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="240.824608" xlink:href="#m29473d8142" y="174.261008"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="241.280394" xlink:href="#m29473d8142" y="169.926768"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="241.545565" xlink:href="#m29473d8142" y="168.840752"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="241.563445" xlink:href="#m29473d8142" y="171.556833"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="241.367944" xlink:href="#m29473d8142" y="173.925496"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="241.444956" xlink:href="#m29473d8142" y="176.879743"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="241.847773" xlink:href="#m29473d8142" y="172.186714"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="242.60382" xlink:href="#m29473d8142" y="169.845699"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="243.242831" xlink:href="#m29473d8142" y="170.703958"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="243.554826" xlink:href="#m29473d8142" y="173.528252"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="243.697437" xlink:href="#m29473d8142" y="174.954619"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="243.785481" xlink:href="#m29473d8142" y="176.057078"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="244.045335" xlink:href="#m29473d8142" y="172.866729"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="244.530225" xlink:href="#m29473d8142" y="168.905623"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="244.952678" xlink:href="#m29473d8142" y="166.404034"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="245.25495" xlink:href="#m29473d8142" y="168.623145"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="245.365153" xlink:href="#m29473d8142" y="170.963107"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="245.66899" xlink:href="#m29473d8142" y="171.862843"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="246.11863" xlink:href="#m29473d8142" y="170.417056"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="246.607399" xlink:href="#m29473d8142" y="167.532359"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="246.844057" xlink:href="#m29473d8142" y="165.060319"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="246.768034" xlink:href="#m29473d8142" y="168.403179"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="246.531073" xlink:href="#m29473d8142" y="170.095308"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="246.485303" xlink:href="#m29473d8142" y="170.605959"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="246.912944" xlink:href="#m29473d8142" y="170.299644"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="247.345407" xlink:href="#m29473d8142" y="166.534629"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="247.631347" xlink:href="#m29473d8142" y="164.311936"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="247.700761" xlink:href="#m29473d8142" y="166.734078"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="247.507782" xlink:href="#m29473d8142" y="169.813135"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="247.717348" xlink:href="#m29473d8142" y="171.497197"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="248.241686" xlink:href="#m29473d8142" y="169.844502"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="248.687687" xlink:href="#m29473d8142" y="164.077146"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="249.094845" xlink:href="#m29473d8142" y="163.774931"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="249.315746" xlink:href="#m29473d8142" y="167.47859"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="249.064178" xlink:href="#m29473d8142" y="168.881119"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="249.135571" xlink:href="#m29473d8142" y="171.227676"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="249.518671" xlink:href="#m29473d8142" y="168.225799"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="250.034852" xlink:href="#m29473d8142" y="163.336917"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="250.314598" xlink:href="#m29473d8142" y="162.347682"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="250.522695" xlink:href="#m29473d8142" y="164.926776"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="250.548063" xlink:href="#m29473d8142" y="168.145257"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="250.723672" xlink:href="#m29473d8142" y="169.368938"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="251.18998" xlink:href="#m29473d8142" y="167.173194"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="251.712961" xlink:href="#m29473d8142" y="162.5716"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="252.082428" xlink:href="#m29473d8142" y="161.685794"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="252.368527" xlink:href="#m29473d8142" y="164.199782"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="252.33679" xlink:href="#m29473d8142" y="166.258385"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="252.350136" xlink:href="#m29473d8142" y="166.911441"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="252.867466" xlink:href="#m29473d8142" y="165.687743"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="253.368496" xlink:href="#m29473d8142" y="162.918852"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="253.737708" xlink:href="#m29473d8142" y="161.299869"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="253.803864" xlink:href="#m29473d8142" y="164.12693"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="253.704805" xlink:href="#m29473d8142" y="166.419493"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="253.796313" xlink:href="#m29473d8142" y="167.199256"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="254.237381" xlink:href="#m29473d8142" y="165.369409"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="254.688761" xlink:href="#m29473d8142" y="161.974415"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="255.097963" xlink:href="#m29473d8142" y="161.343281"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="255.380072" xlink:href="#m29473d8142" y="164.513083"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="255.217298" xlink:href="#m29473d8142" y="166.033876"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="255.274659" xlink:href="#m29473d8142" y="167.508336"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="255.736097" xlink:href="#m29473d8142" y="165.498607"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="256.229975" xlink:href="#m29473d8142" y="161.638864"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="256.544156" xlink:href="#m29473d8142" y="160.442238"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="256.631115" xlink:href="#m29473d8142" y="161.733723"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="256.475365" xlink:href="#m29473d8142" y="163.724068"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="256.62971" xlink:href="#m29473d8142" y="166.930543"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="257.083757" xlink:href="#m29473d8142" y="162.659404"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="257.705846" xlink:href="#m29473d8142" y="159.213474"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="258.095124" xlink:href="#m29473d8142" y="158.477421"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="258.236458" xlink:href="#m29473d8142" y="161.007896"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="258.00079" xlink:href="#m29473d8142" y="162.993871"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="258.132753" xlink:href="#m29473d8142" y="164.556396"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="258.653706" xlink:href="#m29473d8142" y="161.661569"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="259.211059" xlink:href="#m29473d8142" y="158.583415"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="259.612439" xlink:href="#m29473d8142" y="157.823528"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="259.747818" xlink:href="#m29473d8142" y="159.265542"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="259.646858" xlink:href="#m29473d8142" y="160.967797"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="259.875885" xlink:href="#m29473d8142" y="164.122723"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="260.352777" xlink:href="#m29473d8142" y="161.972855"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="260.886119" xlink:href="#m29473d8142" y="159.199576"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="261.319173" xlink:href="#m29473d8142" y="157.137462"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="261.489626" xlink:href="#m29473d8142" y="159.073523"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="261.281528" xlink:href="#m29473d8142" y="160.807669"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="261.436735" xlink:href="#m29473d8142" y="162.801654"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="261.971067" xlink:href="#m29473d8142" y="160.163509"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="262.578597" xlink:href="#m29473d8142" y="157.56368"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="263.018275" xlink:href="#m29473d8142" y="156.444444"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="263.172476" xlink:href="#m29473d8142" y="158.545751"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="263.106782" xlink:href="#m29473d8142" y="159.854112"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="263.263937" xlink:href="#m29473d8142" y="160.286849"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="263.659202" xlink:href="#m29473d8142" y="158.548328"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="264.1064" xlink:href="#m29473d8142" y="156.505518"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="264.455209" xlink:href="#m29473d8142" y="154.758884"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="264.764457" xlink:href="#m29473d8142" y="157.03559"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="264.723588" xlink:href="#m29473d8142" y="158.029494"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="264.963439" xlink:href="#m29473d8142" y="157.650887"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="265.405656" xlink:href="#m29473d8142" y="157.285297"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="265.974263" xlink:href="#m29473d8142" y="155.079038"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="266.394226" xlink:href="#m29473d8142" y="153.361027"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="266.66864" xlink:href="#m29473d8142" y="155.223891"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="266.596528" xlink:href="#m29473d8142" y="157.185826"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="266.688995" xlink:href="#m29473d8142" y="157.89166"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="266.928494" xlink:href="#m29473d8142" y="154.460607"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="267.262025" xlink:href="#m29473d8142" y="151.796841"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="267.606986" xlink:href="#m29473d8142" y="151.27622"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="267.804993" xlink:href="#m29473d8142" y="152.126632"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="267.908236" xlink:href="#m29473d8142" y="155.248448"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="268.129328" xlink:href="#m29473d8142" y="155.249656"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="268.703157" xlink:href="#m29473d8142" y="153.451707"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="269.110523" xlink:href="#m29473d8142" y="150.048006"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="269.509364" xlink:href="#m29473d8142" y="149.665253"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="269.660277" xlink:href="#m29473d8142" y="152.551709"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="269.680616" xlink:href="#m29473d8142" y="155.684289"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="269.951916" xlink:href="#m29473d8142" y="157.314966"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="270.292519" xlink:href="#m29473d8142" y="153.912478"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="270.808253" xlink:href="#m29473d8142" y="151.373755"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="271.133083" xlink:href="#m29473d8142" y="149.731477"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="271.272676" xlink:href="#m29473d8142" y="151.125679"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="271.232845" xlink:href="#m29473d8142" y="152.945643"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="271.363434" xlink:href="#m29473d8142" y="154.823794"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="271.691457" xlink:href="#m29473d8142" y="153.54274"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="272.218589" xlink:href="#m29473d8142" y="150.900958"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="272.491646" xlink:href="#m29473d8142" y="148.636356"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="272.600364" xlink:href="#m29473d8142" y="150.959171"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="272.491151" xlink:href="#m29473d8142" y="153.770263"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="272.602568" xlink:href="#m29473d8142" y="155.534801"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="272.864609" xlink:href="#m29473d8142" y="151.22941"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="273.265621" xlink:href="#m29473d8142" y="149.281931"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="273.543276" xlink:href="#m29473d8142" y="148.514345"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="273.640644" xlink:href="#m29473d8142" y="149.456168"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="273.579691" xlink:href="#m29473d8142" y="152.342822"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="273.940521" xlink:href="#m29473d8142" y="155.854991"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="274.131457" xlink:href="#m29473d8142" y="152.271854"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="274.27121" xlink:href="#m29473d8142" y="149.020057"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="274.466216" xlink:href="#m29473d8142" y="147.987478"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="274.474007" xlink:href="#m29473d8142" y="150.373988"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="274.507101" xlink:href="#m29473d8142" y="153.117416"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="274.5958" xlink:href="#m29473d8142" y="153.413097"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="274.816733" xlink:href="#m29473d8142" y="150.009719"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="275.280582" xlink:href="#m29473d8142" y="148.007011"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="275.501802" xlink:href="#m29473d8142" y="146.32339"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="275.558779" xlink:href="#m29473d8142" y="148.044084"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="275.515787" xlink:href="#m29473d8142" y="151.163524"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="275.549328" xlink:href="#m29473d8142" y="151.159966"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="276.039503" xlink:href="#m29473d8142" y="149.982414"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="276.429851" xlink:href="#m29473d8142" y="146.260543"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="276.568934" xlink:href="#m29473d8142" y="143.245548"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="276.722257" xlink:href="#m29473d8142" y="145.490876"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="276.661272" xlink:href="#m29473d8142" y="149.390636"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="276.802319" xlink:href="#m29473d8142" y="150.62542"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="277.30022" xlink:href="#m29473d8142" y="148.807866"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="277.760221" xlink:href="#m29473d8142" y="144.148656"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="278.067889" xlink:href="#m29473d8142" y="143.301385"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="278.18435" xlink:href="#m29473d8142" y="144.170202"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="278.141182" xlink:href="#m29473d8142" y="147.154842"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="278.376834" xlink:href="#m29473d8142" y="151.09329"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="278.781056" xlink:href="#m29473d8142" y="147.849069"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="279.156317" xlink:href="#m29473d8142" y="143.717157"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="279.497319" xlink:href="#m29473d8142" y="143.281455"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="279.511113" xlink:href="#m29473d8142" y="144.454411"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="279.341633" xlink:href="#m29473d8142" y="145.98839"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="279.285023" xlink:href="#m29473d8142" y="147.943983"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="279.45372" xlink:href="#m29473d8142" y="144.903507"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="279.732844" xlink:href="#m29473d8142" y="142.022157"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="280.08898" xlink:href="#m29473d8142" y="141.165371"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="280.127055" xlink:href="#m29473d8142" y="142.429316"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="280.21395" xlink:href="#m29473d8142" y="146.28698"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="280.384068" xlink:href="#m29473d8142" y="148.652546"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="280.971705" xlink:href="#m29473d8142" y="146.750576"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="281.436512" xlink:href="#m29473d8142" y="143.377143"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="281.509614" xlink:href="#m29473d8142" y="141.696996"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="281.518937" xlink:href="#m29473d8142" y="142.585457"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="281.449683" xlink:href="#m29473d8142" y="144.996263"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="281.582364" xlink:href="#m29473d8142" y="147.312432"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="281.81155" xlink:href="#m29473d8142" y="145.472687"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="282.234275" xlink:href="#m29473d8142" y="142.04329"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="282.613096" xlink:href="#m29473d8142" y="141.018346"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="282.804942" xlink:href="#m29473d8142" y="141.382564"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="283.11443" xlink:href="#m29473d8142" y="146.766673"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="283.334564" xlink:href="#m29473d8142" y="147.499121"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="283.504762" xlink:href="#m29473d8142" y="143.668828"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="283.800872" xlink:href="#m29473d8142" y="141.451699"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="283.905982" xlink:href="#m29473d8142" y="141.530264"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="283.943818" xlink:href="#m29473d8142" y="142.074709"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="284.17128" xlink:href="#m29473d8142" y="145.891505"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="284.32711" xlink:href="#m29473d8142" y="147.842693"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="284.698492" xlink:href="#m29473d8142" y="145.263411"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="285.275657" xlink:href="#m29473d8142" y="142.704385"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="285.679735" xlink:href="#m29473d8142" y="141.242403"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="285.821068" xlink:href="#m29473d8142" y="142.898856"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="285.873304" xlink:href="#m29473d8142" y="145.413171"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="285.957741" xlink:href="#m29473d8142" y="145.964027"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="286.286641" xlink:href="#m29473d8142" y="143.611856"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="286.613036" xlink:href="#m29473d8142" y="141.002425"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="287.016635" xlink:href="#m29473d8142" y="138.979027"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="287.35885" xlink:href="#m29473d8142" y="139.260041"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="287.703172" xlink:href="#m29473d8142" y="141.349107"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="288.15417" xlink:href="#m29473d8142" y="142.576487"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="288.453504" xlink:href="#m29473d8142" y="140.877484"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="288.575728" xlink:href="#m29473d8142" y="137.218403"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="288.843517" xlink:href="#m29473d8142" y="137.590009"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="288.824392" xlink:href="#m29473d8142" y="137.97098"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="288.737209" xlink:href="#m29473d8142" y="139.52"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="288.931609" xlink:href="#m29473d8142" y="141.719722"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="289.103451" xlink:href="#m29473d8142" y="139.429282"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="289.268492" xlink:href="#m29473d8142" y="137.701624"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="289.509636" xlink:href="#m29473d8142" y="135.613826"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="289.861701" xlink:href="#m29473d8142" y="137.44067"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="290.055319" xlink:href="#m29473d8142" y="139.188236"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="290.416149" xlink:href="#m29473d8142" y="141.704827"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="290.759992" xlink:href="#m29473d8142" y="139.369438"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="291.068522" xlink:href="#m29473d8142" y="136.899286"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="291.266881" xlink:href="#m29473d8142" y="135.74699"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="291.325567" xlink:href="#m29473d8142" y="136.831141"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="291.305053" xlink:href="#m29473d8142" y="138.274527"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="291.593212" xlink:href="#m29473d8142" y="140.070695"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="291.720896" xlink:href="#m29473d8142" y="137.602779"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="291.914801" xlink:href="#m29473d8142" y="134.471379"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="292.242169" xlink:href="#m29473d8142" y="134.071359"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="292.288658" xlink:href="#m29473d8142" y="135.463078"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="292.311775" xlink:href="#m29473d8142" y="138.080013"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="292.17234" xlink:href="#m29473d8142" y="137.797947"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="292.446164" xlink:href="#m29473d8142" y="136.930975"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="292.703607" xlink:href="#m29473d8142" y="134.592601"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="292.815199" xlink:href="#m29473d8142" y="132.934498"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="292.909869" xlink:href="#m29473d8142" y="134.975663"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="292.969225" xlink:href="#m29473d8142" y="137.584404"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="293.057716" xlink:href="#m29473d8142" y="139.111677"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="293.389139" xlink:href="#m29473d8142" y="138.566545"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="293.736846" xlink:href="#m29473d8142" y="135.118504"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="293.909327" xlink:href="#m29473d8142" y="132.743216"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="293.987282" xlink:href="#m29473d8142" y="133.201967"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="294.008818" xlink:href="#m29473d8142" y="136.915432"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="294.148539" xlink:href="#m29473d8142" y="139.456497"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="294.314299" xlink:href="#m29473d8142" y="138.152945"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="294.55731" xlink:href="#m29473d8142" y="134.711874"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="294.850291" xlink:href="#m29473d8142" y="133.939568"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="295.060512" xlink:href="#m29473d8142" y="133.794821"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="295.309797" xlink:href="#m29473d8142" y="136.683407"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="295.402088" xlink:href="#m29473d8142" y="138.069586"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="295.775498" xlink:href="#m29473d8142" y="137.009498"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="296.173653" xlink:href="#m29473d8142" y="135.07152"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="296.311778" xlink:href="#m29473d8142" y="133.318815"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="296.250745" xlink:href="#m29473d8142" y="133.442351"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="296.17426" xlink:href="#m29473d8142" y="136.125268"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="296.142251" xlink:href="#m29473d8142" y="138.122264"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="296.390658" xlink:href="#m29473d8142" y="136.544592"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="296.593456" xlink:href="#m29473d8142" y="131.676858"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="296.966019" xlink:href="#m29473d8142" y="131.37117"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="297.01891" xlink:href="#m29473d8142" y="131.562773"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="297.206062" xlink:href="#m29473d8142" y="134.193129"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="297.520291" xlink:href="#m29473d8142" y="136.458652"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="297.66718" xlink:href="#m29473d8142" y="135.680602"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="297.652765" xlink:href="#m29473d8142" y="133.037529"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="297.684534" xlink:href="#m29473d8142" y="130.400622"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="297.906313" xlink:href="#m29473d8142" y="130.596194"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="298.27024" xlink:href="#m29473d8142" y="134.159728"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="298.426899" xlink:href="#m29473d8142" y="134.133692"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="298.678835" xlink:href="#m29473d8142" y="134.222736"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="298.788081" xlink:href="#m29473d8142" y="131.087192"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="298.951413" xlink:href="#m29473d8142" y="130.235354"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="299.108121" xlink:href="#m29473d8142" y="131.687568"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="299.474347" xlink:href="#m29473d8142" y="133.700552"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="299.642373" xlink:href="#m29473d8142" y="136.014686"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="299.717742" xlink:href="#m29473d8142" y="133.952254"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="299.82903" xlink:href="#m29473d8142" y="130.740326"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="299.940926" xlink:href="#m29473d8142" y="129.947395"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="300.144697" xlink:href="#m29473d8142" y="130.370996"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="300.446809" xlink:href="#m29473d8142" y="131.185614"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="300.696621" xlink:href="#m29473d8142" y="132.521965"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="300.686372" xlink:href="#m29473d8142" y="130.982787"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="300.80253" xlink:href="#m29473d8142" y="128.814687"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="300.992779" xlink:href="#m29473d8142" y="129.171509"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="301.41975" xlink:href="#m29473d8142" y="129.364514"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="301.841628" xlink:href="#m29473d8142" y="132.878518"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="301.898334" xlink:href="#m29473d8142" y="132.045987"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="302.137131" xlink:href="#m29473d8142" y="130.437347"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="302.47561" xlink:href="#m29473d8142" y="128.501803"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="302.744852" xlink:href="#m29473d8142" y="127.79436"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="303.114638" xlink:href="#m29473d8142" y="127.698689"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="303.603567" xlink:href="#m29473d8142" y="129.110199"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="303.937991" xlink:href="#m29473d8142" y="129.64112"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="304.107838" xlink:href="#m29473d8142" y="128.078671"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="304.342532" xlink:href="#m29473d8142" y="126.614976"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="304.557127" xlink:href="#m29473d8142" y="125.571592"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="305.167626" xlink:href="#m29473d8142" y="124.974191"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="305.679879" xlink:href="#m29473d8142" y="126.461581"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="306.164018" xlink:href="#m29473d8142" y="128.35511"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="306.812609" xlink:href="#m29473d8142" y="125.739341"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="307.411294" xlink:href="#m29473d8142" y="123.614091"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="307.824822" xlink:href="#m29473d8142" y="121.171283"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="308.748465" xlink:href="#m29473d8142" y="122.661839"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="309.781624" xlink:href="#m29473d8142" y="124.942865"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="310.6814" xlink:href="#m29473d8142" y="124.839623"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="312.025515" xlink:href="#m29473d8142" y="123.281436"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="313.492047" xlink:href="#m29473d8142" y="121.378437"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="314.928438" xlink:href="#m29473d8142" y="119.360582"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="317.110275" xlink:href="#m29473d8142" y="118.206368"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="320.631678" xlink:href="#m29473d8142" y="118.39457"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="324.432796" xlink:href="#m29473d8142" y="116.731994"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="328.070979" xlink:href="#m29473d8142" y="112.946995"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="331.394662" xlink:href="#m29473d8142" y="108.536778"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="334.570131" xlink:href="#m29473d8142" y="105.904879"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="337.813799" xlink:href="#m29473d8142" y="104.681926"/>
-     <use style="fill:#1f77b4;stroke:#1f77b4;" x="341.206832" xlink:href="#m29473d8142" y="102.135162"/>
-    </g>
-   </g>
-   <g id="line2d_32">
-    <defs>
-     <path d="M 0 0.5 
-C 0.132602 0.5 0.25979 0.447317 0.353553 0.353553 
-C 0.447317 0.25979 0.5 0.132602 0.5 0 
-C 0.5 -0.132602 0.447317 -0.25979 0.353553 -0.353553 
-C 0.25979 -0.447317 0.132602 -0.5 0 -0.5 
-C -0.132602 -0.5 -0.25979 -0.447317 -0.353553 -0.353553 
-C -0.447317 -0.25979 -0.5 -0.132602 -0.5 0 
-C -0.5 0.132602 -0.447317 0.25979 -0.353553 0.353553 
-C -0.25979 0.447317 -0.132602 0.5 0 0.5 
-z
-" id="m2a9327d2d7" style="stroke:#ff7f0e;"/>
-    </defs>
-    <g clip-path="url(#paa9c09d1e6)">
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="54.129998" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="54.129998" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="54.727308" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="54.727308" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="55.48165" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="55.48165" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="55.98772" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="55.98772" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.031044" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.031044" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="55.483221" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="55.483221" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="54.926921" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="54.926921" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="55.391667" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="55.391667" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.142154" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.142154" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.727772" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.727772" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.034845" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.034845" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.729066" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.729066" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.000851" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.000851" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.209878" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.209878" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.896497" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.896497" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.569293" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.569293" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.908157" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.908157" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.419786" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.419786" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.616032" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.616032" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.861985" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="56.861985" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.615124" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.615124" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.304698" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.304698" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.623395" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.623395" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.308052" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.308052" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.667329" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.667329" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.745799" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="57.745799" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.496429" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.496429" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.237139" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.237139" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.644351" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.644351" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.25509" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.25509" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.272139" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.272139" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.365144" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="58.365144" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.179151" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.179151" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.985361" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.985361" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.327606" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.327606" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.186316" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.186316" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.777296" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.777296" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.821077" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="59.821077" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.62531" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.62531" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="61.394012" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="61.394012" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="61.762192" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="61.762192" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="61.488701" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="61.488701" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.683416" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.683416" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.723754" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="60.723754" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="61.527923" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="61.527923" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.391366" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.391366" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.772384" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.772384" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.577659" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.577659" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.029644" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.029644" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.071538" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.071538" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.967522" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.967522" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="63.823452" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="63.823452" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.262799" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.262799" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.015563" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.015563" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="63.024323" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="63.024323" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.818685" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="62.818685" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="63.556227" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="63.556227" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.34522" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.34522" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.842357" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.842357" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.597832" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.597832" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.05967" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.05967" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.116931" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.116931" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.992836" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="64.992836" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="65.921906" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="65.921906" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.254491" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.254491" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.146397" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.146397" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="65.563197" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="65.563197" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="65.397015" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="65.397015" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.169242" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.169242" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.103342" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.103342" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.478814" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.478814" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.009527" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.009527" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.014924" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.014924" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="65.872087" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="65.872087" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.672526" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.672526" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.610237" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.610237" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.01627" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.01627" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.809104" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.809104" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.671708" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.671708" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.445029" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="66.445029" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.244691" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="67.244691" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.225399" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.225399" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.642163" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.642163" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.496409" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.496409" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.053361" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.053361" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.105413" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.105413" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.971219" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="68.971219" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.03209" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.03209" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.471177" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.471177" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.055814" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.055814" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="69.280759" xlink:href="#m2a9327d2d7" y="251.981325"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="69.280759" xlink:href="#m2a9327d2d7" y="251.981325"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="69.198787" xlink:href="#m2a9327d2d7" y="251.90162"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="69.198787" xlink:href="#m2a9327d2d7" y="251.90162"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.079162" xlink:href="#m2a9327d2d7" y="251.814017"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.079162" xlink:href="#m2a9327d2d7" y="251.814017"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.016711" xlink:href="#m2a9327d2d7" y="251.843775"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.016711" xlink:href="#m2a9327d2d7" y="251.843775"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.460618" xlink:href="#m2a9327d2d7" y="251.926354"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.460618" xlink:href="#m2a9327d2d7" y="251.926354"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.118469" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.118469" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="69.745304" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="69.745304" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="69.350345" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="69.350345" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.171335" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.171335" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.187719" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.187719" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.759214" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.759214" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.579138" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.579138" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.631885" xlink:href="#m2a9327d2d7" y="251.997509"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.631885" xlink:href="#m2a9327d2d7" y="251.997509"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.524943" xlink:href="#m2a9327d2d7" y="251.241274"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="70.524943" xlink:href="#m2a9327d2d7" y="251.241274"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.484581" xlink:href="#m2a9327d2d7" y="250.675589"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.484581" xlink:href="#m2a9327d2d7" y="250.675589"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="72.452439" xlink:href="#m2a9327d2d7" y="250.857382"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="72.452439" xlink:href="#m2a9327d2d7" y="250.857382"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.006715" xlink:href="#m2a9327d2d7" y="251.777781"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.006715" xlink:href="#m2a9327d2d7" y="251.777781"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="72.891289" xlink:href="#m2a9327d2d7" y="251.997998"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="72.891289" xlink:href="#m2a9327d2d7" y="251.997998"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.93631" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.93631" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.370963" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="71.370963" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="72.182172" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="72.182172" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.312168" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.312168" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.994407" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.994407" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.902136" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.902136" xlink:href="#m2a9327d2d7" y="252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.353218" xlink:href="#m2a9327d2d7" y="251.890491"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.353218" xlink:href="#m2a9327d2d7" y="251.890491"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.4558" xlink:href="#m2a9327d2d7" y="251.015109"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="73.4558" xlink:href="#m2a9327d2d7" y="251.015109"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="74.461584" xlink:href="#m2a9327d2d7" y="250.667385"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="74.461584" xlink:href="#m2a9327d2d7" y="250.667385"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="75.523731" xlink:href="#m2a9327d2d7" y="250.670531"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="75.523731" xlink:href="#m2a9327d2d7" y="250.670531"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.100565" xlink:href="#m2a9327d2d7" y="251.694485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.100565" xlink:href="#m2a9327d2d7" y="251.694485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.037371" xlink:href="#m2a9327d2d7" y="251.997808"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.037371" xlink:href="#m2a9327d2d7" y="251.997808"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="75.083787" xlink:href="#m2a9327d2d7" y="251.913698"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="75.083787" xlink:href="#m2a9327d2d7" y="251.913698"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="74.543656" xlink:href="#m2a9327d2d7" y="251.156683"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="74.543656" xlink:href="#m2a9327d2d7" y="251.156683"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="75.353976" xlink:href="#m2a9327d2d7" y="250.922947"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="75.353976" xlink:href="#m2a9327d2d7" y="250.922947"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.352762" xlink:href="#m2a9327d2d7" y="250.961698"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.352762" xlink:href="#m2a9327d2d7" y="250.961698"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.990829" xlink:href="#m2a9327d2d7" y="251.628259"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.990829" xlink:href="#m2a9327d2d7" y="251.628259"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="77.17586" xlink:href="#m2a9327d2d7" y="251.844029"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="77.17586" xlink:href="#m2a9327d2d7" y="251.844029"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.76286" xlink:href="#m2a9327d2d7" y="250.60921"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.76286" xlink:href="#m2a9327d2d7" y="250.60921"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.77366" xlink:href="#m2a9327d2d7" y="249.126939"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.77366" xlink:href="#m2a9327d2d7" y="249.126939"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="77.584585" xlink:href="#m2a9327d2d7" y="248.262281"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="77.584585" xlink:href="#m2a9327d2d7" y="248.262281"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.522823" xlink:href="#m2a9327d2d7" y="247.861042"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.522823" xlink:href="#m2a9327d2d7" y="247.861042"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="79.010316" xlink:href="#m2a9327d2d7" y="250.655307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="79.010316" xlink:href="#m2a9327d2d7" y="250.655307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.631725" xlink:href="#m2a9327d2d7" y="250.417915"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.631725" xlink:href="#m2a9327d2d7" y="250.417915"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="77.319722" xlink:href="#m2a9327d2d7" y="250.619183"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="77.319722" xlink:href="#m2a9327d2d7" y="250.619183"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.640975" xlink:href="#m2a9327d2d7" y="248.97739"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="76.640975" xlink:href="#m2a9327d2d7" y="248.97739"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="77.363497" xlink:href="#m2a9327d2d7" y="248.661854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="77.363497" xlink:href="#m2a9327d2d7" y="248.661854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.365655" xlink:href="#m2a9327d2d7" y="249.675069"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.365655" xlink:href="#m2a9327d2d7" y="249.675069"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.879247" xlink:href="#m2a9327d2d7" y="250.612447"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.879247" xlink:href="#m2a9327d2d7" y="250.612447"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.866533" xlink:href="#m2a9327d2d7" y="251.062394"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.866533" xlink:href="#m2a9327d2d7" y="251.062394"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.538948" xlink:href="#m2a9327d2d7" y="248.950492"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.538948" xlink:href="#m2a9327d2d7" y="248.950492"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.649903" xlink:href="#m2a9327d2d7" y="247.296012"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="78.649903" xlink:href="#m2a9327d2d7" y="247.296012"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="79.461075" xlink:href="#m2a9327d2d7" y="247.074648"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="79.461075" xlink:href="#m2a9327d2d7" y="247.074648"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.441769" xlink:href="#m2a9327d2d7" y="248.447657"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.441769" xlink:href="#m2a9327d2d7" y="248.447657"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.718751" xlink:href="#m2a9327d2d7" y="249.617591"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.718751" xlink:href="#m2a9327d2d7" y="249.617591"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.470214" xlink:href="#m2a9327d2d7" y="250.293025"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.470214" xlink:href="#m2a9327d2d7" y="250.293025"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.052824" xlink:href="#m2a9327d2d7" y="248.907585"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.052824" xlink:href="#m2a9327d2d7" y="248.907585"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.071574" xlink:href="#m2a9327d2d7" y="247.159721"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.071574" xlink:href="#m2a9327d2d7" y="247.159721"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.821413" xlink:href="#m2a9327d2d7" y="246.923911"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="80.821413" xlink:href="#m2a9327d2d7" y="246.923911"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.644535" xlink:href="#m2a9327d2d7" y="246.491503"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.644535" xlink:href="#m2a9327d2d7" y="246.491503"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.92844" xlink:href="#m2a9327d2d7" y="248.597042"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.92844" xlink:href="#m2a9327d2d7" y="248.597042"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.874057" xlink:href="#m2a9327d2d7" y="249.56982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.874057" xlink:href="#m2a9327d2d7" y="249.56982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.498795" xlink:href="#m2a9327d2d7" y="248.98187"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.498795" xlink:href="#m2a9327d2d7" y="248.98187"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.452831" xlink:href="#m2a9327d2d7" y="248.343485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="81.452831" xlink:href="#m2a9327d2d7" y="248.343485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.219623" xlink:href="#m2a9327d2d7" y="247.676589"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.219623" xlink:href="#m2a9327d2d7" y="247.676589"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.091818" xlink:href="#m2a9327d2d7" y="247.580791"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.091818" xlink:href="#m2a9327d2d7" y="247.580791"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.474734" xlink:href="#m2a9327d2d7" y="248.745045"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.474734" xlink:href="#m2a9327d2d7" y="248.745045"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.33298" xlink:href="#m2a9327d2d7" y="248.562361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.33298" xlink:href="#m2a9327d2d7" y="248.562361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.540847" xlink:href="#m2a9327d2d7" y="247.605626"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.540847" xlink:href="#m2a9327d2d7" y="247.605626"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.22726" xlink:href="#m2a9327d2d7" y="246.082703"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.22726" xlink:href="#m2a9327d2d7" y="246.082703"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.970258" xlink:href="#m2a9327d2d7" y="245.765153"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.970258" xlink:href="#m2a9327d2d7" y="245.765153"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.815124" xlink:href="#m2a9327d2d7" y="246.605591"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.815124" xlink:href="#m2a9327d2d7" y="246.605591"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.20978" xlink:href="#m2a9327d2d7" y="248.231647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.20978" xlink:href="#m2a9327d2d7" y="248.231647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.931114" xlink:href="#m2a9327d2d7" y="248.81554"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.931114" xlink:href="#m2a9327d2d7" y="248.81554"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.023563" xlink:href="#m2a9327d2d7" y="246.737171"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.023563" xlink:href="#m2a9327d2d7" y="246.737171"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.815696" xlink:href="#m2a9327d2d7" y="246.556744"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="82.815696" xlink:href="#m2a9327d2d7" y="246.556744"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.648111" xlink:href="#m2a9327d2d7" y="245.702061"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.648111" xlink:href="#m2a9327d2d7" y="245.702061"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.530882" xlink:href="#m2a9327d2d7" y="246.929684"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.530882" xlink:href="#m2a9327d2d7" y="246.929684"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.013841" xlink:href="#m2a9327d2d7" y="248.98282"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.013841" xlink:href="#m2a9327d2d7" y="248.98282"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.89818" xlink:href="#m2a9327d2d7" y="248.922563"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.89818" xlink:href="#m2a9327d2d7" y="248.922563"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.208427" xlink:href="#m2a9327d2d7" y="247.773311"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.208427" xlink:href="#m2a9327d2d7" y="247.773311"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.951131" xlink:href="#m2a9327d2d7" y="245.962646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="83.951131" xlink:href="#m2a9327d2d7" y="245.962646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.695782" xlink:href="#m2a9327d2d7" y="245.328602"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.695782" xlink:href="#m2a9327d2d7" y="245.328602"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.505065" xlink:href="#m2a9327d2d7" y="244.704286"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.505065" xlink:href="#m2a9327d2d7" y="244.704286"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.955214" xlink:href="#m2a9327d2d7" y="246.848531"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.955214" xlink:href="#m2a9327d2d7" y="246.848531"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.626608" xlink:href="#m2a9327d2d7" y="246.288156"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.626608" xlink:href="#m2a9327d2d7" y="246.288156"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.567347" xlink:href="#m2a9327d2d7" y="244.818871"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.567347" xlink:href="#m2a9327d2d7" y="244.818871"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.189533" xlink:href="#m2a9327d2d7" y="244.201993"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.189533" xlink:href="#m2a9327d2d7" y="244.201993"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.888128" xlink:href="#m2a9327d2d7" y="244.71309"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.888128" xlink:href="#m2a9327d2d7" y="244.71309"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.652613" xlink:href="#m2a9327d2d7" y="244.883441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.652613" xlink:href="#m2a9327d2d7" y="244.883441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.972753" xlink:href="#m2a9327d2d7" y="247.77562"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.972753" xlink:href="#m2a9327d2d7" y="247.77562"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.81413" xlink:href="#m2a9327d2d7" y="248.119397"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.81413" xlink:href="#m2a9327d2d7" y="248.119397"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.011454" xlink:href="#m2a9327d2d7" y="246.851688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.011454" xlink:href="#m2a9327d2d7" y="246.851688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.57588" xlink:href="#m2a9327d2d7" y="245.426771"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="84.57588" xlink:href="#m2a9327d2d7" y="245.426771"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.165021" xlink:href="#m2a9327d2d7" y="244.223519"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.165021" xlink:href="#m2a9327d2d7" y="244.223519"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.98663" xlink:href="#m2a9327d2d7" y="244.642395"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.98663" xlink:href="#m2a9327d2d7" y="244.642395"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.321128" xlink:href="#m2a9327d2d7" y="246.799659"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.321128" xlink:href="#m2a9327d2d7" y="246.799659"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.900041" xlink:href="#m2a9327d2d7" y="246.17422"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.900041" xlink:href="#m2a9327d2d7" y="246.17422"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.236789" xlink:href="#m2a9327d2d7" y="245.533714"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.236789" xlink:href="#m2a9327d2d7" y="245.533714"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.199095" xlink:href="#m2a9327d2d7" y="243.957044"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.199095" xlink:href="#m2a9327d2d7" y="243.957044"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.94092" xlink:href="#m2a9327d2d7" y="243.265131"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.94092" xlink:href="#m2a9327d2d7" y="243.265131"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.759356" xlink:href="#m2a9327d2d7" y="245.738755"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.759356" xlink:href="#m2a9327d2d7" y="245.738755"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.089207" xlink:href="#m2a9327d2d7" y="247.506809"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.089207" xlink:href="#m2a9327d2d7" y="247.506809"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.916375" xlink:href="#m2a9327d2d7" y="247.878094"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.916375" xlink:href="#m2a9327d2d7" y="247.878094"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.17357" xlink:href="#m2a9327d2d7" y="246.99198"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.17357" xlink:href="#m2a9327d2d7" y="246.99198"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.783051" xlink:href="#m2a9327d2d7" y="246.162848"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="85.783051" xlink:href="#m2a9327d2d7" y="246.162848"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.406369" xlink:href="#m2a9327d2d7" y="243.797875"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.406369" xlink:href="#m2a9327d2d7" y="243.797875"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.200222" xlink:href="#m2a9327d2d7" y="244.906376"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.200222" xlink:href="#m2a9327d2d7" y="244.906376"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.49418" xlink:href="#m2a9327d2d7" y="247.385244"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.49418" xlink:href="#m2a9327d2d7" y="247.385244"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.387422" xlink:href="#m2a9327d2d7" y="247.714894"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.387422" xlink:href="#m2a9327d2d7" y="247.714894"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.859398" xlink:href="#m2a9327d2d7" y="244.903604"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.859398" xlink:href="#m2a9327d2d7" y="244.903604"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.949901" xlink:href="#m2a9327d2d7" y="242.965803"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="86.949901" xlink:href="#m2a9327d2d7" y="242.965803"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.717448" xlink:href="#m2a9327d2d7" y="242.516007"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.717448" xlink:href="#m2a9327d2d7" y="242.516007"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.470977" xlink:href="#m2a9327d2d7" y="242.816308"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.470977" xlink:href="#m2a9327d2d7" y="242.816308"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.641119" xlink:href="#m2a9327d2d7" y="245.313154"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.641119" xlink:href="#m2a9327d2d7" y="245.313154"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.17731" xlink:href="#m2a9327d2d7" y="246.011492"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.17731" xlink:href="#m2a9327d2d7" y="246.011492"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.546807" xlink:href="#m2a9327d2d7" y="244.378882"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.546807" xlink:href="#m2a9327d2d7" y="244.378882"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.545458" xlink:href="#m2a9327d2d7" y="243.11493"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="87.545458" xlink:href="#m2a9327d2d7" y="243.11493"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.303166" xlink:href="#m2a9327d2d7" y="241.542977"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.303166" xlink:href="#m2a9327d2d7" y="241.542977"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.089274" xlink:href="#m2a9327d2d7" y="243.422775"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.089274" xlink:href="#m2a9327d2d7" y="243.422775"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.451313" xlink:href="#m2a9327d2d7" y="244.680178"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.451313" xlink:href="#m2a9327d2d7" y="244.680178"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.059788" xlink:href="#m2a9327d2d7" y="244.90452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.059788" xlink:href="#m2a9327d2d7" y="244.90452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.394583" xlink:href="#m2a9327d2d7" y="243.579087"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.394583" xlink:href="#m2a9327d2d7" y="243.579087"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.461502" xlink:href="#m2a9327d2d7" y="241.602677"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="88.461502" xlink:href="#m2a9327d2d7" y="241.602677"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.137723" xlink:href="#m2a9327d2d7" y="239.602198"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.137723" xlink:href="#m2a9327d2d7" y="239.602198"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.814498" xlink:href="#m2a9327d2d7" y="243.195299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.814498" xlink:href="#m2a9327d2d7" y="243.195299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.005789" xlink:href="#m2a9327d2d7" y="245.757594"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.005789" xlink:href="#m2a9327d2d7" y="245.757594"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.75493" xlink:href="#m2a9327d2d7" y="246.200434"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.75493" xlink:href="#m2a9327d2d7" y="246.200434"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.237577" xlink:href="#m2a9327d2d7" y="244.800246"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.237577" xlink:href="#m2a9327d2d7" y="244.800246"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.040782" xlink:href="#m2a9327d2d7" y="242.028419"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.040782" xlink:href="#m2a9327d2d7" y="242.028419"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.697055" xlink:href="#m2a9327d2d7" y="241.15632"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="89.697055" xlink:href="#m2a9327d2d7" y="241.15632"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.351221" xlink:href="#m2a9327d2d7" y="242.429848"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.351221" xlink:href="#m2a9327d2d7" y="242.429848"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.589794" xlink:href="#m2a9327d2d7" y="244.552582"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.589794" xlink:href="#m2a9327d2d7" y="244.552582"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.455301" xlink:href="#m2a9327d2d7" y="243.858291"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.455301" xlink:href="#m2a9327d2d7" y="243.858291"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.115313" xlink:href="#m2a9327d2d7" y="241.293013"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.115313" xlink:href="#m2a9327d2d7" y="241.293013"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.153229" xlink:href="#m2a9327d2d7" y="240.508659"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.153229" xlink:href="#m2a9327d2d7" y="240.508659"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.797317" xlink:href="#m2a9327d2d7" y="239.22241"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.797317" xlink:href="#m2a9327d2d7" y="239.22241"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.471035" xlink:href="#m2a9327d2d7" y="240.685752"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.471035" xlink:href="#m2a9327d2d7" y="240.685752"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.799752" xlink:href="#m2a9327d2d7" y="243.886381"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.799752" xlink:href="#m2a9327d2d7" y="243.886381"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.444307" xlink:href="#m2a9327d2d7" y="245.230227"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.444307" xlink:href="#m2a9327d2d7" y="245.230227"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.802497" xlink:href="#m2a9327d2d7" y="244.808688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.802497" xlink:href="#m2a9327d2d7" y="244.808688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.648919" xlink:href="#m2a9327d2d7" y="243.276363"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="90.648919" xlink:href="#m2a9327d2d7" y="243.276363"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.321791" xlink:href="#m2a9327d2d7" y="241.812658"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.321791" xlink:href="#m2a9327d2d7" y="241.812658"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.003204" xlink:href="#m2a9327d2d7" y="242.622125"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.003204" xlink:href="#m2a9327d2d7" y="242.622125"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.276636" xlink:href="#m2a9327d2d7" y="245.710177"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.276636" xlink:href="#m2a9327d2d7" y="245.710177"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.809491" xlink:href="#m2a9327d2d7" y="244.47915"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.809491" xlink:href="#m2a9327d2d7" y="244.47915"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.115546" xlink:href="#m2a9327d2d7" y="242.280114"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.115546" xlink:href="#m2a9327d2d7" y="242.280114"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.087173" xlink:href="#m2a9327d2d7" y="241.210281"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.087173" xlink:href="#m2a9327d2d7" y="241.210281"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.811981" xlink:href="#m2a9327d2d7" y="241.391306"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.811981" xlink:href="#m2a9327d2d7" y="241.391306"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.494883" xlink:href="#m2a9327d2d7" y="243.364806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.494883" xlink:href="#m2a9327d2d7" y="243.364806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.728552" xlink:href="#m2a9327d2d7" y="245.709452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.728552" xlink:href="#m2a9327d2d7" y="245.709452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.356104" xlink:href="#m2a9327d2d7" y="246.472094"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.356104" xlink:href="#m2a9327d2d7" y="246.472094"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.743976" xlink:href="#m2a9327d2d7" y="245.14266"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.743976" xlink:href="#m2a9327d2d7" y="245.14266"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.620152" xlink:href="#m2a9327d2d7" y="243.688527"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="91.620152" xlink:href="#m2a9327d2d7" y="243.688527"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.271983" xlink:href="#m2a9327d2d7" y="242.789159"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.271983" xlink:href="#m2a9327d2d7" y="242.789159"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.947233" xlink:href="#m2a9327d2d7" y="243.198982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.947233" xlink:href="#m2a9327d2d7" y="243.198982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.278166" xlink:href="#m2a9327d2d7" y="246.420341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.278166" xlink:href="#m2a9327d2d7" y="246.420341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.110686" xlink:href="#m2a9327d2d7" y="245.969708"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.110686" xlink:href="#m2a9327d2d7" y="245.969708"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.498156" xlink:href="#m2a9327d2d7" y="244.010021"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.498156" xlink:href="#m2a9327d2d7" y="244.010021"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.336288" xlink:href="#m2a9327d2d7" y="242.424068"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.336288" xlink:href="#m2a9327d2d7" y="242.424068"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.978252" xlink:href="#m2a9327d2d7" y="241.690821"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.978252" xlink:href="#m2a9327d2d7" y="241.690821"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.611648" xlink:href="#m2a9327d2d7" y="243.028525"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.611648" xlink:href="#m2a9327d2d7" y="243.028525"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.869894" xlink:href="#m2a9327d2d7" y="245.706196"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.869894" xlink:href="#m2a9327d2d7" y="245.706196"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.634569" xlink:href="#m2a9327d2d7" y="246.034034"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.634569" xlink:href="#m2a9327d2d7" y="246.034034"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.158152" xlink:href="#m2a9327d2d7" y="244.326381"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.158152" xlink:href="#m2a9327d2d7" y="244.326381"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.086663" xlink:href="#m2a9327d2d7" y="242.158636"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.086663" xlink:href="#m2a9327d2d7" y="242.158636"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.679254" xlink:href="#m2a9327d2d7" y="240.154339"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.679254" xlink:href="#m2a9327d2d7" y="240.154339"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.303857" xlink:href="#m2a9327d2d7" y="242.007859"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.303857" xlink:href="#m2a9327d2d7" y="242.007859"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.416415" xlink:href="#m2a9327d2d7" y="243.284603"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.416415" xlink:href="#m2a9327d2d7" y="243.284603"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.793735" xlink:href="#m2a9327d2d7" y="243.817054"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.793735" xlink:href="#m2a9327d2d7" y="243.817054"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.731944" xlink:href="#m2a9327d2d7" y="243.199981"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.731944" xlink:href="#m2a9327d2d7" y="243.199981"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.289041" xlink:href="#m2a9327d2d7" y="242.214319"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.289041" xlink:href="#m2a9327d2d7" y="242.214319"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.924316" xlink:href="#m2a9327d2d7" y="243.031774"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.924316" xlink:href="#m2a9327d2d7" y="243.031774"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.64679" xlink:href="#m2a9327d2d7" y="244.10353"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.64679" xlink:href="#m2a9327d2d7" y="244.10353"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.972338" xlink:href="#m2a9327d2d7" y="245.683227"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.972338" xlink:href="#m2a9327d2d7" y="245.683227"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.509803" xlink:href="#m2a9327d2d7" y="246.294905"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.509803" xlink:href="#m2a9327d2d7" y="246.294905"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.861165" xlink:href="#m2a9327d2d7" y="244.364834"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.861165" xlink:href="#m2a9327d2d7" y="244.364834"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.995746" xlink:href="#m2a9327d2d7" y="241.737651"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.995746" xlink:href="#m2a9327d2d7" y="241.737651"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.659929" xlink:href="#m2a9327d2d7" y="239.809158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.659929" xlink:href="#m2a9327d2d7" y="239.809158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.293369" xlink:href="#m2a9327d2d7" y="241.886255"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.293369" xlink:href="#m2a9327d2d7" y="241.886255"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.631457" xlink:href="#m2a9327d2d7" y="244.107579"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.631457" xlink:href="#m2a9327d2d7" y="244.107579"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.209351" xlink:href="#m2a9327d2d7" y="244.400899"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.209351" xlink:href="#m2a9327d2d7" y="244.400899"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.094985" xlink:href="#m2a9327d2d7" y="242.515558"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.094985" xlink:href="#m2a9327d2d7" y="242.515558"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.506122" xlink:href="#m2a9327d2d7" y="241.756517"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.506122" xlink:href="#m2a9327d2d7" y="241.756517"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.024414" xlink:href="#m2a9327d2d7" y="242.592704"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.024414" xlink:href="#m2a9327d2d7" y="242.592704"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.642871" xlink:href="#m2a9327d2d7" y="244.640781"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.642871" xlink:href="#m2a9327d2d7" y="244.640781"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.888002" xlink:href="#m2a9327d2d7" y="246.416832"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.888002" xlink:href="#m2a9327d2d7" y="246.416832"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.518595" xlink:href="#m2a9327d2d7" y="245.822854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.518595" xlink:href="#m2a9327d2d7" y="245.822854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.084636" xlink:href="#m2a9327d2d7" y="243.907747"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.084636" xlink:href="#m2a9327d2d7" y="243.907747"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.919623" xlink:href="#m2a9327d2d7" y="242.297213"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="92.919623" xlink:href="#m2a9327d2d7" y="242.297213"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.442225" xlink:href="#m2a9327d2d7" y="240.821823"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.442225" xlink:href="#m2a9327d2d7" y="240.821823"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.110088" xlink:href="#m2a9327d2d7" y="242.423817"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.110088" xlink:href="#m2a9327d2d7" y="242.423817"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.209276" xlink:href="#m2a9327d2d7" y="244.485213"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.209276" xlink:href="#m2a9327d2d7" y="244.485213"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.902925" xlink:href="#m2a9327d2d7" y="245.202223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.902925" xlink:href="#m2a9327d2d7" y="245.202223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.514576" xlink:href="#m2a9327d2d7" y="243.463139"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.514576" xlink:href="#m2a9327d2d7" y="243.463139"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.407777" xlink:href="#m2a9327d2d7" y="242.196524"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.407777" xlink:href="#m2a9327d2d7" y="242.196524"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.971652" xlink:href="#m2a9327d2d7" y="241.262164"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.971652" xlink:href="#m2a9327d2d7" y="241.262164"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.515239" xlink:href="#m2a9327d2d7" y="242.35556"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.515239" xlink:href="#m2a9327d2d7" y="242.35556"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.463071" xlink:href="#m2a9327d2d7" y="245.313776"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.463071" xlink:href="#m2a9327d2d7" y="245.313776"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.034939" xlink:href="#m2a9327d2d7" y="244.647555"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.034939" xlink:href="#m2a9327d2d7" y="244.647555"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.607374" xlink:href="#m2a9327d2d7" y="244.050632"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.607374" xlink:href="#m2a9327d2d7" y="244.050632"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.611525" xlink:href="#m2a9327d2d7" y="242.754404"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.611525" xlink:href="#m2a9327d2d7" y="242.754404"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.22101" xlink:href="#m2a9327d2d7" y="241.536495"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.22101" xlink:href="#m2a9327d2d7" y="241.536495"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.804544" xlink:href="#m2a9327d2d7" y="242.091447"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.804544" xlink:href="#m2a9327d2d7" y="242.091447"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.010395" xlink:href="#m2a9327d2d7" y="244.272926"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.010395" xlink:href="#m2a9327d2d7" y="244.272926"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.530058" xlink:href="#m2a9327d2d7" y="245.892827"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.530058" xlink:href="#m2a9327d2d7" y="245.892827"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.755389" xlink:href="#m2a9327d2d7" y="244.388786"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.755389" xlink:href="#m2a9327d2d7" y="244.388786"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.60984" xlink:href="#m2a9327d2d7" y="243.108506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.60984" xlink:href="#m2a9327d2d7" y="243.108506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.334409" xlink:href="#m2a9327d2d7" y="243.521311"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.334409" xlink:href="#m2a9327d2d7" y="243.521311"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.971341" xlink:href="#m2a9327d2d7" y="243.893911"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.971341" xlink:href="#m2a9327d2d7" y="243.893911"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.219997" xlink:href="#m2a9327d2d7" y="246.91158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.219997" xlink:href="#m2a9327d2d7" y="246.91158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.592416" xlink:href="#m2a9327d2d7" y="246.4746"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.592416" xlink:href="#m2a9327d2d7" y="246.4746"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.471715" xlink:href="#m2a9327d2d7" y="243.985401"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.471715" xlink:href="#m2a9327d2d7" y="243.985401"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.156329" xlink:href="#m2a9327d2d7" y="242.296343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.156329" xlink:href="#m2a9327d2d7" y="242.296343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.695466" xlink:href="#m2a9327d2d7" y="241.394921"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.695466" xlink:href="#m2a9327d2d7" y="241.394921"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.373598" xlink:href="#m2a9327d2d7" y="243.130941"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.373598" xlink:href="#m2a9327d2d7" y="243.130941"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.604381" xlink:href="#m2a9327d2d7" y="244.681126"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.604381" xlink:href="#m2a9327d2d7" y="244.681126"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.178189" xlink:href="#m2a9327d2d7" y="244.93151"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.178189" xlink:href="#m2a9327d2d7" y="244.93151"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.517426" xlink:href="#m2a9327d2d7" y="243.102525"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.517426" xlink:href="#m2a9327d2d7" y="243.102525"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.383408" xlink:href="#m2a9327d2d7" y="241.466066"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.383408" xlink:href="#m2a9327d2d7" y="241.466066"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.98074" xlink:href="#m2a9327d2d7" y="241.065923"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.98074" xlink:href="#m2a9327d2d7" y="241.065923"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.588624" xlink:href="#m2a9327d2d7" y="242.307135"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.588624" xlink:href="#m2a9327d2d7" y="242.307135"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.819703" xlink:href="#m2a9327d2d7" y="244.850207"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.819703" xlink:href="#m2a9327d2d7" y="244.850207"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.515283" xlink:href="#m2a9327d2d7" y="245.883471"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.515283" xlink:href="#m2a9327d2d7" y="245.883471"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.833655" xlink:href="#m2a9327d2d7" y="244.26414"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.833655" xlink:href="#m2a9327d2d7" y="244.26414"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.740462" xlink:href="#m2a9327d2d7" y="243.25744"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="93.740462" xlink:href="#m2a9327d2d7" y="243.25744"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.422178" xlink:href="#m2a9327d2d7" y="243.142371"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.422178" xlink:href="#m2a9327d2d7" y="243.142371"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.111745" xlink:href="#m2a9327d2d7" y="243.394847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.111745" xlink:href="#m2a9327d2d7" y="243.394847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.238986" xlink:href="#m2a9327d2d7" y="244.215031"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.238986" xlink:href="#m2a9327d2d7" y="244.215031"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.848127" xlink:href="#m2a9327d2d7" y="244.110038"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.848127" xlink:href="#m2a9327d2d7" y="244.110038"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.293516" xlink:href="#m2a9327d2d7" y="242.743342"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.293516" xlink:href="#m2a9327d2d7" y="242.743342"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.264888" xlink:href="#m2a9327d2d7" y="241.352324"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.264888" xlink:href="#m2a9327d2d7" y="241.352324"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.925603" xlink:href="#m2a9327d2d7" y="239.805361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.925603" xlink:href="#m2a9327d2d7" y="239.805361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.605839" xlink:href="#m2a9327d2d7" y="241.046192"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.605839" xlink:href="#m2a9327d2d7" y="241.046192"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.768421" xlink:href="#m2a9327d2d7" y="243.527923"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.768421" xlink:href="#m2a9327d2d7" y="243.527923"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.435621" xlink:href="#m2a9327d2d7" y="244.267024"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.435621" xlink:href="#m2a9327d2d7" y="244.267024"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.825142" xlink:href="#m2a9327d2d7" y="242.872791"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.825142" xlink:href="#m2a9327d2d7" y="242.872791"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.710441" xlink:href="#m2a9327d2d7" y="241.178691"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="94.710441" xlink:href="#m2a9327d2d7" y="241.178691"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.350251" xlink:href="#m2a9327d2d7" y="241.186251"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.350251" xlink:href="#m2a9327d2d7" y="241.186251"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.028048" xlink:href="#m2a9327d2d7" y="242.631192"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.028048" xlink:href="#m2a9327d2d7" y="242.631192"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.175624" xlink:href="#m2a9327d2d7" y="244.0741"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.175624" xlink:href="#m2a9327d2d7" y="244.0741"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.837368" xlink:href="#m2a9327d2d7" y="244.751612"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.837368" xlink:href="#m2a9327d2d7" y="244.751612"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.217586" xlink:href="#m2a9327d2d7" y="242.916252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.217586" xlink:href="#m2a9327d2d7" y="242.916252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.112571" xlink:href="#m2a9327d2d7" y="240.114815"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.112571" xlink:href="#m2a9327d2d7" y="240.114815"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.79151" xlink:href="#m2a9327d2d7" y="240.999877"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.79151" xlink:href="#m2a9327d2d7" y="240.999877"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.299042" xlink:href="#m2a9327d2d7" y="241.981209"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.299042" xlink:href="#m2a9327d2d7" y="241.981209"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.502701" xlink:href="#m2a9327d2d7" y="244.58719"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.502701" xlink:href="#m2a9327d2d7" y="244.58719"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.151669" xlink:href="#m2a9327d2d7" y="245.207343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.151669" xlink:href="#m2a9327d2d7" y="245.207343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.395207" xlink:href="#m2a9327d2d7" y="243.044231"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.395207" xlink:href="#m2a9327d2d7" y="243.044231"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.249659" xlink:href="#m2a9327d2d7" y="240.830883"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.249659" xlink:href="#m2a9327d2d7" y="240.830883"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.808281" xlink:href="#m2a9327d2d7" y="240.454056"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.808281" xlink:href="#m2a9327d2d7" y="240.454056"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.46281" xlink:href="#m2a9327d2d7" y="240.428147"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.46281" xlink:href="#m2a9327d2d7" y="240.428147"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.735563" xlink:href="#m2a9327d2d7" y="242.586976"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.735563" xlink:href="#m2a9327d2d7" y="242.586976"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.522964" xlink:href="#m2a9327d2d7" y="244.844891"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.522964" xlink:href="#m2a9327d2d7" y="244.844891"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.765017" xlink:href="#m2a9327d2d7" y="242.38803"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.765017" xlink:href="#m2a9327d2d7" y="242.38803"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.606398" xlink:href="#m2a9327d2d7" y="241.47446"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.606398" xlink:href="#m2a9327d2d7" y="241.47446"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.201375" xlink:href="#m2a9327d2d7" y="241.032296"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.201375" xlink:href="#m2a9327d2d7" y="241.032296"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.928147" xlink:href="#m2a9327d2d7" y="242.239874"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.928147" xlink:href="#m2a9327d2d7" y="242.239874"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.130757" xlink:href="#m2a9327d2d7" y="244.06427"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.130757" xlink:href="#m2a9327d2d7" y="244.06427"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.583054" xlink:href="#m2a9327d2d7" y="244.227694"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.583054" xlink:href="#m2a9327d2d7" y="244.227694"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.712518" xlink:href="#m2a9327d2d7" y="243.393662"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.712518" xlink:href="#m2a9327d2d7" y="243.393662"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.459352" xlink:href="#m2a9327d2d7" y="241.930614"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.459352" xlink:href="#m2a9327d2d7" y="241.930614"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.109351" xlink:href="#m2a9327d2d7" y="242.081428"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.109351" xlink:href="#m2a9327d2d7" y="242.081428"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.717735" xlink:href="#m2a9327d2d7" y="242.961137"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.717735" xlink:href="#m2a9327d2d7" y="242.961137"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.083342" xlink:href="#m2a9327d2d7" y="245.283342"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.083342" xlink:href="#m2a9327d2d7" y="245.283342"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.895364" xlink:href="#m2a9327d2d7" y="247.093682"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.895364" xlink:href="#m2a9327d2d7" y="247.093682"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.229117" xlink:href="#m2a9327d2d7" y="243.796343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.229117" xlink:href="#m2a9327d2d7" y="243.796343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.90295" xlink:href="#m2a9327d2d7" y="241.878639"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.90295" xlink:href="#m2a9327d2d7" y="241.878639"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.429452" xlink:href="#m2a9327d2d7" y="240.485503"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.429452" xlink:href="#m2a9327d2d7" y="240.485503"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.035872" xlink:href="#m2a9327d2d7" y="242.481078"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.035872" xlink:href="#m2a9327d2d7" y="242.481078"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.242269" xlink:href="#m2a9327d2d7" y="245.213055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.242269" xlink:href="#m2a9327d2d7" y="245.213055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.950374" xlink:href="#m2a9327d2d7" y="245.012425"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.950374" xlink:href="#m2a9327d2d7" y="245.012425"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.518438" xlink:href="#m2a9327d2d7" y="243.033706"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.518438" xlink:href="#m2a9327d2d7" y="243.033706"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.38545" xlink:href="#m2a9327d2d7" y="241.393977"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.38545" xlink:href="#m2a9327d2d7" y="241.393977"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.021065" xlink:href="#m2a9327d2d7" y="240.390507"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.021065" xlink:href="#m2a9327d2d7" y="240.390507"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.70611" xlink:href="#m2a9327d2d7" y="241.969287"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.70611" xlink:href="#m2a9327d2d7" y="241.969287"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.948299" xlink:href="#m2a9327d2d7" y="243.442675"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.948299" xlink:href="#m2a9327d2d7" y="243.442675"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.48645" xlink:href="#m2a9327d2d7" y="242.834069"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.48645" xlink:href="#m2a9327d2d7" y="242.834069"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.301772" xlink:href="#m2a9327d2d7" y="241.484465"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.301772" xlink:href="#m2a9327d2d7" y="241.484465"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.847765" xlink:href="#m2a9327d2d7" y="241.580609"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="95.847765" xlink:href="#m2a9327d2d7" y="241.580609"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.366623" xlink:href="#m2a9327d2d7" y="241.795245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.366623" xlink:href="#m2a9327d2d7" y="241.795245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.098556" xlink:href="#m2a9327d2d7" y="242.991473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.098556" xlink:href="#m2a9327d2d7" y="242.991473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.417256" xlink:href="#m2a9327d2d7" y="244.927752"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.417256" xlink:href="#m2a9327d2d7" y="244.927752"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.147248" xlink:href="#m2a9327d2d7" y="245.287741"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.147248" xlink:href="#m2a9327d2d7" y="245.287741"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.584986" xlink:href="#m2a9327d2d7" y="243.507388"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.584986" xlink:href="#m2a9327d2d7" y="243.507388"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.536973" xlink:href="#m2a9327d2d7" y="242.464418"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.536973" xlink:href="#m2a9327d2d7" y="242.464418"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.106866" xlink:href="#m2a9327d2d7" y="240.626387"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.106866" xlink:href="#m2a9327d2d7" y="240.626387"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.765003" xlink:href="#m2a9327d2d7" y="242.633813"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.765003" xlink:href="#m2a9327d2d7" y="242.633813"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.910152" xlink:href="#m2a9327d2d7" y="244.91376"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.910152" xlink:href="#m2a9327d2d7" y="244.91376"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.342897" xlink:href="#m2a9327d2d7" y="245.890655"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.342897" xlink:href="#m2a9327d2d7" y="245.890655"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.383139" xlink:href="#m2a9327d2d7" y="244.065794"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.383139" xlink:href="#m2a9327d2d7" y="244.065794"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.203163" xlink:href="#m2a9327d2d7" y="243.249227"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.203163" xlink:href="#m2a9327d2d7" y="243.249227"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.754529" xlink:href="#m2a9327d2d7" y="241.752199"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.754529" xlink:href="#m2a9327d2d7" y="241.752199"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.418597" xlink:href="#m2a9327d2d7" y="243.204287"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.418597" xlink:href="#m2a9327d2d7" y="243.204287"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.551713" xlink:href="#m2a9327d2d7" y="244.745058"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.551713" xlink:href="#m2a9327d2d7" y="244.745058"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.069098" xlink:href="#m2a9327d2d7" y="245.310935"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.069098" xlink:href="#m2a9327d2d7" y="245.310935"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.328572" xlink:href="#m2a9327d2d7" y="242.884005"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.328572" xlink:href="#m2a9327d2d7" y="242.884005"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.355744" xlink:href="#m2a9327d2d7" y="241.450176"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.355744" xlink:href="#m2a9327d2d7" y="241.450176"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.037065" xlink:href="#m2a9327d2d7" y="240.440082"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.037065" xlink:href="#m2a9327d2d7" y="240.440082"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.740976" xlink:href="#m2a9327d2d7" y="241.953133"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.740976" xlink:href="#m2a9327d2d7" y="241.953133"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.912036" xlink:href="#m2a9327d2d7" y="244.737985"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.912036" xlink:href="#m2a9327d2d7" y="244.737985"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.296101" xlink:href="#m2a9327d2d7" y="244.911509"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.296101" xlink:href="#m2a9327d2d7" y="244.911509"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.276871" xlink:href="#m2a9327d2d7" y="243.505534"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.276871" xlink:href="#m2a9327d2d7" y="243.505534"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.086558" xlink:href="#m2a9327d2d7" y="242.361314"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.086558" xlink:href="#m2a9327d2d7" y="242.361314"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.69123" xlink:href="#m2a9327d2d7" y="242.227731"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.69123" xlink:href="#m2a9327d2d7" y="242.227731"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.404277" xlink:href="#m2a9327d2d7" y="242.908653"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.404277" xlink:href="#m2a9327d2d7" y="242.908653"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.776026" xlink:href="#m2a9327d2d7" y="244.533037"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.776026" xlink:href="#m2a9327d2d7" y="244.533037"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.572275" xlink:href="#m2a9327d2d7" y="244.841474"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.572275" xlink:href="#m2a9327d2d7" y="244.841474"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.774692" xlink:href="#m2a9327d2d7" y="243.677804"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.774692" xlink:href="#m2a9327d2d7" y="243.677804"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.390686" xlink:href="#m2a9327d2d7" y="241.869778"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.390686" xlink:href="#m2a9327d2d7" y="241.869778"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.958783" xlink:href="#m2a9327d2d7" y="241.797778"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.958783" xlink:href="#m2a9327d2d7" y="241.797778"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.635459" xlink:href="#m2a9327d2d7" y="243.331133"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.635459" xlink:href="#m2a9327d2d7" y="243.331133"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.893178" xlink:href="#m2a9327d2d7" y="244.584911"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.893178" xlink:href="#m2a9327d2d7" y="244.584911"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.509004" xlink:href="#m2a9327d2d7" y="245.105011"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.509004" xlink:href="#m2a9327d2d7" y="245.105011"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.920081" xlink:href="#m2a9327d2d7" y="244.601256"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.920081" xlink:href="#m2a9327d2d7" y="244.601256"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.933403" xlink:href="#m2a9327d2d7" y="243.07674"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="96.933403" xlink:href="#m2a9327d2d7" y="243.07674"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.477893" xlink:href="#m2a9327d2d7" y="241.122247"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.477893" xlink:href="#m2a9327d2d7" y="241.122247"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.04597" xlink:href="#m2a9327d2d7" y="242.300323"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.04597" xlink:href="#m2a9327d2d7" y="242.300323"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.263139" xlink:href="#m2a9327d2d7" y="243.590965"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.263139" xlink:href="#m2a9327d2d7" y="243.590965"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.865076" xlink:href="#m2a9327d2d7" y="243.349141"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.865076" xlink:href="#m2a9327d2d7" y="243.349141"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.179017" xlink:href="#m2a9327d2d7" y="242.827488"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.179017" xlink:href="#m2a9327d2d7" y="242.827488"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.064065" xlink:href="#m2a9327d2d7" y="241.687236"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.064065" xlink:href="#m2a9327d2d7" y="241.687236"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.676711" xlink:href="#m2a9327d2d7" y="239.286878"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.676711" xlink:href="#m2a9327d2d7" y="239.286878"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.313862" xlink:href="#m2a9327d2d7" y="241.466702"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.313862" xlink:href="#m2a9327d2d7" y="241.466702"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.560726" xlink:href="#m2a9327d2d7" y="244.392042"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.560726" xlink:href="#m2a9327d2d7" y="244.392042"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.117994" xlink:href="#m2a9327d2d7" y="244.35369"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.117994" xlink:href="#m2a9327d2d7" y="244.35369"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.519006" xlink:href="#m2a9327d2d7" y="242.540133"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.519006" xlink:href="#m2a9327d2d7" y="242.540133"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.556817" xlink:href="#m2a9327d2d7" y="240.752137"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.556817" xlink:href="#m2a9327d2d7" y="240.752137"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.113556" xlink:href="#m2a9327d2d7" y="240.003341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.113556" xlink:href="#m2a9327d2d7" y="240.003341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.701225" xlink:href="#m2a9327d2d7" y="241.767087"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.701225" xlink:href="#m2a9327d2d7" y="241.767087"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.852078" xlink:href="#m2a9327d2d7" y="243.653243"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.852078" xlink:href="#m2a9327d2d7" y="243.653243"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.31597" xlink:href="#m2a9327d2d7" y="244.320942"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.31597" xlink:href="#m2a9327d2d7" y="244.320942"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.590842" xlink:href="#m2a9327d2d7" y="244.527124"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.590842" xlink:href="#m2a9327d2d7" y="244.527124"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.537245" xlink:href="#m2a9327d2d7" y="242.157547"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.537245" xlink:href="#m2a9327d2d7" y="242.157547"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.186945" xlink:href="#m2a9327d2d7" y="241.280795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.186945" xlink:href="#m2a9327d2d7" y="241.280795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.655571" xlink:href="#m2a9327d2d7" y="241.323983"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.655571" xlink:href="#m2a9327d2d7" y="241.323983"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.798114" xlink:href="#m2a9327d2d7" y="243.927352"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.798114" xlink:href="#m2a9327d2d7" y="243.927352"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.412778" xlink:href="#m2a9327d2d7" y="245.223092"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.412778" xlink:href="#m2a9327d2d7" y="245.223092"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.667595" xlink:href="#m2a9327d2d7" y="243.540833"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.667595" xlink:href="#m2a9327d2d7" y="243.540833"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.653227" xlink:href="#m2a9327d2d7" y="241.051822"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="97.653227" xlink:href="#m2a9327d2d7" y="241.051822"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.28707" xlink:href="#m2a9327d2d7" y="239.772647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.28707" xlink:href="#m2a9327d2d7" y="239.772647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.033806" xlink:href="#m2a9327d2d7" y="242.22979"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.033806" xlink:href="#m2a9327d2d7" y="242.22979"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.319842" xlink:href="#m2a9327d2d7" y="244.759646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.319842" xlink:href="#m2a9327d2d7" y="244.759646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.020252" xlink:href="#m2a9327d2d7" y="245.277922"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.020252" xlink:href="#m2a9327d2d7" y="245.277922"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.520068" xlink:href="#m2a9327d2d7" y="243.567039"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.520068" xlink:href="#m2a9327d2d7" y="243.567039"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.526637" xlink:href="#m2a9327d2d7" y="241.609958"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.526637" xlink:href="#m2a9327d2d7" y="241.609958"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.188574" xlink:href="#m2a9327d2d7" y="239.800539"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.188574" xlink:href="#m2a9327d2d7" y="239.800539"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.022184" xlink:href="#m2a9327d2d7" y="240.558646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.022184" xlink:href="#m2a9327d2d7" y="240.558646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.173732" xlink:href="#m2a9327d2d7" y="242.402393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.173732" xlink:href="#m2a9327d2d7" y="242.402393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.789175" xlink:href="#m2a9327d2d7" y="243.187423"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.789175" xlink:href="#m2a9327d2d7" y="243.187423"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.064713" xlink:href="#m2a9327d2d7" y="242.838062"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.064713" xlink:href="#m2a9327d2d7" y="242.838062"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.830877" xlink:href="#m2a9327d2d7" y="241.546802"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.830877" xlink:href="#m2a9327d2d7" y="241.546802"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.356504" xlink:href="#m2a9327d2d7" y="239.693447"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.356504" xlink:href="#m2a9327d2d7" y="239.693447"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.085607" xlink:href="#m2a9327d2d7" y="241.385865"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.085607" xlink:href="#m2a9327d2d7" y="241.385865"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.366036" xlink:href="#m2a9327d2d7" y="243.33051"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.366036" xlink:href="#m2a9327d2d7" y="243.33051"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.081596" xlink:href="#m2a9327d2d7" y="243.99261"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.081596" xlink:href="#m2a9327d2d7" y="243.99261"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.625953" xlink:href="#m2a9327d2d7" y="243.246135"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.625953" xlink:href="#m2a9327d2d7" y="243.246135"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.58601" xlink:href="#m2a9327d2d7" y="241.301882"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.58601" xlink:href="#m2a9327d2d7" y="241.301882"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.192909" xlink:href="#m2a9327d2d7" y="239.492532"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.192909" xlink:href="#m2a9327d2d7" y="239.492532"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.756021" xlink:href="#m2a9327d2d7" y="239.499307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.756021" xlink:href="#m2a9327d2d7" y="239.499307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.828504" xlink:href="#m2a9327d2d7" y="241.684429"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.828504" xlink:href="#m2a9327d2d7" y="241.684429"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.205265" xlink:href="#m2a9327d2d7" y="242.960085"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.205265" xlink:href="#m2a9327d2d7" y="242.960085"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.391551" xlink:href="#m2a9327d2d7" y="243.103071"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.391551" xlink:href="#m2a9327d2d7" y="243.103071"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.2416" xlink:href="#m2a9327d2d7" y="242.115273"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.2416" xlink:href="#m2a9327d2d7" y="242.115273"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.78781" xlink:href="#m2a9327d2d7" y="240.642556"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.78781" xlink:href="#m2a9327d2d7" y="240.642556"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.351907" xlink:href="#m2a9327d2d7" y="241.428526"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.351907" xlink:href="#m2a9327d2d7" y="241.428526"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.430233" xlink:href="#m2a9327d2d7" y="242.343524"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.430233" xlink:href="#m2a9327d2d7" y="242.343524"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.769179" xlink:href="#m2a9327d2d7" y="242.680172"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.769179" xlink:href="#m2a9327d2d7" y="242.680172"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.07325" xlink:href="#m2a9327d2d7" y="241.197754"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.07325" xlink:href="#m2a9327d2d7" y="241.197754"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.176449" xlink:href="#m2a9327d2d7" y="240.703487"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.176449" xlink:href="#m2a9327d2d7" y="240.703487"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.811086" xlink:href="#m2a9327d2d7" y="239.993204"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.811086" xlink:href="#m2a9327d2d7" y="239.993204"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.526324" xlink:href="#m2a9327d2d7" y="240.257414"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.526324" xlink:href="#m2a9327d2d7" y="240.257414"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.615026" xlink:href="#m2a9327d2d7" y="243.468029"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.615026" xlink:href="#m2a9327d2d7" y="243.468029"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.954615" xlink:href="#m2a9327d2d7" y="243.455785"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.954615" xlink:href="#m2a9327d2d7" y="243.455785"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.038783" xlink:href="#m2a9327d2d7" y="242.639107"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.038783" xlink:href="#m2a9327d2d7" y="242.639107"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.829021" xlink:href="#m2a9327d2d7" y="241.159125"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.829021" xlink:href="#m2a9327d2d7" y="241.159125"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.433717" xlink:href="#m2a9327d2d7" y="241.221429"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.433717" xlink:href="#m2a9327d2d7" y="241.221429"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.126353" xlink:href="#m2a9327d2d7" y="243.110804"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.126353" xlink:href="#m2a9327d2d7" y="243.110804"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.42267" xlink:href="#m2a9327d2d7" y="245.141879"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.42267" xlink:href="#m2a9327d2d7" y="245.141879"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.146001" xlink:href="#m2a9327d2d7" y="245.503026"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.146001" xlink:href="#m2a9327d2d7" y="245.503026"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.303311" xlink:href="#m2a9327d2d7" y="242.807321"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.303311" xlink:href="#m2a9327d2d7" y="242.807321"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.201872" xlink:href="#m2a9327d2d7" y="241.29175"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.201872" xlink:href="#m2a9327d2d7" y="241.29175"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.830195" xlink:href="#m2a9327d2d7" y="241.088578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.830195" xlink:href="#m2a9327d2d7" y="241.088578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.591551" xlink:href="#m2a9327d2d7" y="241.859769"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.591551" xlink:href="#m2a9327d2d7" y="241.859769"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.756967" xlink:href="#m2a9327d2d7" y="243.979066"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.756967" xlink:href="#m2a9327d2d7" y="243.979066"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.173983" xlink:href="#m2a9327d2d7" y="244.406815"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.173983" xlink:href="#m2a9327d2d7" y="244.406815"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.203884" xlink:href="#m2a9327d2d7" y="243.287473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.203884" xlink:href="#m2a9327d2d7" y="243.287473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.853116" xlink:href="#m2a9327d2d7" y="241.327255"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="98.853116" xlink:href="#m2a9327d2d7" y="241.327255"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.353168" xlink:href="#m2a9327d2d7" y="240.714908"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.353168" xlink:href="#m2a9327d2d7" y="240.714908"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.962537" xlink:href="#m2a9327d2d7" y="241.876301"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.962537" xlink:href="#m2a9327d2d7" y="241.876301"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.337212" xlink:href="#m2a9327d2d7" y="244.013687"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.337212" xlink:href="#m2a9327d2d7" y="244.013687"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.223285" xlink:href="#m2a9327d2d7" y="244.848982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.223285" xlink:href="#m2a9327d2d7" y="244.848982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.894688" xlink:href="#m2a9327d2d7" y="243.794658"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.894688" xlink:href="#m2a9327d2d7" y="243.794658"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.818789" xlink:href="#m2a9327d2d7" y="241.116202"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.818789" xlink:href="#m2a9327d2d7" y="241.116202"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.461699" xlink:href="#m2a9327d2d7" y="241.217341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.461699" xlink:href="#m2a9327d2d7" y="241.217341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.149949" xlink:href="#m2a9327d2d7" y="241.662688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.149949" xlink:href="#m2a9327d2d7" y="241.662688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.366588" xlink:href="#m2a9327d2d7" y="243.288399"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.366588" xlink:href="#m2a9327d2d7" y="243.288399"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.079462" xlink:href="#m2a9327d2d7" y="244.193023"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.079462" xlink:href="#m2a9327d2d7" y="244.193023"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.312591" xlink:href="#m2a9327d2d7" y="243.014934"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.312591" xlink:href="#m2a9327d2d7" y="243.014934"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.110197" xlink:href="#m2a9327d2d7" y="240.931473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.110197" xlink:href="#m2a9327d2d7" y="240.931473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.692095" xlink:href="#m2a9327d2d7" y="240.996668"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.692095" xlink:href="#m2a9327d2d7" y="240.996668"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.371884" xlink:href="#m2a9327d2d7" y="240.882094"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.371884" xlink:href="#m2a9327d2d7" y="240.882094"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.50844" xlink:href="#m2a9327d2d7" y="243.340715"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.50844" xlink:href="#m2a9327d2d7" y="243.340715"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.983583" xlink:href="#m2a9327d2d7" y="243.968667"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.983583" xlink:href="#m2a9327d2d7" y="243.968667"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.224559" xlink:href="#m2a9327d2d7" y="241.758982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.224559" xlink:href="#m2a9327d2d7" y="241.758982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.177755" xlink:href="#m2a9327d2d7" y="239.821922"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.177755" xlink:href="#m2a9327d2d7" y="239.821922"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.859156" xlink:href="#m2a9327d2d7" y="239.298394"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.859156" xlink:href="#m2a9327d2d7" y="239.298394"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.37704" xlink:href="#m2a9327d2d7" y="239.146814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.37704" xlink:href="#m2a9327d2d7" y="239.146814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.535612" xlink:href="#m2a9327d2d7" y="242.916214"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.535612" xlink:href="#m2a9327d2d7" y="242.916214"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.995584" xlink:href="#m2a9327d2d7" y="244.527885"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.995584" xlink:href="#m2a9327d2d7" y="244.527885"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.987346" xlink:href="#m2a9327d2d7" y="242.468019"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.987346" xlink:href="#m2a9327d2d7" y="242.468019"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.682168" xlink:href="#m2a9327d2d7" y="240.790092"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="99.682168" xlink:href="#m2a9327d2d7" y="240.790092"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.26898" xlink:href="#m2a9327d2d7" y="240.725055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.26898" xlink:href="#m2a9327d2d7" y="240.725055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.831106" xlink:href="#m2a9327d2d7" y="240.985487"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.831106" xlink:href="#m2a9327d2d7" y="240.985487"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.112752" xlink:href="#m2a9327d2d7" y="244.259847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.112752" xlink:href="#m2a9327d2d7" y="244.259847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.721809" xlink:href="#m2a9327d2d7" y="244.938643"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.721809" xlink:href="#m2a9327d2d7" y="244.938643"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.159958" xlink:href="#m2a9327d2d7" y="242.702027"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.159958" xlink:href="#m2a9327d2d7" y="242.702027"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.163981" xlink:href="#m2a9327d2d7" y="241.314035"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.163981" xlink:href="#m2a9327d2d7" y="241.314035"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.707154" xlink:href="#m2a9327d2d7" y="239.847599"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.707154" xlink:href="#m2a9327d2d7" y="239.847599"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.291535" xlink:href="#m2a9327d2d7" y="241.433458"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.291535" xlink:href="#m2a9327d2d7" y="241.433458"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.441537" xlink:href="#m2a9327d2d7" y="242.709279"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.441537" xlink:href="#m2a9327d2d7" y="242.709279"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.071735" xlink:href="#m2a9327d2d7" y="244.270433"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.071735" xlink:href="#m2a9327d2d7" y="244.270433"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.535555" xlink:href="#m2a9327d2d7" y="243.322717"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.535555" xlink:href="#m2a9327d2d7" y="243.322717"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.474443" xlink:href="#m2a9327d2d7" y="240.605928"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.474443" xlink:href="#m2a9327d2d7" y="240.605928"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.023047" xlink:href="#m2a9327d2d7" y="238.907309"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.023047" xlink:href="#m2a9327d2d7" y="238.907309"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.618136" xlink:href="#m2a9327d2d7" y="239.645396"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.618136" xlink:href="#m2a9327d2d7" y="239.645396"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.773651" xlink:href="#m2a9327d2d7" y="241.173552"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.773651" xlink:href="#m2a9327d2d7" y="241.173552"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.374502" xlink:href="#m2a9327d2d7" y="241.142861"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.374502" xlink:href="#m2a9327d2d7" y="241.142861"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.835161" xlink:href="#m2a9327d2d7" y="240.560138"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.835161" xlink:href="#m2a9327d2d7" y="240.560138"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.856617" xlink:href="#m2a9327d2d7" y="239.716666"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.856617" xlink:href="#m2a9327d2d7" y="239.716666"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.496627" xlink:href="#m2a9327d2d7" y="239.73242"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.496627" xlink:href="#m2a9327d2d7" y="239.73242"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.113132" xlink:href="#m2a9327d2d7" y="241.456646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.113132" xlink:href="#m2a9327d2d7" y="241.456646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.244189" xlink:href="#m2a9327d2d7" y="243.08829"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.244189" xlink:href="#m2a9327d2d7" y="243.08829"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.890798" xlink:href="#m2a9327d2d7" y="244.279065"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.890798" xlink:href="#m2a9327d2d7" y="244.279065"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.074006" xlink:href="#m2a9327d2d7" y="242.257209"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.074006" xlink:href="#m2a9327d2d7" y="242.257209"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.862269" xlink:href="#m2a9327d2d7" y="239.833481"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="100.862269" xlink:href="#m2a9327d2d7" y="239.833481"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.387465" xlink:href="#m2a9327d2d7" y="239.488025"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.387465" xlink:href="#m2a9327d2d7" y="239.488025"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.022705" xlink:href="#m2a9327d2d7" y="240.47026"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.022705" xlink:href="#m2a9327d2d7" y="240.47026"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.367411" xlink:href="#m2a9327d2d7" y="244.337936"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.367411" xlink:href="#m2a9327d2d7" y="244.337936"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.161776" xlink:href="#m2a9327d2d7" y="245.3348"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.161776" xlink:href="#m2a9327d2d7" y="245.3348"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.469651" xlink:href="#m2a9327d2d7" y="243.441824"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.469651" xlink:href="#m2a9327d2d7" y="243.441824"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.179911" xlink:href="#m2a9327d2d7" y="241.625594"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.179911" xlink:href="#m2a9327d2d7" y="241.625594"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.805256" xlink:href="#m2a9327d2d7" y="240.938829"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.805256" xlink:href="#m2a9327d2d7" y="240.938829"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.379049" xlink:href="#m2a9327d2d7" y="241.338654"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.379049" xlink:href="#m2a9327d2d7" y="241.338654"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.73845" xlink:href="#m2a9327d2d7" y="243.151733"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.73845" xlink:href="#m2a9327d2d7" y="243.151733"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.36219" xlink:href="#m2a9327d2d7" y="243.46693"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.36219" xlink:href="#m2a9327d2d7" y="243.46693"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.740915" xlink:href="#m2a9327d2d7" y="242.498299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.740915" xlink:href="#m2a9327d2d7" y="242.498299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.576361" xlink:href="#m2a9327d2d7" y="239.924474"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.576361" xlink:href="#m2a9327d2d7" y="239.924474"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.207422" xlink:href="#m2a9327d2d7" y="240.060555"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.207422" xlink:href="#m2a9327d2d7" y="240.060555"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.892595" xlink:href="#m2a9327d2d7" y="241.444845"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.892595" xlink:href="#m2a9327d2d7" y="241.444845"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.216946" xlink:href="#m2a9327d2d7" y="243.856209"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.216946" xlink:href="#m2a9327d2d7" y="243.856209"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.969161" xlink:href="#m2a9327d2d7" y="244.966982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.969161" xlink:href="#m2a9327d2d7" y="244.966982"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.443865" xlink:href="#m2a9327d2d7" y="243.268194"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.443865" xlink:href="#m2a9327d2d7" y="243.268194"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.328489" xlink:href="#m2a9327d2d7" y="239.991909"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.328489" xlink:href="#m2a9327d2d7" y="239.991909"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.923395" xlink:href="#m2a9327d2d7" y="237.57004"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.923395" xlink:href="#m2a9327d2d7" y="237.57004"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.522223" xlink:href="#m2a9327d2d7" y="239.40909"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.522223" xlink:href="#m2a9327d2d7" y="239.40909"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.818844" xlink:href="#m2a9327d2d7" y="242.195969"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.818844" xlink:href="#m2a9327d2d7" y="242.195969"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.414962" xlink:href="#m2a9327d2d7" y="243.325858"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.414962" xlink:href="#m2a9327d2d7" y="243.325858"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.631312" xlink:href="#m2a9327d2d7" y="241.586265"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.631312" xlink:href="#m2a9327d2d7" y="241.586265"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.462368" xlink:href="#m2a9327d2d7" y="239.352854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.462368" xlink:href="#m2a9327d2d7" y="239.352854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.043607" xlink:href="#m2a9327d2d7" y="239.153828"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.043607" xlink:href="#m2a9327d2d7" y="239.153828"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.586289" xlink:href="#m2a9327d2d7" y="241.440685"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.586289" xlink:href="#m2a9327d2d7" y="241.440685"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.7144" xlink:href="#m2a9327d2d7" y="243.639308"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.7144" xlink:href="#m2a9327d2d7" y="243.639308"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.064277" xlink:href="#m2a9327d2d7" y="245.525512"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.064277" xlink:href="#m2a9327d2d7" y="245.525512"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.93937" xlink:href="#m2a9327d2d7" y="243.192695"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.93937" xlink:href="#m2a9327d2d7" y="243.192695"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.590614" xlink:href="#m2a9327d2d7" y="241.384443"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="101.590614" xlink:href="#m2a9327d2d7" y="241.384443"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.188536" xlink:href="#m2a9327d2d7" y="240.584485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.188536" xlink:href="#m2a9327d2d7" y="240.584485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.86856" xlink:href="#m2a9327d2d7" y="242.482342"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.86856" xlink:href="#m2a9327d2d7" y="242.482342"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.203304" xlink:href="#m2a9327d2d7" y="245.212627"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.203304" xlink:href="#m2a9327d2d7" y="245.212627"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.982348" xlink:href="#m2a9327d2d7" y="246.171576"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.982348" xlink:href="#m2a9327d2d7" y="246.171576"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.360275" xlink:href="#m2a9327d2d7" y="244.996749"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.360275" xlink:href="#m2a9327d2d7" y="244.996749"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.197125" xlink:href="#m2a9327d2d7" y="242.723687"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.197125" xlink:href="#m2a9327d2d7" y="242.723687"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.953723" xlink:href="#m2a9327d2d7" y="240.927856"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.953723" xlink:href="#m2a9327d2d7" y="240.927856"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.635032" xlink:href="#m2a9327d2d7" y="241.501696"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.635032" xlink:href="#m2a9327d2d7" y="241.501696"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.750963" xlink:href="#m2a9327d2d7" y="243.024086"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.750963" xlink:href="#m2a9327d2d7" y="243.024086"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.249434" xlink:href="#m2a9327d2d7" y="245.027045"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.249434" xlink:href="#m2a9327d2d7" y="245.027045"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.360857" xlink:href="#m2a9327d2d7" y="242.836739"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.360857" xlink:href="#m2a9327d2d7" y="242.836739"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.178954" xlink:href="#m2a9327d2d7" y="242.037864"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.178954" xlink:href="#m2a9327d2d7" y="242.037864"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.784843" xlink:href="#m2a9327d2d7" y="240.411467"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.784843" xlink:href="#m2a9327d2d7" y="240.411467"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.407131" xlink:href="#m2a9327d2d7" y="241.42336"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.407131" xlink:href="#m2a9327d2d7" y="241.42336"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.584936" xlink:href="#m2a9327d2d7" y="243.657455"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.584936" xlink:href="#m2a9327d2d7" y="243.657455"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.2572" xlink:href="#m2a9327d2d7" y="243.65977"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.2572" xlink:href="#m2a9327d2d7" y="243.65977"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.544014" xlink:href="#m2a9327d2d7" y="242.120006"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.544014" xlink:href="#m2a9327d2d7" y="242.120006"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.3669" xlink:href="#m2a9327d2d7" y="240.97159"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.3669" xlink:href="#m2a9327d2d7" y="240.97159"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.973507" xlink:href="#m2a9327d2d7" y="240.137683"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.973507" xlink:href="#m2a9327d2d7" y="240.137683"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.698611" xlink:href="#m2a9327d2d7" y="240.989765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.698611" xlink:href="#m2a9327d2d7" y="240.989765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.018751" xlink:href="#m2a9327d2d7" y="243.210589"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.018751" xlink:href="#m2a9327d2d7" y="243.210589"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.603119" xlink:href="#m2a9327d2d7" y="243.098126"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.603119" xlink:href="#m2a9327d2d7" y="243.098126"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.938162" xlink:href="#m2a9327d2d7" y="241.255131"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.938162" xlink:href="#m2a9327d2d7" y="241.255131"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.787708" xlink:href="#m2a9327d2d7" y="238.783031"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="102.787708" xlink:href="#m2a9327d2d7" y="238.783031"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.384821" xlink:href="#m2a9327d2d7" y="238.554818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.384821" xlink:href="#m2a9327d2d7" y="238.554818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.069694" xlink:href="#m2a9327d2d7" y="240.50193"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.069694" xlink:href="#m2a9327d2d7" y="240.50193"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.439508" xlink:href="#m2a9327d2d7" y="242.785211"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.439508" xlink:href="#m2a9327d2d7" y="242.785211"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.161694" xlink:href="#m2a9327d2d7" y="243.789612"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.161694" xlink:href="#m2a9327d2d7" y="243.789612"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.454969" xlink:href="#m2a9327d2d7" y="242.271817"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.454969" xlink:href="#m2a9327d2d7" y="242.271817"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.218099" xlink:href="#m2a9327d2d7" y="240.188907"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.218099" xlink:href="#m2a9327d2d7" y="240.188907"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.825309" xlink:href="#m2a9327d2d7" y="239.640247"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="103.825309" xlink:href="#m2a9327d2d7" y="239.640247"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.653357" xlink:href="#m2a9327d2d7" y="240.467883"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.653357" xlink:href="#m2a9327d2d7" y="240.467883"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.139779" xlink:href="#m2a9327d2d7" y="243.010048"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.139779" xlink:href="#m2a9327d2d7" y="243.010048"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.047249" xlink:href="#m2a9327d2d7" y="243.672959"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.047249" xlink:href="#m2a9327d2d7" y="243.672959"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.56795" xlink:href="#m2a9327d2d7" y="242.324784"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.56795" xlink:href="#m2a9327d2d7" y="242.324784"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.594926" xlink:href="#m2a9327d2d7" y="240.081467"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.594926" xlink:href="#m2a9327d2d7" y="240.081467"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.304329" xlink:href="#m2a9327d2d7" y="238.059912"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.304329" xlink:href="#m2a9327d2d7" y="238.059912"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.935829" xlink:href="#m2a9327d2d7" y="238.479621"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.935829" xlink:href="#m2a9327d2d7" y="238.479621"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.178913" xlink:href="#m2a9327d2d7" y="240.586949"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.178913" xlink:href="#m2a9327d2d7" y="240.586949"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.771112" xlink:href="#m2a9327d2d7" y="242.815514"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.771112" xlink:href="#m2a9327d2d7" y="242.815514"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.889013" xlink:href="#m2a9327d2d7" y="241.188249"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.889013" xlink:href="#m2a9327d2d7" y="241.188249"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.594691" xlink:href="#m2a9327d2d7" y="240.014185"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.594691" xlink:href="#m2a9327d2d7" y="240.014185"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.090764" xlink:href="#m2a9327d2d7" y="239.278474"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.090764" xlink:href="#m2a9327d2d7" y="239.278474"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.656215" xlink:href="#m2a9327d2d7" y="240.839472"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.656215" xlink:href="#m2a9327d2d7" y="240.839472"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.9453" xlink:href="#m2a9327d2d7" y="243.533313"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.9453" xlink:href="#m2a9327d2d7" y="243.533313"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.4759" xlink:href="#m2a9327d2d7" y="243.505226"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.4759" xlink:href="#m2a9327d2d7" y="243.505226"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.572269" xlink:href="#m2a9327d2d7" y="242.314219"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.572269" xlink:href="#m2a9327d2d7" y="242.314219"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.28941" xlink:href="#m2a9327d2d7" y="239.833929"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.28941" xlink:href="#m2a9327d2d7" y="239.833929"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.791386" xlink:href="#m2a9327d2d7" y="239.363759"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.791386" xlink:href="#m2a9327d2d7" y="239.363759"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.271881" xlink:href="#m2a9327d2d7" y="241.105438"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.271881" xlink:href="#m2a9327d2d7" y="241.105438"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.359567" xlink:href="#m2a9327d2d7" y="243.052776"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.359567" xlink:href="#m2a9327d2d7" y="243.052776"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.075941" xlink:href="#m2a9327d2d7" y="243.918093"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.075941" xlink:href="#m2a9327d2d7" y="243.918093"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.509297" xlink:href="#m2a9327d2d7" y="240.803823"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.509297" xlink:href="#m2a9327d2d7" y="240.803823"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.412831" xlink:href="#m2a9327d2d7" y="239.499971"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.412831" xlink:href="#m2a9327d2d7" y="239.499971"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.002037" xlink:href="#m2a9327d2d7" y="238.643465"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.002037" xlink:href="#m2a9327d2d7" y="238.643465"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.709533" xlink:href="#m2a9327d2d7" y="241.112237"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.709533" xlink:href="#m2a9327d2d7" y="241.112237"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.954352" xlink:href="#m2a9327d2d7" y="241.884538"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.954352" xlink:href="#m2a9327d2d7" y="241.884538"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.500354" xlink:href="#m2a9327d2d7" y="243.105681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.500354" xlink:href="#m2a9327d2d7" y="243.105681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.636239" xlink:href="#m2a9327d2d7" y="241.865811"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.636239" xlink:href="#m2a9327d2d7" y="241.865811"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.330985" xlink:href="#m2a9327d2d7" y="239.945565"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.330985" xlink:href="#m2a9327d2d7" y="239.945565"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.844368" xlink:href="#m2a9327d2d7" y="238.460842"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.844368" xlink:href="#m2a9327d2d7" y="238.460842"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.604853" xlink:href="#m2a9327d2d7" y="238.869364"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.604853" xlink:href="#m2a9327d2d7" y="238.869364"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.888467" xlink:href="#m2a9327d2d7" y="241.848908"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.888467" xlink:href="#m2a9327d2d7" y="241.848908"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.311861" xlink:href="#m2a9327d2d7" y="242.205215"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.311861" xlink:href="#m2a9327d2d7" y="242.205215"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.411091" xlink:href="#m2a9327d2d7" y="241.713017"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.411091" xlink:href="#m2a9327d2d7" y="241.713017"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.279947" xlink:href="#m2a9327d2d7" y="239.528025"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.279947" xlink:href="#m2a9327d2d7" y="239.528025"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.948732" xlink:href="#m2a9327d2d7" y="238.174636"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.948732" xlink:href="#m2a9327d2d7" y="238.174636"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.674243" xlink:href="#m2a9327d2d7" y="239.285777"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.674243" xlink:href="#m2a9327d2d7" y="239.285777"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.876382" xlink:href="#m2a9327d2d7" y="242.518121"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.876382" xlink:href="#m2a9327d2d7" y="242.518121"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.413986" xlink:href="#m2a9327d2d7" y="243.089737"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.413986" xlink:href="#m2a9327d2d7" y="243.089737"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.559597" xlink:href="#m2a9327d2d7" y="240.642193"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.559597" xlink:href="#m2a9327d2d7" y="240.642193"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.314474" xlink:href="#m2a9327d2d7" y="238.932072"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.314474" xlink:href="#m2a9327d2d7" y="238.932072"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.996546" xlink:href="#m2a9327d2d7" y="238.770482"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="104.996546" xlink:href="#m2a9327d2d7" y="238.770482"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.71528" xlink:href="#m2a9327d2d7" y="240.540814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.71528" xlink:href="#m2a9327d2d7" y="240.540814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.877128" xlink:href="#m2a9327d2d7" y="241.905441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.877128" xlink:href="#m2a9327d2d7" y="241.905441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.493477" xlink:href="#m2a9327d2d7" y="242.661438"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.493477" xlink:href="#m2a9327d2d7" y="242.661438"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.053383" xlink:href="#m2a9327d2d7" y="240.420586"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.053383" xlink:href="#m2a9327d2d7" y="240.420586"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.041725" xlink:href="#m2a9327d2d7" y="239.990084"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.041725" xlink:href="#m2a9327d2d7" y="239.990084"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.573611" xlink:href="#m2a9327d2d7" y="238.540773"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.573611" xlink:href="#m2a9327d2d7" y="238.540773"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.119533" xlink:href="#m2a9327d2d7" y="238.882206"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.119533" xlink:href="#m2a9327d2d7" y="238.882206"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.434337" xlink:href="#m2a9327d2d7" y="241.913812"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.434337" xlink:href="#m2a9327d2d7" y="241.913812"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.171497" xlink:href="#m2a9327d2d7" y="242.224919"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.171497" xlink:href="#m2a9327d2d7" y="242.224919"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.413638" xlink:href="#m2a9327d2d7" y="239.913341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.413638" xlink:href="#m2a9327d2d7" y="239.913341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.291709" xlink:href="#m2a9327d2d7" y="238.378588"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.291709" xlink:href="#m2a9327d2d7" y="238.378588"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.822821" xlink:href="#m2a9327d2d7" y="238.642084"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.822821" xlink:href="#m2a9327d2d7" y="238.642084"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.518394" xlink:href="#m2a9327d2d7" y="239.111809"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.518394" xlink:href="#m2a9327d2d7" y="239.111809"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.901499" xlink:href="#m2a9327d2d7" y="241.250416"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.901499" xlink:href="#m2a9327d2d7" y="241.250416"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.535668" xlink:href="#m2a9327d2d7" y="243.161802"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.535668" xlink:href="#m2a9327d2d7" y="243.161802"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.962666" xlink:href="#m2a9327d2d7" y="242.391688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.962666" xlink:href="#m2a9327d2d7" y="242.391688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.917039" xlink:href="#m2a9327d2d7" y="238.926405"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.917039" xlink:href="#m2a9327d2d7" y="238.926405"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.521463" xlink:href="#m2a9327d2d7" y="237.738487"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.521463" xlink:href="#m2a9327d2d7" y="237.738487"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.205223" xlink:href="#m2a9327d2d7" y="238.124302"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.205223" xlink:href="#m2a9327d2d7" y="238.124302"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.382441" xlink:href="#m2a9327d2d7" y="241.328964"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.382441" xlink:href="#m2a9327d2d7" y="241.328964"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.856439" xlink:href="#m2a9327d2d7" y="242.517488"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.856439" xlink:href="#m2a9327d2d7" y="242.517488"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.68998" xlink:href="#m2a9327d2d7" y="241.078112"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.68998" xlink:href="#m2a9327d2d7" y="241.078112"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.310747" xlink:href="#m2a9327d2d7" y="239.544543"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.310747" xlink:href="#m2a9327d2d7" y="239.544543"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.851066" xlink:href="#m2a9327d2d7" y="239.002951"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.851066" xlink:href="#m2a9327d2d7" y="239.002951"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.502753" xlink:href="#m2a9327d2d7" y="240.495393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.502753" xlink:href="#m2a9327d2d7" y="240.495393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.74788" xlink:href="#m2a9327d2d7" y="243.132938"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.74788" xlink:href="#m2a9327d2d7" y="243.132938"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.290996" xlink:href="#m2a9327d2d7" y="243.997765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.290996" xlink:href="#m2a9327d2d7" y="243.997765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.476678" xlink:href="#m2a9327d2d7" y="242.185128"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.476678" xlink:href="#m2a9327d2d7" y="242.185128"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.448533" xlink:href="#m2a9327d2d7" y="239.473682"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.448533" xlink:href="#m2a9327d2d7" y="239.473682"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.094121" xlink:href="#m2a9327d2d7" y="239.174355"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.094121" xlink:href="#m2a9327d2d7" y="239.174355"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.7497" xlink:href="#m2a9327d2d7" y="240.041536"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.7497" xlink:href="#m2a9327d2d7" y="240.041536"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.867215" xlink:href="#m2a9327d2d7" y="242.970108"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.867215" xlink:href="#m2a9327d2d7" y="242.970108"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.354024" xlink:href="#m2a9327d2d7" y="243.027028"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.354024" xlink:href="#m2a9327d2d7" y="243.027028"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.533516" xlink:href="#m2a9327d2d7" y="243.157055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.533516" xlink:href="#m2a9327d2d7" y="243.157055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.328799" xlink:href="#m2a9327d2d7" y="241.054909"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.328799" xlink:href="#m2a9327d2d7" y="241.054909"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.911021" xlink:href="#m2a9327d2d7" y="238.601237"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.911021" xlink:href="#m2a9327d2d7" y="238.601237"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.48265" xlink:href="#m2a9327d2d7" y="240.715417"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.48265" xlink:href="#m2a9327d2d7" y="240.715417"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.48524" xlink:href="#m2a9327d2d7" y="242.020177"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.48524" xlink:href="#m2a9327d2d7" y="242.020177"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.129495" xlink:href="#m2a9327d2d7" y="242.695486"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.129495" xlink:href="#m2a9327d2d7" y="242.695486"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.43078" xlink:href="#m2a9327d2d7" y="240.962463"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.43078" xlink:href="#m2a9327d2d7" y="240.962463"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.267531" xlink:href="#m2a9327d2d7" y="239.159751"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.267531" xlink:href="#m2a9327d2d7" y="239.159751"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.870012" xlink:href="#m2a9327d2d7" y="238.715634"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.870012" xlink:href="#m2a9327d2d7" y="238.715634"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.369346" xlink:href="#m2a9327d2d7" y="239.913904"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.369346" xlink:href="#m2a9327d2d7" y="239.913904"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.499975" xlink:href="#m2a9327d2d7" y="242.222377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.499975" xlink:href="#m2a9327d2d7" y="242.222377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.160881" xlink:href="#m2a9327d2d7" y="243.754506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.160881" xlink:href="#m2a9327d2d7" y="243.754506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.542839" xlink:href="#m2a9327d2d7" y="241.414009"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.542839" xlink:href="#m2a9327d2d7" y="241.414009"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.549365" xlink:href="#m2a9327d2d7" y="239.001501"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.549365" xlink:href="#m2a9327d2d7" y="239.001501"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.193085" xlink:href="#m2a9327d2d7" y="238.258737"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.193085" xlink:href="#m2a9327d2d7" y="238.258737"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.738657" xlink:href="#m2a9327d2d7" y="238.918616"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.738657" xlink:href="#m2a9327d2d7" y="238.918616"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.843192" xlink:href="#m2a9327d2d7" y="240.740164"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.843192" xlink:href="#m2a9327d2d7" y="240.740164"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.59929" xlink:href="#m2a9327d2d7" y="242.211494"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.59929" xlink:href="#m2a9327d2d7" y="242.211494"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.169139" xlink:href="#m2a9327d2d7" y="241.187831"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.169139" xlink:href="#m2a9327d2d7" y="241.187831"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.183235" xlink:href="#m2a9327d2d7" y="239.319679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.183235" xlink:href="#m2a9327d2d7" y="239.319679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.826769" xlink:href="#m2a9327d2d7" y="239.177316"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.826769" xlink:href="#m2a9327d2d7" y="239.177316"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.467009" xlink:href="#m2a9327d2d7" y="239.625392"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.467009" xlink:href="#m2a9327d2d7" y="239.625392"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.512819" xlink:href="#m2a9327d2d7" y="241.844307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.512819" xlink:href="#m2a9327d2d7" y="241.844307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.050695" xlink:href="#m2a9327d2d7" y="241.95436"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.050695" xlink:href="#m2a9327d2d7" y="241.95436"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.476966" xlink:href="#m2a9327d2d7" y="241.108922"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.476966" xlink:href="#m2a9327d2d7" y="241.108922"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.313362" xlink:href="#m2a9327d2d7" y="238.569022"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.313362" xlink:href="#m2a9327d2d7" y="238.569022"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.853777" xlink:href="#m2a9327d2d7" y="236.985596"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.853777" xlink:href="#m2a9327d2d7" y="236.985596"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.32928" xlink:href="#m2a9327d2d7" y="237.987868"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.32928" xlink:href="#m2a9327d2d7" y="237.987868"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.481417" xlink:href="#m2a9327d2d7" y="241.400148"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.481417" xlink:href="#m2a9327d2d7" y="241.400148"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.033254" xlink:href="#m2a9327d2d7" y="240.177777"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.033254" xlink:href="#m2a9327d2d7" y="240.177777"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.338462" xlink:href="#m2a9327d2d7" y="240.239668"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.338462" xlink:href="#m2a9327d2d7" y="240.239668"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.237032" xlink:href="#m2a9327d2d7" y="238.610795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.237032" xlink:href="#m2a9327d2d7" y="238.610795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.751448" xlink:href="#m2a9327d2d7" y="237.518182"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.751448" xlink:href="#m2a9327d2d7" y="237.518182"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.282791" xlink:href="#m2a9327d2d7" y="238.521531"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.282791" xlink:href="#m2a9327d2d7" y="238.521531"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.4242" xlink:href="#m2a9327d2d7" y="241.986756"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.4242" xlink:href="#m2a9327d2d7" y="241.986756"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.028065" xlink:href="#m2a9327d2d7" y="242.841052"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.028065" xlink:href="#m2a9327d2d7" y="242.841052"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.489371" xlink:href="#m2a9327d2d7" y="242.530087"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.489371" xlink:href="#m2a9327d2d7" y="242.530087"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.478004" xlink:href="#m2a9327d2d7" y="240.500894"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.478004" xlink:href="#m2a9327d2d7" y="240.500894"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.121705" xlink:href="#m2a9327d2d7" y="238.905526"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.121705" xlink:href="#m2a9327d2d7" y="238.905526"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.620756" xlink:href="#m2a9327d2d7" y="238.083836"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.620756" xlink:href="#m2a9327d2d7" y="238.083836"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.572355" xlink:href="#m2a9327d2d7" y="240.151086"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.572355" xlink:href="#m2a9327d2d7" y="240.151086"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.833761" xlink:href="#m2a9327d2d7" y="240.417439"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.833761" xlink:href="#m2a9327d2d7" y="240.417439"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.01904" xlink:href="#m2a9327d2d7" y="239.132245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.01904" xlink:href="#m2a9327d2d7" y="239.132245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.98858" xlink:href="#m2a9327d2d7" y="238.138705"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.98858" xlink:href="#m2a9327d2d7" y="238.138705"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.541782" xlink:href="#m2a9327d2d7" y="237.370986"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.541782" xlink:href="#m2a9327d2d7" y="237.370986"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.050902" xlink:href="#m2a9327d2d7" y="238.78358"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.050902" xlink:href="#m2a9327d2d7" y="238.78358"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.150333" xlink:href="#m2a9327d2d7" y="241.050299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.150333" xlink:href="#m2a9327d2d7" y="241.050299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.721734" xlink:href="#m2a9327d2d7" y="241.898714"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.721734" xlink:href="#m2a9327d2d7" y="241.898714"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.982717" xlink:href="#m2a9327d2d7" y="241.119814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.982717" xlink:href="#m2a9327d2d7" y="241.119814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.835405" xlink:href="#m2a9327d2d7" y="238.792674"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.835405" xlink:href="#m2a9327d2d7" y="238.792674"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.331342" xlink:href="#m2a9327d2d7" y="238.338409"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.331342" xlink:href="#m2a9327d2d7" y="238.338409"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.929069" xlink:href="#m2a9327d2d7" y="238.754283"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.929069" xlink:href="#m2a9327d2d7" y="238.754283"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.11769" xlink:href="#m2a9327d2d7" y="242.196035"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.11769" xlink:href="#m2a9327d2d7" y="242.196035"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.70561" xlink:href="#m2a9327d2d7" y="244.012159"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.70561" xlink:href="#m2a9327d2d7" y="244.012159"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.8899" xlink:href="#m2a9327d2d7" y="241.904596"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.8899" xlink:href="#m2a9327d2d7" y="241.904596"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.696066" xlink:href="#m2a9327d2d7" y="239.553345"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.696066" xlink:href="#m2a9327d2d7" y="239.553345"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.139696" xlink:href="#m2a9327d2d7" y="238.745343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.139696" xlink:href="#m2a9327d2d7" y="238.745343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.705502" xlink:href="#m2a9327d2d7" y="240.373681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.705502" xlink:href="#m2a9327d2d7" y="240.373681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.028736" xlink:href="#m2a9327d2d7" y="242.300694"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.028736" xlink:href="#m2a9327d2d7" y="242.300694"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.670851" xlink:href="#m2a9327d2d7" y="243.062122"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.670851" xlink:href="#m2a9327d2d7" y="243.062122"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.930729" xlink:href="#m2a9327d2d7" y="241.783684"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.930729" xlink:href="#m2a9327d2d7" y="241.783684"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.703498" xlink:href="#m2a9327d2d7" y="240.080618"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.703498" xlink:href="#m2a9327d2d7" y="240.080618"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.270916" xlink:href="#m2a9327d2d7" y="238.084808"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.270916" xlink:href="#m2a9327d2d7" y="238.084808"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.95664" xlink:href="#m2a9327d2d7" y="238.719629"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.95664" xlink:href="#m2a9327d2d7" y="238.719629"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.324893" xlink:href="#m2a9327d2d7" y="241.569241"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.324893" xlink:href="#m2a9327d2d7" y="241.569241"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.990273" xlink:href="#m2a9327d2d7" y="243.057986"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.990273" xlink:href="#m2a9327d2d7" y="243.057986"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.998474" xlink:href="#m2a9327d2d7" y="240.588454"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.998474" xlink:href="#m2a9327d2d7" y="240.588454"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.846269" xlink:href="#m2a9327d2d7" y="239.463139"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="105.846269" xlink:href="#m2a9327d2d7" y="239.463139"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.540677" xlink:href="#m2a9327d2d7" y="238.803459"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.540677" xlink:href="#m2a9327d2d7" y="238.803459"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.336017" xlink:href="#m2a9327d2d7" y="241.089646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.336017" xlink:href="#m2a9327d2d7" y="241.089646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.631603" xlink:href="#m2a9327d2d7" y="242.806223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.631603" xlink:href="#m2a9327d2d7" y="242.806223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.128306" xlink:href="#m2a9327d2d7" y="242.079254"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.128306" xlink:href="#m2a9327d2d7" y="242.079254"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.24513" xlink:href="#m2a9327d2d7" y="240.497625"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.24513" xlink:href="#m2a9327d2d7" y="240.497625"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.014343" xlink:href="#m2a9327d2d7" y="238.291221"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.014343" xlink:href="#m2a9327d2d7" y="238.291221"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.500897" xlink:href="#m2a9327d2d7" y="237.60348"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.500897" xlink:href="#m2a9327d2d7" y="237.60348"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.076869" xlink:href="#m2a9327d2d7" y="238.881414"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.076869" xlink:href="#m2a9327d2d7" y="238.881414"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.214411" xlink:href="#m2a9327d2d7" y="240.936376"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.214411" xlink:href="#m2a9327d2d7" y="240.936376"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.86937" xlink:href="#m2a9327d2d7" y="242.87448"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.86937" xlink:href="#m2a9327d2d7" y="242.87448"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.216857" xlink:href="#m2a9327d2d7" y="241.885273"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.216857" xlink:href="#m2a9327d2d7" y="241.885273"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.058445" xlink:href="#m2a9327d2d7" y="238.550145"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.058445" xlink:href="#m2a9327d2d7" y="238.550145"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.657525" xlink:href="#m2a9327d2d7" y="238.199749"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.657525" xlink:href="#m2a9327d2d7" y="238.199749"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.202885" xlink:href="#m2a9327d2d7" y="239.908479"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.202885" xlink:href="#m2a9327d2d7" y="239.908479"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.3058" xlink:href="#m2a9327d2d7" y="241.262627"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.3058" xlink:href="#m2a9327d2d7" y="241.262627"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.09251" xlink:href="#m2a9327d2d7" y="243.06256"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.09251" xlink:href="#m2a9327d2d7" y="243.06256"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.478255" xlink:href="#m2a9327d2d7" y="241.94214"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.478255" xlink:href="#m2a9327d2d7" y="241.94214"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.312296" xlink:href="#m2a9327d2d7" y="239.493201"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.312296" xlink:href="#m2a9327d2d7" y="239.493201"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.906679" xlink:href="#m2a9327d2d7" y="238.449967"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.906679" xlink:href="#m2a9327d2d7" y="238.449967"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.544944" xlink:href="#m2a9327d2d7" y="239.184364"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.544944" xlink:href="#m2a9327d2d7" y="239.184364"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.760908" xlink:href="#m2a9327d2d7" y="242.678057"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.760908" xlink:href="#m2a9327d2d7" y="242.678057"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.41188" xlink:href="#m2a9327d2d7" y="243.133667"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.41188" xlink:href="#m2a9327d2d7" y="243.133667"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.914254" xlink:href="#m2a9327d2d7" y="241.163313"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.914254" xlink:href="#m2a9327d2d7" y="241.163313"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.003496" xlink:href="#m2a9327d2d7" y="239.25578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.003496" xlink:href="#m2a9327d2d7" y="239.25578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.612282" xlink:href="#m2a9327d2d7" y="237.20511"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.612282" xlink:href="#m2a9327d2d7" y="237.20511"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.314397" xlink:href="#m2a9327d2d7" y="239.551826"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.314397" xlink:href="#m2a9327d2d7" y="239.551826"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.404553" xlink:href="#m2a9327d2d7" y="241.123477"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.404553" xlink:href="#m2a9327d2d7" y="241.123477"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.879556" xlink:href="#m2a9327d2d7" y="240.923166"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.879556" xlink:href="#m2a9327d2d7" y="240.923166"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.16615" xlink:href="#m2a9327d2d7" y="239.879741"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.16615" xlink:href="#m2a9327d2d7" y="239.879741"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.968573" xlink:href="#m2a9327d2d7" y="238.249237"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.968573" xlink:href="#m2a9327d2d7" y="238.249237"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.574319" xlink:href="#m2a9327d2d7" y="239.20515"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.574319" xlink:href="#m2a9327d2d7" y="239.20515"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.270455" xlink:href="#m2a9327d2d7" y="239.27934"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.270455" xlink:href="#m2a9327d2d7" y="239.27934"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.657044" xlink:href="#m2a9327d2d7" y="242.279536"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.657044" xlink:href="#m2a9327d2d7" y="242.279536"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.110874" xlink:href="#m2a9327d2d7" y="240.298266"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.110874" xlink:href="#m2a9327d2d7" y="240.298266"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.25726" xlink:href="#m2a9327d2d7" y="239.890758"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.25726" xlink:href="#m2a9327d2d7" y="239.890758"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.983792" xlink:href="#m2a9327d2d7" y="239.049353"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="106.983792" xlink:href="#m2a9327d2d7" y="239.049353"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.580134" xlink:href="#m2a9327d2d7" y="237.889792"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.580134" xlink:href="#m2a9327d2d7" y="237.889792"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.316169" xlink:href="#m2a9327d2d7" y="239.536946"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.316169" xlink:href="#m2a9327d2d7" y="239.536946"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.701026" xlink:href="#m2a9327d2d7" y="241.773872"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.701026" xlink:href="#m2a9327d2d7" y="241.773872"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.228896" xlink:href="#m2a9327d2d7" y="241.884324"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.228896" xlink:href="#m2a9327d2d7" y="241.884324"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.426627" xlink:href="#m2a9327d2d7" y="240.024493"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.426627" xlink:href="#m2a9327d2d7" y="240.024493"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.395041" xlink:href="#m2a9327d2d7" y="237.965937"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.395041" xlink:href="#m2a9327d2d7" y="237.965937"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.025619" xlink:href="#m2a9327d2d7" y="237.853611"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.025619" xlink:href="#m2a9327d2d7" y="237.853611"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.555398" xlink:href="#m2a9327d2d7" y="238.657295"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.555398" xlink:href="#m2a9327d2d7" y="238.657295"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.672689" xlink:href="#m2a9327d2d7" y="241.983368"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.672689" xlink:href="#m2a9327d2d7" y="241.983368"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.515047" xlink:href="#m2a9327d2d7" y="244.663218"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.515047" xlink:href="#m2a9327d2d7" y="244.663218"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.768319" xlink:href="#m2a9327d2d7" y="242.717888"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.768319" xlink:href="#m2a9327d2d7" y="242.717888"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.570004" xlink:href="#m2a9327d2d7" y="241.143885"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.570004" xlink:href="#m2a9327d2d7" y="241.143885"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.165209" xlink:href="#m2a9327d2d7" y="238.477191"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.165209" xlink:href="#m2a9327d2d7" y="238.477191"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.02744" xlink:href="#m2a9327d2d7" y="239.985519"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.02744" xlink:href="#m2a9327d2d7" y="239.985519"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.501183" xlink:href="#m2a9327d2d7" y="241.882771"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.501183" xlink:href="#m2a9327d2d7" y="241.882771"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.373834" xlink:href="#m2a9327d2d7" y="242.074767"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.373834" xlink:href="#m2a9327d2d7" y="242.074767"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.856768" xlink:href="#m2a9327d2d7" y="239.812347"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.856768" xlink:href="#m2a9327d2d7" y="239.812347"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.779651" xlink:href="#m2a9327d2d7" y="237.310958"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.779651" xlink:href="#m2a9327d2d7" y="237.310958"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.372018" xlink:href="#m2a9327d2d7" y="236.046571"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.372018" xlink:href="#m2a9327d2d7" y="236.046571"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.925855" xlink:href="#m2a9327d2d7" y="238.362777"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.925855" xlink:href="#m2a9327d2d7" y="238.362777"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.067608" xlink:href="#m2a9327d2d7" y="238.94811"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.067608" xlink:href="#m2a9327d2d7" y="238.94811"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.599524" xlink:href="#m2a9327d2d7" y="239.820092"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.599524" xlink:href="#m2a9327d2d7" y="239.820092"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.530258" xlink:href="#m2a9327d2d7" y="238.643557"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.530258" xlink:href="#m2a9327d2d7" y="238.643557"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.077951" xlink:href="#m2a9327d2d7" y="237.79964"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.077951" xlink:href="#m2a9327d2d7" y="237.79964"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.702658" xlink:href="#m2a9327d2d7" y="238.190825"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.702658" xlink:href="#m2a9327d2d7" y="238.190825"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.379533" xlink:href="#m2a9327d2d7" y="238.442006"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.379533" xlink:href="#m2a9327d2d7" y="238.442006"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.447694" xlink:href="#m2a9327d2d7" y="240.831253"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.447694" xlink:href="#m2a9327d2d7" y="240.831253"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.987178" xlink:href="#m2a9327d2d7" y="241.949595"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.987178" xlink:href="#m2a9327d2d7" y="241.949595"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.257883" xlink:href="#m2a9327d2d7" y="241.793765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.257883" xlink:href="#m2a9327d2d7" y="241.793765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.039856" xlink:href="#m2a9327d2d7" y="239.242076"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.039856" xlink:href="#m2a9327d2d7" y="239.242076"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.537972" xlink:href="#m2a9327d2d7" y="236.212615"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.537972" xlink:href="#m2a9327d2d7" y="236.212615"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.150299" xlink:href="#m2a9327d2d7" y="237.595647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.150299" xlink:href="#m2a9327d2d7" y="237.595647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.4142" xlink:href="#m2a9327d2d7" y="240.216768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.4142" xlink:href="#m2a9327d2d7" y="240.216768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.957831" xlink:href="#m2a9327d2d7" y="241.104055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.957831" xlink:href="#m2a9327d2d7" y="241.104055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.141937" xlink:href="#m2a9327d2d7" y="240.393402"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.141937" xlink:href="#m2a9327d2d7" y="240.393402"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.897728" xlink:href="#m2a9327d2d7" y="237.774299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.897728" xlink:href="#m2a9327d2d7" y="237.774299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.378291" xlink:href="#m2a9327d2d7" y="237.029129"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.378291" xlink:href="#m2a9327d2d7" y="237.029129"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.820153" xlink:href="#m2a9327d2d7" y="238.406984"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.820153" xlink:href="#m2a9327d2d7" y="238.406984"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.964919" xlink:href="#m2a9327d2d7" y="241.436057"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.964919" xlink:href="#m2a9327d2d7" y="241.436057"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.591705" xlink:href="#m2a9327d2d7" y="242.419395"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.591705" xlink:href="#m2a9327d2d7" y="242.419395"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.909749" xlink:href="#m2a9327d2d7" y="241.849055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.909749" xlink:href="#m2a9327d2d7" y="241.849055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.765989" xlink:href="#m2a9327d2d7" y="239.220829"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="107.765989" xlink:href="#m2a9327d2d7" y="239.220829"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.41052" xlink:href="#m2a9327d2d7" y="238.966178"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.41052" xlink:href="#m2a9327d2d7" y="238.966178"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.010338" xlink:href="#m2a9327d2d7" y="239.818707"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.010338" xlink:href="#m2a9327d2d7" y="239.818707"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.289031" xlink:href="#m2a9327d2d7" y="241.939434"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.289031" xlink:href="#m2a9327d2d7" y="241.939434"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.073514" xlink:href="#m2a9327d2d7" y="242.026723"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.073514" xlink:href="#m2a9327d2d7" y="242.026723"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.578834" xlink:href="#m2a9327d2d7" y="241.584529"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.578834" xlink:href="#m2a9327d2d7" y="241.584529"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.466651" xlink:href="#m2a9327d2d7" y="238.942002"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.466651" xlink:href="#m2a9327d2d7" y="238.942002"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.02554" xlink:href="#m2a9327d2d7" y="236.936706"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.02554" xlink:href="#m2a9327d2d7" y="236.936706"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.736516" xlink:href="#m2a9327d2d7" y="239.244204"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.736516" xlink:href="#m2a9327d2d7" y="239.244204"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.09818" xlink:href="#m2a9327d2d7" y="241.019473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.09818" xlink:href="#m2a9327d2d7" y="241.019473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.685593" xlink:href="#m2a9327d2d7" y="241.439036"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.685593" xlink:href="#m2a9327d2d7" y="241.439036"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.718204" xlink:href="#m2a9327d2d7" y="240.36684"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.718204" xlink:href="#m2a9327d2d7" y="240.36684"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.288794" xlink:href="#m2a9327d2d7" y="238.262036"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.288794" xlink:href="#m2a9327d2d7" y="238.262036"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.873874" xlink:href="#m2a9327d2d7" y="237.080773"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.873874" xlink:href="#m2a9327d2d7" y="237.080773"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.507018" xlink:href="#m2a9327d2d7" y="238.894393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.507018" xlink:href="#m2a9327d2d7" y="238.894393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.805949" xlink:href="#m2a9327d2d7" y="241.183"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.805949" xlink:href="#m2a9327d2d7" y="241.183"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.443998" xlink:href="#m2a9327d2d7" y="241.257709"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.443998" xlink:href="#m2a9327d2d7" y="241.257709"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.812602" xlink:href="#m2a9327d2d7" y="240.678871"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.812602" xlink:href="#m2a9327d2d7" y="240.678871"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.596123" xlink:href="#m2a9327d2d7" y="237.922071"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.596123" xlink:href="#m2a9327d2d7" y="237.922071"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.103379" xlink:href="#m2a9327d2d7" y="236.958718"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.103379" xlink:href="#m2a9327d2d7" y="236.958718"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.639611" xlink:href="#m2a9327d2d7" y="238.415419"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.639611" xlink:href="#m2a9327d2d7" y="238.415419"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.712952" xlink:href="#m2a9327d2d7" y="241.223522"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.712952" xlink:href="#m2a9327d2d7" y="241.223522"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.313824" xlink:href="#m2a9327d2d7" y="241.406158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.313824" xlink:href="#m2a9327d2d7" y="241.406158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.603902" xlink:href="#m2a9327d2d7" y="240.107469"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.603902" xlink:href="#m2a9327d2d7" y="240.107469"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.465613" xlink:href="#m2a9327d2d7" y="237.653741"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.465613" xlink:href="#m2a9327d2d7" y="237.653741"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.970814" xlink:href="#m2a9327d2d7" y="236.386554"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.970814" xlink:href="#m2a9327d2d7" y="236.386554"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.547751" xlink:href="#m2a9327d2d7" y="238.015838"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.547751" xlink:href="#m2a9327d2d7" y="238.015838"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.941069" xlink:href="#m2a9327d2d7" y="241.320563"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.941069" xlink:href="#m2a9327d2d7" y="241.320563"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.592296" xlink:href="#m2a9327d2d7" y="242.553366"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.592296" xlink:href="#m2a9327d2d7" y="242.553366"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.687177" xlink:href="#m2a9327d2d7" y="240.56699"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.687177" xlink:href="#m2a9327d2d7" y="240.56699"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.553905" xlink:href="#m2a9327d2d7" y="238.48642"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.553905" xlink:href="#m2a9327d2d7" y="238.48642"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.131844" xlink:href="#m2a9327d2d7" y="237.768581"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.131844" xlink:href="#m2a9327d2d7" y="237.768581"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.802106" xlink:href="#m2a9327d2d7" y="239.343216"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.802106" xlink:href="#m2a9327d2d7" y="239.343216"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.091207" xlink:href="#m2a9327d2d7" y="241.60437"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.091207" xlink:href="#m2a9327d2d7" y="241.60437"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.001" xlink:href="#m2a9327d2d7" y="241.573802"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.001" xlink:href="#m2a9327d2d7" y="241.573802"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.355495" xlink:href="#m2a9327d2d7" y="239.570482"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.355495" xlink:href="#m2a9327d2d7" y="239.570482"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.195558" xlink:href="#m2a9327d2d7" y="238.283064"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.195558" xlink:href="#m2a9327d2d7" y="238.283064"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.777433" xlink:href="#m2a9327d2d7" y="237.958929"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.777433" xlink:href="#m2a9327d2d7" y="237.958929"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.441636" xlink:href="#m2a9327d2d7" y="238.545472"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.441636" xlink:href="#m2a9327d2d7" y="238.545472"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.705306" xlink:href="#m2a9327d2d7" y="241.298698"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.705306" xlink:href="#m2a9327d2d7" y="241.298698"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.327059" xlink:href="#m2a9327d2d7" y="241.085429"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.327059" xlink:href="#m2a9327d2d7" y="241.085429"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.85427" xlink:href="#m2a9327d2d7" y="239.421839"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.85427" xlink:href="#m2a9327d2d7" y="239.421839"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.861398" xlink:href="#m2a9327d2d7" y="236.489538"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.861398" xlink:href="#m2a9327d2d7" y="236.489538"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.405401" xlink:href="#m2a9327d2d7" y="234.805772"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.405401" xlink:href="#m2a9327d2d7" y="234.805772"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.986816" xlink:href="#m2a9327d2d7" y="237.220513"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.986816" xlink:href="#m2a9327d2d7" y="237.220513"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.151438" xlink:href="#m2a9327d2d7" y="240.053565"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.151438" xlink:href="#m2a9327d2d7" y="240.053565"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.913739" xlink:href="#m2a9327d2d7" y="241.399644"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.913739" xlink:href="#m2a9327d2d7" y="241.399644"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.263684" xlink:href="#m2a9327d2d7" y="240.25959"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.263684" xlink:href="#m2a9327d2d7" y="240.25959"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.058704" xlink:href="#m2a9327d2d7" y="237.99031"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.058704" xlink:href="#m2a9327d2d7" y="237.99031"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.599868" xlink:href="#m2a9327d2d7" y="237.446289"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.599868" xlink:href="#m2a9327d2d7" y="237.446289"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.210104" xlink:href="#m2a9327d2d7" y="238.940332"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.210104" xlink:href="#m2a9327d2d7" y="238.940332"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.446634" xlink:href="#m2a9327d2d7" y="241.373083"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.446634" xlink:href="#m2a9327d2d7" y="241.373083"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.889257" xlink:href="#m2a9327d2d7" y="243.118502"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.889257" xlink:href="#m2a9327d2d7" y="243.118502"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.794359" xlink:href="#m2a9327d2d7" y="238.949638"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.794359" xlink:href="#m2a9327d2d7" y="238.949638"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.540536" xlink:href="#m2a9327d2d7" y="237.382618"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.540536" xlink:href="#m2a9327d2d7" y="237.382618"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.05148" xlink:href="#m2a9327d2d7" y="235.899895"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.05148" xlink:href="#m2a9327d2d7" y="235.899895"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.666277" xlink:href="#m2a9327d2d7" y="237.209681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.666277" xlink:href="#m2a9327d2d7" y="237.209681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.925924" xlink:href="#m2a9327d2d7" y="240.647098"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.925924" xlink:href="#m2a9327d2d7" y="240.647098"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.490296" xlink:href="#m2a9327d2d7" y="241.719662"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.490296" xlink:href="#m2a9327d2d7" y="241.719662"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.554832" xlink:href="#m2a9327d2d7" y="240.333587"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.554832" xlink:href="#m2a9327d2d7" y="240.333587"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.309533" xlink:href="#m2a9327d2d7" y="239.466798"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.309533" xlink:href="#m2a9327d2d7" y="239.466798"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.772552" xlink:href="#m2a9327d2d7" y="238.56105"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.772552" xlink:href="#m2a9327d2d7" y="238.56105"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.288125" xlink:href="#m2a9327d2d7" y="239.495372"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.288125" xlink:href="#m2a9327d2d7" y="239.495372"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.378249" xlink:href="#m2a9327d2d7" y="241.390359"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.378249" xlink:href="#m2a9327d2d7" y="241.390359"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.849453" xlink:href="#m2a9327d2d7" y="241.896753"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.849453" xlink:href="#m2a9327d2d7" y="241.896753"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.106157" xlink:href="#m2a9327d2d7" y="241.502601"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.106157" xlink:href="#m2a9327d2d7" y="241.502601"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.000221" xlink:href="#m2a9327d2d7" y="239.326104"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.000221" xlink:href="#m2a9327d2d7" y="239.326104"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.530757" xlink:href="#m2a9327d2d7" y="237.983491"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.530757" xlink:href="#m2a9327d2d7" y="237.983491"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.155129" xlink:href="#m2a9327d2d7" y="239.537558"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.155129" xlink:href="#m2a9327d2d7" y="239.537558"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.278116" xlink:href="#m2a9327d2d7" y="241.111182"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.278116" xlink:href="#m2a9327d2d7" y="241.111182"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.102187" xlink:href="#m2a9327d2d7" y="242.309267"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.102187" xlink:href="#m2a9327d2d7" y="242.309267"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.539226" xlink:href="#m2a9327d2d7" y="241.083932"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.539226" xlink:href="#m2a9327d2d7" y="241.083932"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.470204" xlink:href="#m2a9327d2d7" y="238.124651"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.470204" xlink:href="#m2a9327d2d7" y="238.124651"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.022173" xlink:href="#m2a9327d2d7" y="236.571673"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.022173" xlink:href="#m2a9327d2d7" y="236.571673"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.586658" xlink:href="#m2a9327d2d7" y="238.630086"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.586658" xlink:href="#m2a9327d2d7" y="238.630086"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.783883" xlink:href="#m2a9327d2d7" y="240.211269"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.783883" xlink:href="#m2a9327d2d7" y="240.211269"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.348232" xlink:href="#m2a9327d2d7" y="240.938161"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.348232" xlink:href="#m2a9327d2d7" y="240.938161"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.566258" xlink:href="#m2a9327d2d7" y="239.083417"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.566258" xlink:href="#m2a9327d2d7" y="239.083417"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.482975" xlink:href="#m2a9327d2d7" y="238.235709"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.482975" xlink:href="#m2a9327d2d7" y="238.235709"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.999595" xlink:href="#m2a9327d2d7" y="237.776464"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.999595" xlink:href="#m2a9327d2d7" y="237.776464"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.639325" xlink:href="#m2a9327d2d7" y="238.675559"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.639325" xlink:href="#m2a9327d2d7" y="238.675559"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.848528" xlink:href="#m2a9327d2d7" y="240.612969"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.848528" xlink:href="#m2a9327d2d7" y="240.612969"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.595235" xlink:href="#m2a9327d2d7" y="240.606264"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.595235" xlink:href="#m2a9327d2d7" y="240.606264"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.915119" xlink:href="#m2a9327d2d7" y="239.498511"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.915119" xlink:href="#m2a9327d2d7" y="239.498511"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.824057" xlink:href="#m2a9327d2d7" y="238.542078"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.824057" xlink:href="#m2a9327d2d7" y="238.542078"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.422148" xlink:href="#m2a9327d2d7" y="236.570299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.422148" xlink:href="#m2a9327d2d7" y="236.570299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.051927" xlink:href="#m2a9327d2d7" y="239.164064"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.051927" xlink:href="#m2a9327d2d7" y="239.164064"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.312045" xlink:href="#m2a9327d2d7" y="240.82726"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.312045" xlink:href="#m2a9327d2d7" y="240.82726"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.011477" xlink:href="#m2a9327d2d7" y="240.462544"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.011477" xlink:href="#m2a9327d2d7" y="240.462544"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.344991" xlink:href="#m2a9327d2d7" y="239.786818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.344991" xlink:href="#m2a9327d2d7" y="239.786818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.113973" xlink:href="#m2a9327d2d7" y="237.889208"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.113973" xlink:href="#m2a9327d2d7" y="237.889208"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.57148" xlink:href="#m2a9327d2d7" y="236.102766"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.57148" xlink:href="#m2a9327d2d7" y="236.102766"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.199447" xlink:href="#m2a9327d2d7" y="238.543348"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.199447" xlink:href="#m2a9327d2d7" y="238.543348"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.547083" xlink:href="#m2a9327d2d7" y="241.12938"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.547083" xlink:href="#m2a9327d2d7" y="241.12938"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.406715" xlink:href="#m2a9327d2d7" y="241.715078"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.406715" xlink:href="#m2a9327d2d7" y="241.715078"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.729772" xlink:href="#m2a9327d2d7" y="240.339488"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.729772" xlink:href="#m2a9327d2d7" y="240.339488"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.551029" xlink:href="#m2a9327d2d7" y="237.133467"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.551029" xlink:href="#m2a9327d2d7" y="237.133467"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.105377" xlink:href="#m2a9327d2d7" y="236.113012"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.105377" xlink:href="#m2a9327d2d7" y="236.113012"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.75783" xlink:href="#m2a9327d2d7" y="238.467773"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.75783" xlink:href="#m2a9327d2d7" y="238.467773"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.068483" xlink:href="#m2a9327d2d7" y="240.401295"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.068483" xlink:href="#m2a9327d2d7" y="240.401295"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.635801" xlink:href="#m2a9327d2d7" y="240.264028"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.635801" xlink:href="#m2a9327d2d7" y="240.264028"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.696003" xlink:href="#m2a9327d2d7" y="239.047322"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.696003" xlink:href="#m2a9327d2d7" y="239.047322"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.229436" xlink:href="#m2a9327d2d7" y="236.613088"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.229436" xlink:href="#m2a9327d2d7" y="236.613088"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.614691" xlink:href="#m2a9327d2d7" y="236.228885"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.614691" xlink:href="#m2a9327d2d7" y="236.228885"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.267724" xlink:href="#m2a9327d2d7" y="238.596541"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.267724" xlink:href="#m2a9327d2d7" y="238.596541"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.533768" xlink:href="#m2a9327d2d7" y="240.829331"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.533768" xlink:href="#m2a9327d2d7" y="240.829331"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.079003" xlink:href="#m2a9327d2d7" y="241.31875"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.079003" xlink:href="#m2a9327d2d7" y="241.31875"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.113446" xlink:href="#m2a9327d2d7" y="239.652617"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.113446" xlink:href="#m2a9327d2d7" y="239.652617"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.803966" xlink:href="#m2a9327d2d7" y="237.0591"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.803966" xlink:href="#m2a9327d2d7" y="237.0591"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.345662" xlink:href="#m2a9327d2d7" y="236.198721"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.345662" xlink:href="#m2a9327d2d7" y="236.198721"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.816012" xlink:href="#m2a9327d2d7" y="237.757801"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.816012" xlink:href="#m2a9327d2d7" y="237.757801"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.871034" xlink:href="#m2a9327d2d7" y="240.361985"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.871034" xlink:href="#m2a9327d2d7" y="240.361985"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.306181" xlink:href="#m2a9327d2d7" y="240.252043"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.306181" xlink:href="#m2a9327d2d7" y="240.252043"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.625598" xlink:href="#m2a9327d2d7" y="239.679576"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.625598" xlink:href="#m2a9327d2d7" y="239.679576"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.614778" xlink:href="#m2a9327d2d7" y="239.720553"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.614778" xlink:href="#m2a9327d2d7" y="239.720553"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.245943" xlink:href="#m2a9327d2d7" y="237.884784"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.245943" xlink:href="#m2a9327d2d7" y="237.884784"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.907608" xlink:href="#m2a9327d2d7" y="237.231461"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.907608" xlink:href="#m2a9327d2d7" y="237.231461"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.261015" xlink:href="#m2a9327d2d7" y="240.628294"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.261015" xlink:href="#m2a9327d2d7" y="240.628294"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.927791" xlink:href="#m2a9327d2d7" y="241.16293"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.927791" xlink:href="#m2a9327d2d7" y="241.16293"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.236676" xlink:href="#m2a9327d2d7" y="239.075366"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.236676" xlink:href="#m2a9327d2d7" y="239.075366"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.13408" xlink:href="#m2a9327d2d7" y="236.268142"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.13408" xlink:href="#m2a9327d2d7" y="236.268142"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.702081" xlink:href="#m2a9327d2d7" y="235.935606"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.702081" xlink:href="#m2a9327d2d7" y="235.935606"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.231448" xlink:href="#m2a9327d2d7" y="236.358578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.231448" xlink:href="#m2a9327d2d7" y="236.358578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.347973" xlink:href="#m2a9327d2d7" y="239.214169"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.347973" xlink:href="#m2a9327d2d7" y="239.214169"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.836566" xlink:href="#m2a9327d2d7" y="241.36924"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.836566" xlink:href="#m2a9327d2d7" y="241.36924"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.292767" xlink:href="#m2a9327d2d7" y="238.864233"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.292767" xlink:href="#m2a9327d2d7" y="238.864233"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.358541" xlink:href="#m2a9327d2d7" y="236.975047"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.358541" xlink:href="#m2a9327d2d7" y="236.975047"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.971091" xlink:href="#m2a9327d2d7" y="236.410811"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.971091" xlink:href="#m2a9327d2d7" y="236.410811"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.442156" xlink:href="#m2a9327d2d7" y="236.724666"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.442156" xlink:href="#m2a9327d2d7" y="236.724666"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.508105" xlink:href="#m2a9327d2d7" y="239.723839"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.508105" xlink:href="#m2a9327d2d7" y="239.723839"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.126474" xlink:href="#m2a9327d2d7" y="240.695377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.126474" xlink:href="#m2a9327d2d7" y="240.695377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.386263" xlink:href="#m2a9327d2d7" y="238.667847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.386263" xlink:href="#m2a9327d2d7" y="238.667847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.247448" xlink:href="#m2a9327d2d7" y="236.699647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.247448" xlink:href="#m2a9327d2d7" y="236.699647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.872746" xlink:href="#m2a9327d2d7" y="237.374872"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.872746" xlink:href="#m2a9327d2d7" y="237.374872"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.530575" xlink:href="#m2a9327d2d7" y="238.565476"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.530575" xlink:href="#m2a9327d2d7" y="238.565476"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.784974" xlink:href="#m2a9327d2d7" y="241.05521"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.784974" xlink:href="#m2a9327d2d7" y="241.05521"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.626722" xlink:href="#m2a9327d2d7" y="242.816516"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.626722" xlink:href="#m2a9327d2d7" y="242.816516"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.977138" xlink:href="#m2a9327d2d7" y="240.82125"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.977138" xlink:href="#m2a9327d2d7" y="240.82125"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.850447" xlink:href="#m2a9327d2d7" y="238.872749"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.850447" xlink:href="#m2a9327d2d7" y="238.872749"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.44576" xlink:href="#m2a9327d2d7" y="238.0719"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.44576" xlink:href="#m2a9327d2d7" y="238.0719"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.067342" xlink:href="#m2a9327d2d7" y="239.288822"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.067342" xlink:href="#m2a9327d2d7" y="239.288822"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.292869" xlink:href="#m2a9327d2d7" y="241.088032"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.292869" xlink:href="#m2a9327d2d7" y="241.088032"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.054946" xlink:href="#m2a9327d2d7" y="241.503476"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.054946" xlink:href="#m2a9327d2d7" y="241.503476"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.490672" xlink:href="#m2a9327d2d7" y="240.204016"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.490672" xlink:href="#m2a9327d2d7" y="240.204016"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.407796" xlink:href="#m2a9327d2d7" y="238.944385"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.407796" xlink:href="#m2a9327d2d7" y="238.944385"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.058522" xlink:href="#m2a9327d2d7" y="237.996441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.058522" xlink:href="#m2a9327d2d7" y="237.996441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.907187" xlink:href="#m2a9327d2d7" y="238.904007"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.907187" xlink:href="#m2a9327d2d7" y="238.904007"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.192856" xlink:href="#m2a9327d2d7" y="240.781647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.192856" xlink:href="#m2a9327d2d7" y="240.781647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.568767" xlink:href="#m2a9327d2d7" y="241.01858"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.568767" xlink:href="#m2a9327d2d7" y="241.01858"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.734861" xlink:href="#m2a9327d2d7" y="239.032326"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.734861" xlink:href="#m2a9327d2d7" y="239.032326"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.503986" xlink:href="#m2a9327d2d7" y="237.793475"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.503986" xlink:href="#m2a9327d2d7" y="237.793475"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.103534" xlink:href="#m2a9327d2d7" y="236.488803"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.103534" xlink:href="#m2a9327d2d7" y="236.488803"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.753269" xlink:href="#m2a9327d2d7" y="237.566874"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.753269" xlink:href="#m2a9327d2d7" y="237.566874"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.039141" xlink:href="#m2a9327d2d7" y="240.802"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.039141" xlink:href="#m2a9327d2d7" y="240.802"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.635327" xlink:href="#m2a9327d2d7" y="242.225953"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.635327" xlink:href="#m2a9327d2d7" y="242.225953"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.787724" xlink:href="#m2a9327d2d7" y="239.488652"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.787724" xlink:href="#m2a9327d2d7" y="239.488652"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.610621" xlink:href="#m2a9327d2d7" y="236.805264"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.610621" xlink:href="#m2a9327d2d7" y="236.805264"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.29941" xlink:href="#m2a9327d2d7" y="236.051726"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.29941" xlink:href="#m2a9327d2d7" y="236.051726"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.973855" xlink:href="#m2a9327d2d7" y="238.040577"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.973855" xlink:href="#m2a9327d2d7" y="238.040577"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.210489" xlink:href="#m2a9327d2d7" y="240.589917"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.210489" xlink:href="#m2a9327d2d7" y="240.589917"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.638975" xlink:href="#m2a9327d2d7" y="240.645457"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.638975" xlink:href="#m2a9327d2d7" y="240.645457"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.743095" xlink:href="#m2a9327d2d7" y="240.034262"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.743095" xlink:href="#m2a9327d2d7" y="240.034262"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.454425" xlink:href="#m2a9327d2d7" y="238.315044"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.454425" xlink:href="#m2a9327d2d7" y="238.315044"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.976991" xlink:href="#m2a9327d2d7" y="237.782074"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.976991" xlink:href="#m2a9327d2d7" y="237.782074"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.53495" xlink:href="#m2a9327d2d7" y="238.754075"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.53495" xlink:href="#m2a9327d2d7" y="238.754075"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.756578" xlink:href="#m2a9327d2d7" y="240.870155"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.756578" xlink:href="#m2a9327d2d7" y="240.870155"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.41837" xlink:href="#m2a9327d2d7" y="242.111788"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.41837" xlink:href="#m2a9327d2d7" y="242.111788"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.75512" xlink:href="#m2a9327d2d7" y="240.552361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.75512" xlink:href="#m2a9327d2d7" y="240.552361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.62129" xlink:href="#m2a9327d2d7" y="237.803077"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.62129" xlink:href="#m2a9327d2d7" y="237.803077"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.237791" xlink:href="#m2a9327d2d7" y="237.013729"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.237791" xlink:href="#m2a9327d2d7" y="237.013729"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.810997" xlink:href="#m2a9327d2d7" y="239.218408"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.810997" xlink:href="#m2a9327d2d7" y="239.218408"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.96857" xlink:href="#m2a9327d2d7" y="241.653811"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.96857" xlink:href="#m2a9327d2d7" y="241.653811"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.732292" xlink:href="#m2a9327d2d7" y="242.307141"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.732292" xlink:href="#m2a9327d2d7" y="242.307141"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.996507" xlink:href="#m2a9327d2d7" y="239.92725"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.996507" xlink:href="#m2a9327d2d7" y="239.92725"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.696371" xlink:href="#m2a9327d2d7" y="237.720907"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.696371" xlink:href="#m2a9327d2d7" y="237.720907"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.333594" xlink:href="#m2a9327d2d7" y="237.011145"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.333594" xlink:href="#m2a9327d2d7" y="237.011145"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.956469" xlink:href="#m2a9327d2d7" y="237.639938"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.956469" xlink:href="#m2a9327d2d7" y="237.639938"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.090132" xlink:href="#m2a9327d2d7" y="239.266607"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.090132" xlink:href="#m2a9327d2d7" y="239.266607"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.675422" xlink:href="#m2a9327d2d7" y="240.074525"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.675422" xlink:href="#m2a9327d2d7" y="240.074525"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.040067" xlink:href="#m2a9327d2d7" y="239.235393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.040067" xlink:href="#m2a9327d2d7" y="239.235393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.007264" xlink:href="#m2a9327d2d7" y="238.323454"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.007264" xlink:href="#m2a9327d2d7" y="238.323454"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.627313" xlink:href="#m2a9327d2d7" y="236.715981"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.627313" xlink:href="#m2a9327d2d7" y="236.715981"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.216767" xlink:href="#m2a9327d2d7" y="238.051875"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.216767" xlink:href="#m2a9327d2d7" y="238.051875"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.310993" xlink:href="#m2a9327d2d7" y="240.484432"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.310993" xlink:href="#m2a9327d2d7" y="240.484432"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.53984" xlink:href="#m2a9327d2d7" y="240.991125"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.53984" xlink:href="#m2a9327d2d7" y="240.991125"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.567996" xlink:href="#m2a9327d2d7" y="239.625306"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.567996" xlink:href="#m2a9327d2d7" y="239.625306"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.324446" xlink:href="#m2a9327d2d7" y="237.699839"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.324446" xlink:href="#m2a9327d2d7" y="237.699839"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.786826" xlink:href="#m2a9327d2d7" y="236.218711"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.786826" xlink:href="#m2a9327d2d7" y="236.218711"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.287676" xlink:href="#m2a9327d2d7" y="236.89841"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.287676" xlink:href="#m2a9327d2d7" y="236.89841"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.321748" xlink:href="#m2a9327d2d7" y="238.31559"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.321748" xlink:href="#m2a9327d2d7" y="238.31559"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.052639" xlink:href="#m2a9327d2d7" y="239.755107"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.052639" xlink:href="#m2a9327d2d7" y="239.755107"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.71647" xlink:href="#m2a9327d2d7" y="239.243096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.71647" xlink:href="#m2a9327d2d7" y="239.243096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.715069" xlink:href="#m2a9327d2d7" y="236.970567"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.715069" xlink:href="#m2a9327d2d7" y="236.970567"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.264647" xlink:href="#m2a9327d2d7" y="235.945745"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.264647" xlink:href="#m2a9327d2d7" y="235.945745"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.730268" xlink:href="#m2a9327d2d7" y="236.715372"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.730268" xlink:href="#m2a9327d2d7" y="236.715372"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.804599" xlink:href="#m2a9327d2d7" y="239.94428"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.804599" xlink:href="#m2a9327d2d7" y="239.94428"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.395616" xlink:href="#m2a9327d2d7" y="241.75274"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.395616" xlink:href="#m2a9327d2d7" y="241.75274"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.784866" xlink:href="#m2a9327d2d7" y="240.522571"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.784866" xlink:href="#m2a9327d2d7" y="240.522571"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.670193" xlink:href="#m2a9327d2d7" y="238.993682"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.670193" xlink:href="#m2a9327d2d7" y="238.993682"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.194228" xlink:href="#m2a9327d2d7" y="237.780003"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.194228" xlink:href="#m2a9327d2d7" y="237.780003"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.668976" xlink:href="#m2a9327d2d7" y="238.994448"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.668976" xlink:href="#m2a9327d2d7" y="238.994448"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.648817" xlink:href="#m2a9327d2d7" y="241.308713"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.648817" xlink:href="#m2a9327d2d7" y="241.308713"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.147799" xlink:href="#m2a9327d2d7" y="241.337131"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.147799" xlink:href="#m2a9327d2d7" y="241.337131"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.399155" xlink:href="#m2a9327d2d7" y="240.236146"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.399155" xlink:href="#m2a9327d2d7" y="240.236146"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.289463" xlink:href="#m2a9327d2d7" y="238.136331"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.289463" xlink:href="#m2a9327d2d7" y="238.136331"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.781793" xlink:href="#m2a9327d2d7" y="235.975434"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.781793" xlink:href="#m2a9327d2d7" y="235.975434"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.313622" xlink:href="#m2a9327d2d7" y="238.13019"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.313622" xlink:href="#m2a9327d2d7" y="238.13019"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.402637" xlink:href="#m2a9327d2d7" y="240.234336"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.402637" xlink:href="#m2a9327d2d7" y="240.234336"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.971695" xlink:href="#m2a9327d2d7" y="240.659367"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.971695" xlink:href="#m2a9327d2d7" y="240.659367"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.26115" xlink:href="#m2a9327d2d7" y="239.537673"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.26115" xlink:href="#m2a9327d2d7" y="239.537673"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.156902" xlink:href="#m2a9327d2d7" y="237.888215"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.156902" xlink:href="#m2a9327d2d7" y="237.888215"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.721623" xlink:href="#m2a9327d2d7" y="236.896291"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.721623" xlink:href="#m2a9327d2d7" y="236.896291"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.372695" xlink:href="#m2a9327d2d7" y="237.442931"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.372695" xlink:href="#m2a9327d2d7" y="237.442931"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.761319" xlink:href="#m2a9327d2d7" y="239.671444"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.761319" xlink:href="#m2a9327d2d7" y="239.671444"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.422133" xlink:href="#m2a9327d2d7" y="240.025818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.422133" xlink:href="#m2a9327d2d7" y="240.025818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.491973" xlink:href="#m2a9327d2d7" y="238.884055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.491973" xlink:href="#m2a9327d2d7" y="238.884055"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.205179" xlink:href="#m2a9327d2d7" y="237.361948"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.205179" xlink:href="#m2a9327d2d7" y="237.361948"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.659832" xlink:href="#m2a9327d2d7" y="235.375904"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.659832" xlink:href="#m2a9327d2d7" y="235.375904"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.221719" xlink:href="#m2a9327d2d7" y="237.307171"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.221719" xlink:href="#m2a9327d2d7" y="237.307171"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.350536" xlink:href="#m2a9327d2d7" y="239.661016"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.350536" xlink:href="#m2a9327d2d7" y="239.661016"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.036778" xlink:href="#m2a9327d2d7" y="242.362378"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.036778" xlink:href="#m2a9327d2d7" y="242.362378"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.405126" xlink:href="#m2a9327d2d7" y="241.74128"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.405126" xlink:href="#m2a9327d2d7" y="241.74128"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.127176" xlink:href="#m2a9327d2d7" y="239.160729"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.127176" xlink:href="#m2a9327d2d7" y="239.160729"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.667519" xlink:href="#m2a9327d2d7" y="237.775916"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.667519" xlink:href="#m2a9327d2d7" y="237.775916"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.234211" xlink:href="#m2a9327d2d7" y="237.689096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.234211" xlink:href="#m2a9327d2d7" y="237.689096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.356012" xlink:href="#m2a9327d2d7" y="240.047672"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.356012" xlink:href="#m2a9327d2d7" y="240.047672"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.900297" xlink:href="#m2a9327d2d7" y="240.542215"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.900297" xlink:href="#m2a9327d2d7" y="240.542215"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.042065" xlink:href="#m2a9327d2d7" y="239.997423"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.042065" xlink:href="#m2a9327d2d7" y="239.997423"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.809079" xlink:href="#m2a9327d2d7" y="238.613854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.809079" xlink:href="#m2a9327d2d7" y="238.613854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.393217" xlink:href="#m2a9327d2d7" y="239.034617"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.393217" xlink:href="#m2a9327d2d7" y="239.034617"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.13836" xlink:href="#m2a9327d2d7" y="239.713392"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.13836" xlink:href="#m2a9327d2d7" y="239.713392"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.4139" xlink:href="#m2a9327d2d7" y="241.900607"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.4139" xlink:href="#m2a9327d2d7" y="241.900607"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.938077" xlink:href="#m2a9327d2d7" y="241.651033"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.938077" xlink:href="#m2a9327d2d7" y="241.651033"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.229437" xlink:href="#m2a9327d2d7" y="239.540049"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.229437" xlink:href="#m2a9327d2d7" y="239.540049"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.083529" xlink:href="#m2a9327d2d7" y="237.347706"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.083529" xlink:href="#m2a9327d2d7" y="237.347706"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.63543" xlink:href="#m2a9327d2d7" y="236.978207"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.63543" xlink:href="#m2a9327d2d7" y="236.978207"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.26895" xlink:href="#m2a9327d2d7" y="238.286211"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.26895" xlink:href="#m2a9327d2d7" y="238.286211"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.417037" xlink:href="#m2a9327d2d7" y="241.127473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.417037" xlink:href="#m2a9327d2d7" y="241.127473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.884752" xlink:href="#m2a9327d2d7" y="241.510689"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.884752" xlink:href="#m2a9327d2d7" y="241.510689"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.728415" xlink:href="#m2a9327d2d7" y="240.280679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.728415" xlink:href="#m2a9327d2d7" y="240.280679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.350367" xlink:href="#m2a9327d2d7" y="239.17158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.350367" xlink:href="#m2a9327d2d7" y="239.17158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.927037" xlink:href="#m2a9327d2d7" y="237.828455"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.927037" xlink:href="#m2a9327d2d7" y="237.828455"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.577978" xlink:href="#m2a9327d2d7" y="239.32174"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.577978" xlink:href="#m2a9327d2d7" y="239.32174"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.800814" xlink:href="#m2a9327d2d7" y="241.733377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.800814" xlink:href="#m2a9327d2d7" y="241.733377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.536251" xlink:href="#m2a9327d2d7" y="241.752329"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.536251" xlink:href="#m2a9327d2d7" y="241.752329"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.704021" xlink:href="#m2a9327d2d7" y="240.205735"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.704021" xlink:href="#m2a9327d2d7" y="240.205735"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.486632" xlink:href="#m2a9327d2d7" y="238.128196"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.486632" xlink:href="#m2a9327d2d7" y="238.128196"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.943592" xlink:href="#m2a9327d2d7" y="237.136924"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.943592" xlink:href="#m2a9327d2d7" y="237.136924"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.395248" xlink:href="#m2a9327d2d7" y="237.907479"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.395248" xlink:href="#m2a9327d2d7" y="237.907479"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.580337" xlink:href="#m2a9327d2d7" y="240.019816"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.580337" xlink:href="#m2a9327d2d7" y="240.019816"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.206256" xlink:href="#m2a9327d2d7" y="241.451605"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.206256" xlink:href="#m2a9327d2d7" y="241.451605"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.484633" xlink:href="#m2a9327d2d7" y="240.115278"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.484633" xlink:href="#m2a9327d2d7" y="240.115278"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.326085" xlink:href="#m2a9327d2d7" y="238.071756"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.326085" xlink:href="#m2a9327d2d7" y="238.071756"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.946921" xlink:href="#m2a9327d2d7" y="237.616939"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.946921" xlink:href="#m2a9327d2d7" y="237.616939"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.614457" xlink:href="#m2a9327d2d7" y="240.149209"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.614457" xlink:href="#m2a9327d2d7" y="240.149209"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.848445" xlink:href="#m2a9327d2d7" y="242.8413"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.848445" xlink:href="#m2a9327d2d7" y="242.8413"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.609911" xlink:href="#m2a9327d2d7" y="243.910874"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.609911" xlink:href="#m2a9327d2d7" y="243.910874"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.128086" xlink:href="#m2a9327d2d7" y="241.694961"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.128086" xlink:href="#m2a9327d2d7" y="241.694961"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.19639" xlink:href="#m2a9327d2d7" y="240.030337"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.19639" xlink:href="#m2a9327d2d7" y="240.030337"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.862461" xlink:href="#m2a9327d2d7" y="238.767027"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.862461" xlink:href="#m2a9327d2d7" y="238.767027"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.487843" xlink:href="#m2a9327d2d7" y="238.91578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.487843" xlink:href="#m2a9327d2d7" y="238.91578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.577272" xlink:href="#m2a9327d2d7" y="240.729769"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.577272" xlink:href="#m2a9327d2d7" y="240.729769"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.233544" xlink:href="#m2a9327d2d7" y="241.923421"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.233544" xlink:href="#m2a9327d2d7" y="241.923421"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.292564" xlink:href="#m2a9327d2d7" y="240.384377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.292564" xlink:href="#m2a9327d2d7" y="240.384377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.93043" xlink:href="#m2a9327d2d7" y="238.272609"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.93043" xlink:href="#m2a9327d2d7" y="238.272609"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.33934" xlink:href="#m2a9327d2d7" y="237.073485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.33934" xlink:href="#m2a9327d2d7" y="237.073485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.860713" xlink:href="#m2a9327d2d7" y="238.131307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.860713" xlink:href="#m2a9327d2d7" y="238.131307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.079778" xlink:href="#m2a9327d2d7" y="241.145415"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.079778" xlink:href="#m2a9327d2d7" y="241.145415"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.704876" xlink:href="#m2a9327d2d7" y="242.721117"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.704876" xlink:href="#m2a9327d2d7" y="242.721117"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.86705" xlink:href="#m2a9327d2d7" y="241.469312"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.86705" xlink:href="#m2a9327d2d7" y="241.469312"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.681942" xlink:href="#m2a9327d2d7" y="240.208546"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.681942" xlink:href="#m2a9327d2d7" y="240.208546"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.201076" xlink:href="#m2a9327d2d7" y="237.95219"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.201076" xlink:href="#m2a9327d2d7" y="237.95219"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.811798" xlink:href="#m2a9327d2d7" y="239.316211"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.811798" xlink:href="#m2a9327d2d7" y="239.316211"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.896785" xlink:href="#m2a9327d2d7" y="240.85611"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.896785" xlink:href="#m2a9327d2d7" y="240.85611"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.307443" xlink:href="#m2a9327d2d7" y="241.29708"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.307443" xlink:href="#m2a9327d2d7" y="241.29708"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.291091" xlink:href="#m2a9327d2d7" y="239.91385"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.291091" xlink:href="#m2a9327d2d7" y="239.91385"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.962817" xlink:href="#m2a9327d2d7" y="237.86032"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.962817" xlink:href="#m2a9327d2d7" y="237.86032"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.400627" xlink:href="#m2a9327d2d7" y="236.13263"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.400627" xlink:href="#m2a9327d2d7" y="236.13263"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.122383" xlink:href="#m2a9327d2d7" y="238.815013"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.122383" xlink:href="#m2a9327d2d7" y="238.815013"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.452166" xlink:href="#m2a9327d2d7" y="241.641672"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.452166" xlink:href="#m2a9327d2d7" y="241.641672"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.981588" xlink:href="#m2a9327d2d7" y="242.279601"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.981588" xlink:href="#m2a9327d2d7" y="242.279601"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.40297" xlink:href="#m2a9327d2d7" y="240.307656"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.40297" xlink:href="#m2a9327d2d7" y="240.307656"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.457321" xlink:href="#m2a9327d2d7" y="237.882135"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.457321" xlink:href="#m2a9327d2d7" y="237.882135"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.102391" xlink:href="#m2a9327d2d7" y="236.321854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.102391" xlink:href="#m2a9327d2d7" y="236.321854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.735216" xlink:href="#m2a9327d2d7" y="237.980834"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.735216" xlink:href="#m2a9327d2d7" y="237.980834"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.899268" xlink:href="#m2a9327d2d7" y="239.567245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.899268" xlink:href="#m2a9327d2d7" y="239.567245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.333334" xlink:href="#m2a9327d2d7" y="239.238164"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.333334" xlink:href="#m2a9327d2d7" y="239.238164"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.34913" xlink:href="#m2a9327d2d7" y="239.023806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.34913" xlink:href="#m2a9327d2d7" y="239.023806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.080519" xlink:href="#m2a9327d2d7" y="236.910919"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.080519" xlink:href="#m2a9327d2d7" y="236.910919"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.648812" xlink:href="#m2a9327d2d7" y="237.092734"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.648812" xlink:href="#m2a9327d2d7" y="237.092734"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.270274" xlink:href="#m2a9327d2d7" y="239.601363"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.270274" xlink:href="#m2a9327d2d7" y="239.601363"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.386771" xlink:href="#m2a9327d2d7" y="242.43827"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.386771" xlink:href="#m2a9327d2d7" y="242.43827"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.126554" xlink:href="#m2a9327d2d7" y="243.004034"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.126554" xlink:href="#m2a9327d2d7" y="243.004034"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.526256" xlink:href="#m2a9327d2d7" y="240.392333"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.526256" xlink:href="#m2a9327d2d7" y="240.392333"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.504939" xlink:href="#m2a9327d2d7" y="237.860184"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.504939" xlink:href="#m2a9327d2d7" y="237.860184"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.042975" xlink:href="#m2a9327d2d7" y="235.616377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.042975" xlink:href="#m2a9327d2d7" y="235.616377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.628438" xlink:href="#m2a9327d2d7" y="237.334224"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.628438" xlink:href="#m2a9327d2d7" y="237.334224"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.895811" xlink:href="#m2a9327d2d7" y="240.895489"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.895811" xlink:href="#m2a9327d2d7" y="240.895489"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.556142" xlink:href="#m2a9327d2d7" y="241.334688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.556142" xlink:href="#m2a9327d2d7" y="241.334688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.382603" xlink:href="#m2a9327d2d7" y="240.074025"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.382603" xlink:href="#m2a9327d2d7" y="240.074025"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.981132" xlink:href="#m2a9327d2d7" y="238.335879"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.981132" xlink:href="#m2a9327d2d7" y="238.335879"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.510475" xlink:href="#m2a9327d2d7" y="237.075513"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.510475" xlink:href="#m2a9327d2d7" y="237.075513"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.231464" xlink:href="#m2a9327d2d7" y="238.264283"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.231464" xlink:href="#m2a9327d2d7" y="238.264283"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.498507" xlink:href="#m2a9327d2d7" y="241.884867"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.498507" xlink:href="#m2a9327d2d7" y="241.884867"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.193744" xlink:href="#m2a9327d2d7" y="243.284746"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.193744" xlink:href="#m2a9327d2d7" y="243.284746"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.641085" xlink:href="#m2a9327d2d7" y="241.854643"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.641085" xlink:href="#m2a9327d2d7" y="241.854643"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.60192" xlink:href="#m2a9327d2d7" y="239.991719"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.60192" xlink:href="#m2a9327d2d7" y="239.991719"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.120535" xlink:href="#m2a9327d2d7" y="238.375995"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.120535" xlink:href="#m2a9327d2d7" y="238.375995"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.746675" xlink:href="#m2a9327d2d7" y="239.089533"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.746675" xlink:href="#m2a9327d2d7" y="239.089533"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.990449" xlink:href="#m2a9327d2d7" y="240.365591"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.990449" xlink:href="#m2a9327d2d7" y="240.365591"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.799118" xlink:href="#m2a9327d2d7" y="240.695561"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.799118" xlink:href="#m2a9327d2d7" y="240.695561"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.170017" xlink:href="#m2a9327d2d7" y="238.708625"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.170017" xlink:href="#m2a9327d2d7" y="238.708625"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.943305" xlink:href="#m2a9327d2d7" y="236.325884"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.943305" xlink:href="#m2a9327d2d7" y="236.325884"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.460595" xlink:href="#m2a9327d2d7" y="235.449353"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.460595" xlink:href="#m2a9327d2d7" y="235.449353"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.10428" xlink:href="#m2a9327d2d7" y="237.320004"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.10428" xlink:href="#m2a9327d2d7" y="237.320004"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.438178" xlink:href="#m2a9327d2d7" y="241.315801"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.438178" xlink:href="#m2a9327d2d7" y="241.315801"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.25334" xlink:href="#m2a9327d2d7" y="243.303557"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.25334" xlink:href="#m2a9327d2d7" y="243.303557"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.719914" xlink:href="#m2a9327d2d7" y="241.955972"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.719914" xlink:href="#m2a9327d2d7" y="241.955972"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.574597" xlink:href="#m2a9327d2d7" y="238.421307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.574597" xlink:href="#m2a9327d2d7" y="238.421307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.147113" xlink:href="#m2a9327d2d7" y="236.833211"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.147113" xlink:href="#m2a9327d2d7" y="236.833211"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.797231" xlink:href="#m2a9327d2d7" y="238.642312"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.797231" xlink:href="#m2a9327d2d7" y="238.642312"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.920118" xlink:href="#m2a9327d2d7" y="240.103768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.920118" xlink:href="#m2a9327d2d7" y="240.103768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.456708" xlink:href="#m2a9327d2d7" y="240.031417"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.456708" xlink:href="#m2a9327d2d7" y="240.031417"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.673154" xlink:href="#m2a9327d2d7" y="239.125354"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.673154" xlink:href="#m2a9327d2d7" y="239.125354"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.540912" xlink:href="#m2a9327d2d7" y="237.320474"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.540912" xlink:href="#m2a9327d2d7" y="237.320474"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.179213" xlink:href="#m2a9327d2d7" y="235.744834"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.179213" xlink:href="#m2a9327d2d7" y="235.744834"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.807121" xlink:href="#m2a9327d2d7" y="236.457994"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.807121" xlink:href="#m2a9327d2d7" y="236.457994"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.986335" xlink:href="#m2a9327d2d7" y="239.052016"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.986335" xlink:href="#m2a9327d2d7" y="239.052016"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.608088" xlink:href="#m2a9327d2d7" y="240.57326"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.608088" xlink:href="#m2a9327d2d7" y="240.57326"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.860218" xlink:href="#m2a9327d2d7" y="239.480454"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.860218" xlink:href="#m2a9327d2d7" y="239.480454"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.682765" xlink:href="#m2a9327d2d7" y="237.056557"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.682765" xlink:href="#m2a9327d2d7" y="237.056557"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.250658" xlink:href="#m2a9327d2d7" y="236.383476"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.250658" xlink:href="#m2a9327d2d7" y="236.383476"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.936697" xlink:href="#m2a9327d2d7" y="238.241795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.936697" xlink:href="#m2a9327d2d7" y="238.241795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.081439" xlink:href="#m2a9327d2d7" y="241.079519"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.081439" xlink:href="#m2a9327d2d7" y="241.079519"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.73841" xlink:href="#m2a9327d2d7" y="242.850152"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.73841" xlink:href="#m2a9327d2d7" y="242.850152"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.130051" xlink:href="#m2a9327d2d7" y="241.132584"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.130051" xlink:href="#m2a9327d2d7" y="241.132584"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.06462" xlink:href="#m2a9327d2d7" y="239.048343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.06462" xlink:href="#m2a9327d2d7" y="239.048343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.576897" xlink:href="#m2a9327d2d7" y="237.353384"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.576897" xlink:href="#m2a9327d2d7" y="237.353384"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.154872" xlink:href="#m2a9327d2d7" y="237.361528"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.154872" xlink:href="#m2a9327d2d7" y="237.361528"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.47775" xlink:href="#m2a9327d2d7" y="239.899609"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.47775" xlink:href="#m2a9327d2d7" y="239.899609"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.608053" xlink:href="#m2a9327d2d7" y="240.613033"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.608053" xlink:href="#m2a9327d2d7" y="240.613033"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.250336" xlink:href="#m2a9327d2d7" y="238.499057"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.250336" xlink:href="#m2a9327d2d7" y="238.499057"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.081495" xlink:href="#m2a9327d2d7" y="236.447622"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.081495" xlink:href="#m2a9327d2d7" y="236.447622"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.558714" xlink:href="#m2a9327d2d7" y="235.480303"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.558714" xlink:href="#m2a9327d2d7" y="235.480303"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.064797" xlink:href="#m2a9327d2d7" y="236.433814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.064797" xlink:href="#m2a9327d2d7" y="236.433814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.125367" xlink:href="#m2a9327d2d7" y="239.143782"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.125367" xlink:href="#m2a9327d2d7" y="239.143782"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.909191" xlink:href="#m2a9327d2d7" y="241.678677"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.909191" xlink:href="#m2a9327d2d7" y="241.678677"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.049554" xlink:href="#m2a9327d2d7" y="240.372828"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.049554" xlink:href="#m2a9327d2d7" y="240.372828"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.72045" xlink:href="#m2a9327d2d7" y="238.291069"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.72045" xlink:href="#m2a9327d2d7" y="238.291069"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.293392" xlink:href="#m2a9327d2d7" y="236.815044"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.293392" xlink:href="#m2a9327d2d7" y="236.815044"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.928141" xlink:href="#m2a9327d2d7" y="238.037527"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.928141" xlink:href="#m2a9327d2d7" y="238.037527"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.145534" xlink:href="#m2a9327d2d7" y="241.674022"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.145534" xlink:href="#m2a9327d2d7" y="241.674022"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.680536" xlink:href="#m2a9327d2d7" y="242.292265"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.680536" xlink:href="#m2a9327d2d7" y="242.292265"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.735305" xlink:href="#m2a9327d2d7" y="240.131797"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.735305" xlink:href="#m2a9327d2d7" y="240.131797"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.508824" xlink:href="#m2a9327d2d7" y="237.038398"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.508824" xlink:href="#m2a9327d2d7" y="237.038398"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.118932" xlink:href="#m2a9327d2d7" y="235.862086"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.118932" xlink:href="#m2a9327d2d7" y="235.862086"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.802792" xlink:href="#m2a9327d2d7" y="237.984525"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.802792" xlink:href="#m2a9327d2d7" y="237.984525"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.096487" xlink:href="#m2a9327d2d7" y="239.982765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.096487" xlink:href="#m2a9327d2d7" y="239.982765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.912488" xlink:href="#m2a9327d2d7" y="240.564861"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.912488" xlink:href="#m2a9327d2d7" y="240.564861"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.09358" xlink:href="#m2a9327d2d7" y="239.522679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.09358" xlink:href="#m2a9327d2d7" y="239.522679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.670266" xlink:href="#m2a9327d2d7" y="238.35395"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.670266" xlink:href="#m2a9327d2d7" y="238.35395"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.170928" xlink:href="#m2a9327d2d7" y="237.168933"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.170928" xlink:href="#m2a9327d2d7" y="237.168933"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.830342" xlink:href="#m2a9327d2d7" y="237.511487"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.830342" xlink:href="#m2a9327d2d7" y="237.511487"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.032214" xlink:href="#m2a9327d2d7" y="240.649563"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.032214" xlink:href="#m2a9327d2d7" y="240.649563"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.581248" xlink:href="#m2a9327d2d7" y="239.493341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.581248" xlink:href="#m2a9327d2d7" y="239.493341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.804866" xlink:href="#m2a9327d2d7" y="237.674073"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.804866" xlink:href="#m2a9327d2d7" y="237.674073"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.616904" xlink:href="#m2a9327d2d7" y="236.303224"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.616904" xlink:href="#m2a9327d2d7" y="236.303224"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.211662" xlink:href="#m2a9327d2d7" y="235.782049"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.211662" xlink:href="#m2a9327d2d7" y="235.782049"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.842803" xlink:href="#m2a9327d2d7" y="236.157736"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.842803" xlink:href="#m2a9327d2d7" y="236.157736"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.103962" xlink:href="#m2a9327d2d7" y="239.419698"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.103962" xlink:href="#m2a9327d2d7" y="239.419698"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.775864" xlink:href="#m2a9327d2d7" y="241.148064"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.775864" xlink:href="#m2a9327d2d7" y="241.148064"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.25754" xlink:href="#m2a9327d2d7" y="240.556806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.25754" xlink:href="#m2a9327d2d7" y="240.556806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.207236" xlink:href="#m2a9327d2d7" y="237.471158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.207236" xlink:href="#m2a9327d2d7" y="237.471158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.882251" xlink:href="#m2a9327d2d7" y="236.751637"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.882251" xlink:href="#m2a9327d2d7" y="236.751637"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.520121" xlink:href="#m2a9327d2d7" y="237.925285"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.520121" xlink:href="#m2a9327d2d7" y="237.925285"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.680089" xlink:href="#m2a9327d2d7" y="241.126471"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.680089" xlink:href="#m2a9327d2d7" y="241.126471"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.234292" xlink:href="#m2a9327d2d7" y="240.426506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.234292" xlink:href="#m2a9327d2d7" y="240.426506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.33565" xlink:href="#m2a9327d2d7" y="238.981237"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.33565" xlink:href="#m2a9327d2d7" y="238.981237"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.005951" xlink:href="#m2a9327d2d7" y="237.025688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.005951" xlink:href="#m2a9327d2d7" y="237.025688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.566086" xlink:href="#m2a9327d2d7" y="235.640322"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.566086" xlink:href="#m2a9327d2d7" y="235.640322"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.216045" xlink:href="#m2a9327d2d7" y="237.586133"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.216045" xlink:href="#m2a9327d2d7" y="237.586133"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.26409" xlink:href="#m2a9327d2d7" y="238.791377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.26409" xlink:href="#m2a9327d2d7" y="238.791377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.721273" xlink:href="#m2a9327d2d7" y="240.319768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.721273" xlink:href="#m2a9327d2d7" y="240.319768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.965042" xlink:href="#m2a9327d2d7" y="238.470303"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.965042" xlink:href="#m2a9327d2d7" y="238.470303"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.888329" xlink:href="#m2a9327d2d7" y="236.66014"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.888329" xlink:href="#m2a9327d2d7" y="236.66014"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.402957" xlink:href="#m2a9327d2d7" y="235.422998"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.402957" xlink:href="#m2a9327d2d7" y="235.422998"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.878064" xlink:href="#m2a9327d2d7" y="235.083705"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.878064" xlink:href="#m2a9327d2d7" y="235.083705"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.925192" xlink:href="#m2a9327d2d7" y="238.477406"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.925192" xlink:href="#m2a9327d2d7" y="238.477406"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.356408" xlink:href="#m2a9327d2d7" y="239.876195"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.356408" xlink:href="#m2a9327d2d7" y="239.876195"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.576354" xlink:href="#m2a9327d2d7" y="239.672817"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.576354" xlink:href="#m2a9327d2d7" y="239.672817"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.427717" xlink:href="#m2a9327d2d7" y="237.79673"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.427717" xlink:href="#m2a9327d2d7" y="237.79673"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.010361" xlink:href="#m2a9327d2d7" y="237.210162"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.010361" xlink:href="#m2a9327d2d7" y="237.210162"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.604788" xlink:href="#m2a9327d2d7" y="237.94615"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.604788" xlink:href="#m2a9327d2d7" y="237.94615"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.872784" xlink:href="#m2a9327d2d7" y="241.166894"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.872784" xlink:href="#m2a9327d2d7" y="241.166894"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.600968" xlink:href="#m2a9327d2d7" y="242.387825"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.600968" xlink:href="#m2a9327d2d7" y="242.387825"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.038076" xlink:href="#m2a9327d2d7" y="240.523245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.038076" xlink:href="#m2a9327d2d7" y="240.523245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.939874" xlink:href="#m2a9327d2d7" y="237.055304"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.939874" xlink:href="#m2a9327d2d7" y="237.055304"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.540367" xlink:href="#m2a9327d2d7" y="235.677603"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.540367" xlink:href="#m2a9327d2d7" y="235.677603"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.212046" xlink:href="#m2a9327d2d7" y="236.743452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.212046" xlink:href="#m2a9327d2d7" y="236.743452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.576675" xlink:href="#m2a9327d2d7" y="239.281538"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.576675" xlink:href="#m2a9327d2d7" y="239.281538"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.27392" xlink:href="#m2a9327d2d7" y="241.486337"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.27392" xlink:href="#m2a9327d2d7" y="241.486337"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.36564" xlink:href="#m2a9327d2d7" y="238.858499"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.36564" xlink:href="#m2a9327d2d7" y="238.858499"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.964639" xlink:href="#m2a9327d2d7" y="236.923332"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.964639" xlink:href="#m2a9327d2d7" y="236.923332"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.427558" xlink:href="#m2a9327d2d7" y="236.393642"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.427558" xlink:href="#m2a9327d2d7" y="236.393642"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.011731" xlink:href="#m2a9327d2d7" y="237.593171"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.011731" xlink:href="#m2a9327d2d7" y="237.593171"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.361186" xlink:href="#m2a9327d2d7" y="241.274091"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.361186" xlink:href="#m2a9327d2d7" y="241.274091"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.127957" xlink:href="#m2a9327d2d7" y="241.855167"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.127957" xlink:href="#m2a9327d2d7" y="241.855167"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.466372" xlink:href="#m2a9327d2d7" y="240.797223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.466372" xlink:href="#m2a9327d2d7" y="240.797223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.300512" xlink:href="#m2a9327d2d7" y="238.237316"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.300512" xlink:href="#m2a9327d2d7" y="238.237316"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.820293" xlink:href="#m2a9327d2d7" y="237.053306"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.820293" xlink:href="#m2a9327d2d7" y="237.053306"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.404378" xlink:href="#m2a9327d2d7" y="238.410095"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.404378" xlink:href="#m2a9327d2d7" y="238.410095"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.635053" xlink:href="#m2a9327d2d7" y="239.838797"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.635053" xlink:href="#m2a9327d2d7" y="239.838797"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.360444" xlink:href="#m2a9327d2d7" y="242.031642"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.360444" xlink:href="#m2a9327d2d7" y="242.031642"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.45196" xlink:href="#m2a9327d2d7" y="239.814134"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.45196" xlink:href="#m2a9327d2d7" y="239.814134"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.077935" xlink:href="#m2a9327d2d7" y="236.323334"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.077935" xlink:href="#m2a9327d2d7" y="236.323334"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.723684" xlink:href="#m2a9327d2d7" y="235.710708"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.723684" xlink:href="#m2a9327d2d7" y="235.710708"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.316773" xlink:href="#m2a9327d2d7" y="237.001409"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.316773" xlink:href="#m2a9327d2d7" y="237.001409"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.485785" xlink:href="#m2a9327d2d7" y="240.573584"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.485785" xlink:href="#m2a9327d2d7" y="240.573584"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.969844" xlink:href="#m2a9327d2d7" y="241.663765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.969844" xlink:href="#m2a9327d2d7" y="241.663765"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.189834" xlink:href="#m2a9327d2d7" y="239.574354"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.189834" xlink:href="#m2a9327d2d7" y="239.574354"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.075608" xlink:href="#m2a9327d2d7" y="237.375465"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.075608" xlink:href="#m2a9327d2d7" y="237.375465"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.59129" xlink:href="#m2a9327d2d7" y="236.236677"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.59129" xlink:href="#m2a9327d2d7" y="236.236677"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.116283" xlink:href="#m2a9327d2d7" y="236.693054"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.116283" xlink:href="#m2a9327d2d7" y="236.693054"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.444441" xlink:href="#m2a9327d2d7" y="239.247547"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.444441" xlink:href="#m2a9327d2d7" y="239.247547"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.088409" xlink:href="#m2a9327d2d7" y="239.537131"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.088409" xlink:href="#m2a9327d2d7" y="239.537131"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.55264" xlink:href="#m2a9327d2d7" y="239.581023"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.55264" xlink:href="#m2a9327d2d7" y="239.581023"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.515642" xlink:href="#m2a9327d2d7" y="237.081374"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.515642" xlink:href="#m2a9327d2d7" y="237.081374"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.041154" xlink:href="#m2a9327d2d7" y="235.853746"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.041154" xlink:href="#m2a9327d2d7" y="235.853746"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.622074" xlink:href="#m2a9327d2d7" y="236.817809"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.622074" xlink:href="#m2a9327d2d7" y="236.817809"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.917238" xlink:href="#m2a9327d2d7" y="240.020502"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.917238" xlink:href="#m2a9327d2d7" y="240.020502"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.562826" xlink:href="#m2a9327d2d7" y="241.334952"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.562826" xlink:href="#m2a9327d2d7" y="241.334952"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.673" xlink:href="#m2a9327d2d7" y="239.913052"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.673" xlink:href="#m2a9327d2d7" y="239.913052"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.315782" xlink:href="#m2a9327d2d7" y="237.215243"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.315782" xlink:href="#m2a9327d2d7" y="237.215243"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.867464" xlink:href="#m2a9327d2d7" y="236.847753"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.867464" xlink:href="#m2a9327d2d7" y="236.847753"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.541721" xlink:href="#m2a9327d2d7" y="237.666259"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.541721" xlink:href="#m2a9327d2d7" y="237.666259"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.808668" xlink:href="#m2a9327d2d7" y="241.226449"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.808668" xlink:href="#m2a9327d2d7" y="241.226449"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.521354" xlink:href="#m2a9327d2d7" y="242.103963"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.521354" xlink:href="#m2a9327d2d7" y="242.103963"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.833316" xlink:href="#m2a9327d2d7" y="238.864176"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.833316" xlink:href="#m2a9327d2d7" y="238.864176"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.619004" xlink:href="#m2a9327d2d7" y="237.678499"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.619004" xlink:href="#m2a9327d2d7" y="237.678499"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.099233" xlink:href="#m2a9327d2d7" y="236.210899"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.099233" xlink:href="#m2a9327d2d7" y="236.210899"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.625415" xlink:href="#m2a9327d2d7" y="235.993152"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.625415" xlink:href="#m2a9327d2d7" y="235.993152"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.770704" xlink:href="#m2a9327d2d7" y="238.606127"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.770704" xlink:href="#m2a9327d2d7" y="238.606127"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.439057" xlink:href="#m2a9327d2d7" y="239.804354"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.439057" xlink:href="#m2a9327d2d7" y="239.804354"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.712113" xlink:href="#m2a9327d2d7" y="238.604383"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.712113" xlink:href="#m2a9327d2d7" y="238.604383"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.413262" xlink:href="#m2a9327d2d7" y="236.118954"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.413262" xlink:href="#m2a9327d2d7" y="236.118954"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.875538" xlink:href="#m2a9327d2d7" y="234.73938"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.875538" xlink:href="#m2a9327d2d7" y="234.73938"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.542088" xlink:href="#m2a9327d2d7" y="237.224917"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.542088" xlink:href="#m2a9327d2d7" y="237.224917"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.768345" xlink:href="#m2a9327d2d7" y="239.707399"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.768345" xlink:href="#m2a9327d2d7" y="239.707399"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.555594" xlink:href="#m2a9327d2d7" y="239.943707"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.555594" xlink:href="#m2a9327d2d7" y="239.943707"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.102442" xlink:href="#m2a9327d2d7" y="237.161965"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.102442" xlink:href="#m2a9327d2d7" y="237.161965"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.101572" xlink:href="#m2a9327d2d7" y="235.28735"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.101572" xlink:href="#m2a9327d2d7" y="235.28735"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.695363" xlink:href="#m2a9327d2d7" y="235.434699"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.695363" xlink:href="#m2a9327d2d7" y="235.434699"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="115.215008" xlink:href="#m2a9327d2d7" y="235.869539"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="115.215008" xlink:href="#m2a9327d2d7" y="235.869539"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="115.313797" xlink:href="#m2a9327d2d7" y="237.276981"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="115.313797" xlink:href="#m2a9327d2d7" y="237.276981"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.923963" xlink:href="#m2a9327d2d7" y="240.164192"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.923963" xlink:href="#m2a9327d2d7" y="240.164192"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.016561" xlink:href="#m2a9327d2d7" y="238.519701"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.016561" xlink:href="#m2a9327d2d7" y="238.519701"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.572827" xlink:href="#m2a9327d2d7" y="237.880795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.572827" xlink:href="#m2a9327d2d7" y="237.880795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.966252" xlink:href="#m2a9327d2d7" y="235.98281"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.966252" xlink:href="#m2a9327d2d7" y="235.98281"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.559617" xlink:href="#m2a9327d2d7" y="237.54917"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.559617" xlink:href="#m2a9327d2d7" y="237.54917"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.748757" xlink:href="#m2a9327d2d7" y="238.920416"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.748757" xlink:href="#m2a9327d2d7" y="238.920416"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.125255" xlink:href="#m2a9327d2d7" y="239.059753"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.125255" xlink:href="#m2a9327d2d7" y="239.059753"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.347193" xlink:href="#m2a9327d2d7" y="238.486108"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.347193" xlink:href="#m2a9327d2d7" y="238.486108"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.127717" xlink:href="#m2a9327d2d7" y="236.832881"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.127717" xlink:href="#m2a9327d2d7" y="236.832881"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.671963" xlink:href="#m2a9327d2d7" y="236.891449"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.671963" xlink:href="#m2a9327d2d7" y="236.891449"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.26868" xlink:href="#m2a9327d2d7" y="238.076621"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.26868" xlink:href="#m2a9327d2d7" y="238.076621"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.286564" xlink:href="#m2a9327d2d7" y="240.803932"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.286564" xlink:href="#m2a9327d2d7" y="240.803932"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.821566" xlink:href="#m2a9327d2d7" y="241.595991"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.821566" xlink:href="#m2a9327d2d7" y="241.595991"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.198248" xlink:href="#m2a9327d2d7" y="239.811696"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.198248" xlink:href="#m2a9327d2d7" y="239.811696"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.960413" xlink:href="#m2a9327d2d7" y="236.666933"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.960413" xlink:href="#m2a9327d2d7" y="236.666933"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.519035" xlink:href="#m2a9327d2d7" y="235.625062"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.519035" xlink:href="#m2a9327d2d7" y="235.625062"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.145426" xlink:href="#m2a9327d2d7" y="238.126244"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.145426" xlink:href="#m2a9327d2d7" y="238.126244"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.06629" xlink:href="#m2a9327d2d7" y="240.473138"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.06629" xlink:href="#m2a9327d2d7" y="240.473138"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.402837" xlink:href="#m2a9327d2d7" y="240.450242"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.402837" xlink:href="#m2a9327d2d7" y="240.450242"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.579116" xlink:href="#m2a9327d2d7" y="238.998042"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.579116" xlink:href="#m2a9327d2d7" y="238.998042"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.392786" xlink:href="#m2a9327d2d7" y="236.003966"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.392786" xlink:href="#m2a9327d2d7" y="236.003966"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.841649" xlink:href="#m2a9327d2d7" y="235.717324"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.841649" xlink:href="#m2a9327d2d7" y="235.717324"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.375737" xlink:href="#m2a9327d2d7" y="238.836912"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.375737" xlink:href="#m2a9327d2d7" y="238.836912"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.680887" xlink:href="#m2a9327d2d7" y="241.136562"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.680887" xlink:href="#m2a9327d2d7" y="241.136562"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.394511" xlink:href="#m2a9327d2d7" y="242.468338"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.394511" xlink:href="#m2a9327d2d7" y="242.468338"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.550907" xlink:href="#m2a9327d2d7" y="240.452898"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.550907" xlink:href="#m2a9327d2d7" y="240.452898"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.350692" xlink:href="#m2a9327d2d7" y="238.504719"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.350692" xlink:href="#m2a9327d2d7" y="238.504719"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.146024" xlink:href="#m2a9327d2d7" y="238.490644"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.146024" xlink:href="#m2a9327d2d7" y="238.490644"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.943986" xlink:href="#m2a9327d2d7" y="238.758528"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.943986" xlink:href="#m2a9327d2d7" y="238.758528"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.300837" xlink:href="#m2a9327d2d7" y="240.402936"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.300837" xlink:href="#m2a9327d2d7" y="240.402936"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.941715" xlink:href="#m2a9327d2d7" y="240.993427"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.941715" xlink:href="#m2a9327d2d7" y="240.993427"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.053861" xlink:href="#m2a9327d2d7" y="238.777113"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.053861" xlink:href="#m2a9327d2d7" y="238.777113"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.718798" xlink:href="#m2a9327d2d7" y="236.140602"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.718798" xlink:href="#m2a9327d2d7" y="236.140602"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.205037" xlink:href="#m2a9327d2d7" y="236.36239"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.205037" xlink:href="#m2a9327d2d7" y="236.36239"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.711048" xlink:href="#m2a9327d2d7" y="237.123291"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.711048" xlink:href="#m2a9327d2d7" y="237.123291"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.847668" xlink:href="#m2a9327d2d7" y="239.882493"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.847668" xlink:href="#m2a9327d2d7" y="239.882493"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.450902" xlink:href="#m2a9327d2d7" y="241.3561"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.450902" xlink:href="#m2a9327d2d7" y="241.3561"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.875577" xlink:href="#m2a9327d2d7" y="240.444207"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.875577" xlink:href="#m2a9327d2d7" y="240.444207"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.882993" xlink:href="#m2a9327d2d7" y="237.874916"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.882993" xlink:href="#m2a9327d2d7" y="237.874916"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.536404" xlink:href="#m2a9327d2d7" y="235.753463"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.536404" xlink:href="#m2a9327d2d7" y="235.753463"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.160524" xlink:href="#m2a9327d2d7" y="237.291604"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.160524" xlink:href="#m2a9327d2d7" y="237.291604"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.269327" xlink:href="#m2a9327d2d7" y="237.390223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.269327" xlink:href="#m2a9327d2d7" y="237.390223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.723612" xlink:href="#m2a9327d2d7" y="239.819622"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.723612" xlink:href="#m2a9327d2d7" y="239.819622"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.882601" xlink:href="#m2a9327d2d7" y="238.466762"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.882601" xlink:href="#m2a9327d2d7" y="238.466762"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.748272" xlink:href="#m2a9327d2d7" y="236.46949"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.748272" xlink:href="#m2a9327d2d7" y="236.46949"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.329919" xlink:href="#m2a9327d2d7" y="236.402367"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.329919" xlink:href="#m2a9327d2d7" y="236.402367"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.851483" xlink:href="#m2a9327d2d7" y="237.139518"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.851483" xlink:href="#m2a9327d2d7" y="237.139518"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.167888" xlink:href="#m2a9327d2d7" y="239.788224"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.167888" xlink:href="#m2a9327d2d7" y="239.788224"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.082534" xlink:href="#m2a9327d2d7" y="240.919193"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.082534" xlink:href="#m2a9327d2d7" y="240.919193"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.424565" xlink:href="#m2a9327d2d7" y="239.129796"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.424565" xlink:href="#m2a9327d2d7" y="239.129796"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.05133" xlink:href="#m2a9327d2d7" y="236.274539"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.05133" xlink:href="#m2a9327d2d7" y="236.274539"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.565659" xlink:href="#m2a9327d2d7" y="236.351037"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.565659" xlink:href="#m2a9327d2d7" y="236.351037"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.135999" xlink:href="#m2a9327d2d7" y="236.973868"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.135999" xlink:href="#m2a9327d2d7" y="236.973868"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.162596" xlink:href="#m2a9327d2d7" y="238.66929"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.162596" xlink:href="#m2a9327d2d7" y="238.66929"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.657036" xlink:href="#m2a9327d2d7" y="240.954269"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.657036" xlink:href="#m2a9327d2d7" y="240.954269"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.662315" xlink:href="#m2a9327d2d7" y="239.467305"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.662315" xlink:href="#m2a9327d2d7" y="239.467305"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.418094" xlink:href="#m2a9327d2d7" y="237.79249"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.418094" xlink:href="#m2a9327d2d7" y="237.79249"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.021297" xlink:href="#m2a9327d2d7" y="237.126295"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.021297" xlink:href="#m2a9327d2d7" y="237.126295"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.593876" xlink:href="#m2a9327d2d7" y="239.3324"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.593876" xlink:href="#m2a9327d2d7" y="239.3324"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.541457" xlink:href="#m2a9327d2d7" y="241.585716"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.541457" xlink:href="#m2a9327d2d7" y="241.585716"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.881452" xlink:href="#m2a9327d2d7" y="241.998656"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.881452" xlink:href="#m2a9327d2d7" y="241.998656"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.26432" xlink:href="#m2a9327d2d7" y="240.277665"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.26432" xlink:href="#m2a9327d2d7" y="240.277665"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.202849" xlink:href="#m2a9327d2d7" y="238.488394"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.202849" xlink:href="#m2a9327d2d7" y="238.488394"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.642982" xlink:href="#m2a9327d2d7" y="237.15668"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.642982" xlink:href="#m2a9327d2d7" y="237.15668"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.09536" xlink:href="#m2a9327d2d7" y="237.425715"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.09536" xlink:href="#m2a9327d2d7" y="237.425715"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.156544" xlink:href="#m2a9327d2d7" y="239.76294"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.156544" xlink:href="#m2a9327d2d7" y="239.76294"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.760026" xlink:href="#m2a9327d2d7" y="241.538476"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.760026" xlink:href="#m2a9327d2d7" y="241.538476"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.092195" xlink:href="#m2a9327d2d7" y="240.037593"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.092195" xlink:href="#m2a9327d2d7" y="240.037593"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.93702" xlink:href="#m2a9327d2d7" y="238.406098"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.93702" xlink:href="#m2a9327d2d7" y="238.406098"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.464962" xlink:href="#m2a9327d2d7" y="236.817166"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.464962" xlink:href="#m2a9327d2d7" y="236.817166"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.035202" xlink:href="#m2a9327d2d7" y="237.504286"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.035202" xlink:href="#m2a9327d2d7" y="237.504286"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.055525" xlink:href="#m2a9327d2d7" y="239.123687"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.055525" xlink:href="#m2a9327d2d7" y="239.123687"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.658156" xlink:href="#m2a9327d2d7" y="240.287746"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.658156" xlink:href="#m2a9327d2d7" y="240.287746"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.257208" xlink:href="#m2a9327d2d7" y="238.634797"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.257208" xlink:href="#m2a9327d2d7" y="238.634797"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.437028" xlink:href="#m2a9327d2d7" y="236.674704"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.437028" xlink:href="#m2a9327d2d7" y="236.674704"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.993291" xlink:href="#m2a9327d2d7" y="235.604826"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.993291" xlink:href="#m2a9327d2d7" y="235.604826"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.47148" xlink:href="#m2a9327d2d7" y="237.349299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.47148" xlink:href="#m2a9327d2d7" y="237.349299"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.565499" xlink:href="#m2a9327d2d7" y="238.926009"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.565499" xlink:href="#m2a9327d2d7" y="238.926009"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.337442" xlink:href="#m2a9327d2d7" y="240.041377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.337442" xlink:href="#m2a9327d2d7" y="240.041377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.709466" xlink:href="#m2a9327d2d7" y="238.291626"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.709466" xlink:href="#m2a9327d2d7" y="238.291626"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.650334" xlink:href="#m2a9327d2d7" y="236.308393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.650334" xlink:href="#m2a9327d2d7" y="236.308393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.212596" xlink:href="#m2a9327d2d7" y="236.087758"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.212596" xlink:href="#m2a9327d2d7" y="236.087758"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.709036" xlink:href="#m2a9327d2d7" y="236.0946"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.709036" xlink:href="#m2a9327d2d7" y="236.0946"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.747016" xlink:href="#m2a9327d2d7" y="240.354317"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.747016" xlink:href="#m2a9327d2d7" y="240.354317"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.337027" xlink:href="#m2a9327d2d7" y="241.419506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.337027" xlink:href="#m2a9327d2d7" y="241.419506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.73568" xlink:href="#m2a9327d2d7" y="239.919635"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.73568" xlink:href="#m2a9327d2d7" y="239.919635"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.646909" xlink:href="#m2a9327d2d7" y="237.531611"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.646909" xlink:href="#m2a9327d2d7" y="237.531611"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.13447" xlink:href="#m2a9327d2d7" y="236.01628"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.13447" xlink:href="#m2a9327d2d7" y="236.01628"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.56787" xlink:href="#m2a9327d2d7" y="236.042732"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.56787" xlink:href="#m2a9327d2d7" y="236.042732"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.756032" xlink:href="#m2a9327d2d7" y="238.677539"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.756032" xlink:href="#m2a9327d2d7" y="238.677539"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.469489" xlink:href="#m2a9327d2d7" y="240.460202"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.469489" xlink:href="#m2a9327d2d7" y="240.460202"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.953053" xlink:href="#m2a9327d2d7" y="239.682317"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.953053" xlink:href="#m2a9327d2d7" y="239.682317"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.794058" xlink:href="#m2a9327d2d7" y="236.041561"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.794058" xlink:href="#m2a9327d2d7" y="236.041561"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.347356" xlink:href="#m2a9327d2d7" y="235.509919"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.347356" xlink:href="#m2a9327d2d7" y="235.509919"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.949358" xlink:href="#m2a9327d2d7" y="236.48115"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.949358" xlink:href="#m2a9327d2d7" y="236.48115"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.206135" xlink:href="#m2a9327d2d7" y="239.062704"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="114.206135" xlink:href="#m2a9327d2d7" y="239.062704"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.848386" xlink:href="#m2a9327d2d7" y="240.394843"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.848386" xlink:href="#m2a9327d2d7" y="240.394843"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.054902" xlink:href="#m2a9327d2d7" y="238.65458"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.054902" xlink:href="#m2a9327d2d7" y="238.65458"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.875785" xlink:href="#m2a9327d2d7" y="235.827199"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.875785" xlink:href="#m2a9327d2d7" y="235.827199"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.384793" xlink:href="#m2a9327d2d7" y="235.196865"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.384793" xlink:href="#m2a9327d2d7" y="235.196865"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.862323" xlink:href="#m2a9327d2d7" y="237.425264"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.862323" xlink:href="#m2a9327d2d7" y="237.425264"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.87626" xlink:href="#m2a9327d2d7" y="239.427894"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.87626" xlink:href="#m2a9327d2d7" y="239.427894"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.249522" xlink:href="#m2a9327d2d7" y="240.309624"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.249522" xlink:href="#m2a9327d2d7" y="240.309624"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.523504" xlink:href="#m2a9327d2d7" y="239.476934"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.523504" xlink:href="#m2a9327d2d7" y="239.476934"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.337118" xlink:href="#m2a9327d2d7" y="237.772797"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.337118" xlink:href="#m2a9327d2d7" y="237.772797"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.825624" xlink:href="#m2a9327d2d7" y="236.347612"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.825624" xlink:href="#m2a9327d2d7" y="236.347612"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.461199" xlink:href="#m2a9327d2d7" y="237.40847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.461199" xlink:href="#m2a9327d2d7" y="237.40847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.573877" xlink:href="#m2a9327d2d7" y="239.525783"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.573877" xlink:href="#m2a9327d2d7" y="239.525783"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.056152" xlink:href="#m2a9327d2d7" y="239.103524"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.056152" xlink:href="#m2a9327d2d7" y="239.103524"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.234458" xlink:href="#m2a9327d2d7" y="237.032292"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.234458" xlink:href="#m2a9327d2d7" y="237.032292"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.022893" xlink:href="#m2a9327d2d7" y="235.709397"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.022893" xlink:href="#m2a9327d2d7" y="235.709397"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.610119" xlink:href="#m2a9327d2d7" y="235.018696"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.610119" xlink:href="#m2a9327d2d7" y="235.018696"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.299467" xlink:href="#m2a9327d2d7" y="236.426776"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.299467" xlink:href="#m2a9327d2d7" y="236.426776"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.56498" xlink:href="#m2a9327d2d7" y="239.472321"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.56498" xlink:href="#m2a9327d2d7" y="239.472321"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.173148" xlink:href="#m2a9327d2d7" y="240.835361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.173148" xlink:href="#m2a9327d2d7" y="240.835361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.37952" xlink:href="#m2a9327d2d7" y="238.832628"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.37952" xlink:href="#m2a9327d2d7" y="238.832628"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.126602" xlink:href="#m2a9327d2d7" y="236.477188"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.126602" xlink:href="#m2a9327d2d7" y="236.477188"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.585199" xlink:href="#m2a9327d2d7" y="236.213262"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.585199" xlink:href="#m2a9327d2d7" y="236.213262"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.103319" xlink:href="#m2a9327d2d7" y="237.508379"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.103319" xlink:href="#m2a9327d2d7" y="237.508379"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.101571" xlink:href="#m2a9327d2d7" y="239.305017"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.101571" xlink:href="#m2a9327d2d7" y="239.305017"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.362414" xlink:href="#m2a9327d2d7" y="239.993689"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.362414" xlink:href="#m2a9327d2d7" y="239.993689"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.445836" xlink:href="#m2a9327d2d7" y="239.578506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.445836" xlink:href="#m2a9327d2d7" y="239.578506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.268893" xlink:href="#m2a9327d2d7" y="238.999923"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.268893" xlink:href="#m2a9327d2d7" y="238.999923"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.702625" xlink:href="#m2a9327d2d7" y="237.147147"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.702625" xlink:href="#m2a9327d2d7" y="237.147147"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.147157" xlink:href="#m2a9327d2d7" y="237.663501"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.147157" xlink:href="#m2a9327d2d7" y="237.663501"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.393736" xlink:href="#m2a9327d2d7" y="241.200531"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.393736" xlink:href="#m2a9327d2d7" y="241.200531"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.123102" xlink:href="#m2a9327d2d7" y="241.933916"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.123102" xlink:href="#m2a9327d2d7" y="241.933916"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.553492" xlink:href="#m2a9327d2d7" y="239.899996"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.553492" xlink:href="#m2a9327d2d7" y="239.899996"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.471443" xlink:href="#m2a9327d2d7" y="238.502218"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.471443" xlink:href="#m2a9327d2d7" y="238.502218"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.017912" xlink:href="#m2a9327d2d7" y="237.242073"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.017912" xlink:href="#m2a9327d2d7" y="237.242073"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.518331" xlink:href="#m2a9327d2d7" y="238.162072"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.518331" xlink:href="#m2a9327d2d7" y="238.162072"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.683803" xlink:href="#m2a9327d2d7" y="240.094478"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.683803" xlink:href="#m2a9327d2d7" y="240.094478"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.357449" xlink:href="#m2a9327d2d7" y="241.973495"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.357449" xlink:href="#m2a9327d2d7" y="241.973495"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.726947" xlink:href="#m2a9327d2d7" y="240.148057"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.726947" xlink:href="#m2a9327d2d7" y="240.148057"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.712666" xlink:href="#m2a9327d2d7" y="237.921037"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.712666" xlink:href="#m2a9327d2d7" y="237.921037"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.184106" xlink:href="#m2a9327d2d7" y="235.735648"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.184106" xlink:href="#m2a9327d2d7" y="235.735648"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.729478" xlink:href="#m2a9327d2d7" y="237.565974"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.729478" xlink:href="#m2a9327d2d7" y="237.565974"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.980855" xlink:href="#m2a9327d2d7" y="240.45046"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.980855" xlink:href="#m2a9327d2d7" y="240.45046"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.712564" xlink:href="#m2a9327d2d7" y="242.585716"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.712564" xlink:href="#m2a9327d2d7" y="242.585716"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.140487" xlink:href="#m2a9327d2d7" y="241.434947"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.140487" xlink:href="#m2a9327d2d7" y="241.434947"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.913296" xlink:href="#m2a9327d2d7" y="239.441134"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.913296" xlink:href="#m2a9327d2d7" y="239.441134"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.436852" xlink:href="#m2a9327d2d7" y="237.420288"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.436852" xlink:href="#m2a9327d2d7" y="237.420288"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.936346" xlink:href="#m2a9327d2d7" y="237.913291"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.936346" xlink:href="#m2a9327d2d7" y="237.913291"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.953516" xlink:href="#m2a9327d2d7" y="240.457757"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.953516" xlink:href="#m2a9327d2d7" y="240.457757"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.320583" xlink:href="#m2a9327d2d7" y="241.39027"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.320583" xlink:href="#m2a9327d2d7" y="241.39027"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.415711" xlink:href="#m2a9327d2d7" y="241.256722"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.415711" xlink:href="#m2a9327d2d7" y="241.256722"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.147922" xlink:href="#m2a9327d2d7" y="238.344176"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.147922" xlink:href="#m2a9327d2d7" y="238.344176"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.702353" xlink:href="#m2a9327d2d7" y="237.656311"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.702353" xlink:href="#m2a9327d2d7" y="237.656311"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.329359" xlink:href="#m2a9327d2d7" y="238.164015"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.329359" xlink:href="#m2a9327d2d7" y="238.164015"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.502147" xlink:href="#m2a9327d2d7" y="239.728504"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.502147" xlink:href="#m2a9327d2d7" y="239.728504"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.954473" xlink:href="#m2a9327d2d7" y="240.398179"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.954473" xlink:href="#m2a9327d2d7" y="240.398179"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.197947" xlink:href="#m2a9327d2d7" y="239.565583"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.197947" xlink:href="#m2a9327d2d7" y="239.565583"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.139086" xlink:href="#m2a9327d2d7" y="237.099711"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.139086" xlink:href="#m2a9327d2d7" y="237.099711"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.690931" xlink:href="#m2a9327d2d7" y="237.20001"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.690931" xlink:href="#m2a9327d2d7" y="237.20001"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.225151" xlink:href="#m2a9327d2d7" y="239.363757"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.225151" xlink:href="#m2a9327d2d7" y="239.363757"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.315343" xlink:href="#m2a9327d2d7" y="241.260856"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.315343" xlink:href="#m2a9327d2d7" y="241.260856"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.930758" xlink:href="#m2a9327d2d7" y="241.285526"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.930758" xlink:href="#m2a9327d2d7" y="241.285526"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.087784" xlink:href="#m2a9327d2d7" y="239.108762"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.087784" xlink:href="#m2a9327d2d7" y="239.108762"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.869924" xlink:href="#m2a9327d2d7" y="238.201814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.869924" xlink:href="#m2a9327d2d7" y="238.201814"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.369737" xlink:href="#m2a9327d2d7" y="236.45604"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.369737" xlink:href="#m2a9327d2d7" y="236.45604"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.951823" xlink:href="#m2a9327d2d7" y="236.780902"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.951823" xlink:href="#m2a9327d2d7" y="236.780902"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.144431" xlink:href="#m2a9327d2d7" y="241.008768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.144431" xlink:href="#m2a9327d2d7" y="241.008768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.941745" xlink:href="#m2a9327d2d7" y="242.024882"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.941745" xlink:href="#m2a9327d2d7" y="242.024882"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.346967" xlink:href="#m2a9327d2d7" y="240.426957"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.346967" xlink:href="#m2a9327d2d7" y="240.426957"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.300607" xlink:href="#m2a9327d2d7" y="238.262892"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.300607" xlink:href="#m2a9327d2d7" y="238.262892"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.930634" xlink:href="#m2a9327d2d7" y="237.734269"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.930634" xlink:href="#m2a9327d2d7" y="237.734269"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.51278" xlink:href="#m2a9327d2d7" y="239.113145"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.51278" xlink:href="#m2a9327d2d7" y="239.113145"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.588424" xlink:href="#m2a9327d2d7" y="240.442926"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.588424" xlink:href="#m2a9327d2d7" y="240.442926"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.884093" xlink:href="#m2a9327d2d7" y="241.2345"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.884093" xlink:href="#m2a9327d2d7" y="241.2345"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.82405" xlink:href="#m2a9327d2d7" y="241.059983"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.82405" xlink:href="#m2a9327d2d7" y="241.059983"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.451359" xlink:href="#m2a9327d2d7" y="238.641101"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.451359" xlink:href="#m2a9327d2d7" y="238.641101"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.996155" xlink:href="#m2a9327d2d7" y="237.168965"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.996155" xlink:href="#m2a9327d2d7" y="237.168965"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.67491" xlink:href="#m2a9327d2d7" y="237.722364"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.67491" xlink:href="#m2a9327d2d7" y="237.722364"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.9135" xlink:href="#m2a9327d2d7" y="240.165823"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.9135" xlink:href="#m2a9327d2d7" y="240.165823"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.583314" xlink:href="#m2a9327d2d7" y="240.62538"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.583314" xlink:href="#m2a9327d2d7" y="240.62538"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.031102" xlink:href="#m2a9327d2d7" y="239.900956"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.031102" xlink:href="#m2a9327d2d7" y="239.900956"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.973741" xlink:href="#m2a9327d2d7" y="238.228318"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.973741" xlink:href="#m2a9327d2d7" y="238.228318"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.583442" xlink:href="#m2a9327d2d7" y="237.811288"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.583442" xlink:href="#m2a9327d2d7" y="237.811288"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.11601" xlink:href="#m2a9327d2d7" y="238.342008"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.11601" xlink:href="#m2a9327d2d7" y="238.342008"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.276764" xlink:href="#m2a9327d2d7" y="240.857095"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.276764" xlink:href="#m2a9327d2d7" y="240.857095"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.105729" xlink:href="#m2a9327d2d7" y="242.764841"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.105729" xlink:href="#m2a9327d2d7" y="242.764841"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.613244" xlink:href="#m2a9327d2d7" y="240.543362"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.613244" xlink:href="#m2a9327d2d7" y="240.543362"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.482841" xlink:href="#m2a9327d2d7" y="236.664936"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.482841" xlink:href="#m2a9327d2d7" y="236.664936"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.959354" xlink:href="#m2a9327d2d7" y="235.552467"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.959354" xlink:href="#m2a9327d2d7" y="235.552467"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.563774" xlink:href="#m2a9327d2d7" y="236.892441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.563774" xlink:href="#m2a9327d2d7" y="236.892441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.659801" xlink:href="#m2a9327d2d7" y="239.49764"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.659801" xlink:href="#m2a9327d2d7" y="239.49764"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.283944" xlink:href="#m2a9327d2d7" y="240.878985"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.283944" xlink:href="#m2a9327d2d7" y="240.878985"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.715081" xlink:href="#m2a9327d2d7" y="239.393052"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.715081" xlink:href="#m2a9327d2d7" y="239.393052"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.592613" xlink:href="#m2a9327d2d7" y="237.039021"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.592613" xlink:href="#m2a9327d2d7" y="237.039021"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.083602" xlink:href="#m2a9327d2d7" y="236.03794"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.083602" xlink:href="#m2a9327d2d7" y="236.03794"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.805645" xlink:href="#m2a9327d2d7" y="237.668534"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.805645" xlink:href="#m2a9327d2d7" y="237.668534"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.031" xlink:href="#m2a9327d2d7" y="238.864726"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.031" xlink:href="#m2a9327d2d7" y="238.864726"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.4298" xlink:href="#m2a9327d2d7" y="238.658847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.4298" xlink:href="#m2a9327d2d7" y="238.658847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.524189" xlink:href="#m2a9327d2d7" y="238.040166"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.524189" xlink:href="#m2a9327d2d7" y="238.040166"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.224093" xlink:href="#m2a9327d2d7" y="236.564338"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.224093" xlink:href="#m2a9327d2d7" y="236.564338"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.744073" xlink:href="#m2a9327d2d7" y="236.293902"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.744073" xlink:href="#m2a9327d2d7" y="236.293902"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.306774" xlink:href="#m2a9327d2d7" y="237.190681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.306774" xlink:href="#m2a9327d2d7" y="237.190681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.474972" xlink:href="#m2a9327d2d7" y="240.133047"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.474972" xlink:href="#m2a9327d2d7" y="240.133047"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.203611" xlink:href="#m2a9327d2d7" y="241.998863"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.203611" xlink:href="#m2a9327d2d7" y="241.998863"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.719819" xlink:href="#m2a9327d2d7" y="240.429274"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.719819" xlink:href="#m2a9327d2d7" y="240.429274"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.681316" xlink:href="#m2a9327d2d7" y="237.575544"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.681316" xlink:href="#m2a9327d2d7" y="237.575544"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.2733" xlink:href="#m2a9327d2d7" y="237.445268"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.2733" xlink:href="#m2a9327d2d7" y="237.445268"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.769728" xlink:href="#m2a9327d2d7" y="237.851198"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.769728" xlink:href="#m2a9327d2d7" y="237.851198"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.863233" xlink:href="#m2a9327d2d7" y="239.73346"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.863233" xlink:href="#m2a9327d2d7" y="239.73346"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.409342" xlink:href="#m2a9327d2d7" y="240.449795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.409342" xlink:href="#m2a9327d2d7" y="240.449795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.724919" xlink:href="#m2a9327d2d7" y="238.268253"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.724919" xlink:href="#m2a9327d2d7" y="238.268253"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.589197" xlink:href="#m2a9327d2d7" y="236.266244"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.589197" xlink:href="#m2a9327d2d7" y="236.266244"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.09896" xlink:href="#m2a9327d2d7" y="236.567862"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.09896" xlink:href="#m2a9327d2d7" y="236.567862"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.574854" xlink:href="#m2a9327d2d7" y="238.394928"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.574854" xlink:href="#m2a9327d2d7" y="238.394928"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.653774" xlink:href="#m2a9327d2d7" y="240.072035"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.653774" xlink:href="#m2a9327d2d7" y="240.072035"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.341892" xlink:href="#m2a9327d2d7" y="242.104738"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.341892" xlink:href="#m2a9327d2d7" y="242.104738"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.736581" xlink:href="#m2a9327d2d7" y="240.306798"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.736581" xlink:href="#m2a9327d2d7" y="240.306798"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.553612" xlink:href="#m2a9327d2d7" y="238.57963"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.553612" xlink:href="#m2a9327d2d7" y="238.57963"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.985009" xlink:href="#m2a9327d2d7" y="236.360854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.985009" xlink:href="#m2a9327d2d7" y="236.360854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.526793" xlink:href="#m2a9327d2d7" y="238.374403"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.526793" xlink:href="#m2a9327d2d7" y="238.374403"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.424799" xlink:href="#m2a9327d2d7" y="239.409143"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.424799" xlink:href="#m2a9327d2d7" y="239.409143"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.780408" xlink:href="#m2a9327d2d7" y="240.902077"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.780408" xlink:href="#m2a9327d2d7" y="240.902077"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.795929" xlink:href="#m2a9327d2d7" y="238.803661"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.795929" xlink:href="#m2a9327d2d7" y="238.803661"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.62186" xlink:href="#m2a9327d2d7" y="236.585444"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.62186" xlink:href="#m2a9327d2d7" y="236.585444"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.180929" xlink:href="#m2a9327d2d7" y="236.038807"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.180929" xlink:href="#m2a9327d2d7" y="236.038807"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.855405" xlink:href="#m2a9327d2d7" y="238.378261"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.855405" xlink:href="#m2a9327d2d7" y="238.378261"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.049841" xlink:href="#m2a9327d2d7" y="241.733111"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.049841" xlink:href="#m2a9327d2d7" y="241.733111"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.756717" xlink:href="#m2a9327d2d7" y="242.048818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.756717" xlink:href="#m2a9327d2d7" y="242.048818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.275574" xlink:href="#m2a9327d2d7" y="239.902089"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.275574" xlink:href="#m2a9327d2d7" y="239.902089"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.250147" xlink:href="#m2a9327d2d7" y="238.700171"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.250147" xlink:href="#m2a9327d2d7" y="238.700171"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.899379" xlink:href="#m2a9327d2d7" y="236.771515"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.899379" xlink:href="#m2a9327d2d7" y="236.771515"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.485844" xlink:href="#m2a9327d2d7" y="238.36233"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.485844" xlink:href="#m2a9327d2d7" y="238.36233"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.579499" xlink:href="#m2a9327d2d7" y="240.358514"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.579499" xlink:href="#m2a9327d2d7" y="240.358514"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.209187" xlink:href="#m2a9327d2d7" y="241.246174"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.209187" xlink:href="#m2a9327d2d7" y="241.246174"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.457462" xlink:href="#m2a9327d2d7" y="239.796749"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.457462" xlink:href="#m2a9327d2d7" y="239.796749"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.112265" xlink:href="#m2a9327d2d7" y="236.903111"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.112265" xlink:href="#m2a9327d2d7" y="236.903111"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.678263" xlink:href="#m2a9327d2d7" y="236.958363"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.678263" xlink:href="#m2a9327d2d7" y="236.958363"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.275387" xlink:href="#m2a9327d2d7" y="237.277096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.275387" xlink:href="#m2a9327d2d7" y="237.277096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.354376" xlink:href="#m2a9327d2d7" y="239.112824"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.354376" xlink:href="#m2a9327d2d7" y="239.112824"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.042369" xlink:href="#m2a9327d2d7" y="240.160113"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.042369" xlink:href="#m2a9327d2d7" y="240.160113"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.376442" xlink:href="#m2a9327d2d7" y="240.147013"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.376442" xlink:href="#m2a9327d2d7" y="240.147013"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.193157" xlink:href="#m2a9327d2d7" y="238.11099"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.193157" xlink:href="#m2a9327d2d7" y="238.11099"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.759267" xlink:href="#m2a9327d2d7" y="236.744234"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.759267" xlink:href="#m2a9327d2d7" y="236.744234"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.315634" xlink:href="#m2a9327d2d7" y="237.767731"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.315634" xlink:href="#m2a9327d2d7" y="237.767731"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.541472" xlink:href="#m2a9327d2d7" y="239.017228"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.541472" xlink:href="#m2a9327d2d7" y="239.017228"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.17808" xlink:href="#m2a9327d2d7" y="239.562997"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.17808" xlink:href="#m2a9327d2d7" y="239.562997"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.287615" xlink:href="#m2a9327d2d7" y="239.135247"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.287615" xlink:href="#m2a9327d2d7" y="239.135247"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.780459" xlink:href="#m2a9327d2d7" y="236.328667"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.780459" xlink:href="#m2a9327d2d7" y="236.328667"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.253503" xlink:href="#m2a9327d2d7" y="236.449148"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.253503" xlink:href="#m2a9327d2d7" y="236.449148"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.821632" xlink:href="#m2a9327d2d7" y="237.746208"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.821632" xlink:href="#m2a9327d2d7" y="237.746208"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.013486" xlink:href="#m2a9327d2d7" y="240.476312"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.013486" xlink:href="#m2a9327d2d7" y="240.476312"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.616201" xlink:href="#m2a9327d2d7" y="240.399096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.616201" xlink:href="#m2a9327d2d7" y="240.399096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.839556" xlink:href="#m2a9327d2d7" y="240.026728"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.839556" xlink:href="#m2a9327d2d7" y="240.026728"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.534238" xlink:href="#m2a9327d2d7" y="238.670818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.534238" xlink:href="#m2a9327d2d7" y="238.670818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.0246" xlink:href="#m2a9327d2d7" y="237.056897"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.0246" xlink:href="#m2a9327d2d7" y="237.056897"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.49408" xlink:href="#m2a9327d2d7" y="238.056054"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.49408" xlink:href="#m2a9327d2d7" y="238.056054"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.56098" xlink:href="#m2a9327d2d7" y="240.404177"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.56098" xlink:href="#m2a9327d2d7" y="240.404177"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.008875" xlink:href="#m2a9327d2d7" y="241.247272"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.008875" xlink:href="#m2a9327d2d7" y="241.247272"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.242754" xlink:href="#m2a9327d2d7" y="239.250059"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.242754" xlink:href="#m2a9327d2d7" y="239.250059"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.108233" xlink:href="#m2a9327d2d7" y="238.929246"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.108233" xlink:href="#m2a9327d2d7" y="238.929246"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.651138" xlink:href="#m2a9327d2d7" y="237.605156"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.651138" xlink:href="#m2a9327d2d7" y="237.605156"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.296428" xlink:href="#m2a9327d2d7" y="239.641196"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.296428" xlink:href="#m2a9327d2d7" y="239.641196"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.450162" xlink:href="#m2a9327d2d7" y="241.622855"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.450162" xlink:href="#m2a9327d2d7" y="241.622855"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.008504" xlink:href="#m2a9327d2d7" y="242.258118"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.008504" xlink:href="#m2a9327d2d7" y="242.258118"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.327179" xlink:href="#m2a9327d2d7" y="241.471377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.327179" xlink:href="#m2a9327d2d7" y="241.471377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.178896" xlink:href="#m2a9327d2d7" y="239.642002"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.178896" xlink:href="#m2a9327d2d7" y="239.642002"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.783392" xlink:href="#m2a9327d2d7" y="238.470526"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.783392" xlink:href="#m2a9327d2d7" y="238.470526"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.333509" xlink:href="#m2a9327d2d7" y="239.886181"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.333509" xlink:href="#m2a9327d2d7" y="239.886181"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.519847" xlink:href="#m2a9327d2d7" y="242.238806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.519847" xlink:href="#m2a9327d2d7" y="242.238806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.260496" xlink:href="#m2a9327d2d7" y="243.089006"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.260496" xlink:href="#m2a9327d2d7" y="243.089006"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.728231" xlink:href="#m2a9327d2d7" y="241.117951"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.728231" xlink:href="#m2a9327d2d7" y="241.117951"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.58372" xlink:href="#m2a9327d2d7" y="239.293485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.58372" xlink:href="#m2a9327d2d7" y="239.293485"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.232861" xlink:href="#m2a9327d2d7" y="237.275915"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.232861" xlink:href="#m2a9327d2d7" y="237.275915"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.888396" xlink:href="#m2a9327d2d7" y="237.932028"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.888396" xlink:href="#m2a9327d2d7" y="237.932028"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.063638" xlink:href="#m2a9327d2d7" y="240.071439"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.063638" xlink:href="#m2a9327d2d7" y="240.071439"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.523092" xlink:href="#m2a9327d2d7" y="240.499723"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.523092" xlink:href="#m2a9327d2d7" y="240.499723"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.639552" xlink:href="#m2a9327d2d7" y="238.657143"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.639552" xlink:href="#m2a9327d2d7" y="238.657143"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.447304" xlink:href="#m2a9327d2d7" y="237.167798"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.447304" xlink:href="#m2a9327d2d7" y="237.167798"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.973829" xlink:href="#m2a9327d2d7" y="236.620366"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.973829" xlink:href="#m2a9327d2d7" y="236.620366"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.536091" xlink:href="#m2a9327d2d7" y="237.452656"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.536091" xlink:href="#m2a9327d2d7" y="237.452656"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.793128" xlink:href="#m2a9327d2d7" y="241.263192"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.793128" xlink:href="#m2a9327d2d7" y="241.263192"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.523719" xlink:href="#m2a9327d2d7" y="242.163965"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.523719" xlink:href="#m2a9327d2d7" y="242.163965"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.052574" xlink:href="#m2a9327d2d7" y="240.50039"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.052574" xlink:href="#m2a9327d2d7" y="240.50039"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.130816" xlink:href="#m2a9327d2d7" y="238.580129"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.130816" xlink:href="#m2a9327d2d7" y="238.580129"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.680039" xlink:href="#m2a9327d2d7" y="235.846205"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.680039" xlink:href="#m2a9327d2d7" y="235.846205"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.303441" xlink:href="#m2a9327d2d7" y="237.041699"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.303441" xlink:href="#m2a9327d2d7" y="237.041699"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.435703" xlink:href="#m2a9327d2d7" y="239.990364"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.435703" xlink:href="#m2a9327d2d7" y="239.990364"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.821564" xlink:href="#m2a9327d2d7" y="241.189319"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.821564" xlink:href="#m2a9327d2d7" y="241.189319"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.770928" xlink:href="#m2a9327d2d7" y="239.637497"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.770928" xlink:href="#m2a9327d2d7" y="239.637497"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.552194" xlink:href="#m2a9327d2d7" y="237.765706"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.552194" xlink:href="#m2a9327d2d7" y="237.765706"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.239957" xlink:href="#m2a9327d2d7" y="236.842805"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.239957" xlink:href="#m2a9327d2d7" y="236.842805"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.864441" xlink:href="#m2a9327d2d7" y="237.279191"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.864441" xlink:href="#m2a9327d2d7" y="237.279191"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.919287" xlink:href="#m2a9327d2d7" y="240.873452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.919287" xlink:href="#m2a9327d2d7" y="240.873452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.271938" xlink:href="#m2a9327d2d7" y="242.588465"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.271938" xlink:href="#m2a9327d2d7" y="242.588465"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.435306" xlink:href="#m2a9327d2d7" y="240.21614"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.435306" xlink:href="#m2a9327d2d7" y="240.21614"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.385018" xlink:href="#m2a9327d2d7" y="238.703592"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.385018" xlink:href="#m2a9327d2d7" y="238.703592"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.075531" xlink:href="#m2a9327d2d7" y="237.433334"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.075531" xlink:href="#m2a9327d2d7" y="237.433334"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.688831" xlink:href="#m2a9327d2d7" y="238.540388"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.688831" xlink:href="#m2a9327d2d7" y="238.540388"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.737795" xlink:href="#m2a9327d2d7" y="240.946961"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.737795" xlink:href="#m2a9327d2d7" y="240.946961"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.306386" xlink:href="#m2a9327d2d7" y="241.360816"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.306386" xlink:href="#m2a9327d2d7" y="241.360816"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.599948" xlink:href="#m2a9327d2d7" y="239.756669"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.599948" xlink:href="#m2a9327d2d7" y="239.756669"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.396073" xlink:href="#m2a9327d2d7" y="237.195439"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.396073" xlink:href="#m2a9327d2d7" y="237.195439"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.967176" xlink:href="#m2a9327d2d7" y="235.929303"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.967176" xlink:href="#m2a9327d2d7" y="235.929303"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.562017" xlink:href="#m2a9327d2d7" y="238.237362"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.562017" xlink:href="#m2a9327d2d7" y="238.237362"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.727434" xlink:href="#m2a9327d2d7" y="241.488272"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.727434" xlink:href="#m2a9327d2d7" y="241.488272"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.45189" xlink:href="#m2a9327d2d7" y="241.907865"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.45189" xlink:href="#m2a9327d2d7" y="241.907865"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.936847" xlink:href="#m2a9327d2d7" y="241.565396"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.936847" xlink:href="#m2a9327d2d7" y="241.565396"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.870084" xlink:href="#m2a9327d2d7" y="238.939522"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.870084" xlink:href="#m2a9327d2d7" y="238.939522"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.364497" xlink:href="#m2a9327d2d7" y="236.33245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.364497" xlink:href="#m2a9327d2d7" y="236.33245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.882389" xlink:href="#m2a9327d2d7" y="237.967658"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.882389" xlink:href="#m2a9327d2d7" y="237.967658"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.125708" xlink:href="#m2a9327d2d7" y="240.321945"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.125708" xlink:href="#m2a9327d2d7" y="240.321945"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.838698" xlink:href="#m2a9327d2d7" y="242.170327"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.838698" xlink:href="#m2a9327d2d7" y="242.170327"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.255443" xlink:href="#m2a9327d2d7" y="240.674804"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.255443" xlink:href="#m2a9327d2d7" y="240.674804"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.029581" xlink:href="#m2a9327d2d7" y="238.071529"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.029581" xlink:href="#m2a9327d2d7" y="238.071529"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.643971" xlink:href="#m2a9327d2d7" y="237.44153"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.643971" xlink:href="#m2a9327d2d7" y="237.44153"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.362494" xlink:href="#m2a9327d2d7" y="237.711098"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.362494" xlink:href="#m2a9327d2d7" y="237.711098"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.628822" xlink:href="#m2a9327d2d7" y="239.975851"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.628822" xlink:href="#m2a9327d2d7" y="239.975851"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.260125" xlink:href="#m2a9327d2d7" y="240.50375"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.260125" xlink:href="#m2a9327d2d7" y="240.50375"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.317058" xlink:href="#m2a9327d2d7" y="238.680957"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.317058" xlink:href="#m2a9327d2d7" y="238.680957"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.898672" xlink:href="#m2a9327d2d7" y="235.786252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.898672" xlink:href="#m2a9327d2d7" y="235.786252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.371253" xlink:href="#m2a9327d2d7" y="235.372981"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.371253" xlink:href="#m2a9327d2d7" y="235.372981"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.905697" xlink:href="#m2a9327d2d7" y="238.222858"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.905697" xlink:href="#m2a9327d2d7" y="238.222858"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.984849" xlink:href="#m2a9327d2d7" y="239.904355"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.984849" xlink:href="#m2a9327d2d7" y="239.904355"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.68858" xlink:href="#m2a9327d2d7" y="240.396695"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.68858" xlink:href="#m2a9327d2d7" y="240.396695"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.184513" xlink:href="#m2a9327d2d7" y="239.571855"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.184513" xlink:href="#m2a9327d2d7" y="239.571855"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.074106" xlink:href="#m2a9327d2d7" y="237.656679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.074106" xlink:href="#m2a9327d2d7" y="237.656679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.570538" xlink:href="#m2a9327d2d7" y="236.016106"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.570538" xlink:href="#m2a9327d2d7" y="236.016106"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.175178" xlink:href="#m2a9327d2d7" y="236.490035"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.175178" xlink:href="#m2a9327d2d7" y="236.490035"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.29925" xlink:href="#m2a9327d2d7" y="239.835206"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.29925" xlink:href="#m2a9327d2d7" y="239.835206"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.885466" xlink:href="#m2a9327d2d7" y="240.719307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.885466" xlink:href="#m2a9327d2d7" y="240.719307"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.333621" xlink:href="#m2a9327d2d7" y="238.381091"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.333621" xlink:href="#m2a9327d2d7" y="238.381091"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.196314" xlink:href="#m2a9327d2d7" y="235.845491"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.196314" xlink:href="#m2a9327d2d7" y="235.845491"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.672061" xlink:href="#m2a9327d2d7" y="235.959987"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.672061" xlink:href="#m2a9327d2d7" y="235.959987"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.226787" xlink:href="#m2a9327d2d7" y="236.95361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.226787" xlink:href="#m2a9327d2d7" y="236.95361"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.385179" xlink:href="#m2a9327d2d7" y="239.789681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.385179" xlink:href="#m2a9327d2d7" y="239.789681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.867371" xlink:href="#m2a9327d2d7" y="241.763507"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.867371" xlink:href="#m2a9327d2d7" y="241.763507"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.141153" xlink:href="#m2a9327d2d7" y="240.798612"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.141153" xlink:href="#m2a9327d2d7" y="240.798612"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.054338" xlink:href="#m2a9327d2d7" y="239.272088"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.054338" xlink:href="#m2a9327d2d7" y="239.272088"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.599734" xlink:href="#m2a9327d2d7" y="237.458939"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.599734" xlink:href="#m2a9327d2d7" y="237.458939"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.205591" xlink:href="#m2a9327d2d7" y="237.258262"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.205591" xlink:href="#m2a9327d2d7" y="237.258262"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.54967" xlink:href="#m2a9327d2d7" y="239.375399"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.54967" xlink:href="#m2a9327d2d7" y="239.375399"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.046169" xlink:href="#m2a9327d2d7" y="241.191406"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.046169" xlink:href="#m2a9327d2d7" y="241.191406"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.960658" xlink:href="#m2a9327d2d7" y="239.661479"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.960658" xlink:href="#m2a9327d2d7" y="239.661479"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.655074" xlink:href="#m2a9327d2d7" y="237.612323"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.655074" xlink:href="#m2a9327d2d7" y="237.612323"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.225194" xlink:href="#m2a9327d2d7" y="236.028683"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.225194" xlink:href="#m2a9327d2d7" y="236.028683"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.922959" xlink:href="#m2a9327d2d7" y="238.299206"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.922959" xlink:href="#m2a9327d2d7" y="238.299206"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.198115" xlink:href="#m2a9327d2d7" y="240.758666"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.198115" xlink:href="#m2a9327d2d7" y="240.758666"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.712339" xlink:href="#m2a9327d2d7" y="241.424915"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.712339" xlink:href="#m2a9327d2d7" y="241.424915"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.752633" xlink:href="#m2a9327d2d7" y="240.129844"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.549804" xlink:href="#m2a9327d2d7" y="238.659548"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.226316" xlink:href="#m2a9327d2d7" y="237.621859"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.859795" xlink:href="#m2a9327d2d7" y="238.054597"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.0986" xlink:href="#m2a9327d2d7" y="240.672418"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.722409" xlink:href="#m2a9327d2d7" y="242.021214"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.005714" xlink:href="#m2a9327d2d7" y="240.605573"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.89316" xlink:href="#m2a9327d2d7" y="238.939078"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.672133" xlink:href="#m2a9327d2d7" y="236.717168"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.395935" xlink:href="#m2a9327d2d7" y="237.200242"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.664814" xlink:href="#m2a9327d2d7" y="239.817324"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.273999" xlink:href="#m2a9327d2d7" y="240.700483"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.5484" xlink:href="#m2a9327d2d7" y="239.317678"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.368172" xlink:href="#m2a9327d2d7" y="236.934914"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.936397" xlink:href="#m2a9327d2d7" y="237.191985"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.535529" xlink:href="#m2a9327d2d7" y="238.989152"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.572882" xlink:href="#m2a9327d2d7" y="240.38984"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.78665" xlink:href="#m2a9327d2d7" y="240.531211"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.698936" xlink:href="#m2a9327d2d7" y="240.295045"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.457106" xlink:href="#m2a9327d2d7" y="238.956158"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.92398" xlink:href="#m2a9327d2d7" y="237.500328"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.400273" xlink:href="#m2a9327d2d7" y="238.479953"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.57811" xlink:href="#m2a9327d2d7" y="242.369036"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.187678" xlink:href="#m2a9327d2d7" y="243.315648"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.411176" xlink:href="#m2a9327d2d7" y="240.224718"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.243297" xlink:href="#m2a9327d2d7" y="238.83492"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.828923" xlink:href="#m2a9327d2d7" y="237.658833"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.486996" xlink:href="#m2a9327d2d7" y="238.685466"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.732802" xlink:href="#m2a9327d2d7" y="241.128452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.320838" xlink:href="#m2a9327d2d7" y="240.624686"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.42989" xlink:href="#m2a9327d2d7" y="238.667453"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.279828" xlink:href="#m2a9327d2d7" y="237.118986"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.818167" xlink:href="#m2a9327d2d7" y="236.186732"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.328536" xlink:href="#m2a9327d2d7" y="237.945687"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.400405" xlink:href="#m2a9327d2d7" y="240.804532"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.678845" xlink:href="#m2a9327d2d7" y="241.271441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.871595" xlink:href="#m2a9327d2d7" y="239.896876"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.771614" xlink:href="#m2a9327d2d7" y="239.354113"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.325447" xlink:href="#m2a9327d2d7" y="238.38478"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.834084" xlink:href="#m2a9327d2d7" y="239.880672"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.795641" xlink:href="#m2a9327d2d7" y="241.591352"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.432345" xlink:href="#m2a9327d2d7" y="241.55001"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.920527" xlink:href="#m2a9327d2d7" y="240.929236"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.816294" xlink:href="#m2a9327d2d7" y="239.435649"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.260156" xlink:href="#m2a9327d2d7" y="237.286508"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.747616" xlink:href="#m2a9327d2d7" y="238.377336"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.012232" xlink:href="#m2a9327d2d7" y="241.254817"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.743641" xlink:href="#m2a9327d2d7" y="242.468432"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.210486" xlink:href="#m2a9327d2d7" y="239.792498"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.248585" xlink:href="#m2a9327d2d7" y="238.806899"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.839416" xlink:href="#m2a9327d2d7" y="237.912525"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.40784" xlink:href="#m2a9327d2d7" y="238.28883"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.54824" xlink:href="#m2a9327d2d7" y="239.855787"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.201982" xlink:href="#m2a9327d2d7" y="240.326199"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.527669" xlink:href="#m2a9327d2d7" y="239.700704"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.266913" xlink:href="#m2a9327d2d7" y="238.454806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.758328" xlink:href="#m2a9327d2d7" y="236.912272"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.368959" xlink:href="#m2a9327d2d7" y="238.107812"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.417774" xlink:href="#m2a9327d2d7" y="239.557857"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.893739" xlink:href="#m2a9327d2d7" y="241.099571"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.438427" xlink:href="#m2a9327d2d7" y="240.456419"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.345199" xlink:href="#m2a9327d2d7" y="238.129536"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.853784" xlink:href="#m2a9327d2d7" y="235.964365"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.529785" xlink:href="#m2a9327d2d7" y="238.49241"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.78212" xlink:href="#m2a9327d2d7" y="239.414631"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.324893" xlink:href="#m2a9327d2d7" y="240.100634"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.416819" xlink:href="#m2a9327d2d7" y="239.10421"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.106605" xlink:href="#m2a9327d2d7" y="237.137606"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.639796" xlink:href="#m2a9327d2d7" y="236.405463"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.293135" xlink:href="#m2a9327d2d7" y="239.224328"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.482618" xlink:href="#m2a9327d2d7" y="241.426064"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.271918" xlink:href="#m2a9327d2d7" y="242.89542"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.537256" xlink:href="#m2a9327d2d7" y="240.425139"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.254935" xlink:href="#m2a9327d2d7" y="237.57096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.722356" xlink:href="#m2a9327d2d7" y="237.220032"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.301808" xlink:href="#m2a9327d2d7" y="239.113312"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.346728" xlink:href="#m2a9327d2d7" y="241.390176"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.799086" xlink:href="#m2a9327d2d7" y="241.695564"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.106174" xlink:href="#m2a9327d2d7" y="240.04836"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.806492" xlink:href="#m2a9327d2d7" y="238.202454"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.322772" xlink:href="#m2a9327d2d7" y="237.26237"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.020086" xlink:href="#m2a9327d2d7" y="238.558182"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.255172" xlink:href="#m2a9327d2d7" y="241.749318"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.880365" xlink:href="#m2a9327d2d7" y="241.909068"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.110828" xlink:href="#m2a9327d2d7" y="239.833754"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.939536" xlink:href="#m2a9327d2d7" y="237.907489"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.522181" xlink:href="#m2a9327d2d7" y="236.893435"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.124155" xlink:href="#m2a9327d2d7" y="237.988574"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.384296" xlink:href="#m2a9327d2d7" y="241.375303"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.089747" xlink:href="#m2a9327d2d7" y="241.88849"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.620475" xlink:href="#m2a9327d2d7" y="239.948864"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.587416" xlink:href="#m2a9327d2d7" y="238.291381"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.241737" xlink:href="#m2a9327d2d7" y="237.122125"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.982531" xlink:href="#m2a9327d2d7" y="238.535259"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.377045" xlink:href="#m2a9327d2d7" y="240.593827"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.021252" xlink:href="#m2a9327d2d7" y="240.942904"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.06327" xlink:href="#m2a9327d2d7" y="239.770092"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.697691" xlink:href="#m2a9327d2d7" y="238.46632"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.173689" xlink:href="#m2a9327d2d7" y="236.953647"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.899419" xlink:href="#m2a9327d2d7" y="238.944736"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.01317" xlink:href="#m2a9327d2d7" y="240.742301"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.52237" xlink:href="#m2a9327d2d7" y="240.724715"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.744172" xlink:href="#m2a9327d2d7" y="238.760384"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.588534" xlink:href="#m2a9327d2d7" y="238.106107"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.127567" xlink:href="#m2a9327d2d7" y="237.453394"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.654735" xlink:href="#m2a9327d2d7" y="238.966555"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.900301" xlink:href="#m2a9327d2d7" y="241.541512"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.606247" xlink:href="#m2a9327d2d7" y="242.642451"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.870495" xlink:href="#m2a9327d2d7" y="240.489009"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.731129" xlink:href="#m2a9327d2d7" y="238.453506"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.24058" xlink:href="#m2a9327d2d7" y="236.588463"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.780308" xlink:href="#m2a9327d2d7" y="238.340615"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.977969" xlink:href="#m2a9327d2d7" y="240.882734"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.571197" xlink:href="#m2a9327d2d7" y="242.064886"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.682501" xlink:href="#m2a9327d2d7" y="239.948826"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.23765" xlink:href="#m2a9327d2d7" y="238.314729"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.739358" xlink:href="#m2a9327d2d7" y="237.590472"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.382951" xlink:href="#m2a9327d2d7" y="238.652715"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.740517" xlink:href="#m2a9327d2d7" y="240.397513"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.551489" xlink:href="#m2a9327d2d7" y="241.656548"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.728119" xlink:href="#m2a9327d2d7" y="241.060447"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.448876" xlink:href="#m2a9327d2d7" y="238.457901"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.006484" xlink:href="#m2a9327d2d7" y="237.045163"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.581023" xlink:href="#m2a9327d2d7" y="238.392398"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.830421" xlink:href="#m2a9327d2d7" y="240.647401"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.420089" xlink:href="#m2a9327d2d7" y="241.222663"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.484828" xlink:href="#m2a9327d2d7" y="240.519181"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.221106" xlink:href="#m2a9327d2d7" y="239.029916"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.777929" xlink:href="#m2a9327d2d7" y="237.555386"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.414441" xlink:href="#m2a9327d2d7" y="238.989432"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.792333" xlink:href="#m2a9327d2d7" y="242.470175"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.375995" xlink:href="#m2a9327d2d7" y="243.044654"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.332686" xlink:href="#m2a9327d2d7" y="241.508064"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.94318" xlink:href="#m2a9327d2d7" y="240.30196"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.465838" xlink:href="#m2a9327d2d7" y="238.333654"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.981783" xlink:href="#m2a9327d2d7" y="239.152714"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.111244" xlink:href="#m2a9327d2d7" y="240.206784"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.870036" xlink:href="#m2a9327d2d7" y="241.705504"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.119664" xlink:href="#m2a9327d2d7" y="239.516452"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.897015" xlink:href="#m2a9327d2d7" y="238.135101"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.48854" xlink:href="#m2a9327d2d7" y="237.40825"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.234043" xlink:href="#m2a9327d2d7" y="239.095571"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.641058" xlink:href="#m2a9327d2d7" y="241.148215"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.452166" xlink:href="#m2a9327d2d7" y="241.795072"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.665195" xlink:href="#m2a9327d2d7" y="240.427145"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.443799" xlink:href="#m2a9327d2d7" y="237.704808"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.067605" xlink:href="#m2a9327d2d7" y="237.503605"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.818898" xlink:href="#m2a9327d2d7" y="238.890587"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.138216" xlink:href="#m2a9327d2d7" y="241.069516"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.85337" xlink:href="#m2a9327d2d7" y="243.110792"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.9184" xlink:href="#m2a9327d2d7" y="240.902442"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.422084" xlink:href="#m2a9327d2d7" y="238.231623"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.97883" xlink:href="#m2a9327d2d7" y="236.874167"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.620424" xlink:href="#m2a9327d2d7" y="238.591071"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.809639" xlink:href="#m2a9327d2d7" y="241.121041"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.248937" xlink:href="#m2a9327d2d7" y="241.453722"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.51983" xlink:href="#m2a9327d2d7" y="239.715191"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.455597" xlink:href="#m2a9327d2d7" y="238.303829"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.030343" xlink:href="#m2a9327d2d7" y="237.947681"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.656683" xlink:href="#m2a9327d2d7" y="239.250509"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.914542" xlink:href="#m2a9327d2d7" y="241.579276"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.468034" xlink:href="#m2a9327d2d7" y="241.790994"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.779082" xlink:href="#m2a9327d2d7" y="240.923363"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.500154" xlink:href="#m2a9327d2d7" y="238.708677"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.054865" xlink:href="#m2a9327d2d7" y="237.577817"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.637382" xlink:href="#m2a9327d2d7" y="237.083804"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.770749" xlink:href="#m2a9327d2d7" y="238.423375"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.297701" xlink:href="#m2a9327d2d7" y="239.008437"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.670272" xlink:href="#m2a9327d2d7" y="238.505723"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.514646" xlink:href="#m2a9327d2d7" y="235.918213"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.066814" xlink:href="#m2a9327d2d7" y="234.575812"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.59417" xlink:href="#m2a9327d2d7" y="236.523841"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.716566" xlink:href="#m2a9327d2d7" y="239.403841"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.37117" xlink:href="#m2a9327d2d7" y="241.345438"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.638614" xlink:href="#m2a9327d2d7" y="239.559161"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.441046" xlink:href="#m2a9327d2d7" y="238.181618"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.903062" xlink:href="#m2a9327d2d7" y="237.439592"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.425154" xlink:href="#m2a9327d2d7" y="238.066516"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.66443" xlink:href="#m2a9327d2d7" y="240.323887"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.321057" xlink:href="#m2a9327d2d7" y="240.967141"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.554122" xlink:href="#m2a9327d2d7" y="239.802267"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.34001" xlink:href="#m2a9327d2d7" y="236.743239"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.865941" xlink:href="#m2a9327d2d7" y="236.603885"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.468701" xlink:href="#m2a9327d2d7" y="240.088579"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.720425" xlink:href="#m2a9327d2d7" y="241.416644"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.369885" xlink:href="#m2a9327d2d7" y="243.119414"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.704843" xlink:href="#m2a9327d2d7" y="241.603794"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.443217" xlink:href="#m2a9327d2d7" y="238.847028"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.960347" xlink:href="#m2a9327d2d7" y="237.494121"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.540429" xlink:href="#m2a9327d2d7" y="237.833266"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.658339" xlink:href="#m2a9327d2d7" y="239.561763"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.431963" xlink:href="#m2a9327d2d7" y="241.181289"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.039272" xlink:href="#m2a9327d2d7" y="239.45344"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.903398" xlink:href="#m2a9327d2d7" y="237.333387"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.420556" xlink:href="#m2a9327d2d7" y="235.964329"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.974891" xlink:href="#m2a9327d2d7" y="238.952826"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.038941" xlink:href="#m2a9327d2d7" y="242.171269"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.588798" xlink:href="#m2a9327d2d7" y="242.595117"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.794472" xlink:href="#m2a9327d2d7" y="241.139436"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.541159" xlink:href="#m2a9327d2d7" y="238.604584"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.105524" xlink:href="#m2a9327d2d7" y="237.871842"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.672839" xlink:href="#m2a9327d2d7" y="238.418558"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.025531" xlink:href="#m2a9327d2d7" y="241.535931"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.821975" xlink:href="#m2a9327d2d7" y="241.772611"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.988584" xlink:href="#m2a9327d2d7" y="239.765884"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.632628" xlink:href="#m2a9327d2d7" y="238.066925"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.051999" xlink:href="#m2a9327d2d7" y="236.73594"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.668429" xlink:href="#m2a9327d2d7" y="237.774653"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.966614" xlink:href="#m2a9327d2d7" y="241.500475"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.651594" xlink:href="#m2a9327d2d7" y="241.703901"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.929983" xlink:href="#m2a9327d2d7" y="240.109768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.541849" xlink:href="#m2a9327d2d7" y="237.490684"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.054003" xlink:href="#m2a9327d2d7" y="236.661497"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.64613" xlink:href="#m2a9327d2d7" y="238.479607"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.657996" xlink:href="#m2a9327d2d7" y="240.410425"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.123185" xlink:href="#m2a9327d2d7" y="241.336672"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.449283" xlink:href="#m2a9327d2d7" y="240.730768"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.270309" xlink:href="#m2a9327d2d7" y="238.440104"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.74228" xlink:href="#m2a9327d2d7" y="236.991349"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.426527" xlink:href="#m2a9327d2d7" y="237.867989"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.828269" xlink:href="#m2a9327d2d7" y="241.119766"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.507371" xlink:href="#m2a9327d2d7" y="241.392699"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.607994" xlink:href="#m2a9327d2d7" y="239.668181"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.302478" xlink:href="#m2a9327d2d7" y="236.544088"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.950433" xlink:href="#m2a9327d2d7" y="235.554801"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.638336" xlink:href="#m2a9327d2d7" y="237.205459"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.852935" xlink:href="#m2a9327d2d7" y="237.896878"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.472137" xlink:href="#m2a9327d2d7" y="239.70043"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.743916" xlink:href="#m2a9327d2d7" y="237.690515"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.463192" xlink:href="#m2a9327d2d7" y="236.939379"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.875843" xlink:href="#m2a9327d2d7" y="236.13929"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.544281" xlink:href="#m2a9327d2d7" y="238.177824"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.727913" xlink:href="#m2a9327d2d7" y="239.946818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.223949" xlink:href="#m2a9327d2d7" y="241.558277"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.387568" xlink:href="#m2a9327d2d7" y="239.963825"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.207006" xlink:href="#m2a9327d2d7" y="237.840689"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.815278" xlink:href="#m2a9327d2d7" y="237.087857"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.458899" xlink:href="#m2a9327d2d7" y="238.925379"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.816085" xlink:href="#m2a9327d2d7" y="241.682111"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.479649" xlink:href="#m2a9327d2d7" y="243.029104"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.768338" xlink:href="#m2a9327d2d7" y="240.316453"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.547696" xlink:href="#m2a9327d2d7" y="237.841448"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.080807" xlink:href="#m2a9327d2d7" y="237.108378"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.600069" xlink:href="#m2a9327d2d7" y="237.289243"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.912642" xlink:href="#m2a9327d2d7" y="239.664074"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.846198" xlink:href="#m2a9327d2d7" y="241.363341"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.222436" xlink:href="#m2a9327d2d7" y="238.736169"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.966429" xlink:href="#m2a9327d2d7" y="236.177745"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.468386" xlink:href="#m2a9327d2d7" y="234.898812"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.978144" xlink:href="#m2a9327d2d7" y="237.434092"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.107553" xlink:href="#m2a9327d2d7" y="241.830711"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.676371" xlink:href="#m2a9327d2d7" y="242.416666"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.885869" xlink:href="#m2a9327d2d7" y="239.574801"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.619022" xlink:href="#m2a9327d2d7" y="238.27334"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.218872" xlink:href="#m2a9327d2d7" y="236.52026"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.757419" xlink:href="#m2a9327d2d7" y="238.344447"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.083346" xlink:href="#m2a9327d2d7" y="241.151633"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.886073" xlink:href="#m2a9327d2d7" y="242.121803"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.194016" xlink:href="#m2a9327d2d7" y="240.226884"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.975114" xlink:href="#m2a9327d2d7" y="239.106858"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.454393" xlink:href="#m2a9327d2d7" y="236.33489"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.122751" xlink:href="#m2a9327d2d7" y="237.27018"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.346513" xlink:href="#m2a9327d2d7" y="240.099535"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.00356" xlink:href="#m2a9327d2d7" y="240.079669"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.32235" xlink:href="#m2a9327d2d7" y="239.629565"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.853896" xlink:href="#m2a9327d2d7" y="236.833854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.246184" xlink:href="#m2a9327d2d7" y="236.277515"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.782168" xlink:href="#m2a9327d2d7" y="239.086757"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.990425" xlink:href="#m2a9327d2d7" y="241.702933"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.451383" xlink:href="#m2a9327d2d7" y="241.938073"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.537747" xlink:href="#m2a9327d2d7" y="240.519224"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.366783" xlink:href="#m2a9327d2d7" y="239.400916"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.938986" xlink:href="#m2a9327d2d7" y="237.140943"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.49244" xlink:href="#m2a9327d2d7" y="238.599351"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.593324" xlink:href="#m2a9327d2d7" y="240.409587"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.233464" xlink:href="#m2a9327d2d7" y="242.235902"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.589867" xlink:href="#m2a9327d2d7" y="240.343811"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.426382" xlink:href="#m2a9327d2d7" y="237.715336"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.023351" xlink:href="#m2a9327d2d7" y="237.711818"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.563247" xlink:href="#m2a9327d2d7" y="238.645404"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.613279" xlink:href="#m2a9327d2d7" y="240.608283"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.951838" xlink:href="#m2a9327d2d7" y="241.831292"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.04679" xlink:href="#m2a9327d2d7" y="239.080902"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.835049" xlink:href="#m2a9327d2d7" y="237.185662"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.377531" xlink:href="#m2a9327d2d7" y="237.669077"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.911172" xlink:href="#m2a9327d2d7" y="238.771989"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.157074" xlink:href="#m2a9327d2d7" y="241.126781"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.952852" xlink:href="#m2a9327d2d7" y="241.094395"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.574309" xlink:href="#m2a9327d2d7" y="239.577513"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.600184" xlink:href="#m2a9327d2d7" y="237.52008"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.179137" xlink:href="#m2a9327d2d7" y="237.580481"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.728942" xlink:href="#m2a9327d2d7" y="238.746689"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.748271" xlink:href="#m2a9327d2d7" y="240.52495"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.0516" xlink:href="#m2a9327d2d7" y="239.96878"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.23405" xlink:href="#m2a9327d2d7" y="238.770812"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.9973" xlink:href="#m2a9327d2d7" y="237.959393"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.450121" xlink:href="#m2a9327d2d7" y="237.843616"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.925429" xlink:href="#m2a9327d2d7" y="238.790887"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.142566" xlink:href="#m2a9327d2d7" y="240.235646"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.826972" xlink:href="#m2a9327d2d7" y="240.958045"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.277976" xlink:href="#m2a9327d2d7" y="239.71298"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.276791" xlink:href="#m2a9327d2d7" y="238.173333"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.815721" xlink:href="#m2a9327d2d7" y="236.03033"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.501041" xlink:href="#m2a9327d2d7" y="238.601893"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.548623" xlink:href="#m2a9327d2d7" y="239.843508"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.871058" xlink:href="#m2a9327d2d7" y="240.821596"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.058009" xlink:href="#m2a9327d2d7" y="239.710557"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.836665" xlink:href="#m2a9327d2d7" y="238.907411"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.360748" xlink:href="#m2a9327d2d7" y="237.39328"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.91318" xlink:href="#m2a9327d2d7" y="238.792596"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.069672" xlink:href="#m2a9327d2d7" y="240.599571"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.776607" xlink:href="#m2a9327d2d7" y="240.499541"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.253566" xlink:href="#m2a9327d2d7" y="240.559586"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.228881" xlink:href="#m2a9327d2d7" y="238.46583"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.893488" xlink:href="#m2a9327d2d7" y="237.549255"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.474719" xlink:href="#m2a9327d2d7" y="238.332504"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.789128" xlink:href="#m2a9327d2d7" y="240.123786"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.266945" xlink:href="#m2a9327d2d7" y="240.332077"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.369972" xlink:href="#m2a9327d2d7" y="239.725478"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.066103" xlink:href="#m2a9327d2d7" y="239.051413"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.656766" xlink:href="#m2a9327d2d7" y="239.049277"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.333976" xlink:href="#m2a9327d2d7" y="239.914812"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.648493" xlink:href="#m2a9327d2d7" y="241.855554"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.389038" xlink:href="#m2a9327d2d7" y="242.783271"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.930014" xlink:href="#m2a9327d2d7" y="240.722703"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.916469" xlink:href="#m2a9327d2d7" y="238.430864"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.582843" xlink:href="#m2a9327d2d7" y="236.206054"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.172448" xlink:href="#m2a9327d2d7" y="236.52717"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.167627" xlink:href="#m2a9327d2d7" y="238.461499"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.566627" xlink:href="#m2a9327d2d7" y="239.984732"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.704432" xlink:href="#m2a9327d2d7" y="239.577137"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.386575" xlink:href="#m2a9327d2d7" y="237.619896"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.885936" xlink:href="#m2a9327d2d7" y="237.734639"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.53823" xlink:href="#m2a9327d2d7" y="238.105153"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.897464" xlink:href="#m2a9327d2d7" y="240.908521"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.467492" xlink:href="#m2a9327d2d7" y="241.677871"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.765452" xlink:href="#m2a9327d2d7" y="239.956492"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.633138" xlink:href="#m2a9327d2d7" y="237.48522"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.151007" xlink:href="#m2a9327d2d7" y="235.828367"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.72171" xlink:href="#m2a9327d2d7" y="236.744839"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.002937" xlink:href="#m2a9327d2d7" y="239.32438"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.810964" xlink:href="#m2a9327d2d7" y="240.752079"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.033269" xlink:href="#m2a9327d2d7" y="239.371668"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.725585" xlink:href="#m2a9327d2d7" y="237.677541"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.187107" xlink:href="#m2a9327d2d7" y="236.370854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.737827" xlink:href="#m2a9327d2d7" y="237.63609"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.837413" xlink:href="#m2a9327d2d7" y="240.011313"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.420476" xlink:href="#m2a9327d2d7" y="240.201978"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.714494" xlink:href="#m2a9327d2d7" y="239.28943"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.559071" xlink:href="#m2a9327d2d7" y="237.543588"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.105237" xlink:href="#m2a9327d2d7" y="236.501056"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.619641" xlink:href="#m2a9327d2d7" y="238.039429"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.717823" xlink:href="#m2a9327d2d7" y="239.358689"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.346465" xlink:href="#m2a9327d2d7" y="240.235312"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.836586" xlink:href="#m2a9327d2d7" y="238.92968"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.63968" xlink:href="#m2a9327d2d7" y="237.26727"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.124183" xlink:href="#m2a9327d2d7" y="237.666038"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.784459" xlink:href="#m2a9327d2d7" y="238.771798"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.001692" xlink:href="#m2a9327d2d7" y="241.572411"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.578716" xlink:href="#m2a9327d2d7" y="243.031914"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.05995" xlink:href="#m2a9327d2d7" y="242.583363"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.983216" xlink:href="#m2a9327d2d7" y="239.265533"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.478411" xlink:href="#m2a9327d2d7" y="236.589693"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.093859" xlink:href="#m2a9327d2d7" y="237.258264"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.354376" xlink:href="#m2a9327d2d7" y="240.243082"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.942476" xlink:href="#m2a9327d2d7" y="240.43544"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.108813" xlink:href="#m2a9327d2d7" y="237.638473"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.786202" xlink:href="#m2a9327d2d7" y="235.89087"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.417834" xlink:href="#m2a9327d2d7" y="235.853428"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.082073" xlink:href="#m2a9327d2d7" y="237.296616"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.235352" xlink:href="#m2a9327d2d7" y="240.547726"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.04775" xlink:href="#m2a9327d2d7" y="242.344282"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.443808" xlink:href="#m2a9327d2d7" y="240.374698"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.299561" xlink:href="#m2a9327d2d7" y="237.790621"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.939642" xlink:href="#m2a9327d2d7" y="237.395023"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.490721" xlink:href="#m2a9327d2d7" y="238.784408"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.634313" xlink:href="#m2a9327d2d7" y="240.396722"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.295243" xlink:href="#m2a9327d2d7" y="240.535735"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.358781" xlink:href="#m2a9327d2d7" y="238.964727"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.780802" xlink:href="#m2a9327d2d7" y="236.958303"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.141353" xlink:href="#m2a9327d2d7" y="236.188975"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.731736" xlink:href="#m2a9327d2d7" y="238.202881"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.965053" xlink:href="#m2a9327d2d7" y="241.053558"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.709605" xlink:href="#m2a9327d2d7" y="241.16935"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.079051" xlink:href="#m2a9327d2d7" y="239.327553"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.922012" xlink:href="#m2a9327d2d7" y="238.126491"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.481995" xlink:href="#m2a9327d2d7" y="236.545267"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.018898" xlink:href="#m2a9327d2d7" y="237.586819"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.009718" xlink:href="#m2a9327d2d7" y="238.485795"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.239067" xlink:href="#m2a9327d2d7" y="239.584454"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.175779" xlink:href="#m2a9327d2d7" y="239.149258"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.762658" xlink:href="#m2a9327d2d7" y="237.560627"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.218389" xlink:href="#m2a9327d2d7" y="237.538918"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.698234" xlink:href="#m2a9327d2d7" y="238.283454"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.963795" xlink:href="#m2a9327d2d7" y="241.776282"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.567999" xlink:href="#m2a9327d2d7" y="241.492088"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.742942" xlink:href="#m2a9327d2d7" y="239.65558"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.450935" xlink:href="#m2a9327d2d7" y="237.528396"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.014925" xlink:href="#m2a9327d2d7" y="235.839686"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.561406" xlink:href="#m2a9327d2d7" y="238.281578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.732198" xlink:href="#m2a9327d2d7" y="241.704272"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.48302" xlink:href="#m2a9327d2d7" y="242.004137"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.973561" xlink:href="#m2a9327d2d7" y="240.369754"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.07195" xlink:href="#m2a9327d2d7" y="238.809576"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.604957" xlink:href="#m2a9327d2d7" y="236.940072"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.290138" xlink:href="#m2a9327d2d7" y="237.660891"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.52025" xlink:href="#m2a9327d2d7" y="240.424223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.091432" xlink:href="#m2a9327d2d7" y="241.161761"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.543494" xlink:href="#m2a9327d2d7" y="240.162255"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.475485" xlink:href="#m2a9327d2d7" y="238.255205"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.023259" xlink:href="#m2a9327d2d7" y="237.007816"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.59235" xlink:href="#m2a9327d2d7" y="238.657559"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.737739" xlink:href="#m2a9327d2d7" y="240.830144"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.280499" xlink:href="#m2a9327d2d7" y="241.614414"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.626046" xlink:href="#m2a9327d2d7" y="241.032404"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.471793" xlink:href="#m2a9327d2d7" y="239.047615"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.978954" xlink:href="#m2a9327d2d7" y="237.545572"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.49076" xlink:href="#m2a9327d2d7" y="239.52343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.50395" xlink:href="#m2a9327d2d7" y="240.689383"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.134025" xlink:href="#m2a9327d2d7" y="242.567987"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.433255" xlink:href="#m2a9327d2d7" y="240.740344"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.350435" xlink:href="#m2a9327d2d7" y="238.391871"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.940519" xlink:href="#m2a9327d2d7" y="237.907809"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.421194" xlink:href="#m2a9327d2d7" y="238.321502"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.570044" xlink:href="#m2a9327d2d7" y="240.563441"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.29284" xlink:href="#m2a9327d2d7" y="241.62831"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.526799" xlink:href="#m2a9327d2d7" y="240.88148"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.284035" xlink:href="#m2a9327d2d7" y="238.946709"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.940212" xlink:href="#m2a9327d2d7" y="237.56574"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.571321" xlink:href="#m2a9327d2d7" y="239.005175"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.761406" xlink:href="#m2a9327d2d7" y="241.279952"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.38276" xlink:href="#m2a9327d2d7" y="240.926563"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.541706" xlink:href="#m2a9327d2d7" y="239.615109"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.261165" xlink:href="#m2a9327d2d7" y="237.446641"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.737538" xlink:href="#m2a9327d2d7" y="235.586547"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.322115" xlink:href="#m2a9327d2d7" y="238.015642"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.471958" xlink:href="#m2a9327d2d7" y="239.420377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.929085" xlink:href="#m2a9327d2d7" y="240.018069"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.02426" xlink:href="#m2a9327d2d7" y="238.015272"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.824831" xlink:href="#m2a9327d2d7" y="236.529051"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.40657" xlink:href="#m2a9327d2d7" y="236.80224"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.03568" xlink:href="#m2a9327d2d7" y="238.069028"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.259805" xlink:href="#m2a9327d2d7" y="240.699069"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.72078" xlink:href="#m2a9327d2d7" y="241.201091"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.983363" xlink:href="#m2a9327d2d7" y="240.269328"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.87951" xlink:href="#m2a9327d2d7" y="238.651508"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.415171" xlink:href="#m2a9327d2d7" y="236.358073"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.101146" xlink:href="#m2a9327d2d7" y="238.238135"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.370898" xlink:href="#m2a9327d2d7" y="241.214142"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.992236" xlink:href="#m2a9327d2d7" y="240.551827"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.172786" xlink:href="#m2a9327d2d7" y="239.775775"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.874226" xlink:href="#m2a9327d2d7" y="237.565123"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.507482" xlink:href="#m2a9327d2d7" y="237.175276"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.966829" xlink:href="#m2a9327d2d7" y="237.698626"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.900001" xlink:href="#m2a9327d2d7" y="240.486956"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.166364" xlink:href="#m2a9327d2d7" y="240.704787"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.29026" xlink:href="#m2a9327d2d7" y="240.300405"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.26862" xlink:href="#m2a9327d2d7" y="238.80037"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.829525" xlink:href="#m2a9327d2d7" y="238.148598"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.307965" xlink:href="#m2a9327d2d7" y="238.648806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.286996" xlink:href="#m2a9327d2d7" y="240.82712"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.795736" xlink:href="#m2a9327d2d7" y="242.199273"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.016728" xlink:href="#m2a9327d2d7" y="241.205901"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="108.735848" xlink:href="#m2a9327d2d7" y="239.836321"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.27572" xlink:href="#m2a9327d2d7" y="238.147034"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.914225" xlink:href="#m2a9327d2d7" y="238.528651"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.316894" xlink:href="#m2a9327d2d7" y="242.309988"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.866168" xlink:href="#m2a9327d2d7" y="241.735382"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.235458" xlink:href="#m2a9327d2d7" y="240.936302"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.091506" xlink:href="#m2a9327d2d7" y="238.900631"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.723816" xlink:href="#m2a9327d2d7" y="238.367136"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.438128" xlink:href="#m2a9327d2d7" y="240.483199"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.76123" xlink:href="#m2a9327d2d7" y="241.819168"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.617525" xlink:href="#m2a9327d2d7" y="242.704674"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.267288" xlink:href="#m2a9327d2d7" y="241.374761"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.113605" xlink:href="#m2a9327d2d7" y="238.695715"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.680705" xlink:href="#m2a9327d2d7" y="237.358825"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.296077" xlink:href="#m2a9327d2d7" y="238.09697"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.596892" xlink:href="#m2a9327d2d7" y="239.997593"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.390634" xlink:href="#m2a9327d2d7" y="241.33196"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.753966" xlink:href="#m2a9327d2d7" y="239.307457"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.537495" xlink:href="#m2a9327d2d7" y="237.338314"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.016694" xlink:href="#m2a9327d2d7" y="235.978613"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.632449" xlink:href="#m2a9327d2d7" y="237.927783"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.884912" xlink:href="#m2a9327d2d7" y="240.724104"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.495533" xlink:href="#m2a9327d2d7" y="240.476468"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.806238" xlink:href="#m2a9327d2d7" y="239.434208"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.483759" xlink:href="#m2a9327d2d7" y="238.127343"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.077794" xlink:href="#m2a9327d2d7" y="237.949631"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.746463" xlink:href="#m2a9327d2d7" y="238.953261"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.911624" xlink:href="#m2a9327d2d7" y="239.993479"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.420452" xlink:href="#m2a9327d2d7" y="240.330827"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.745082" xlink:href="#m2a9327d2d7" y="237.939658"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.647375" xlink:href="#m2a9327d2d7" y="236.750588"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.207031" xlink:href="#m2a9327d2d7" y="236.900904"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.759466" xlink:href="#m2a9327d2d7" y="238.871908"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.784682" xlink:href="#m2a9327d2d7" y="242.248169"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.250159" xlink:href="#m2a9327d2d7" y="242.997322"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.567413" xlink:href="#m2a9327d2d7" y="241.35563"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.465635" xlink:href="#m2a9327d2d7" y="239.417913"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.035252" xlink:href="#m2a9327d2d7" y="238.687881"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.673953" xlink:href="#m2a9327d2d7" y="239.589919"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.708232" xlink:href="#m2a9327d2d7" y="242.28934"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.010982" xlink:href="#m2a9327d2d7" y="242.191483"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.868722" xlink:href="#m2a9327d2d7" y="240.35214"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.495041" xlink:href="#m2a9327d2d7" y="238.340753"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.005214" xlink:href="#m2a9327d2d7" y="237.694101"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.514183" xlink:href="#m2a9327d2d7" y="239.807248"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.641576" xlink:href="#m2a9327d2d7" y="241.844735"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.299424" xlink:href="#m2a9327d2d7" y="242.475328"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.714696" xlink:href="#m2a9327d2d7" y="241.265696"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.635133" xlink:href="#m2a9327d2d7" y="239.846989"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.126233" xlink:href="#m2a9327d2d7" y="239.34806"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.577007" xlink:href="#m2a9327d2d7" y="238.705303"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.612544" xlink:href="#m2a9327d2d7" y="240.404919"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.032961" xlink:href="#m2a9327d2d7" y="240.987956"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.413239" xlink:href="#m2a9327d2d7" y="239.483132"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.459891" xlink:href="#m2a9327d2d7" y="238.552928"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.01079" xlink:href="#m2a9327d2d7" y="237.585786"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.681838" xlink:href="#m2a9327d2d7" y="239.009397"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.971231" xlink:href="#m2a9327d2d7" y="242.218234"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.501982" xlink:href="#m2a9327d2d7" y="242.110371"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.633517" xlink:href="#m2a9327d2d7" y="240.508601"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.381992" xlink:href="#m2a9327d2d7" y="237.955788"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.993481" xlink:href="#m2a9327d2d7" y="237.623187"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.625076" xlink:href="#m2a9327d2d7" y="238.657023"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.840485" xlink:href="#m2a9327d2d7" y="241.190291"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.430166" xlink:href="#m2a9327d2d7" y="241.428524"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.853296" xlink:href="#m2a9327d2d7" y="240.426404"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.730593" xlink:href="#m2a9327d2d7" y="237.838427"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.30401" xlink:href="#m2a9327d2d7" y="236.916783"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.822537" xlink:href="#m2a9327d2d7" y="238.357275"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.828057" xlink:href="#m2a9327d2d7" y="241.121767"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.206543" xlink:href="#m2a9327d2d7" y="240.472902"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.276802" xlink:href="#m2a9327d2d7" y="239.077476"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.014593" xlink:href="#m2a9327d2d7" y="237.861605"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.451182" xlink:href="#m2a9327d2d7" y="237.44955"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.881509" xlink:href="#m2a9327d2d7" y="238.590008"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.074325" xlink:href="#m2a9327d2d7" y="240.047374"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.732102" xlink:href="#m2a9327d2d7" y="242.121685"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.13186" xlink:href="#m2a9327d2d7" y="240.404494"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.092975" xlink:href="#m2a9327d2d7" y="237.819203"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.763608" xlink:href="#m2a9327d2d7" y="237.968861"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.358142" xlink:href="#m2a9327d2d7" y="238.727397"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.539918" xlink:href="#m2a9327d2d7" y="239.818052"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.175923" xlink:href="#m2a9327d2d7" y="240.680578"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.466863" xlink:href="#m2a9327d2d7" y="239.332133"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.444609" xlink:href="#m2a9327d2d7" y="237.057101"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.061665" xlink:href="#m2a9327d2d7" y="236.195242"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.657205" xlink:href="#m2a9327d2d7" y="237.581583"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.789168" xlink:href="#m2a9327d2d7" y="241.052252"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.372422" xlink:href="#m2a9327d2d7" y="240.770202"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.815005" xlink:href="#m2a9327d2d7" y="240.464948"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.633776" xlink:href="#m2a9327d2d7" y="239.088244"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.128548" xlink:href="#m2a9327d2d7" y="236.671566"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.659891" xlink:href="#m2a9327d2d7" y="237.167253"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.822952" xlink:href="#m2a9327d2d7" y="241.030245"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.450768" xlink:href="#m2a9327d2d7" y="240.23655"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.8676" xlink:href="#m2a9327d2d7" y="239.389893"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.766952" xlink:href="#m2a9327d2d7" y="238.039991"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.270792" xlink:href="#m2a9327d2d7" y="237.146999"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.899426" xlink:href="#m2a9327d2d7" y="238.08164"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.998526" xlink:href="#m2a9327d2d7" y="240.528311"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.619996" xlink:href="#m2a9327d2d7" y="241.962968"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.899609" xlink:href="#m2a9327d2d7" y="240.296162"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.666292" xlink:href="#m2a9327d2d7" y="238.705737"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.212737" xlink:href="#m2a9327d2d7" y="237.306697"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.724256" xlink:href="#m2a9327d2d7" y="238.094478"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.861782" xlink:href="#m2a9327d2d7" y="240.543911"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.470684" xlink:href="#m2a9327d2d7" y="242.564561"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.826125" xlink:href="#m2a9327d2d7" y="241.57581"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.870302" xlink:href="#m2a9327d2d7" y="238.465623"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.511744" xlink:href="#m2a9327d2d7" y="237.465991"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.118204" xlink:href="#m2a9327d2d7" y="238.326445"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.252462" xlink:href="#m2a9327d2d7" y="240.722844"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.836295" xlink:href="#m2a9327d2d7" y="242.727927"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.056117" xlink:href="#m2a9327d2d7" y="240.625338"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="109.785208" xlink:href="#m2a9327d2d7" y="237.963274"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.334806" xlink:href="#m2a9327d2d7" y="237.079582"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.920384" xlink:href="#m2a9327d2d7" y="238.450043"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.162609" xlink:href="#m2a9327d2d7" y="240.597521"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.009849" xlink:href="#m2a9327d2d7" y="241.521645"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.465459" xlink:href="#m2a9327d2d7" y="240.905132"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.435538" xlink:href="#m2a9327d2d7" y="238.935885"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.9636" xlink:href="#m2a9327d2d7" y="237.378336"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.535915" xlink:href="#m2a9327d2d7" y="238.948961"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.747094" xlink:href="#m2a9327d2d7" y="240.746054"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.297031" xlink:href="#m2a9327d2d7" y="241.493491"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.414337" xlink:href="#m2a9327d2d7" y="239.372451"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.18179" xlink:href="#m2a9327d2d7" y="237.971679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.770106" xlink:href="#m2a9327d2d7" y="236.992893"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.475901" xlink:href="#m2a9327d2d7" y="237.523223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.76056" xlink:href="#m2a9327d2d7" y="239.838846"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.301445" xlink:href="#m2a9327d2d7" y="241.157769"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.490017" xlink:href="#m2a9327d2d7" y="239.947562"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.292671" xlink:href="#m2a9327d2d7" y="237.328261"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.887114" xlink:href="#m2a9327d2d7" y="237.632612"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.530647" xlink:href="#m2a9327d2d7" y="238.497643"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.810469" xlink:href="#m2a9327d2d7" y="241.251613"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.589253" xlink:href="#m2a9327d2d7" y="242.556271"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.793306" xlink:href="#m2a9327d2d7" y="241.540656"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.629419" xlink:href="#m2a9327d2d7" y="238.834918"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.244655" xlink:href="#m2a9327d2d7" y="236.95134"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.808278" xlink:href="#m2a9327d2d7" y="238.514701"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.971715" xlink:href="#m2a9327d2d7" y="239.557292"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.475278" xlink:href="#m2a9327d2d7" y="241.339623"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.475756" xlink:href="#m2a9327d2d7" y="239.717424"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.161399" xlink:href="#m2a9327d2d7" y="239.283626"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.713815" xlink:href="#m2a9327d2d7" y="237.667152"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.443146" xlink:href="#m2a9327d2d7" y="239.422812"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.675441" xlink:href="#m2a9327d2d7" y="241.597755"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.290441" xlink:href="#m2a9327d2d7" y="243.388585"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.445619" xlink:href="#m2a9327d2d7" y="241.22322"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.274983" xlink:href="#m2a9327d2d7" y="238.695518"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.931942" xlink:href="#m2a9327d2d7" y="237.212726"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.619394" xlink:href="#m2a9327d2d7" y="237.872685"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.866377" xlink:href="#m2a9327d2d7" y="239.893123"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.579507" xlink:href="#m2a9327d2d7" y="240.96593"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.606965" xlink:href="#m2a9327d2d7" y="239.231398"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.283117" xlink:href="#m2a9327d2d7" y="236.827941"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.862764" xlink:href="#m2a9327d2d7" y="236.599129"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.596034" xlink:href="#m2a9327d2d7" y="238.175465"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.057951" xlink:href="#m2a9327d2d7" y="241.219342"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.602004" xlink:href="#m2a9327d2d7" y="242.139524"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.774416" xlink:href="#m2a9327d2d7" y="239.386749"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.724675" xlink:href="#m2a9327d2d7" y="237.354203"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.331713" xlink:href="#m2a9327d2d7" y="236.68103"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.969831" xlink:href="#m2a9327d2d7" y="237.518477"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.240254" xlink:href="#m2a9327d2d7" y="240.538847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.928734" xlink:href="#m2a9327d2d7" y="240.393349"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.089177" xlink:href="#m2a9327d2d7" y="239.146863"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.924427" xlink:href="#m2a9327d2d7" y="236.968553"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.438053" xlink:href="#m2a9327d2d7" y="235.895917"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.045024" xlink:href="#m2a9327d2d7" y="238.214549"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.360754" xlink:href="#m2a9327d2d7" y="241.513695"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.070974" xlink:href="#m2a9327d2d7" y="241.961679"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.251152" xlink:href="#m2a9327d2d7" y="239.176387"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.072075" xlink:href="#m2a9327d2d7" y="236.930905"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.607269" xlink:href="#m2a9327d2d7" y="236.689737"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.32117" xlink:href="#m2a9327d2d7" y="238.688914"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.724856" xlink:href="#m2a9327d2d7" y="240.979438"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.32801" xlink:href="#m2a9327d2d7" y="240.780187"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.368097" xlink:href="#m2a9327d2d7" y="238.870854"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.993641" xlink:href="#m2a9327d2d7" y="238.419279"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.51683" xlink:href="#m2a9327d2d7" y="237.191935"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.048568" xlink:href="#m2a9327d2d7" y="239.011096"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.149491" xlink:href="#m2a9327d2d7" y="240.193909"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.942144" xlink:href="#m2a9327d2d7" y="243.519053"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.539571" xlink:href="#m2a9327d2d7" y="241.816542"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.58778" xlink:href="#m2a9327d2d7" y="238.640707"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.264049" xlink:href="#m2a9327d2d7" y="237.642067"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.87246" xlink:href="#m2a9327d2d7" y="237.839103"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.024255" xlink:href="#m2a9327d2d7" y="239.923447"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.388915" xlink:href="#m2a9327d2d7" y="241.675887"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.449068" xlink:href="#m2a9327d2d7" y="239.630957"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.049996" xlink:href="#m2a9327d2d7" y="237.026175"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.533166" xlink:href="#m2a9327d2d7" y="235.771062"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.128003" xlink:href="#m2a9327d2d7" y="237.856572"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.43059" xlink:href="#m2a9327d2d7" y="240.859688"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.079902" xlink:href="#m2a9327d2d7" y="240.865436"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.427445" xlink:href="#m2a9327d2d7" y="240.286728"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.252813" xlink:href="#m2a9327d2d7" y="238.862287"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.898242" xlink:href="#m2a9327d2d7" y="237.613644"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.57669" xlink:href="#m2a9327d2d7" y="237.89061"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.782464" xlink:href="#m2a9327d2d7" y="240.343633"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.153451" xlink:href="#m2a9327d2d7" y="239.637347"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.089891" xlink:href="#m2a9327d2d7" y="238.057199"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.860453" xlink:href="#m2a9327d2d7" y="236.101782"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.365941" xlink:href="#m2a9327d2d7" y="236.932089"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.86205" xlink:href="#m2a9327d2d7" y="237.893596"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.898194" xlink:href="#m2a9327d2d7" y="240.186106"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.529091" xlink:href="#m2a9327d2d7" y="241.646095"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.953542" xlink:href="#m2a9327d2d7" y="240.816428"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.985216" xlink:href="#m2a9327d2d7" y="239.233395"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.62467" xlink:href="#m2a9327d2d7" y="237.316584"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.204505" xlink:href="#m2a9327d2d7" y="236.99648"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.300232" xlink:href="#m2a9327d2d7" y="237.843508"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.841476" xlink:href="#m2a9327d2d7" y="240.159059"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.076609" xlink:href="#m2a9327d2d7" y="238.702484"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.977297" xlink:href="#m2a9327d2d7" y="237.338633"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.530472" xlink:href="#m2a9327d2d7" y="235.866907"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.181963" xlink:href="#m2a9327d2d7" y="238.192809"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.349802" xlink:href="#m2a9327d2d7" y="240.664904"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.82101" xlink:href="#m2a9327d2d7" y="241.169494"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.080959" xlink:href="#m2a9327d2d7" y="239.843163"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="110.958168" xlink:href="#m2a9327d2d7" y="237.424743"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.6204" xlink:href="#m2a9327d2d7" y="236.835723"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.307903" xlink:href="#m2a9327d2d7" y="237.215738"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.730404" xlink:href="#m2a9327d2d7" y="240.726631"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.654572" xlink:href="#m2a9327d2d7" y="239.982725"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.11933" xlink:href="#m2a9327d2d7" y="238.752892"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.849371" xlink:href="#m2a9327d2d7" y="236.849997"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.260952" xlink:href="#m2a9327d2d7" y="235.240616"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.86429" xlink:href="#m2a9327d2d7" y="236.701936"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.024023" xlink:href="#m2a9327d2d7" y="239.48328"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.613324" xlink:href="#m2a9327d2d7" y="239.868435"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.939434" xlink:href="#m2a9327d2d7" y="239.606208"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.732111" xlink:href="#m2a9327d2d7" y="238.014964"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.185256" xlink:href="#m2a9327d2d7" y="237.180589"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.779359" xlink:href="#m2a9327d2d7" y="237.623042"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.969919" xlink:href="#m2a9327d2d7" y="240.207153"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.613552" xlink:href="#m2a9327d2d7" y="240.564862"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.956381" xlink:href="#m2a9327d2d7" y="238.925757"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.853649" xlink:href="#m2a9327d2d7" y="237.2876"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.397276" xlink:href="#m2a9327d2d7" y="236.420706"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.926899" xlink:href="#m2a9327d2d7" y="238.431041"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.167536" xlink:href="#m2a9327d2d7" y="241.382796"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.890452" xlink:href="#m2a9327d2d7" y="242.543619"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.8919" xlink:href="#m2a9327d2d7" y="240.231468"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.528424" xlink:href="#m2a9327d2d7" y="238.330311"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.066855" xlink:href="#m2a9327d2d7" y="237.318223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.564612" xlink:href="#m2a9327d2d7" y="238.29986"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.599862" xlink:href="#m2a9327d2d7" y="241.079231"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.014659" xlink:href="#m2a9327d2d7" y="241.750898"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.205458" xlink:href="#m2a9327d2d7" y="240.888413"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.056038" xlink:href="#m2a9327d2d7" y="239.241519"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.631096" xlink:href="#m2a9327d2d7" y="237.763118"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.314201" xlink:href="#m2a9327d2d7" y="238.727052"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.646179" xlink:href="#m2a9327d2d7" y="241.675297"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.272769" xlink:href="#m2a9327d2d7" y="241.109824"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.660207" xlink:href="#m2a9327d2d7" y="239.942865"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.525028" xlink:href="#m2a9327d2d7" y="236.909839"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.171602" xlink:href="#m2a9327d2d7" y="236.631516"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.865244" xlink:href="#m2a9327d2d7" y="237.390743"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.961287" xlink:href="#m2a9327d2d7" y="238.018738"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.559632" xlink:href="#m2a9327d2d7" y="239.835374"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.0179" xlink:href="#m2a9327d2d7" y="237.901902"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.047626" xlink:href="#m2a9327d2d7" y="237.072342"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.641426" xlink:href="#m2a9327d2d7" y="234.299224"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.239823" xlink:href="#m2a9327d2d7" y="234.457986"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.30139" xlink:href="#m2a9327d2d7" y="238.308975"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.740725" xlink:href="#m2a9327d2d7" y="240.06279"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.011099" xlink:href="#m2a9327d2d7" y="239.221638"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.919826" xlink:href="#m2a9327d2d7" y="237.044555"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.469568" xlink:href="#m2a9327d2d7" y="234.761089"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.963725" xlink:href="#m2a9327d2d7" y="236.756448"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.007679" xlink:href="#m2a9327d2d7" y="240.532799"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.533186" xlink:href="#m2a9327d2d7" y="242.253157"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.783868" xlink:href="#m2a9327d2d7" y="240.043908"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.681879" xlink:href="#m2a9327d2d7" y="237.155978"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.206688" xlink:href="#m2a9327d2d7" y="236.372909"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.890692" xlink:href="#m2a9327d2d7" y="237.360658"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.073294" xlink:href="#m2a9327d2d7" y="240.088773"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.697996" xlink:href="#m2a9327d2d7" y="241.296296"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.735707" xlink:href="#m2a9327d2d7" y="240.079613"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.478711" xlink:href="#m2a9327d2d7" y="238.299435"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.040043" xlink:href="#m2a9327d2d7" y="237.543743"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.670665" xlink:href="#m2a9327d2d7" y="237.840475"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.852564" xlink:href="#m2a9327d2d7" y="240.215847"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.572694" xlink:href="#m2a9327d2d7" y="241.24"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.790066" xlink:href="#m2a9327d2d7" y="239.393658"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="111.54029" xlink:href="#m2a9327d2d7" y="238.315754"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.088782" xlink:href="#m2a9327d2d7" y="237.920697"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.741583" xlink:href="#m2a9327d2d7" y="238.470979"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.984144" xlink:href="#m2a9327d2d7" y="239.841669"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.025851" xlink:href="#m2a9327d2d7" y="241.34377"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.441877" xlink:href="#m2a9327d2d7" y="238.898223"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.31365" xlink:href="#m2a9327d2d7" y="236.889885"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.84077" xlink:href="#m2a9327d2d7" y="235.195301"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.41145" xlink:href="#m2a9327d2d7" y="237.625461"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.468299" xlink:href="#m2a9327d2d7" y="239.987603"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.15035" xlink:href="#m2a9327d2d7" y="240.675738"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.469947" xlink:href="#m2a9327d2d7" y="239.466408"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.213274" xlink:href="#m2a9327d2d7" y="237.736783"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.644343" xlink:href="#m2a9327d2d7" y="236.621332"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.163617" xlink:href="#m2a9327d2d7" y="238.731827"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="113.301087" xlink:href="#m2a9327d2d7" y="241.188017"/>
-     <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="112.733661" xlink:href="#m2a9327d2d7" y="242.11586"/>
-    </g>
-   </g>
-   <g id="line2d_33">
-    <defs>
-     <path d="M 0 0.5 
-C 0.132602 0.5 0.25979 0.447317 0.353553 0.353553 
-C 0.447317 0.25979 0.5 0.132602 0.5 0 
-C 0.5 -0.132602 0.447317 -0.25979 0.353553 -0.353553 
-C 0.25979 -0.447317 0.132602 -0.5 0 -0.5 
-C -0.132602 -0.5 -0.25979 -0.447317 -0.353553 -0.353553 
-C -0.447317 -0.25979 -0.5 -0.132602 -0.5 0 
-C -0.5 0.132602 -0.447317 0.25979 -0.353553 0.353553 
-C -0.25979 0.447317 -0.132602 0.5 0 0.5 
-z
-" id="mc438927ea3" style="stroke:#2ca02c;"/>
-    </defs>
-    <g clip-path="url(#paa9c09d1e6)">
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.743064" xlink:href="#mc438927ea3" y="149.131164"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.837335" xlink:href="#mc438927ea3" y="146.49275"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.03753" xlink:href="#mc438927ea3" y="144.430836"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.962225" xlink:href="#mc438927ea3" y="142.70436"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.971484" xlink:href="#mc438927ea3" y="144.71592"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.787446" xlink:href="#mc438927ea3" y="149.047274"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.787078" xlink:href="#mc438927ea3" y="151.253071"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.722805" xlink:href="#mc438927ea3" y="146.886652"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.819071" xlink:href="#mc438927ea3" y="144.086524"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.766325" xlink:href="#mc438927ea3" y="143.182624"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.568796" xlink:href="#mc438927ea3" y="143.731768"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.294094" xlink:href="#mc438927ea3" y="148.435495"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.30064" xlink:href="#mc438927ea3" y="151.139247"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.448407" xlink:href="#mc438927ea3" y="147.296347"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.734236" xlink:href="#mc438927ea3" y="144.947951"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.682846" xlink:href="#mc438927ea3" y="143.901701"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.426281" xlink:href="#mc438927ea3" y="145.251316"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.167815" xlink:href="#mc438927ea3" y="147.997319"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.171902" xlink:href="#mc438927ea3" y="150.476083"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.341445" xlink:href="#mc438927ea3" y="148.47011"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.630435" xlink:href="#mc438927ea3" y="146.706462"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.541704" xlink:href="#mc438927ea3" y="143.816007"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.568269" xlink:href="#mc438927ea3" y="144.729389"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.466064" xlink:href="#mc438927ea3" y="148.983217"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.383528" xlink:href="#mc438927ea3" y="149.970987"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.601379" xlink:href="#mc438927ea3" y="147.482267"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.907626" xlink:href="#mc438927ea3" y="145.515688"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.025652" xlink:href="#mc438927ea3" y="144.315441"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.021533" xlink:href="#mc438927ea3" y="146.64956"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.674816" xlink:href="#mc438927ea3" y="149.064412"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.536021" xlink:href="#mc438927ea3" y="150.053443"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.819582" xlink:href="#mc438927ea3" y="148.02332"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.216428" xlink:href="#mc438927ea3" y="145.680028"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.389946" xlink:href="#mc438927ea3" y="144.091274"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.346187" xlink:href="#mc438927ea3" y="144.621254"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.30559" xlink:href="#mc438927ea3" y="148.837138"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.269813" xlink:href="#mc438927ea3" y="151.068317"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.441927" xlink:href="#mc438927ea3" y="147.89777"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.632176" xlink:href="#mc438927ea3" y="144.762982"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.691404" xlink:href="#mc438927ea3" y="144.294192"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.565795" xlink:href="#mc438927ea3" y="145.741243"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.319463" xlink:href="#mc438927ea3" y="148.417914"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.089446" xlink:href="#mc438927ea3" y="148.621828"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.356788" xlink:href="#mc438927ea3" y="148.244889"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.592584" xlink:href="#mc438927ea3" y="145.021159"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.583005" xlink:href="#mc438927ea3" y="142.372906"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.565109" xlink:href="#mc438927ea3" y="145.373168"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.217418" xlink:href="#mc438927ea3" y="147.88106"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.173579" xlink:href="#mc438927ea3" y="148.27006"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.202922" xlink:href="#mc438927ea3" y="145.695669"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.425531" xlink:href="#mc438927ea3" y="143.952147"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.565173" xlink:href="#mc438927ea3" y="143.955219"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.388541" xlink:href="#mc438927ea3" y="144.256939"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.170259" xlink:href="#mc438927ea3" y="145.90233"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.146216" xlink:href="#mc438927ea3" y="148.626899"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.438239" xlink:href="#mc438927ea3" y="148.579479"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.452144" xlink:href="#mc438927ea3" y="143.929354"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.371363" xlink:href="#mc438927ea3" y="141.753629"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.247335" xlink:href="#mc438927ea3" y="144.088964"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.091474" xlink:href="#mc438927ea3" y="147.951228"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.108508" xlink:href="#mc438927ea3" y="148.535108"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.266381" xlink:href="#mc438927ea3" y="147.550912"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.36121" xlink:href="#mc438927ea3" y="144.0928"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.45944" xlink:href="#mc438927ea3" y="143.811787"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.404186" xlink:href="#mc438927ea3" y="145.020906"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.39076" xlink:href="#mc438927ea3" y="149.485136"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.321634" xlink:href="#mc438927ea3" y="150.21215"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.501139" xlink:href="#mc438927ea3" y="147.459581"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.617169" xlink:href="#mc438927ea3" y="144.88806"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.540076" xlink:href="#mc438927ea3" y="142.421654"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.375818" xlink:href="#mc438927ea3" y="144.129202"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.091617" xlink:href="#mc438927ea3" y="146.899452"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.907754" xlink:href="#mc438927ea3" y="147.833919"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.867077" xlink:href="#mc438927ea3" y="145.731219"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.912543" xlink:href="#mc438927ea3" y="143.482836"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.940529" xlink:href="#mc438927ea3" y="142.666283"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.971596" xlink:href="#mc438927ea3" y="145.129182"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.693127" xlink:href="#mc438927ea3" y="148.443023"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.539421" xlink:href="#mc438927ea3" y="148.889162"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.877374" xlink:href="#mc438927ea3" y="148.424985"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.081703" xlink:href="#mc438927ea3" y="145.987027"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.164064" xlink:href="#mc438927ea3" y="144.759883"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.056017" xlink:href="#mc438927ea3" y="145.752834"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.878683" xlink:href="#mc438927ea3" y="148.388674"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.705883" xlink:href="#mc438927ea3" y="149.084612"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.839442" xlink:href="#mc438927ea3" y="147.487137"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.942669" xlink:href="#mc438927ea3" y="145.076558"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.906365" xlink:href="#mc438927ea3" y="143.901895"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.667265" xlink:href="#mc438927ea3" y="145.77369"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.475196" xlink:href="#mc438927ea3" y="147.687758"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.544737" xlink:href="#mc438927ea3" y="150.473464"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.458082" xlink:href="#mc438927ea3" y="147.794854"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.283398" xlink:href="#mc438927ea3" y="144.433154"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.130777" xlink:href="#mc438927ea3" y="144.889964"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.889171" xlink:href="#mc438927ea3" y="146.46403"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.613927" xlink:href="#mc438927ea3" y="148.6228"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.704302" xlink:href="#mc438927ea3" y="152.317216"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.863085" xlink:href="#mc438927ea3" y="148.975495"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.165325" xlink:href="#mc438927ea3" y="147.359138"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.188058" xlink:href="#mc438927ea3" y="145.630531"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.084321" xlink:href="#mc438927ea3" y="147.353527"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.831794" xlink:href="#mc438927ea3" y="150.420612"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.933297" xlink:href="#mc438927ea3" y="152.20529"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.051035" xlink:href="#mc438927ea3" y="148.080008"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.543045" xlink:href="#mc438927ea3" y="147.157069"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.806332" xlink:href="#mc438927ea3" y="144.213033"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.798349" xlink:href="#mc438927ea3" y="145.906479"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.471684" xlink:href="#mc438927ea3" y="149.235482"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.420789" xlink:href="#mc438927ea3" y="152.153928"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.73529" xlink:href="#mc438927ea3" y="149.400155"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.019043" xlink:href="#mc438927ea3" y="147.788493"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.918482" xlink:href="#mc438927ea3" y="143.258303"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.923351" xlink:href="#mc438927ea3" y="145.101572"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.758598" xlink:href="#mc438927ea3" y="147.349768"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.758215" xlink:href="#mc438927ea3" y="148.513607"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.902055" xlink:href="#mc438927ea3" y="148.615247"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.126596" xlink:href="#mc438927ea3" y="146.481936"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.128208" xlink:href="#mc438927ea3" y="145.713968"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.84934" xlink:href="#mc438927ea3" y="145.746714"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.783614" xlink:href="#mc438927ea3" y="150.023178"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.72801" xlink:href="#mc438927ea3" y="150.90548"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.818944" xlink:href="#mc438927ea3" y="148.267124"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.988231" xlink:href="#mc438927ea3" y="145.504726"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.968483" xlink:href="#mc438927ea3" y="145.096077"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.746513" xlink:href="#mc438927ea3" y="146.354508"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.311576" xlink:href="#mc438927ea3" y="147.267483"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.426217" xlink:href="#mc438927ea3" y="149.780482"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.558387" xlink:href="#mc438927ea3" y="148.607578"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.67373" xlink:href="#mc438927ea3" y="145.381279"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.710369" xlink:href="#mc438927ea3" y="145.722141"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.327237" xlink:href="#mc438927ea3" y="147.047607"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.11617" xlink:href="#mc438927ea3" y="149.442749"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.256131" xlink:href="#mc438927ea3" y="152.695101"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.390137" xlink:href="#mc438927ea3" y="148.182818"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.536739" xlink:href="#mc438927ea3" y="144.406848"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.489308" xlink:href="#mc438927ea3" y="143.246647"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.414148" xlink:href="#mc438927ea3" y="146.364047"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.12353" xlink:href="#mc438927ea3" y="150.638998"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.135647" xlink:href="#mc438927ea3" y="149.104591"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.432012" xlink:href="#mc438927ea3" y="148.598669"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.62721" xlink:href="#mc438927ea3" y="145.679368"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.701477" xlink:href="#mc438927ea3" y="143.289948"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.582126" xlink:href="#mc438927ea3" y="145.079264"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.378802" xlink:href="#mc438927ea3" y="147.982867"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.299826" xlink:href="#mc438927ea3" y="150.500041"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.442293" xlink:href="#mc438927ea3" y="146.295902"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.648475" xlink:href="#mc438927ea3" y="144.540496"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.687875" xlink:href="#mc438927ea3" y="143.387668"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.378435" xlink:href="#mc438927ea3" y="145.049374"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.239113" xlink:href="#mc438927ea3" y="148.030403"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.045798" xlink:href="#mc438927ea3" y="148.868691"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.314721" xlink:href="#mc438927ea3" y="147.199718"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.566385" xlink:href="#mc438927ea3" y="146.505162"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.505369" xlink:href="#mc438927ea3" y="145.749384"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.27971" xlink:href="#mc438927ea3" y="146.056302"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.946834" xlink:href="#mc438927ea3" y="149.041368"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.898286" xlink:href="#mc438927ea3" y="149.365434"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.098817" xlink:href="#mc438927ea3" y="147.329449"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.285633" xlink:href="#mc438927ea3" y="145.129184"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.368138" xlink:href="#mc438927ea3" y="144.38219"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.10699" xlink:href="#mc438927ea3" y="146.036267"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.860275" xlink:href="#mc438927ea3" y="149.206528"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.696766" xlink:href="#mc438927ea3" y="150.532475"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.803377" xlink:href="#mc438927ea3" y="150.821906"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.988151" xlink:href="#mc438927ea3" y="146.638849"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.983904" xlink:href="#mc438927ea3" y="144.519203"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.865463" xlink:href="#mc438927ea3" y="146.404898"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.67167" xlink:href="#mc438927ea3" y="150.485126"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.896115" xlink:href="#mc438927ea3" y="150.619203"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.236542" xlink:href="#mc438927ea3" y="148.008656"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.408001" xlink:href="#mc438927ea3" y="144.46004"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.511707" xlink:href="#mc438927ea3" y="144.34851"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.431198" xlink:href="#mc438927ea3" y="146.478256"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.327173" xlink:href="#mc438927ea3" y="150.63271"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.213665" xlink:href="#mc438927ea3" y="152.038943"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.171918" xlink:href="#mc438927ea3" y="148.620334"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.180491" xlink:href="#mc438927ea3" y="145.230269"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.072619" xlink:href="#mc438927ea3" y="143.035746"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.037816" xlink:href="#mc438927ea3" y="144.962555"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.068867" xlink:href="#mc438927ea3" y="148.220218"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.033091" xlink:href="#mc438927ea3" y="150.63236"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.295212" xlink:href="#mc438927ea3" y="147.73805"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.480081" xlink:href="#mc438927ea3" y="144.452738"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.410236" xlink:href="#mc438927ea3" y="144.464165"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.936074" xlink:href="#mc438927ea3" y="146.763026"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.616848" xlink:href="#mc438927ea3" y="148.118498"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.474269" xlink:href="#mc438927ea3" y="150.204416"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.680802" xlink:href="#mc438927ea3" y="148.900962"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.064573" xlink:href="#mc438927ea3" y="145.937904"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.255061" xlink:href="#mc438927ea3" y="145.131133"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.11055" xlink:href="#mc438927ea3" y="145.695725"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.832369" xlink:href="#mc438927ea3" y="150.089799"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.588" xlink:href="#mc438927ea3" y="150.05996"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.690061" xlink:href="#mc438927ea3" y="148.28241"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.770203" xlink:href="#mc438927ea3" y="145.781886"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.644642" xlink:href="#mc438927ea3" y="144.038207"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.63144" xlink:href="#mc438927ea3" y="146.416574"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.515537" xlink:href="#mc438927ea3" y="148.114217"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.622915" xlink:href="#mc438927ea3" y="151.647486"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.720298" xlink:href="#mc438927ea3" y="147.902674"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.004658" xlink:href="#mc438927ea3" y="145.654192"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.114446" xlink:href="#mc438927ea3" y="145.55845"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.996819" xlink:href="#mc438927ea3" y="147.708258"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.603629" xlink:href="#mc438927ea3" y="149.034265"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.557284" xlink:href="#mc438927ea3" y="150.910986"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.452446" xlink:href="#mc438927ea3" y="149.447821"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.616034" xlink:href="#mc438927ea3" y="146.640779"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.622627" xlink:href="#mc438927ea3" y="144.046472"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.707686" xlink:href="#mc438927ea3" y="145.883095"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.590794" xlink:href="#mc438927ea3" y="149.353416"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.51592" xlink:href="#mc438927ea3" y="150.102838"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.644658" xlink:href="#mc438927ea3" y="148.784603"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.904688" xlink:href="#mc438927ea3" y="146.995241"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.0128" xlink:href="#mc438927ea3" y="144.671098"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.048911" xlink:href="#mc438927ea3" y="146.324578"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.912144" xlink:href="#mc438927ea3" y="149.722368"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.987001" xlink:href="#mc438927ea3" y="152.110313"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.209546" xlink:href="#mc438927ea3" y="149.432151"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.368649" xlink:href="#mc438927ea3" y="145.498579"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.267833" xlink:href="#mc438927ea3" y="143.33379"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.143581" xlink:href="#mc438927ea3" y="145.413588"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.946611" xlink:href="#mc438927ea3" y="147.686157"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.070719" xlink:href="#mc438927ea3" y="150.240187"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.412663" xlink:href="#mc438927ea3" y="149.098644"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.653711" xlink:href="#mc438927ea3" y="144.665317"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.623905" xlink:href="#mc438927ea3" y="143.1606"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.4084" xlink:href="#mc438927ea3" y="145.686738"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.131001" xlink:href="#mc438927ea3" y="151.171382"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.194859" xlink:href="#mc438927ea3" y="151.188599"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.467214" xlink:href="#mc438927ea3" y="149.313803"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.739568" xlink:href="#mc438927ea3" y="145.372928"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.841262" xlink:href="#mc438927ea3" y="143.326024"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.612586" xlink:href="#mc438927ea3" y="146.012497"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.232583" xlink:href="#mc438927ea3" y="149.392139"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.144395" xlink:href="#mc438927ea3" y="152.026294"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.32232" xlink:href="#mc438927ea3" y="147.561999"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.384166" xlink:href="#mc438927ea3" y="143.584087"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.458337" xlink:href="#mc438927ea3" y="141.887589"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.438126" xlink:href="#mc438927ea3" y="145.298058"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.181864" xlink:href="#mc438927ea3" y="148.525968"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.171679" xlink:href="#mc438927ea3" y="149.316903"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.401184" xlink:href="#mc438927ea3" y="148.615866"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.548744" xlink:href="#mc438927ea3" y="145.771898"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.615923" xlink:href="#mc438927ea3" y="144.303372"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.632255" xlink:href="#mc438927ea3" y="147.151816"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.421092" xlink:href="#mc438927ea3" y="150.170334"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.404728" xlink:href="#mc438927ea3" y="148.98238"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.591481" xlink:href="#mc438927ea3" y="148.960051"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.570344" xlink:href="#mc438927ea3" y="144.944445"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.507237" xlink:href="#mc438927ea3" y="143.921342"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.347097" xlink:href="#mc438927ea3" y="144.989832"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.201293" xlink:href="#mc438927ea3" y="149.569319"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.077871" xlink:href="#mc438927ea3" y="150.151579"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.262086" xlink:href="#mc438927ea3" y="150.073299"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.333335" xlink:href="#mc438927ea3" y="146.40968"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.271984" xlink:href="#mc438927ea3" y="144.866172"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.179118" xlink:href="#mc438927ea3" y="146.127176"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.02166" xlink:href="#mc438927ea3" y="148.875116"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.957179" xlink:href="#mc438927ea3" y="149.960364"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.97921" xlink:href="#mc438927ea3" y="147.357975"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.184067" xlink:href="#mc438927ea3" y="143.477657"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.391574" xlink:href="#mc438927ea3" y="143.422504"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.433145" xlink:href="#mc438927ea3" y="145.047241"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.263091" xlink:href="#mc438927ea3" y="149.462987"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.349108" xlink:href="#mc438927ea3" y="151.924939"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.443299" xlink:href="#mc438927ea3" y="150.088251"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.579348" xlink:href="#mc438927ea3" y="146.392775"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.536021" xlink:href="#mc438927ea3" y="144.351669"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.231114" xlink:href="#mc438927ea3" y="145.236695"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.963661" xlink:href="#mc438927ea3" y="148.21408"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.975347" xlink:href="#mc438927ea3" y="149.608878"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.09655" xlink:href="#mc438927ea3" y="146.308311"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.300704" xlink:href="#mc438927ea3" y="144.386989"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.317578" xlink:href="#mc438927ea3" y="143.493138"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.306834" xlink:href="#mc438927ea3" y="145.366928"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.216299" xlink:href="#mc438927ea3" y="148.45706"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.183748" xlink:href="#mc438927ea3" y="149.784866"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.28094" xlink:href="#mc438927ea3" y="148.353003"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.482188" xlink:href="#mc438927ea3" y="146.466112"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.550484" xlink:href="#mc438927ea3" y="144.432023"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.493826" xlink:href="#mc438927ea3" y="146.401394"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.274155" xlink:href="#mc438927ea3" y="148.80084"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.210999" xlink:href="#mc438927ea3" y="149.450106"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.395373" xlink:href="#mc438927ea3" y="146.43452"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.629381" xlink:href="#mc438927ea3" y="143.726417"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.791804" xlink:href="#mc438927ea3" y="144.8963"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.57044" xlink:href="#mc438927ea3" y="145.764579"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.381676" xlink:href="#mc438927ea3" y="149.326085"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.39317" xlink:href="#mc438927ea3" y="152.053509"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.457092" xlink:href="#mc438927ea3" y="149.325851"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.693846" xlink:href="#mc438927ea3" y="146.167415"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.726956" xlink:href="#mc438927ea3" y="145.111729"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.593205" xlink:href="#mc438927ea3" y="147.01041"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.29981" xlink:href="#mc438927ea3" y="148.768751"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.209419" xlink:href="#mc438927ea3" y="150.093172"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.172668" xlink:href="#mc438927ea3" y="145.743002"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.267849" xlink:href="#mc438927ea3" y="142.720731"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.278242" xlink:href="#mc438927ea3" y="143.75649"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.093564" xlink:href="#mc438927ea3" y="145.130954"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.893242" xlink:href="#mc438927ea3" y="148.725698"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.982962" xlink:href="#mc438927ea3" y="151.94207"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.165915" xlink:href="#mc438927ea3" y="149.440388"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.327333" xlink:href="#mc438927ea3" y="147.263506"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.177857" xlink:href="#mc438927ea3" y="143.869485"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.218343" xlink:href="#mc438927ea3" y="146.009715"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.098801" xlink:href="#mc438927ea3" y="148.261096"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.944855" xlink:href="#mc438927ea3" y="149.718428"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.964635" xlink:href="#mc438927ea3" y="146.580318"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.971452" xlink:href="#mc438927ea3" y="144.223279"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.870013" xlink:href="#mc438927ea3" y="143.434316"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.616672" xlink:href="#mc438927ea3" y="147.298087"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.219555" xlink:href="#mc438927ea3" y="148.917718"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.183779" xlink:href="#mc438927ea3" y="151.618657"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.258557" xlink:href="#mc438927ea3" y="148.991249"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.525212" xlink:href="#mc438927ea3" y="147.659608"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.543747" xlink:href="#mc438927ea3" y="146.552192"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.471379" xlink:href="#mc438927ea3" y="147.031914"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.199376" xlink:href="#mc438927ea3" y="149.062449"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.061826" xlink:href="#mc438927ea3" y="149.441733"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.215309" xlink:href="#mc438927ea3" y="145.973956"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.5717" xlink:href="#mc438927ea3" y="145.394992"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.531374" xlink:href="#mc438927ea3" y="144.535601"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.415599" xlink:href="#mc438927ea3" y="146.391004"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.355796" xlink:href="#mc438927ea3" y="151.026776"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.394335" xlink:href="#mc438927ea3" y="151.207841"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.636963" xlink:href="#mc438927ea3" y="150.000787"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.787046" xlink:href="#mc438927ea3" y="146.693831"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.844901" xlink:href="#mc438927ea3" y="145.162246"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.711709" xlink:href="#mc438927ea3" y="146.479509"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.459119" xlink:href="#mc438927ea3" y="149.123253"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.537121" xlink:href="#mc438927ea3" y="151.768434"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.455" xlink:href="#mc438927ea3" y="148.168853"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.479553" xlink:href="#mc438927ea3" y="144.773876"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.667615" xlink:href="#mc438927ea3" y="145.720291"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.579555" xlink:href="#mc438927ea3" y="147.913259"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.331339" xlink:href="#mc438927ea3" y="150.41917"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.224856" xlink:href="#mc438927ea3" y="152.397814"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.334117" xlink:href="#mc438927ea3" y="149.817273"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.455287" xlink:href="#mc438927ea3" y="145.743638"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.594178" xlink:href="#mc438927ea3" y="145.765992"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.584696" xlink:href="#mc438927ea3" y="148.540727"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.326039" xlink:href="#mc438927ea3" y="150.799033"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.117446" xlink:href="#mc438927ea3" y="150.388718"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.31986" xlink:href="#mc438927ea3" y="147.894288"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.48621" xlink:href="#mc438927ea3" y="145.336294"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.523073" xlink:href="#mc438927ea3" y="144.615233"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.383846" xlink:href="#mc438927ea3" y="146.9807"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.320291" xlink:href="#mc438927ea3" y="152.193135"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.152536" xlink:href="#mc438927ea3" y="150.59028"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.31183" xlink:href="#mc438927ea3" y="148.51436"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.290422" xlink:href="#mc438927ea3" y="146.351762"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.297718" xlink:href="#mc438927ea3" y="145.930036"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.053429" xlink:href="#mc438927ea3" y="146.905347"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="281.853776" xlink:href="#mc438927ea3" y="149.12508"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="281.902915" xlink:href="#mc438927ea3" y="151.115851"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.171199" xlink:href="#mc438927ea3" y="148.21871"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.333143" xlink:href="#mc438927ea3" y="144.561972"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.473614" xlink:href="#mc438927ea3" y="144.246483"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.429169" xlink:href="#mc438927ea3" y="146.478116"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.247062" xlink:href="#mc438927ea3" y="150.505015"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="281.979736" xlink:href="#mc438927ea3" y="149.453628"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.172843" xlink:href="#mc438927ea3" y="147.123527"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.361623" xlink:href="#mc438927ea3" y="145.015523"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.42885" xlink:href="#mc438927ea3" y="144.581548"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.309962" xlink:href="#mc438927ea3" y="145.873233"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.174663" xlink:href="#mc438927ea3" y="150.1866"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.089445" xlink:href="#mc438927ea3" y="151.528117"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.114796" xlink:href="#mc438927ea3" y="148.128303"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.406755" xlink:href="#mc438927ea3" y="146.647734"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.566847" xlink:href="#mc438927ea3" y="146.789794"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.444751" xlink:href="#mc438927ea3" y="147.135395"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.287229" xlink:href="#mc438927ea3" y="150.340925"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.222173" xlink:href="#mc438927ea3" y="149.866534"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.444767" xlink:href="#mc438927ea3" y="147.022762"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.675119" xlink:href="#mc438927ea3" y="145.202787"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.847376" xlink:href="#mc438927ea3" y="144.994213"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.892044" xlink:href="#mc438927ea3" y="146.475077"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.783789" xlink:href="#mc438927ea3" y="151.951301"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.684378" xlink:href="#mc438927ea3" y="152.966666"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.877101" xlink:href="#mc438927ea3" y="151.093958"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.989779" xlink:href="#mc438927ea3" y="147.629993"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.882466" xlink:href="#mc438927ea3" y="145.374515"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.646829" xlink:href="#mc438927ea3" y="145.690937"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.50077" xlink:href="#mc438927ea3" y="150.518373"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.39004" xlink:href="#mc438927ea3" y="152.188776"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.702386" xlink:href="#mc438927ea3" y="149.773596"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.84016" xlink:href="#mc438927ea3" y="145.055724"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.815447" xlink:href="#mc438927ea3" y="143.328066"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.741627" xlink:href="#mc438927ea3" y="145.286498"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.598457" xlink:href="#mc438927ea3" y="148.590794"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.539867" xlink:href="#mc438927ea3" y="150.649992"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.718542" xlink:href="#mc438927ea3" y="148.661189"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.903443" xlink:href="#mc438927ea3" y="145.955475"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.902836" xlink:href="#mc438927ea3" y="146.070491"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.640364" xlink:href="#mc438927ea3" y="146.363716"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.429121" xlink:href="#mc438927ea3" y="149.71535"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.498902" xlink:href="#mc438927ea3" y="150.731663"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.89198" xlink:href="#mc438927ea3" y="149.409127"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.124839" xlink:href="#mc438927ea3" y="146.400633"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.223451" xlink:href="#mc438927ea3" y="145.639432"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.023959" xlink:href="#mc438927ea3" y="146.283448"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.740733" xlink:href="#mc438927ea3" y="150.245988"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.692552" xlink:href="#mc438927ea3" y="149.207208"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.884621" xlink:href="#mc438927ea3" y="148.631691"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.938916" xlink:href="#mc438927ea3" y="146.484421"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.912926" xlink:href="#mc438927ea3" y="145.082971"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.830916" xlink:href="#mc438927ea3" y="145.518666"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.709346" xlink:href="#mc438927ea3" y="148.608501"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.762125" xlink:href="#mc438927ea3" y="151.127872"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.901368" xlink:href="#mc438927ea3" y="148.258103"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.002231" xlink:href="#mc438927ea3" y="146.687622"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.946818" xlink:href="#mc438927ea3" y="145.007483"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.857146" xlink:href="#mc438927ea3" y="146.655903"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.424779" xlink:href="#mc438927ea3" y="149.02156"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.453308" xlink:href="#mc438927ea3" y="151.589176"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.808486" xlink:href="#mc438927ea3" y="149.376089"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.187771" xlink:href="#mc438927ea3" y="147.616212"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.200479" xlink:href="#mc438927ea3" y="144.898582"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.088519" xlink:href="#mc438927ea3" y="146.666061"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.842427" xlink:href="#mc438927ea3" y="149.729623"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.788498" xlink:href="#mc438927ea3" y="150.703085"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.031191" xlink:href="#mc438927ea3" y="147.820367"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.437232" xlink:href="#mc438927ea3" y="145.095487"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.4338" xlink:href="#mc438927ea3" y="144.675842"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.222925" xlink:href="#mc438927ea3" y="146.520934"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.877293" xlink:href="#mc438927ea3" y="148.875032"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.858902" xlink:href="#mc438927ea3" y="151.275546"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.166506" xlink:href="#mc438927ea3" y="149.049523"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.470279" xlink:href="#mc438927ea3" y="146.077355"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.605179" xlink:href="#mc438927ea3" y="144.709437"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.47229" xlink:href="#mc438927ea3" y="144.531442"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.084895" xlink:href="#mc438927ea3" y="146.471877"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.049231" xlink:href="#mc438927ea3" y="148.238639"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.149169" xlink:href="#mc438927ea3" y="146.19225"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.291444" xlink:href="#mc438927ea3" y="143.775691"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.292817" xlink:href="#mc438927ea3" y="142.016207"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.226644" xlink:href="#mc438927ea3" y="145.231207"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.140803" xlink:href="#mc438927ea3" y="149.848548"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.183684" xlink:href="#mc438927ea3" y="151.192052"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.373789" xlink:href="#mc438927ea3" y="148.658149"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.474685" xlink:href="#mc438927ea3" y="144.979851"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.629253" xlink:href="#mc438927ea3" y="144.000376"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.420821" xlink:href="#mc438927ea3" y="145.229188"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.233749" xlink:href="#mc438927ea3" y="149.271212"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.078446" xlink:href="#mc438927ea3" y="148.667101"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.364306" xlink:href="#mc438927ea3" y="147.622106"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.698507" xlink:href="#mc438927ea3" y="145.232978"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.957292" xlink:href="#mc438927ea3" y="143.607704"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.02297" xlink:href="#mc438927ea3" y="144.540056"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.093852" xlink:href="#mc438927ea3" y="149.302613"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.034081" xlink:href="#mc438927ea3" y="149.648027"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.094236" xlink:href="#mc438927ea3" y="145.468091"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.216572" xlink:href="#mc438927ea3" y="144.154953"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.107502" xlink:href="#mc438927ea3" y="143.064678"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.825138" xlink:href="#mc438927ea3" y="144.521341"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.507668" xlink:href="#mc438927ea3" y="146.565949"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.518045" xlink:href="#mc438927ea3" y="148.07865"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.469002" xlink:href="#mc438927ea3" y="146.583161"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.389722" xlink:href="#mc438927ea3" y="143.521826"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.361912" xlink:href="#mc438927ea3" y="141.367256"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.34293" xlink:href="#mc438927ea3" y="143.643925"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.23841" xlink:href="#mc438927ea3" y="146.915788"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.322384" xlink:href="#mc438927ea3" y="150.25954"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.362598" xlink:href="#mc438927ea3" y="147.836258"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.414084" xlink:href="#mc438927ea3" y="144.589693"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.47708" xlink:href="#mc438927ea3" y="143.692397"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.357601" xlink:href="#mc438927ea3" y="144.75911"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.230157" xlink:href="#mc438927ea3" y="148.177826"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.123913" xlink:href="#mc438927ea3" y="148.32357"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.357633" xlink:href="#mc438927ea3" y="147.347717"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.334421" xlink:href="#mc438927ea3" y="143.786587"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.207551" xlink:href="#mc438927ea3" y="142.955441"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.921642" xlink:href="#mc438927ea3" y="145.880341"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.610366" xlink:href="#mc438927ea3" y="149.104638"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.623058" xlink:href="#mc438927ea3" y="150.198259"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.944009" xlink:href="#mc438927ea3" y="148.829642"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.245498" xlink:href="#mc438927ea3" y="145.192889"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.352684" xlink:href="#mc438927ea3" y="143.564897"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.33672" xlink:href="#mc438927ea3" y="144.877218"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.243295" xlink:href="#mc438927ea3" y="147.270806"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.230077" xlink:href="#mc438927ea3" y="149.393557"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.333734" xlink:href="#mc438927ea3" y="148.156286"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.550836" xlink:href="#mc438927ea3" y="144.155225"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.618557" xlink:href="#mc438927ea3" y="143.239875"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.492294" xlink:href="#mc438927ea3" y="144.014936"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.196775" xlink:href="#mc438927ea3" y="147.278452"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="282.981557" xlink:href="#mc438927ea3" y="148.605731"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.072124" xlink:href="#mc438927ea3" y="146.519297"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.442293" xlink:href="#mc438927ea3" y="146.214036"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.466878" xlink:href="#mc438927ea3" y="143.567768"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.308367" xlink:href="#mc438927ea3" y="145.175774"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.068899" xlink:href="#mc438927ea3" y="147.672192"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.056351" xlink:href="#mc438927ea3" y="149.785283"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.181241" xlink:href="#mc438927ea3" y="147.570494"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.254662" xlink:href="#mc438927ea3" y="143.994192"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.288331" xlink:href="#mc438927ea3" y="143.268007"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.270818" xlink:href="#mc438927ea3" y="144.513704"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.199361" xlink:href="#mc438927ea3" y="147.701718"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.151404" xlink:href="#mc438927ea3" y="149.627683"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.356707" xlink:href="#mc438927ea3" y="148.316815"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.542869" xlink:href="#mc438927ea3" y="144.462542"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.663769" xlink:href="#mc438927ea3" y="144.034905"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.502894" xlink:href="#mc438927ea3" y="143.347566"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.426536" xlink:href="#mc438927ea3" y="147.016885"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.399364" xlink:href="#mc438927ea3" y="149.437876"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.568524" xlink:href="#mc438927ea3" y="146.550337"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.585" xlink:href="#mc438927ea3" y="143.278098"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.573505" xlink:href="#mc438927ea3" y="143.479879"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.333287" xlink:href="#mc438927ea3" y="145.461668"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.065275" xlink:href="#mc438927ea3" y="147.861168"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.323788" xlink:href="#mc438927ea3" y="150.353457"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.609074" xlink:href="#mc438927ea3" y="147.736461"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.814601" xlink:href="#mc438927ea3" y="144.847244"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.933377" xlink:href="#mc438927ea3" y="144.533648"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.786791" xlink:href="#mc438927ea3" y="145.723499"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.620185" xlink:href="#mc438927ea3" y="149.01362"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.487073" xlink:href="#mc438927ea3" y="149.959368"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.638289" xlink:href="#mc438927ea3" y="147.430832"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.014652" xlink:href="#mc438927ea3" y="145.386778"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.122142" xlink:href="#mc438927ea3" y="143.791785"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.964636" xlink:href="#mc438927ea3" y="143.969641"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.960389" xlink:href="#mc438927ea3" y="147.933489"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.971229" xlink:href="#mc438927ea3" y="150.56066"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.119444" xlink:href="#mc438927ea3" y="147.695072"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.204439" xlink:href="#mc438927ea3" y="144.817276"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.228784" xlink:href="#mc438927ea3" y="144.341104"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.977567" xlink:href="#mc438927ea3" y="145.414674"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.893514" xlink:href="#mc438927ea3" y="148.515241"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.827501" xlink:href="#mc438927ea3" y="150.409721"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.03753" xlink:href="#mc438927ea3" y="146.951563"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.390633" xlink:href="#mc438927ea3" y="145.118805"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.419369" xlink:href="#mc438927ea3" y="144.111326"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.180236" xlink:href="#mc438927ea3" y="144.514673"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.06799" xlink:href="#mc438927ea3" y="148.092565"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.959463" xlink:href="#mc438927ea3" y="149.359786"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.170578" xlink:href="#mc438927ea3" y="147.238091"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.266429" xlink:href="#mc438927ea3" y="144.86593"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.349763" xlink:href="#mc438927ea3" y="143.499995"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.436818" xlink:href="#mc438927ea3" y="146.946223"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.072971" xlink:href="#mc438927ea3" y="148.166864"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.049391" xlink:href="#mc438927ea3" y="149.44152"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.253944" xlink:href="#mc438927ea3" y="148.131106"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.203369" xlink:href="#mc438927ea3" y="143.687813"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.283862" xlink:href="#mc438927ea3" y="144.79324"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.098546" xlink:href="#mc438927ea3" y="145.357537"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.859461" xlink:href="#mc438927ea3" y="148.352313"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="283.788595" xlink:href="#mc438927ea3" y="149.082506"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.020783" xlink:href="#mc438927ea3" y="147.718864"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.287901" xlink:href="#mc438927ea3" y="144.499751"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.328898" xlink:href="#mc438927ea3" y="142.745773"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.232233" xlink:href="#mc438927ea3" y="143.243273"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.153847" xlink:href="#mc438927ea3" y="146.547479"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.124057" xlink:href="#mc438927ea3" y="148.493056"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.209611" xlink:href="#mc438927ea3" y="147.590869"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.326296" xlink:href="#mc438927ea3" y="144.451372"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.475404" xlink:href="#mc438927ea3" y="142.831678"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.502416" xlink:href="#mc438927ea3" y="144.165067"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.36932" xlink:href="#mc438927ea3" y="147.180945"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.403436" xlink:href="#mc438927ea3" y="149.911657"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.72105" xlink:href="#mc438927ea3" y="146.866009"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.09909" xlink:href="#mc438927ea3" y="145.710346"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.123499" xlink:href="#mc438927ea3" y="143.247755"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.036381" xlink:href="#mc438927ea3" y="144.700231"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.800793" xlink:href="#mc438927ea3" y="149.507942"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.78237" xlink:href="#mc438927ea3" y="150.036231"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.900763" xlink:href="#mc438927ea3" y="147.06329"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.028526" xlink:href="#mc438927ea3" y="143.189817"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.098962" xlink:href="#mc438927ea3" y="141.381032"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.153257" xlink:href="#mc438927ea3" y="143.248263"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.081592" xlink:href="#mc438927ea3" y="145.958383"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.016777" xlink:href="#mc438927ea3" y="147.876647"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.129039" xlink:href="#mc438927ea3" y="146.425925"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.350131" xlink:href="#mc438927ea3" y="143.890197"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.330846" xlink:href="#mc438927ea3" y="141.720221"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.188555" xlink:href="#mc438927ea3" y="142.573251"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.167338" xlink:href="#mc438927ea3" y="147.402024"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.076436" xlink:href="#mc438927ea3" y="148.374797"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.084275" xlink:href="#mc438927ea3" y="146.282698"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.011109" xlink:href="#mc438927ea3" y="142.305179"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.852933" xlink:href="#mc438927ea3" y="142.492235"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.562107" xlink:href="#mc438927ea3" y="143.514728"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.300497" xlink:href="#mc438927ea3" y="146.884298"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.385476" xlink:href="#mc438927ea3" y="149.464013"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.498569" xlink:href="#mc438927ea3" y="146.607478"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.759173" xlink:href="#mc438927ea3" y="143.032849"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.801591" xlink:href="#mc438927ea3" y="141.532196"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.73173" xlink:href="#mc438927ea3" y="142.399013"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.531647" xlink:href="#mc438927ea3" y="145.557167"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.679431" xlink:href="#mc438927ea3" y="150.384809"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.654829" xlink:href="#mc438927ea3" y="147.121133"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.855519" xlink:href="#mc438927ea3" y="143.668597"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.92803" xlink:href="#mc438927ea3" y="141.846745"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.781651" xlink:href="#mc438927ea3" y="142.029982"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.724419" xlink:href="#mc438927ea3" y="145.180215"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.668639" xlink:href="#mc438927ea3" y="146.758164"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.678521" xlink:href="#mc438927ea3" y="145.498509"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.708901" xlink:href="#mc438927ea3" y="142.070629"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.845398" xlink:href="#mc438927ea3" y="141.714903"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.782146" xlink:href="#mc438927ea3" y="141.981128"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.729288" xlink:href="#mc438927ea3" y="146.800049"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.693256" xlink:href="#mc438927ea3" y="149.232448"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.853108" xlink:href="#mc438927ea3" y="147.681201"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.995065" xlink:href="#mc438927ea3" y="143.220822"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.098259" xlink:href="#mc438927ea3" y="141.999088"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.102394" xlink:href="#mc438927ea3" y="143.349679"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="284.949837" xlink:href="#mc438927ea3" y="146.124999"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.157328" xlink:href="#mc438927ea3" y="147.737504"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.168296" xlink:href="#mc438927ea3" y="145.282972"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.365697" xlink:href="#mc438927ea3" y="143.254139"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.453949" xlink:href="#mc438927ea3" y="141.032279"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.349972" xlink:href="#mc438927ea3" y="141.989781"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.3122" xlink:href="#mc438927ea3" y="147.53397"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.307778" xlink:href="#mc438927ea3" y="147.998434"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.657592" xlink:href="#mc438927ea3" y="145.889489"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.914684" xlink:href="#mc438927ea3" y="141.345614"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.046823" xlink:href="#mc438927ea3" y="141.112744"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.010982" xlink:href="#mc438927ea3" y="142.617953"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.708822" xlink:href="#mc438927ea3" y="144.952249"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.674131" xlink:href="#mc438927ea3" y="146.398282"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.983332" xlink:href="#mc438927ea3" y="146.306897"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.133526" xlink:href="#mc438927ea3" y="142.873564"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.107711" xlink:href="#mc438927ea3" y="140.07355"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.030635" xlink:href="#mc438927ea3" y="141.887016"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.783951" xlink:href="#mc438927ea3" y="144.758864"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.618575" xlink:href="#mc438927ea3" y="146.474762"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.585991" xlink:href="#mc438927ea3" y="144.482467"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.584331" xlink:href="#mc438927ea3" y="141.417752"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.687972" xlink:href="#mc438927ea3" y="140.513272"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.568686" xlink:href="#mc438927ea3" y="143.706477"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.400068" xlink:href="#mc438927ea3" y="145.291439"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.419066" xlink:href="#mc438927ea3" y="146.796632"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.652547" xlink:href="#mc438927ea3" y="145.156333"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.879515" xlink:href="#mc438927ea3" y="142.584335"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.959593" xlink:href="#mc438927ea3" y="141.620302"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.872331" xlink:href="#mc438927ea3" y="142.660999"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.760978" xlink:href="#mc438927ea3" y="145.139719"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.85651" xlink:href="#mc438927ea3" y="148.645404"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.929835" xlink:href="#mc438927ea3" y="145.490309"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.941952" xlink:href="#mc438927ea3" y="141.122474"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.110489" xlink:href="#mc438927ea3" y="140.539609"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.990053" xlink:href="#mc438927ea3" y="141.914081"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.966585" xlink:href="#mc438927ea3" y="147.170462"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.063282" xlink:href="#mc438927ea3" y="147.283199"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.217483" xlink:href="#mc438927ea3" y="144.536137"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.51206" xlink:href="#mc438927ea3" y="143.264834"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.302351" xlink:href="#mc438927ea3" y="141.190243"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.842541" xlink:href="#mc438927ea3" y="140.588007"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.70713" xlink:href="#mc438927ea3" y="144.518232"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.521622" xlink:href="#mc438927ea3" y="147.133451"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.719917" xlink:href="#mc438927ea3" y="144.830077"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.957661" xlink:href="#mc438927ea3" y="141.808769"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.003128" xlink:href="#mc438927ea3" y="140.344791"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.920432" xlink:href="#mc438927ea3" y="141.671678"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.83906" xlink:href="#mc438927ea3" y="144.267757"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="285.860772" xlink:href="#mc438927ea3" y="147.725973"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.027697" xlink:href="#mc438927ea3" y="145.552182"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.185139" xlink:href="#mc438927ea3" y="142.5291"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.25211" xlink:href="#mc438927ea3" y="140.748825"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.210219" xlink:href="#mc438927ea3" y="140.338404"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.162629" xlink:href="#mc438927ea3" y="144.339103"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.131403" xlink:href="#mc438927ea3" y="146.893898"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.252158" xlink:href="#mc438927ea3" y="143.101378"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.387952" xlink:href="#mc438927ea3" y="141.01076"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.485016" xlink:href="#mc438927ea3" y="140.983366"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.403454" xlink:href="#mc438927ea3" y="140.668361"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.35829" xlink:href="#mc438927ea3" y="144.293201"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.498107" xlink:href="#mc438927ea3" y="147.688882"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.687766" xlink:href="#mc438927ea3" y="145.942789"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.852456" xlink:href="#mc438927ea3" y="142.050506"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.898242" xlink:href="#mc438927ea3" y="139.991433"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.809064" xlink:href="#mc438927ea3" y="141.099087"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.707338" xlink:href="#mc438927ea3" y="144.112779"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.666693" xlink:href="#mc438927ea3" y="146.465964"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.732115" xlink:href="#mc438927ea3" y="142.813612"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.780743" xlink:href="#mc438927ea3" y="140.3621"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.924679" xlink:href="#mc438927ea3" y="140.903524"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.742332" xlink:href="#mc438927ea3" y="141.636165"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.501396" xlink:href="#mc438927ea3" y="144.084609"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.676463" xlink:href="#mc438927ea3" y="146.584486"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.012659" xlink:href="#mc438927ea3" y="145.124724"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.245087" xlink:href="#mc438927ea3" y="143.498963"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.282923" xlink:href="#mc438927ea3" y="141.920178"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.148916" xlink:href="#mc438927ea3" y="141.672525"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.966729" xlink:href="#mc438927ea3" y="145.164837"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.011622" xlink:href="#mc438927ea3" y="149.08434"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.073516" xlink:href="#mc438927ea3" y="144.604301"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.253787" xlink:href="#mc438927ea3" y="142.224199"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.293108" xlink:href="#mc438927ea3" y="140.461663"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.208767" xlink:href="#mc438927ea3" y="142.071338"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.011765" xlink:href="#mc438927ea3" y="144.434549"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.099634" xlink:href="#mc438927ea3" y="148.320677"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.185587" xlink:href="#mc438927ea3" y="145.855593"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.179201" xlink:href="#mc438927ea3" y="140.955805"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.138348" xlink:href="#mc438927ea3" y="139.434791"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.940963" xlink:href="#mc438927ea3" y="141.32542"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.796947" xlink:href="#mc438927ea3" y="143.491909"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.976819" xlink:href="#mc438927ea3" y="147.81235"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.259726" xlink:href="#mc438927ea3" y="145.071211"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.49624" xlink:href="#mc438927ea3" y="141.713869"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.526908" xlink:href="#mc438927ea3" y="140.690077"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.300515" xlink:href="#mc438927ea3" y="140.833258"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.057041" xlink:href="#mc438927ea3" y="143.585667"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.029821" xlink:href="#mc438927ea3" y="145.971547"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.183863" xlink:href="#mc438927ea3" y="144.80047"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.218745" xlink:href="#mc438927ea3" y="141.12815"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.201551" xlink:href="#mc438927ea3" y="139.809669"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.078768" xlink:href="#mc438927ea3" y="141.75191"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.827423" xlink:href="#mc438927ea3" y="142.935399"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.887993" xlink:href="#mc438927ea3" y="145.468667"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.092865" xlink:href="#mc438927ea3" y="143.325509"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.230048" xlink:href="#mc438927ea3" y="140.778974"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.179393" xlink:href="#mc438927ea3" y="139.1947"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.092482" xlink:href="#mc438927ea3" y="140.593797"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.17264" xlink:href="#mc438927ea3" y="144.131341"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.140519" xlink:href="#mc438927ea3" y="145.784439"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.314277" xlink:href="#mc438927ea3" y="144.130582"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.517202" xlink:href="#mc438927ea3" y="141.467938"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.495921" xlink:href="#mc438927ea3" y="140.873693"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.280927" xlink:href="#mc438927ea3" y="141.596043"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.927169" xlink:href="#mc438927ea3" y="144.574922"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="286.878414" xlink:href="#mc438927ea3" y="145.388285"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.100927" xlink:href="#mc438927ea3" y="143.762545"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.331518" xlink:href="#mc438927ea3" y="140.944394"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.379476" xlink:href="#mc438927ea3" y="140.006076"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.458133" xlink:href="#mc438927ea3" y="140.641741"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.426028" xlink:href="#mc438927ea3" y="144.457662"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.334679" xlink:href="#mc438927ea3" y="145.698002"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.430083" xlink:href="#mc438927ea3" y="143.879587"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.456153" xlink:href="#mc438927ea3" y="140.477283"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.305001" xlink:href="#mc438927ea3" y="140.472014"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.26153" xlink:href="#mc438927ea3" y="142.8164"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.097766" xlink:href="#mc438927ea3" y="145.77784"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.227478" xlink:href="#mc438927ea3" y="146.068253"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.430626" xlink:href="#mc438927ea3" y="143.662057"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.589633" xlink:href="#mc438927ea3" y="139.50183"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.773352" xlink:href="#mc438927ea3" y="138.321023"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.87329" xlink:href="#mc438927ea3" y="140.497758"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.791328" xlink:href="#mc438927ea3" y="145.59937"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.663117" xlink:href="#mc438927ea3" y="146.256495"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.729258" xlink:href="#mc438927ea3" y="143.424287"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.932997" xlink:href="#mc438927ea3" y="141.754783"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.026214" xlink:href="#mc438927ea3" y="141.017902"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.928064" xlink:href="#mc438927ea3" y="141.078374"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.729402" xlink:href="#mc438927ea3" y="144.539905"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.779642" xlink:href="#mc438927ea3" y="148.396961"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.977937" xlink:href="#mc438927ea3" y="145.448056"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.918869" xlink:href="#mc438927ea3" y="140.898632"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.837083" xlink:href="#mc438927ea3" y="139.826237"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.616613" xlink:href="#mc438927ea3" y="142.919455"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.334552" xlink:href="#mc438927ea3" y="144.999189"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.584588" xlink:href="#mc438927ea3" y="145.800806"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.955396" xlink:href="#mc438927ea3" y="142.826469"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.119431" xlink:href="#mc438927ea3" y="141.460043"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.019509" xlink:href="#mc438927ea3" y="140.815324"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.670349" xlink:href="#mc438927ea3" y="141.485546"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.453408" xlink:href="#mc438927ea3" y="144.56684"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.513642" xlink:href="#mc438927ea3" y="146.882372"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.672425" xlink:href="#mc438927ea3" y="143.965038"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.799917" xlink:href="#mc438927ea3" y="140.36346"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.953783" xlink:href="#mc438927ea3" y="140.900175"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.770016" xlink:href="#mc438927ea3" y="141.008419"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.679657" xlink:href="#mc438927ea3" y="144.891955"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.51171" xlink:href="#mc438927ea3" y="146.01505"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.699644" xlink:href="#mc438927ea3" y="143.91731"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.823146" xlink:href="#mc438927ea3" y="140.929003"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.717923" xlink:href="#mc438927ea3" y="139.339772"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.675697" xlink:href="#mc438927ea3" y="141.305822"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.47571" xlink:href="#mc438927ea3" y="143.86046"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.413959" xlink:href="#mc438927ea3" y="146.12534"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.489503" xlink:href="#mc438927ea3" y="143.068507"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.821549" xlink:href="#mc438927ea3" y="141.059781"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.02243" xlink:href="#mc438927ea3" y="141.257052"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.916298" xlink:href="#mc438927ea3" y="141.878746"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.781111" xlink:href="#mc438927ea3" y="145.494735"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.689746" xlink:href="#mc438927ea3" y="147.943371"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.868357" xlink:href="#mc438927ea3" y="143.790247"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.011607" xlink:href="#mc438927ea3" y="140.395469"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.152509" xlink:href="#mc438927ea3" y="139.080846"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.393222" xlink:href="#mc438927ea3" y="141.619776"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.404493" xlink:href="#mc438927ea3" y="144.37877"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.204298" xlink:href="#mc438927ea3" y="145.002811"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.279299" xlink:href="#mc438927ea3" y="142.815184"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.444165" xlink:href="#mc438927ea3" y="141.220488"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.36364" xlink:href="#mc438927ea3" y="138.681349"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.28361" xlink:href="#mc438927ea3" y="139.587932"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.105606" xlink:href="#mc438927ea3" y="142.489656"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.110634" xlink:href="#mc438927ea3" y="145.874805"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.232029" xlink:href="#mc438927ea3" y="144.02835"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.34287" xlink:href="#mc438927ea3" y="140.702631"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.279411" xlink:href="#mc438927ea3" y="138.677717"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.986095" xlink:href="#mc438927ea3" y="139.960692"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.765625" xlink:href="#mc438927ea3" y="144.349323"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.848194" xlink:href="#mc438927ea3" y="146.150164"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.101375" xlink:href="#mc438927ea3" y="144.667457"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.07208" xlink:href="#mc438927ea3" y="141.420932"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.821741" xlink:href="#mc438927ea3" y="139.160667"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.49541" xlink:href="#mc438927ea3" y="141.555185"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.1709" xlink:href="#mc438927ea3" y="144.516055"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.036989" xlink:href="#mc438927ea3" y="145.482282"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.18961" xlink:href="#mc438927ea3" y="143.026981"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.372132" xlink:href="#mc438927ea3" y="141.163898"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.294353" xlink:href="#mc438927ea3" y="139.731943"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.160092" xlink:href="#mc438927ea3" y="140.932887"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.03857" xlink:href="#mc438927ea3" y="143.298268"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.120372" xlink:href="#mc438927ea3" y="146.047883"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.399144" xlink:href="#mc438927ea3" y="144.971311"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.708377" xlink:href="#mc438927ea3" y="141.840227"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.827121" xlink:href="#mc438927ea3" y="139.77829"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.902026" xlink:href="#mc438927ea3" y="140.132834"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.859672" xlink:href="#mc438927ea3" y="144.565375"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.70488" xlink:href="#mc438927ea3" y="146.672938"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.724884" xlink:href="#mc438927ea3" y="143.522124"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.842702" xlink:href="#mc438927ea3" y="140.10419"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.063651" xlink:href="#mc438927ea3" y="139.558445"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.078594" xlink:href="#mc438927ea3" y="140.118092"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.970354" xlink:href="#mc438927ea3" y="143.251232"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="287.918438" xlink:href="#mc438927ea3" y="145.318669"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.185652" xlink:href="#mc438927ea3" y="143.982335"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.388034" xlink:href="#mc438927ea3" y="141.417736"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.462444" xlink:href="#mc438927ea3" y="140.369153"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.519134" xlink:href="#mc438927ea3" y="142.67671"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.351938" xlink:href="#mc438927ea3" y="145.478225"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.436837" xlink:href="#mc438927ea3" y="147.622401"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.60191" xlink:href="#mc438927ea3" y="144.220241"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.819778" xlink:href="#mc438927ea3" y="140.752195"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.020212" xlink:href="#mc438927ea3" y="139.907635"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.066908" xlink:href="#mc438927ea3" y="141.82217"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.864494" xlink:href="#mc438927ea3" y="144.403746"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.696213" xlink:href="#mc438927ea3" y="146.112193"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.637415" xlink:href="#mc438927ea3" y="143.174431"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.894348" xlink:href="#mc438927ea3" y="141.41356"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.002859" xlink:href="#mc438927ea3" y="139.572394"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.956993" xlink:href="#mc438927ea3" y="140.562882"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.716855" xlink:href="#mc438927ea3" y="142.754451"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.795368" xlink:href="#mc438927ea3" y="145.67062"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.944189" xlink:href="#mc438927ea3" y="144.850728"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.037598" xlink:href="#mc438927ea3" y="140.13964"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.028594" xlink:href="#mc438927ea3" y="139.489327"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.993807" xlink:href="#mc438927ea3" y="141.363738"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.948212" xlink:href="#mc438927ea3" y="143.933336"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.961878" xlink:href="#mc438927ea3" y="146.689907"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.012102" xlink:href="#mc438927ea3" y="144.543954"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.230433" xlink:href="#mc438927ea3" y="141.752545"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.149796" xlink:href="#mc438927ea3" y="139.183509"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.094032" xlink:href="#mc438927ea3" y="139.706895"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.008558" xlink:href="#mc438927ea3" y="143.077755"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.90854" xlink:href="#mc438927ea3" y="144.710987"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.058543" xlink:href="#mc438927ea3" y="143.480682"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.102908" xlink:href="#mc438927ea3" y="140.023699"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.22293" xlink:href="#mc438927ea3" y="139.689619"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.136402" xlink:href="#mc438927ea3" y="141.010874"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.843804" xlink:href="#mc438927ea3" y="143.692013"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.866059" xlink:href="#mc438927ea3" y="145.335161"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.956705" xlink:href="#mc438927ea3" y="142.463051"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.111609" xlink:href="#mc438927ea3" y="139.83311"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.145661" xlink:href="#mc438927ea3" y="139.562757"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.117548" xlink:href="#mc438927ea3" y="141.316298"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.890724" xlink:href="#mc438927ea3" y="143.96897"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.781718" xlink:href="#mc438927ea3" y="144.383851"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.965246" xlink:href="#mc438927ea3" y="143.623369"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.090344" xlink:href="#mc438927ea3" y="141.126584"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.863584" xlink:href="#mc438927ea3" y="139.430922"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.691088" xlink:href="#mc438927ea3" y="142.59593"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.485529" xlink:href="#mc438927ea3" y="145.286925"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.49332" xlink:href="#mc438927ea3" y="146.302643"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.658361" xlink:href="#mc438927ea3" y="144.030161"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.838536" xlink:href="#mc438927ea3" y="141.380604"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.844954" xlink:href="#mc438927ea3" y="139.9581"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.654896" xlink:href="#mc438927ea3" y="139.771527"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.578794" xlink:href="#mc438927ea3" y="144.599494"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.548764" xlink:href="#mc438927ea3" y="147.98435"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.827106" xlink:href="#mc438927ea3" y="144.932951"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.917816" xlink:href="#mc438927ea3" y="141.324287"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.968455" xlink:href="#mc438927ea3" y="138.987342"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.033766" xlink:href="#mc438927ea3" y="141.154308"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.795831" xlink:href="#mc438927ea3" y="143.549852"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.767877" xlink:href="#mc438927ea3" y="146.179563"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.881018" xlink:href="#mc438927ea3" y="142.953637"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.112072" xlink:href="#mc438927ea3" y="140.848472"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.114531" xlink:href="#mc438927ea3" y="140.201105"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.027684" xlink:href="#mc438927ea3" y="140.406748"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.811045" xlink:href="#mc438927ea3" y="143.286577"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.779547" xlink:href="#mc438927ea3" y="144.531199"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.917177" xlink:href="#mc438927ea3" y="143.002832"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.087902" xlink:href="#mc438927ea3" y="141.287432"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.057378" xlink:href="#mc438927ea3" y="139.753407"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.884099" xlink:href="#mc438927ea3" y="140.002491"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.626719" xlink:href="#mc438927ea3" y="142.939502"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.432096" xlink:href="#mc438927ea3" y="145.123677"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.463642" xlink:href="#mc438927ea3" y="142.974865"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.601511" xlink:href="#mc438927ea3" y="140.914301"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.730121" xlink:href="#mc438927ea3" y="139.594654"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.732244" xlink:href="#mc438927ea3" y="142.452186"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.43192" xlink:href="#mc438927ea3" y="144.825436"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.237792" xlink:href="#mc438927ea3" y="146.473201"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.376364" xlink:href="#mc438927ea3" y="143.471764"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.633424" xlink:href="#mc438927ea3" y="140.218425"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.696548" xlink:href="#mc438927ea3" y="139.480377"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.569518" xlink:href="#mc438927ea3" y="139.865811"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.51377" xlink:href="#mc438927ea3" y="143.021776"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.626432" xlink:href="#mc438927ea3" y="146.552307"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.918885" xlink:href="#mc438927ea3" y="145.410846"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.152558" xlink:href="#mc438927ea3" y="142.106025"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.140409" xlink:href="#mc438927ea3" y="139.484764"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.078914" xlink:href="#mc438927ea3" y="140.851775"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.858683" xlink:href="#mc438927ea3" y="143.982205"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.628715" xlink:href="#mc438927ea3" y="144.945544"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.922525" xlink:href="#mc438927ea3" y="144.014579"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.178931" xlink:href="#mc438927ea3" y="141.047165"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.078914" xlink:href="#mc438927ea3" y="138.409575"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.943487" xlink:href="#mc438927ea3" y="138.074679"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.911861" xlink:href="#mc438927ea3" y="142.175998"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.940964" xlink:href="#mc438927ea3" y="146.122248"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.904853" xlink:href="#mc438927ea3" y="143.101163"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.940932" xlink:href="#mc438927ea3" y="141.087425"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.873035" xlink:href="#mc438927ea3" y="138.935976"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.764285" xlink:href="#mc438927ea3" y="140.2145"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.540287" xlink:href="#mc438927ea3" y="144.511903"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.45526" xlink:href="#mc438927ea3" y="145.619049"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.595971" xlink:href="#mc438927ea3" y="143.145486"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.833587" xlink:href="#mc438927ea3" y="141.571036"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.892017" xlink:href="#mc438927ea3" y="140.119753"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.742589" xlink:href="#mc438927ea3" y="140.513111"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.724294" xlink:href="#mc438927ea3" y="143.53619"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.69998" xlink:href="#mc438927ea3" y="144.867909"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.869124" xlink:href="#mc438927ea3" y="143.239966"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.984101" xlink:href="#mc438927ea3" y="140.823558"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.09052" xlink:href="#mc438927ea3" y="139.85878"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.160524" xlink:href="#mc438927ea3" y="140.84788"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.150898" xlink:href="#mc438927ea3" y="144.168043"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.260893" xlink:href="#mc438927ea3" y="145.575909"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.344611" xlink:href="#mc438927ea3" y="142.775935"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.347101" xlink:href="#mc438927ea3" y="138.665362"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.309074" xlink:href="#mc438927ea3" y="138.392509"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.237489" xlink:href="#mc438927ea3" y="140.061804"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.228166" xlink:href="#mc438927ea3" y="143.618164"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.172083" xlink:href="#mc438927ea3" y="144.542268"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.357335" xlink:href="#mc438927ea3" y="143.456848"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.70311" xlink:href="#mc438927ea3" y="141.400413"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.809146" xlink:href="#mc438927ea3" y="139.014001"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.738296" xlink:href="#mc438927ea3" y="140.633428"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.479671" xlink:href="#mc438927ea3" y="143.2217"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.368334" xlink:href="#mc438927ea3" y="143.860886"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.485418" xlink:href="#mc438927ea3" y="142.639521"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.659782" xlink:href="#mc438927ea3" y="140.332674"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.746118" xlink:href="#mc438927ea3" y="139.001477"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.526383" xlink:href="#mc438927ea3" y="139.823534"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.373283" xlink:href="#mc438927ea3" y="143.508693"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.403967" xlink:href="#mc438927ea3" y="144.986374"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.523062" xlink:href="#mc438927ea3" y="143.006222"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.575075" xlink:href="#mc438927ea3" y="140.452395"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.593051" xlink:href="#mc438927ea3" y="140.626447"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.461934" xlink:href="#mc438927ea3" y="141.143972"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.313416" xlink:href="#mc438927ea3" y="143.655402"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.407272" xlink:href="#mc438927ea3" y="145.063608"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.619009" xlink:href="#mc438927ea3" y="143.001305"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.84098" xlink:href="#mc438927ea3" y="140.818034"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.791873" xlink:href="#mc438927ea3" y="139.291998"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.566837" xlink:href="#mc438927ea3" y="140.104498"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.458167" xlink:href="#mc438927ea3" y="143.575579"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.510402" xlink:href="#mc438927ea3" y="145.494041"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.721022" xlink:href="#mc438927ea3" y="143.964998"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.779293" xlink:href="#mc438927ea3" y="139.625684"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.86151" xlink:href="#mc438927ea3" y="138.803947"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.585867" xlink:href="#mc438927ea3" y="141.071878"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.356233" xlink:href="#mc438927ea3" y="144.269697"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.448859" xlink:href="#mc438927ea3" y="146.469112"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.549356" xlink:href="#mc438927ea3" y="143.624581"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.754803" xlink:href="#mc438927ea3" y="140.739044"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.611378" xlink:href="#mc438927ea3" y="138.527362"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.455724" xlink:href="#mc438927ea3" y="139.965386"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.166096" xlink:href="#mc438927ea3" y="142.234367"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.109166" xlink:href="#mc438927ea3" y="144.219111"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.200244" xlink:href="#mc438927ea3" y="144.59817"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.288161" xlink:href="#mc438927ea3" y="141.288334"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.241369" xlink:href="#mc438927ea3" y="139.842423"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.011464" xlink:href="#mc438927ea3" y="141.196415"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.59562" xlink:href="#mc438927ea3" y="143.014999"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.681461" xlink:href="#mc438927ea3" y="144.526756"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.989433" xlink:href="#mc438927ea3" y="143.466192"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.173025" xlink:href="#mc438927ea3" y="140.501299"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.171891" xlink:href="#mc438927ea3" y="139.119111"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.160397" xlink:href="#mc438927ea3" y="139.534859"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.081005" xlink:href="#mc438927ea3" y="142.580532"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.158593" xlink:href="#mc438927ea3" y="147.330434"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.208114" xlink:href="#mc438927ea3" y="143.690394"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.32622" xlink:href="#mc438927ea3" y="140.176627"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.159423" xlink:href="#mc438927ea3" y="138.400765"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.030318" xlink:href="#mc438927ea3" y="140.783414"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.785566" xlink:href="#mc438927ea3" y="144.357338"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.916858" xlink:href="#mc438927ea3" y="146.573009"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.089722" xlink:href="#mc438927ea3" y="144.464292"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.244881" xlink:href="#mc438927ea3" y="141.290726"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.238511" xlink:href="#mc438927ea3" y="139.889923"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.262633" xlink:href="#mc438927ea3" y="140.494825"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.03126" xlink:href="#mc438927ea3" y="143.521962"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.994238" xlink:href="#mc438927ea3" y="146.317284"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.075018" xlink:href="#mc438927ea3" y="144.493471"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.072847" xlink:href="#mc438927ea3" y="140.033245"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.038555" xlink:href="#mc438927ea3" y="138.022545"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.960728" xlink:href="#mc438927ea3" y="139.607872"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.859498" xlink:href="#mc438927ea3" y="142.604725"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.798513" xlink:href="#mc438927ea3" y="145.703076"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.809577" xlink:href="#mc438927ea3" y="144.216055"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.052429" xlink:href="#mc438927ea3" y="140.644455"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.094224" xlink:href="#mc438927ea3" y="139.694751"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.931066" xlink:href="#mc438927ea3" y="141.532467"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.718802" xlink:href="#mc438927ea3" y="144.111563"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="288.882534" xlink:href="#mc438927ea3" y="146.833243"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.035474" xlink:href="#mc438927ea3" y="144.316821"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.32009" xlink:href="#mc438927ea3" y="140.667098"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.404638" xlink:href="#mc438927ea3" y="138.760398"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.306807" xlink:href="#mc438927ea3" y="140.745692"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.240411" xlink:href="#mc438927ea3" y="145.232141"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.272994" xlink:href="#mc438927ea3" y="145.663348"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.611538" xlink:href="#mc438927ea3" y="143.986594"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.968312" xlink:href="#mc438927ea3" y="141.218547"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.842257" xlink:href="#mc438927ea3" y="136.931351"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.797971" xlink:href="#mc438927ea3" y="139.37131"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.739286" xlink:href="#mc438927ea3" y="141.633326"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.832997" xlink:href="#mc438927ea3" y="145.300391"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.037598" xlink:href="#mc438927ea3" y="145.168877"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.289454" xlink:href="#mc438927ea3" y="142.144015"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.301811" xlink:href="#mc438927ea3" y="140.062147"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.160924" xlink:href="#mc438927ea3" y="140.041498"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.960107" xlink:href="#mc438927ea3" y="144.266686"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.899761" xlink:href="#mc438927ea3" y="146.698236"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.197659" xlink:href="#mc438927ea3" y="143.601934"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.368064" xlink:href="#mc438927ea3" y="140.613717"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.366244" xlink:href="#mc438927ea3" y="138.093994"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.268014" xlink:href="#mc438927ea3" y="138.315237"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.255801" xlink:href="#mc438927ea3" y="142.185807"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.255881" xlink:href="#mc438927ea3" y="142.778264"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.174462" xlink:href="#mc438927ea3" y="142.479559"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.057985" xlink:href="#mc438927ea3" y="138.793018"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.092979" xlink:href="#mc438927ea3" y="138.489356"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.861638" xlink:href="#mc438927ea3" y="140.286163"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.733858" xlink:href="#mc438927ea3" y="145.016321"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.767878" xlink:href="#mc438927ea3" y="144.902104"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.832758" xlink:href="#mc438927ea3" y="142.506874"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.858093" xlink:href="#mc438927ea3" y="138.895192"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.817049" xlink:href="#mc438927ea3" y="137.748902"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.710214" xlink:href="#mc438927ea3" y="138.978494"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.554864" xlink:href="#mc438927ea3" y="141.879143"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.54554" xlink:href="#mc438927ea3" y="144.271501"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.648847" xlink:href="#mc438927ea3" y="142.353711"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.710901" xlink:href="#mc438927ea3" y="139.83047"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.760726" xlink:href="#mc438927ea3" y="139.792608"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.511249" xlink:href="#mc438927ea3" y="141.794278"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.348698" xlink:href="#mc438927ea3" y="146.807477"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.30082" xlink:href="#mc438927ea3" y="145.866906"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.548733" xlink:href="#mc438927ea3" y="144.139276"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.551543" xlink:href="#mc438927ea3" y="139.785473"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.524196" xlink:href="#mc438927ea3" y="138.245743"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.419644" xlink:href="#mc438927ea3" y="138.756733"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.416084" xlink:href="#mc438927ea3" y="143.001039"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.463211" xlink:href="#mc438927ea3" y="144.822827"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.676992" xlink:href="#mc438927ea3" y="143.518909"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.840437" xlink:href="#mc438927ea3" y="142.132985"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.956594" xlink:href="#mc438927ea3" y="139.729785"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.84272" xlink:href="#mc438927ea3" y="139.238916"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.835312" xlink:href="#mc438927ea3" y="143.410566"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.891763" xlink:href="#mc438927ea3" y="144.609222"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.130783" xlink:href="#mc438927ea3" y="143.103074"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.305451" xlink:href="#mc438927ea3" y="140.762322"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.212921" xlink:href="#mc438927ea3" y="138.751248"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.957265" xlink:href="#mc438927ea3" y="139.144526"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.864415" xlink:href="#mc438927ea3" y="141.833817"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.756112" xlink:href="#mc438927ea3" y="144.205148"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.885313" xlink:href="#mc438927ea3" y="142.04732"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.079553" xlink:href="#mc438927ea3" y="139.597043"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.272851" xlink:href="#mc438927ea3" y="138.818933"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.011417" xlink:href="#mc438927ea3" y="139.659767"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.782438" xlink:href="#mc438927ea3" y="142.597563"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.67597" xlink:href="#mc438927ea3" y="143.918141"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.986161" xlink:href="#mc438927ea3" y="142.897015"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.321846" xlink:href="#mc438927ea3" y="140.990346"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.305068" xlink:href="#mc438927ea3" y="139.427885"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.231727" xlink:href="#mc438927ea3" y="138.992669"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.064099" xlink:href="#mc438927ea3" y="142.3059"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.871711" xlink:href="#mc438927ea3" y="143.317863"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.766393" xlink:href="#mc438927ea3" y="141.742563"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.765627" xlink:href="#mc438927ea3" y="138.553562"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.870418" xlink:href="#mc438927ea3" y="139.41703"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.866986" xlink:href="#mc438927ea3" y="140.923595"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.471625" xlink:href="#mc438927ea3" y="143.08742"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.429047" xlink:href="#mc438927ea3" y="145.180563"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.682691" xlink:href="#mc438927ea3" y="143.493145"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.035906" xlink:href="#mc438927ea3" y="140.944841"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.054409" xlink:href="#mc438927ea3" y="139.158378"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.967945" xlink:href="#mc438927ea3" y="140.211079"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.796151" xlink:href="#mc438927ea3" y="143.7429"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.747268" xlink:href="#mc438927ea3" y="146.206949"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.842895" xlink:href="#mc438927ea3" y="143.009773"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.021538" xlink:href="#mc438927ea3" y="140.828335"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.075817" xlink:href="#mc438927ea3" y="139.052375"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.786892" xlink:href="#mc438927ea3" y="139.606201"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.55753" xlink:href="#mc438927ea3" y="142.296285"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.754643" xlink:href="#mc438927ea3" y="146.518678"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.899489" xlink:href="#mc438927ea3" y="143.475921"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.05741" xlink:href="#mc438927ea3" y="140.289132"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.09705" xlink:href="#mc438927ea3" y="139.136588"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.968632" xlink:href="#mc438927ea3" y="139.892599"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.917306" xlink:href="#mc438927ea3" y="143.846473"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.906977" xlink:href="#mc438927ea3" y="145.041396"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.944813" xlink:href="#mc438927ea3" y="141.410989"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.070709" xlink:href="#mc438927ea3" y="139.542586"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.077893" xlink:href="#mc438927ea3" y="139.623953"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.048965" xlink:href="#mc438927ea3" y="140.385114"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.9417" xlink:href="#mc438927ea3" y="142.546919"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.8443" xlink:href="#mc438927ea3" y="144.137405"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.834817" xlink:href="#mc438927ea3" y="142.023701"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.960522" xlink:href="#mc438927ea3" y="139.836222"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.997464" xlink:href="#mc438927ea3" y="138.535513"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.906913" xlink:href="#mc438927ea3" y="140.421615"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.613278" xlink:href="#mc438927ea3" y="142.873613"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.53775" xlink:href="#mc438927ea3" y="144.56558"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.676354" xlink:href="#mc438927ea3" y="142.164511"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.099509" xlink:href="#mc438927ea3" y="140.593598"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.318654" xlink:href="#mc438927ea3" y="139.108654"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.337348" xlink:href="#mc438927ea3" y="139.813395"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.306537" xlink:href="#mc438927ea3" y="143.269192"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.40748" xlink:href="#mc438927ea3" y="146.661718"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.48387" xlink:href="#mc438927ea3" y="143.044056"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.485371" xlink:href="#mc438927ea3" y="139.663822"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.44273" xlink:href="#mc438927ea3" y="136.976436"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.484557" xlink:href="#mc438927ea3" y="139.334345"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.288018" xlink:href="#mc438927ea3" y="141.959722"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.206774" xlink:href="#mc438927ea3" y="144.058614"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.278726" xlink:href="#mc438927ea3" y="142.762986"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.266545" xlink:href="#mc438927ea3" y="139.8254"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.244403" xlink:href="#mc438927ea3" y="138.544076"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.070821" xlink:href="#mc438927ea3" y="139.684426"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.836701" xlink:href="#mc438927ea3" y="142.543968"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.874329" xlink:href="#mc438927ea3" y="144.58768"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.027732" xlink:href="#mc438927ea3" y="142.680649"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.297772" xlink:href="#mc438927ea3" y="140.046952"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.355069" xlink:href="#mc438927ea3" y="138.75007"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.260463" xlink:href="#mc438927ea3" y="141.138757"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.098072" xlink:href="#mc438927ea3" y="143.836675"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.948596" xlink:href="#mc438927ea3" y="144.299434"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.004871" xlink:href="#mc438927ea3" y="143.24393"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.968568" xlink:href="#mc438927ea3" y="140.439292"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.846695" xlink:href="#mc438927ea3" y="137.812485"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.769858" xlink:href="#mc438927ea3" y="139.674803"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.613469" xlink:href="#mc438927ea3" y="141.8272"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.754867" xlink:href="#mc438927ea3" y="147.6127"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.966732" xlink:href="#mc438927ea3" y="143.925302"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.307143" xlink:href="#mc438927ea3" y="141.09739"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.318031" xlink:href="#mc438927ea3" y="139.477838"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.128101" xlink:href="#mc438927ea3" y="140.374444"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.094129" xlink:href="#mc438927ea3" y="144.127933"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.965519" xlink:href="#mc438927ea3" y="145.231644"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.266881" xlink:href="#mc438927ea3" y="143.260122"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.449291" xlink:href="#mc438927ea3" y="139.050997"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.555503" xlink:href="#mc438927ea3" y="138.17861"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.563038" xlink:href="#mc438927ea3" y="139.658725"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.461296" xlink:href="#mc438927ea3" y="142.951571"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.344324" xlink:href="#mc438927ea3" y="144.45787"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.581413" xlink:href="#mc438927ea3" y="143.478429"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.878704" xlink:href="#mc438927ea3" y="140.409761"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.805906" xlink:href="#mc438927ea3" y="137.477946"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.780842" xlink:href="#mc438927ea3" y="139.991801"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.619233" xlink:href="#mc438927ea3" y="143.207506"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.516342" xlink:href="#mc438927ea3" y="144.972728"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.495492" xlink:href="#mc438927ea3" y="142.194296"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.676913" xlink:href="#mc438927ea3" y="139.171279"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.755554" xlink:href="#mc438927ea3" y="138.524351"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.757885" xlink:href="#mc438927ea3" y="138.955716"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.759354" xlink:href="#mc438927ea3" y="144.032384"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.752361" xlink:href="#mc438927ea3" y="144.834145"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.772828" xlink:href="#mc438927ea3" y="142.615231"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.608457" xlink:href="#mc438927ea3" y="139.412889"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.44439" xlink:href="#mc438927ea3" y="138.207411"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.281297" xlink:href="#mc438927ea3" y="138.447772"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.22408" xlink:href="#mc438927ea3" y="144.316071"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.23393" xlink:href="#mc438927ea3" y="146.19085"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.333325" xlink:href="#mc438927ea3" y="143.194252"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.441453" xlink:href="#mc438927ea3" y="139.867224"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.394517" xlink:href="#mc438927ea3" y="138.761399"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.262906" xlink:href="#mc438927ea3" y="139.503439"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.18013" xlink:href="#mc438927ea3" y="143.747048"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.050434" xlink:href="#mc438927ea3" y="144.419746"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.070549" xlink:href="#mc438927ea3" y="142.817607"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.994686" xlink:href="#mc438927ea3" y="138.412216"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.079425" xlink:href="#mc438927ea3" y="137.728549"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.96769" xlink:href="#mc438927ea3" y="139.895006"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.011959" xlink:href="#mc438927ea3" y="144.384079"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.177463" xlink:href="#mc438927ea3" y="144.964709"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.470907" xlink:href="#mc438927ea3" y="143.217271"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.636395" xlink:href="#mc438927ea3" y="139.914411"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.659959" xlink:href="#mc438927ea3" y="139.310299"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.672363" xlink:href="#mc438927ea3" y="141.511907"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.524548" xlink:href="#mc438927ea3" y="145.345738"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.526974" xlink:href="#mc438927ea3" y="147.453694"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.660885" xlink:href="#mc438927ea3" y="142.400978"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.862165" xlink:href="#mc438927ea3" y="138.658561"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.054474" xlink:href="#mc438927ea3" y="138.972957"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.925049" xlink:href="#mc438927ea3" y="139.458286"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.665099" xlink:href="#mc438927ea3" y="142.692071"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.6848" xlink:href="#mc438927ea3" y="147.163119"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.703765" xlink:href="#mc438927ea3" y="141.478686"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.795849" xlink:href="#mc438927ea3" y="138.704368"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.728159" xlink:href="#mc438927ea3" y="137.47592"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.70691" xlink:href="#mc438927ea3" y="139.429066"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.565928" xlink:href="#mc438927ea3" y="142.664819"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.513564" xlink:href="#mc438927ea3" y="142.900661"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.578827" xlink:href="#mc438927ea3" y="141.740818"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.677647" xlink:href="#mc438927ea3" y="139.156942"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.645926" xlink:href="#mc438927ea3" y="137.896448"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.415702" xlink:href="#mc438927ea3" y="139.809872"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.15465" xlink:href="#mc438927ea3" y="142.354071"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.176075" xlink:href="#mc438927ea3" y="143.259741"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.404175" xlink:href="#mc438927ea3" y="142.634439"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.507354" xlink:href="#mc438927ea3" y="139.108493"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.504911" xlink:href="#mc438927ea3" y="136.998524"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.493481" xlink:href="#mc438927ea3" y="139.377521"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.269052" xlink:href="#mc438927ea3" y="142.427782"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.532179" xlink:href="#mc438927ea3" y="144.511695"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.968776" xlink:href="#mc438927ea3" y="143.920928"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.194147" xlink:href="#mc438927ea3" y="140.566569"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.168684" xlink:href="#mc438927ea3" y="138.000362"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.019879" xlink:href="#mc438927ea3" y="139.160182"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.611331" xlink:href="#mc438927ea3" y="142.166119"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.507498" xlink:href="#mc438927ea3" y="145.566589"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.518098" xlink:href="#mc438927ea3" y="141.307683"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.675237" xlink:href="#mc438927ea3" y="139.643007"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.656894" xlink:href="#mc438927ea3" y="139.662815"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.394214" xlink:href="#mc438927ea3" y="141.314198"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.113079" xlink:href="#mc438927ea3" y="146.014359"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.085316" xlink:href="#mc438927ea3" y="146.423982"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.419693" xlink:href="#mc438927ea3" y="143.023485"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.689014" xlink:href="#mc438927ea3" y="139.899289"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.669601" xlink:href="#mc438927ea3" y="136.579514"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.651913" xlink:href="#mc438927ea3" y="138.653852"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.550027" xlink:href="#mc438927ea3" y="142.900459"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.340413" xlink:href="#mc438927ea3" y="144.157836"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.445715" xlink:href="#mc438927ea3" y="143.400191"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.493178" xlink:href="#mc438927ea3" y="139.587492"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.609782" xlink:href="#mc438927ea3" y="139.19556"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.322118" xlink:href="#mc438927ea3" y="139.615509"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.079362" xlink:href="#mc438927ea3" y="142.105837"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.084087" xlink:href="#mc438927ea3" y="144.845382"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.207732" xlink:href="#mc438927ea3" y="141.742272"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.410338" xlink:href="#mc438927ea3" y="139.49072"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.566295" xlink:href="#mc438927ea3" y="139.07748"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.546004" xlink:href="#mc438927ea3" y="140.596373"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.263017" xlink:href="#mc438927ea3" y="143.477063"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.157236" xlink:href="#mc438927ea3" y="144.67165"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.27432" xlink:href="#mc438927ea3" y="142.138249"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.458998" xlink:href="#mc438927ea3" y="140.060069"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.393128" xlink:href="#mc438927ea3" y="137.959173"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.271574" xlink:href="#mc438927ea3" y="139.638643"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.131677" xlink:href="#mc438927ea3" y="142.202224"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.04159" xlink:href="#mc438927ea3" y="143.449502"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.235622" xlink:href="#mc438927ea3" y="141.959302"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.377004" xlink:href="#mc438927ea3" y="139.983572"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.266673" xlink:href="#mc438927ea3" y="138.6937"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.198489" xlink:href="#mc438927ea3" y="139.624278"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.962533" xlink:href="#mc438927ea3" y="143.647464"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.809146" xlink:href="#mc438927ea3" y="144.548907"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="289.947064" xlink:href="#mc438927ea3" y="141.96913"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.304541" xlink:href="#mc438927ea3" y="140.415418"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.427324" xlink:href="#mc438927ea3" y="138.785612"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.34988" xlink:href="#mc438927ea3" y="140.157926"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.182492" xlink:href="#mc438927ea3" y="145.002478"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.17625" xlink:href="#mc438927ea3" y="145.817599"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.376445" xlink:href="#mc438927ea3" y="142.334585"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.693516" xlink:href="#mc438927ea3" y="140.319306"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.769044" xlink:href="#mc438927ea3" y="139.254457"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.608361" xlink:href="#mc438927ea3" y="139.848117"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.457241" xlink:href="#mc438927ea3" y="142.450918"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.509733" xlink:href="#mc438927ea3" y="145.332574"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.731687" xlink:href="#mc438927ea3" y="144.433373"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.980175" xlink:href="#mc438927ea3" y="141.130504"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.968457" xlink:href="#mc438927ea3" y="139.060257"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.90321" xlink:href="#mc438927ea3" y="140.969967"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.81309" xlink:href="#mc438927ea3" y="143.656643"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.037328" xlink:href="#mc438927ea3" y="146.059587"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.26843" xlink:href="#mc438927ea3" y="144.151797"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.288003" xlink:href="#mc438927ea3" y="140.015236"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.20454" xlink:href="#mc438927ea3" y="137.133093"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.181168" xlink:href="#mc438927ea3" y="139.157554"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.151107" xlink:href="#mc438927ea3" y="143.851674"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.926518" xlink:href="#mc438927ea3" y="144.307473"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.865135" xlink:href="#mc438927ea3" y="142.076176"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.911112" xlink:href="#mc438927ea3" y="140.082508"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.87275" xlink:href="#mc438927ea3" y="137.683665"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.835536" xlink:href="#mc438927ea3" y="138.76298"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.721965" xlink:href="#mc438927ea3" y="142.652073"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.746071" xlink:href="#mc438927ea3" y="145.931185"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.951487" xlink:href="#mc438927ea3" y="142.807753"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.066224" xlink:href="#mc438927ea3" y="139.32061"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.965535" xlink:href="#mc438927ea3" y="138.002376"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.774137" xlink:href="#mc438927ea3" y="139.244351"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.710343" xlink:href="#mc438927ea3" y="143.321688"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.505135" xlink:href="#mc438927ea3" y="143.964285"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.713089" xlink:href="#mc438927ea3" y="142.842996"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.912198" xlink:href="#mc438927ea3" y="140.890088"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.008256" xlink:href="#mc438927ea3" y="138.815884"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.873883" xlink:href="#mc438927ea3" y="139.870272"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.620495" xlink:href="#mc438927ea3" y="142.406351"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.45689" xlink:href="#mc438927ea3" y="144.057043"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.621867" xlink:href="#mc438927ea3" y="142.970091"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.710151" xlink:href="#mc438927ea3" y="140.139645"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.541311" xlink:href="#mc438927ea3" y="137.143017"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.612464" xlink:href="#mc438927ea3" y="139.712688"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.452165" xlink:href="#mc438927ea3" y="143.031573"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.349609" xlink:href="#mc438927ea3" y="143.258524"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.649263" xlink:href="#mc438927ea3" y="142.908776"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="290.883925" xlink:href="#mc438927ea3" y="140.260721"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.09413" xlink:href="#mc438927ea3" y="138.707286"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.250981" xlink:href="#mc438927ea3" y="139.989227"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.172707" xlink:href="#mc438927ea3" y="144.804564"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.232861" xlink:href="#mc438927ea3" y="146.269352"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.415367" xlink:href="#mc438927ea3" y="144.304982"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.452724" xlink:href="#mc438927ea3" y="139.801959"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.349881" xlink:href="#mc438927ea3" y="137.797867"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.25941" xlink:href="#mc438927ea3" y="138.046628"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.086546" xlink:href="#mc438927ea3" y="141.869381"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.194099" xlink:href="#mc438927ea3" y="144.082735"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.432402" xlink:href="#mc438927ea3" y="142.359445"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.537592" xlink:href="#mc438927ea3" y="138.968594"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.708715" xlink:href="#mc438927ea3" y="138.970063"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.734498" xlink:href="#mc438927ea3" y="140.948291"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.519105" xlink:href="#mc438927ea3" y="143.70106"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.550363" xlink:href="#mc438927ea3" y="145.027629"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.780987" xlink:href="#mc438927ea3" y="142.364552"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.963748" xlink:href="#mc438927ea3" y="139.84866"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.894175" xlink:href="#mc438927ea3" y="138.32042"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.823596" xlink:href="#mc438927ea3" y="138.640478"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.704644" xlink:href="#mc438927ea3" y="142.180953"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.542636" xlink:href="#mc438927ea3" y="144.131257"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.68852" xlink:href="#mc438927ea3" y="142.272912"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.898677" xlink:href="#mc438927ea3" y="139.254415"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.878657" xlink:href="#mc438927ea3" y="137.539441"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.752059" xlink:href="#mc438927ea3" y="138.712211"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.793407" xlink:href="#mc438927ea3" y="142.84691"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.719012" xlink:href="#mc438927ea3" y="145.7052"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.682964" xlink:href="#mc438927ea3" y="142.666568"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.963062" xlink:href="#mc438927ea3" y="140.567927"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.986897" xlink:href="#mc438927ea3" y="138.692662"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.957905" xlink:href="#mc438927ea3" y="139.422671"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.944399" xlink:href="#mc438927ea3" y="142.163216"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.045295" xlink:href="#mc438927ea3" y="145.542536"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.262508" xlink:href="#mc438927ea3" y="142.946795"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.561555" xlink:href="#mc438927ea3" y="140.313999"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.572395" xlink:href="#mc438927ea3" y="138.32697"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.525827" xlink:href="#mc438927ea3" y="137.720986"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.434318" xlink:href="#mc438927ea3" y="140.394443"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.492684" xlink:href="#mc438927ea3" y="142.808965"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.545383" xlink:href="#mc438927ea3" y="142.301629"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.433041" xlink:href="#mc438927ea3" y="138.573737"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.360386" xlink:href="#mc438927ea3" y="138.349001"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.203822" xlink:href="#mc438927ea3" y="139.477008"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.976999" xlink:href="#mc438927ea3" y="142.220665"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.922464" xlink:href="#mc438927ea3" y="143.564437"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.11423" xlink:href="#mc438927ea3" y="141.283411"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.268479" xlink:href="#mc438927ea3" y="139.473696"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.091049" xlink:href="#mc438927ea3" y="136.611833"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.08958" xlink:href="#mc438927ea3" y="138.227558"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.850432" xlink:href="#mc438927ea3" y="141.230073"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.692511" xlink:href="#mc438927ea3" y="144.133827"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.900609" xlink:href="#mc438927ea3" y="142.587451"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.195585" xlink:href="#mc438927ea3" y="139.82951"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.463709" xlink:href="#mc438927ea3" y="140.175343"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.322439" xlink:href="#mc438927ea3" y="139.666596"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.375393" xlink:href="#mc438927ea3" y="143.158571"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.646087" xlink:href="#mc438927ea3" y="145.987371"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.916127" xlink:href="#mc438927ea3" y="143.0035"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.092279" xlink:href="#mc438927ea3" y="139.422683"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.965457" xlink:href="#mc438927ea3" y="137.804907"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.883895" xlink:href="#mc438927ea3" y="138.861477"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.747175" xlink:href="#mc438927ea3" y="141.789937"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.663521" xlink:href="#mc438927ea3" y="143.499728"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.64315" xlink:href="#mc438927ea3" y="141.378625"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.86429" xlink:href="#mc438927ea3" y="139.234884"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.974174" xlink:href="#mc438927ea3" y="136.746357"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.965952" xlink:href="#mc438927ea3" y="136.766671"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.15842" xlink:href="#mc438927ea3" y="141.109231"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.048505" xlink:href="#mc438927ea3" y="142.269821"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.004411" xlink:href="#mc438927ea3" y="140.637569"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.065427" xlink:href="#mc438927ea3" y="138.984068"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.02542" xlink:href="#mc438927ea3" y="138.146541"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.815822" xlink:href="#mc438927ea3" y="138.155643"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.696918" xlink:href="#mc438927ea3" y="141.885305"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.57388" xlink:href="#mc438927ea3" y="143.770252"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.639111" xlink:href="#mc438927ea3" y="141.719676"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.697701" xlink:href="#mc438927ea3" y="138.688007"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.4999" xlink:href="#mc438927ea3" y="137.042311"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.283581" xlink:href="#mc438927ea3" y="138.234562"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.213944" xlink:href="#mc438927ea3" y="142.039829"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.246128" xlink:href="#mc438927ea3" y="145.472404"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.388931" xlink:href="#mc438927ea3" y="141.978062"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.531718" xlink:href="#mc438927ea3" y="138.255199"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.534224" xlink:href="#mc438927ea3" y="137.733229"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.323077" xlink:href="#mc438927ea3" y="139.026829"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.971571" xlink:href="#mc438927ea3" y="141.281252"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.157845" xlink:href="#mc438927ea3" y="144.269302"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.404257" xlink:href="#mc438927ea3" y="140.987549"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.593261" xlink:href="#mc438927ea3" y="138.61353"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.582277" xlink:href="#mc438927ea3" y="138.419075"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.455343" xlink:href="#mc438927ea3" y="138.739191"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.456509" xlink:href="#mc438927ea3" y="142.143952"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.447808" xlink:href="#mc438927ea3" y="143.784882"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.567478" xlink:href="#mc438927ea3" y="141.816629"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.662259" xlink:href="#mc438927ea3" y="139.192069"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.568627" xlink:href="#mc438927ea3" y="138.887841"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.407849" xlink:href="#mc438927ea3" y="139.893311"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.406556" xlink:href="#mc438927ea3" y="142.394157"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.59441" xlink:href="#mc438927ea3" y="144.08641"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.725606" xlink:href="#mc438927ea3" y="142.593006"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.812006" xlink:href="#mc438927ea3" y="139.208235"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.750048" xlink:href="#mc438927ea3" y="137.953034"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.433632" xlink:href="#mc438927ea3" y="140.08881"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.127688" xlink:href="#mc438927ea3" y="141.8802"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.247853" xlink:href="#mc438927ea3" y="142.581512"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.379017" xlink:href="#mc438927ea3" y="141.05574"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.593229" xlink:href="#mc438927ea3" y="139.869358"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.650637" xlink:href="#mc438927ea3" y="137.554834"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.619714" xlink:href="#mc438927ea3" y="139.480595"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.440017" xlink:href="#mc438927ea3" y="142.169148"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.432817" xlink:href="#mc438927ea3" y="143.460698"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.619251" xlink:href="#mc438927ea3" y="141.071185"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.821298" xlink:href="#mc438927ea3" y="138.455044"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.706752" xlink:href="#mc438927ea3" y="136.322664"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.439618" xlink:href="#mc438927ea3" y="138.743324"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.199416" xlink:href="#mc438927ea3" y="142.497197"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.162474" xlink:href="#mc438927ea3" y="144.488929"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.424963" xlink:href="#mc438927ea3" y="142.003213"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.626211" xlink:href="#mc438927ea3" y="138.734644"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.627137" xlink:href="#mc438927ea3" y="136.887017"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.471739" xlink:href="#mc438927ea3" y="139.860827"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.241483" xlink:href="#mc438927ea3" y="140.940155"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.335083" xlink:href="#mc438927ea3" y="143.394863"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.486442" xlink:href="#mc438927ea3" y="143.164677"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.53764" xlink:href="#mc438927ea3" y="139.041407"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.490912" xlink:href="#mc438927ea3" y="137.39487"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.253233" xlink:href="#mc438927ea3" y="138.481698"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.014276" xlink:href="#mc438927ea3" y="140.136767"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.096397" xlink:href="#mc438927ea3" y="142.595436"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.165603" xlink:href="#mc438927ea3" y="140.583502"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.286678" xlink:href="#mc438927ea3" y="138.658275"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.270905" xlink:href="#mc438927ea3" y="136.551223"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.211326" xlink:href="#mc438927ea3" y="139.095441"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.106279" xlink:href="#mc438927ea3" y="142.692603"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.303042" xlink:href="#mc438927ea3" y="146.24278"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.61767" xlink:href="#mc438927ea3" y="144.92658"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.698914" xlink:href="#mc438927ea3" y="141.179707"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.728464" xlink:href="#mc438927ea3" y="139.532921"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.436824" xlink:href="#mc438927ea3" y="138.720126"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.255037" xlink:href="#mc438927ea3" y="141.442221"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.351446" xlink:href="#mc438927ea3" y="144.937712"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.3847" xlink:href="#mc438927ea3" y="141.729909"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.443514" xlink:href="#mc438927ea3" y="138.828472"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.421626" xlink:href="#mc438927ea3" y="138.086912"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.321896" xlink:href="#mc438927ea3" y="139.808318"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.279925" xlink:href="#mc438927ea3" y="143.28686"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.310529" xlink:href="#mc438927ea3" y="143.741442"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.459031" xlink:href="#mc438927ea3" y="142.078713"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.550029" xlink:href="#mc438927ea3" y="140.051349"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.474692" xlink:href="#mc438927ea3" y="137.611202"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.541296" xlink:href="#mc438927ea3" y="139.233988"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.531079" xlink:href="#mc438927ea3" y="141.305676"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.436681" xlink:href="#mc438927ea3" y="144.095781"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.454657" xlink:href="#mc438927ea3" y="141.534318"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.549454" xlink:href="#mc438927ea3" y="139.171461"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.512225" xlink:href="#mc438927ea3" y="138.473085"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.196846" xlink:href="#mc438927ea3" y="138.798501"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.937215" xlink:href="#mc438927ea3" y="142.977361"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.932091" xlink:href="#mc438927ea3" y="144.926917"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.11142" xlink:href="#mc438927ea3" y="143.42031"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.219005" xlink:href="#mc438927ea3" y="138.974158"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.300057" xlink:href="#mc438927ea3" y="138.256943"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.32659" xlink:href="#mc438927ea3" y="140.089728"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.2824" xlink:href="#mc438927ea3" y="142.798424"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.27852" xlink:href="#mc438927ea3" y="144.637043"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.347311" xlink:href="#mc438927ea3" y="142.507213"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.429353" xlink:href="#mc438927ea3" y="140.543825"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.281011" xlink:href="#mc438927ea3" y="137.591391"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.245697" xlink:href="#mc438927ea3" y="139.751384"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="291.958193" xlink:href="#mc438927ea3" y="142.963512"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.050883" xlink:href="#mc438927ea3" y="143.961494"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.418433" xlink:href="#mc438927ea3" y="142.745606"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.628335" xlink:href="#mc438927ea3" y="140.234915"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.674424" xlink:href="#mc438927ea3" y="139.569648"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.447106" xlink:href="#mc438927ea3" y="139.761883"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.319501" xlink:href="#mc438927ea3" y="142.924435"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.29838" xlink:href="#mc438927ea3" y="145.901196"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.553812" xlink:href="#mc438927ea3" y="143.512001"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.757919" xlink:href="#mc438927ea3" y="138.993097"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.716219" xlink:href="#mc438927ea3" y="137.470151"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.547922" xlink:href="#mc438927ea3" y="138.083649"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.352213" xlink:href="#mc438927ea3" y="140.59202"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.293383" xlink:href="#mc438927ea3" y="143.987773"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.405742" xlink:href="#mc438927ea3" y="141.496399"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.649073" xlink:href="#mc438927ea3" y="138.225077"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.814178" xlink:href="#mc438927ea3" y="137.992887"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.79237" xlink:href="#mc438927ea3" y="138.298008"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.832872" xlink:href="#mc438927ea3" y="142.11329"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.757839" xlink:href="#mc438927ea3" y="143.817183"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.769732" xlink:href="#mc438927ea3" y="141.546404"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.781386" xlink:href="#mc438927ea3" y="139.212025"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.725415" xlink:href="#mc438927ea3" y="136.348852"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.80503" xlink:href="#mc438927ea3" y="138.804065"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.627999" xlink:href="#mc438927ea3" y="140.602217"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.720546" xlink:href="#mc438927ea3" y="143.12597"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.745195" xlink:href="#mc438927ea3" y="141.299877"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.899205" xlink:href="#mc438927ea3" y="138.864447"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.903228" xlink:href="#mc438927ea3" y="136.938995"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.871203" xlink:href="#mc438927ea3" y="137.973105"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.886018" xlink:href="#mc438927ea3" y="141.490732"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.112889" xlink:href="#mc438927ea3" y="145.137252"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.095967" xlink:href="#mc438927ea3" y="140.873545"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.18109" xlink:href="#mc438927ea3" y="137.716287"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.119786" xlink:href="#mc438927ea3" y="136.217029"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.176492" xlink:href="#mc438927ea3" y="139.067773"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.050101" xlink:href="#mc438927ea3" y="141.965396"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.115332" xlink:href="#mc438927ea3" y="144.379265"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.28786" xlink:href="#mc438927ea3" y="142.803664"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.505568" xlink:href="#mc438927ea3" y="139.214035"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.445845" xlink:href="#mc438927ea3" y="136.630308"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.455791" xlink:href="#mc438927ea3" y="137.531561"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.596407" xlink:href="#mc438927ea3" y="141.682702"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.601387" xlink:href="#mc438927ea3" y="144.628665"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.658093" xlink:href="#mc438927ea3" y="140.448094"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.781691" xlink:href="#mc438927ea3" y="138.60674"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.699857" xlink:href="#mc438927ea3" y="138.154705"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.499678" xlink:href="#mc438927ea3" y="139.389687"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.291005" xlink:href="#mc438927ea3" y="142.125911"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.355742" xlink:href="#mc438927ea3" y="144.774989"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.581911" xlink:href="#mc438927ea3" y="141.669687"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.839961" xlink:href="#mc438927ea3" y="139.259488"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.838556" xlink:href="#mc438927ea3" y="137.114551"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.540611" xlink:href="#mc438927ea3" y="137.840626"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.296402" xlink:href="#mc438927ea3" y="140.331209"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.140301" xlink:href="#mc438927ea3" y="141.822808"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.290558" xlink:href="#mc438927ea3" y="140.732971"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.408744" xlink:href="#mc438927ea3" y="138.444403"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.368689" xlink:href="#mc438927ea3" y="137.261664"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.26741" xlink:href="#mc438927ea3" y="138.349254"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.244565" xlink:href="#mc438927ea3" y="141.599078"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.185225" xlink:href="#mc438927ea3" y="144.158053"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.211694" xlink:href="#mc438927ea3" y="142.012405"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.21717" xlink:href="#mc438927ea3" y="137.193341"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.240159" xlink:href="#mc438927ea3" y="136.450399"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.240606" xlink:href="#mc438927ea3" y="138.33028"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.115891" xlink:href="#mc438927ea3" y="139.287377"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.143078" xlink:href="#mc438927ea3" y="141.896935"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.237908" xlink:href="#mc438927ea3" y="142.247545"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.160448" xlink:href="#mc438927ea3" y="138.185841"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.19541" xlink:href="#mc438927ea3" y="137.632872"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.068524" xlink:href="#mc438927ea3" y="139.224775"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.859197" xlink:href="#mc438927ea3" y="141.631061"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.915967" xlink:href="#mc438927ea3" y="144.062626"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.138544" xlink:href="#mc438927ea3" y="141.689984"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.42399" xlink:href="#mc438927ea3" y="139.359996"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.478014" xlink:href="#mc438927ea3" y="138.021736"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.39495" xlink:href="#mc438927ea3" y="139.26886"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.178456" xlink:href="#mc438927ea3" y="141.657277"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.062841" xlink:href="#mc438927ea3" y="142.230992"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.009487" xlink:href="#mc438927ea3" y="140.986766"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.819398" xlink:href="#mc438927ea3" y="138.61066"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.67974" xlink:href="#mc438927ea3" y="137.469896"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.679469" xlink:href="#mc438927ea3" y="139.424299"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.711653" xlink:href="#mc438927ea3" y="141.384017"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.713665" xlink:href="#mc438927ea3" y="142.7596"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.672157" xlink:href="#mc438927ea3" y="139.832736"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.644187" xlink:href="#mc438927ea3" y="137.705868"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.418992" xlink:href="#mc438927ea3" y="136.799443"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.218733" xlink:href="#mc438927ea3" y="137.589826"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.085334" xlink:href="#mc438927ea3" y="141.393002"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.144658" xlink:href="#mc438927ea3" y="144.169041"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.338084" xlink:href="#mc438927ea3" y="143.279181"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.535725" xlink:href="#mc438927ea3" y="139.955575"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.554052" xlink:href="#mc438927ea3" y="138.085397"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.38957" xlink:href="#mc438927ea3" y="138.624802"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.212475" xlink:href="#mc438927ea3" y="142.565456"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.362318" xlink:href="#mc438927ea3" y="144.438239"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.635231" xlink:href="#mc438927ea3" y="143.057714"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.799682" xlink:href="#mc438927ea3" y="139.288856"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.897959" xlink:href="#mc438927ea3" y="138.75546"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.798724" xlink:href="#mc438927ea3" y="140.669133"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.700957" xlink:href="#mc438927ea3" y="142.725468"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="292.998025" xlink:href="#mc438927ea3" y="144.305621"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.184778" xlink:href="#mc438927ea3" y="142.259873"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.429258" xlink:href="#mc438927ea3" y="139.746501"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.448384" xlink:href="#mc438927ea3" y="137.305962"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.319342" xlink:href="#mc438927ea3" y="139.78185"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.174784" xlink:href="#mc438927ea3" y="142.054872"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.08575" xlink:href="#mc438927ea3" y="144.683768"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.146032" xlink:href="#mc438927ea3" y="141.101847"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.47249" xlink:href="#mc438927ea3" y="139.495907"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.524518" xlink:href="#mc438927ea3" y="138.061645"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.552169" xlink:href="#mc438927ea3" y="138.768275"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.540227" xlink:href="#mc438927ea3" y="141.513784"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.548417" xlink:href="#mc438927ea3" y="144.499494"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.725623" xlink:href="#mc438927ea3" y="142.389044"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.834916" xlink:href="#mc438927ea3" y="140.366159"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.866941" xlink:href="#mc438927ea3" y="137.5793"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.833017" xlink:href="#mc438927ea3" y="136.636831"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.869751" xlink:href="#mc438927ea3" y="140.363787"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.929809" xlink:href="#mc438927ea3" y="143.099042"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.089407" xlink:href="#mc438927ea3" y="141.017824"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.281923" xlink:href="#mc438927ea3" y="138.615605"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.230277" xlink:href="#mc438927ea3" y="137.839198"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.167313" xlink:href="#mc438927ea3" y="138.373926"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.096175" xlink:href="#mc438927ea3" y="140.715311"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.084154" xlink:href="#mc438927ea3" y="142.643001"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.211902" xlink:href="#mc438927ea3" y="141.098327"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.320764" xlink:href="#mc438927ea3" y="137.498281"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.45022" xlink:href="#mc438927ea3" y="136.64527"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.50774" xlink:href="#mc438927ea3" y="137.923078"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.419169" xlink:href="#mc438927ea3" y="140.340825"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.554676" xlink:href="#mc438927ea3" y="144.929278"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.574297" xlink:href="#mc438927ea3" y="141.783089"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.546231" xlink:href="#mc438927ea3" y="138.212386"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.342029" xlink:href="#mc438927ea3" y="136.362525"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.192106" xlink:href="#mc438927ea3" y="138.923492"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.917165" xlink:href="#mc438927ea3" y="141.072613"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.018827" xlink:href="#mc438927ea3" y="141.647972"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.180979" xlink:href="#mc438927ea3" y="140.422856"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.221257" xlink:href="#mc438927ea3" y="137.610705"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.191132" xlink:href="#mc438927ea3" y="135.856277"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.085623" xlink:href="#mc438927ea3" y="136.688739"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.954043" xlink:href="#mc438927ea3" y="140.989899"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.885843" xlink:href="#mc438927ea3" y="144.056575"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.154414" xlink:href="#mc438927ea3" y="143.48056"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.18968" xlink:href="#mc438927ea3" y="138.509417"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.104988" xlink:href="#mc438927ea3" y="136.138485"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.998712" xlink:href="#mc438927ea3" y="137.180174"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="293.834437" xlink:href="#mc438927ea3" y="141.490027"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.004667" xlink:href="#mc438927ea3" y="143.01827"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.383329" xlink:href="#mc438927ea3" y="142.145763"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.610424" xlink:href="#mc438927ea3" y="137.737332"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.756005" xlink:href="#mc438927ea3" y="136.868567"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.691205" xlink:href="#mc438927ea3" y="138.100351"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.558763" xlink:href="#mc438927ea3" y="140.811029"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.495911" xlink:href="#mc438927ea3" y="142.775844"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.562163" xlink:href="#mc438927ea3" y="141.353153"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.673436" xlink:href="#mc438927ea3" y="139.313976"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.541968" xlink:href="#mc438927ea3" y="135.669674"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.664193" xlink:href="#mc438927ea3" y="138.895891"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.438838" xlink:href="#mc438927ea3" y="141.244249"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.389204" xlink:href="#mc438927ea3" y="141.295906"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.576691" xlink:href="#mc438927ea3" y="141.840804"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.438055" xlink:href="#mc438927ea3" y="137.481197"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.595657" xlink:href="#mc438927ea3" y="137.322351"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.661383" xlink:href="#mc438927ea3" y="138.73532"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.692881" xlink:href="#mc438927ea3" y="141.169047"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.620753" xlink:href="#mc438927ea3" y="143.649641"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.655189" xlink:href="#mc438927ea3" y="141.402235"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.831485" xlink:href="#mc438927ea3" y="137.528509"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.845422" xlink:href="#mc438927ea3" y="136.255304"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.743824" xlink:href="#mc438927ea3" y="137.294886"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.600973" xlink:href="#mc438927ea3" y="139.885525"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.366375" xlink:href="#mc438927ea3" y="140.302933"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.601787" xlink:href="#mc438927ea3" y="141.358794"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.63279" xlink:href="#mc438927ea3" y="138.83884"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.516234" xlink:href="#mc438927ea3" y="136.85364"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.400826" xlink:href="#mc438927ea3" y="136.699795"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.433873" xlink:href="#mc438927ea3" y="140.181965"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.517367" xlink:href="#mc438927ea3" y="142.822088"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.717849" xlink:href="#mc438927ea3" y="140.510993"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.96763" xlink:href="#mc438927ea3" y="139.439987"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.872673" xlink:href="#mc438927ea3" y="136.010058"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.830287" xlink:href="#mc438927ea3" y="138.544638"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.52238" xlink:href="#mc438927ea3" y="141.25986"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.497316" xlink:href="#mc438927ea3" y="142.469824"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.738699" xlink:href="#mc438927ea3" y="139.695602"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.852462" xlink:href="#mc438927ea3" y="136.470507"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.972004" xlink:href="#mc438927ea3" y="135.690479"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.036693" xlink:href="#mc438927ea3" y="138.682026"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.003838" xlink:href="#mc438927ea3" y="141.129499"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="294.954316" xlink:href="#mc438927ea3" y="142.551403"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.060065" xlink:href="#mc438927ea3" y="140.24122"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.254959" xlink:href="#mc438927ea3" y="137.80163"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.236824" xlink:href="#mc438927ea3" y="136.445366"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.213499" xlink:href="#mc438927ea3" y="138.501221"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.205852" xlink:href="#mc438927ea3" y="140.984351"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.199083" xlink:href="#mc438927ea3" y="141.401324"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.186695" xlink:href="#mc438927ea3" y="139.442492"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.36984" xlink:href="#mc438927ea3" y="137.078477"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.381318" xlink:href="#mc438927ea3" y="136.620015"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.28328" xlink:href="#mc438927ea3" y="137.181036"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.043908" xlink:href="#mc438927ea3" y="140.106368"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.12322" xlink:href="#mc438927ea3" y="141.855934"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.237877" xlink:href="#mc438927ea3" y="140.396045"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.476148" xlink:href="#mc438927ea3" y="137.411994"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.63517" xlink:href="#mc438927ea3" y="136.238549"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.64071" xlink:href="#mc438927ea3" y="136.841859"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.827925" xlink:href="#mc438927ea3" y="140.811378"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.05807" xlink:href="#mc438927ea3" y="142.278502"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.991035" xlink:href="#mc438927ea3" y="138.890746"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.136487" xlink:href="#mc438927ea3" y="137.640907"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.127771" xlink:href="#mc438927ea3" y="136.215951"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.946207" xlink:href="#mc438927ea3" y="136.095433"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.758081" xlink:href="#mc438927ea3" y="139.110584"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.745836" xlink:href="#mc438927ea3" y="140.553591"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.892901" xlink:href="#mc438927ea3" y="139.050122"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.055068" xlink:href="#mc438927ea3" y="137.386801"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.048906" xlink:href="#mc438927ea3" y="135.124523"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.065988" xlink:href="#mc438927ea3" y="136.943988"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.132033" xlink:href="#mc438927ea3" y="139.558362"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.436812" xlink:href="#mc438927ea3" y="140.207696"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.479421" xlink:href="#mc438927ea3" y="139.459715"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.436556" xlink:href="#mc438927ea3" y="136.527348"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.393851" xlink:href="#mc438927ea3" y="136.011481"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.246834" xlink:href="#mc438927ea3" y="137.962211"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.96538" xlink:href="#mc438927ea3" y="138.774403"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.941497" xlink:href="#mc438927ea3" y="140.064845"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.018685" xlink:href="#mc438927ea3" y="138.836857"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.187127" xlink:href="#mc438927ea3" y="135.992638"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.237287" xlink:href="#mc438927ea3" y="135.216192"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.195205" xlink:href="#mc438927ea3" y="136.864356"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.145683" xlink:href="#mc438927ea3" y="138.99427"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.085018" xlink:href="#mc438927ea3" y="140.530003"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.003599" xlink:href="#mc438927ea3" y="139.022353"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.319201" xlink:href="#mc438927ea3" y="138.0275"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.515613" xlink:href="#mc438927ea3" y="136.540938"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.591987" xlink:href="#mc438927ea3" y="137.392874"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.404069" xlink:href="#mc438927ea3" y="137.848147"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.428462" xlink:href="#mc438927ea3" y="140.400838"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.526979" xlink:href="#mc438927ea3" y="138.705739"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.496072" xlink:href="#mc438927ea3" y="135.449576"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.479405" xlink:href="#mc438927ea3" y="135.122769"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.461014" xlink:href="#mc438927ea3" y="135.868934"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.49272" xlink:href="#mc438927ea3" y="139.95723"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.51408" xlink:href="#mc438927ea3" y="141.455321"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.384129" xlink:href="#mc438927ea3" y="137.929612"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.461413" xlink:href="#mc438927ea3" y="135.562508"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.364604" xlink:href="#mc438927ea3" y="134.903329"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.464223" xlink:href="#mc438927ea3" y="136.447949"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.389701" xlink:href="#mc438927ea3" y="138.302329"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.432725" xlink:href="#mc438927ea3" y="140.365877"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.3757" xlink:href="#mc438927ea3" y="139.076658"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.398242" xlink:href="#mc438927ea3" y="136.18415"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.346932" xlink:href="#mc438927ea3" y="135.728552"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.204401" xlink:href="#mc438927ea3" y="135.868052"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.199659" xlink:href="#mc438927ea3" y="139.569427"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.239123" xlink:href="#mc438927ea3" y="140.735832"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.43025" xlink:href="#mc438927ea3" y="138.604845"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.455155" xlink:href="#mc438927ea3" y="136.331115"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.322969" xlink:href="#mc438927ea3" y="137.211207"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.208775" xlink:href="#mc438927ea3" y="137.131965"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="295.971542" xlink:href="#mc438927ea3" y="138.738436"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.052402" xlink:href="#mc438927ea3" y="140.004928"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.223654" xlink:href="#mc438927ea3" y="137.486338"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.307004" xlink:href="#mc438927ea3" y="135.372881"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.382628" xlink:href="#mc438927ea3" y="136.675079"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.259622" xlink:href="#mc438927ea3" y="137.847098"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.327647" xlink:href="#mc438927ea3" y="140.753632"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.395528" xlink:href="#mc438927ea3" y="141.81595"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.672288" xlink:href="#mc438927ea3" y="139.273898"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.905306" xlink:href="#mc438927ea3" y="136.752127"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.717085" xlink:href="#mc438927ea3" y="134.809023"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.599362" xlink:href="#mc438927ea3" y="136.106356"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.589177" xlink:href="#mc438927ea3" y="138.669409"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.66263" xlink:href="#mc438927ea3" y="140.199847"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.672959" xlink:href="#mc438927ea3" y="137.489666"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.799206" xlink:href="#mc438927ea3" y="133.371843"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.944898" xlink:href="#mc438927ea3" y="133.917412"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="296.968366" xlink:href="#mc438927ea3" y="135.54305"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.029382" xlink:href="#mc438927ea3" y="138.190769"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.225235" xlink:href="#mc438927ea3" y="140.048019"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.299917" xlink:href="#mc438927ea3" y="137.942882"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.478975" xlink:href="#mc438927ea3" y="136.280833"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.532871" xlink:href="#mc438927ea3" y="135.739793"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.259144" xlink:href="#mc438927ea3" y="134.756958"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.121561" xlink:href="#mc438927ea3" y="137.042381"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.007846" xlink:href="#mc438927ea3" y="140.768968"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.160132" xlink:href="#mc438927ea3" y="137.503903"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.406592" xlink:href="#mc438927ea3" y="135.994774"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.560617" xlink:href="#mc438927ea3" y="135.228228"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.55321" xlink:href="#mc438927ea3" y="137.27983"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.508493" xlink:href="#mc438927ea3" y="138.692328"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.560681" xlink:href="#mc438927ea3" y="139.39138"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.668665" xlink:href="#mc438927ea3" y="138.107067"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.603306" xlink:href="#mc438927ea3" y="134.118549"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.554216" xlink:href="#mc438927ea3" y="133.397691"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.507551" xlink:href="#mc438927ea3" y="135.135451"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.340946" xlink:href="#mc438927ea3" y="138.526572"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.416969" xlink:href="#mc438927ea3" y="139.844289"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.473132" xlink:href="#mc438927ea3" y="137.462766"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.53351" xlink:href="#mc438927ea3" y="133.555006"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.774207" xlink:href="#mc438927ea3" y="133.354513"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.80944" xlink:href="#mc438927ea3" y="134.158026"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.897884" xlink:href="#mc438927ea3" y="136.880546"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.099451" xlink:href="#mc438927ea3" y="138.899442"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.236076" xlink:href="#mc438927ea3" y="138.928824"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.109206" xlink:href="#mc438927ea3" y="135.808866"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.038148" xlink:href="#mc438927ea3" y="133.905557"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.187113" xlink:href="#mc438927ea3" y="134.576622"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.238965" xlink:href="#mc438927ea3" y="137.034425"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.206334" xlink:href="#mc438927ea3" y="138.214394"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.292335" xlink:href="#mc438927ea3" y="137.101609"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.276386" xlink:href="#mc438927ea3" y="134.420204"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.399872" xlink:href="#mc438927ea3" y="132.936149"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.364718" xlink:href="#mc438927ea3" y="135.018633"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.347029" xlink:href="#mc438927ea3" y="137.204258"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.471712" xlink:href="#mc438927ea3" y="139.170465"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.3962" xlink:href="#mc438927ea3" y="137.262122"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.329197" xlink:href="#mc438927ea3" y="135.055878"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.169855" xlink:href="#mc438927ea3" y="133.022973"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.874336" xlink:href="#mc438927ea3" y="133.546551"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.735078" xlink:href="#mc438927ea3" y="135.182502"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="297.990765" xlink:href="#mc438927ea3" y="138.478066"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.275348" xlink:href="#mc438927ea3" y="138.284706"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.445482" xlink:href="#mc438927ea3" y="135.226714"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.421743" xlink:href="#mc438927ea3" y="133.638254"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.268931" xlink:href="#mc438927ea3" y="132.859059"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.244058" xlink:href="#mc438927ea3" y="137.276514"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.225316" xlink:href="#mc438927ea3" y="138.369644"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.310662" xlink:href="#mc438927ea3" y="135.73181"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.584182" xlink:href="#mc438927ea3" y="134.152447"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.623119" xlink:href="#mc438927ea3" y="132.621108"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.321518" xlink:href="#mc438927ea3" y="133.446999"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.086217" xlink:href="#mc438927ea3" y="136.371527"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.099994" xlink:href="#mc438927ea3" y="138.657089"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.296006" xlink:href="#mc438927ea3" y="137.93136"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.456897" xlink:href="#mc438927ea3" y="135.482575"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.453417" xlink:href="#mc438927ea3" y="132.782558"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.46994" xlink:href="#mc438927ea3" y="133.406596"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.550896" xlink:href="#mc438927ea3" y="137.000553"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.38429" xlink:href="#mc438927ea3" y="138.597436"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.478225" xlink:href="#mc438927ea3" y="136.979244"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.476278" xlink:href="#mc438927ea3" y="134.384849"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.464209" xlink:href="#mc438927ea3" y="132.501978"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.398371" xlink:href="#mc438927ea3" y="133.613483"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.387244" xlink:href="#mc438927ea3" y="136.601687"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.434291" xlink:href="#mc438927ea3" y="138.842695"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.242493" xlink:href="#mc438927ea3" y="135.895586"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.340053" xlink:href="#mc438927ea3" y="134.34072"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.162479" xlink:href="#mc438927ea3" y="132.336876"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.032385" xlink:href="#mc438927ea3" y="132.837892"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.108615" xlink:href="#mc438927ea3" y="136.681226"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.060019" xlink:href="#mc438927ea3" y="137.968939"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.152055" xlink:href="#mc438927ea3" y="136.576422"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.286013" xlink:href="#mc438927ea3" y="134.685916"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.273944" xlink:href="#mc438927ea3" y="134.316213"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.208234" xlink:href="#mc438927ea3" y="135.023367"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.246245" xlink:href="#mc438927ea3" y="138.052819"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.28828" xlink:href="#mc438927ea3" y="139.756028"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.311779" xlink:href="#mc438927ea3" y="135.984179"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.584836" xlink:href="#mc438927ea3" y="134.739596"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.727272" xlink:href="#mc438927ea3" y="132.917636"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.702367" xlink:href="#mc438927ea3" y="132.965401"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.717326" xlink:href="#mc438927ea3" y="134.999997"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.784616" xlink:href="#mc438927ea3" y="138.521839"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.931889" xlink:href="#mc438927ea3" y="138.108483"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.135021" xlink:href="#mc438927ea3" y="135.108767"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.215035" xlink:href="#mc438927ea3" y="131.494605"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.284369" xlink:href="#mc438927ea3" y="132.159302"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.459819" xlink:href="#mc438927ea3" y="135.351395"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.578835" xlink:href="#mc438927ea3" y="136.986979"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.644816" xlink:href="#mc438927ea3" y="135.61276"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.564419" xlink:href="#mc438927ea3" y="133.472941"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.218228" xlink:href="#mc438927ea3" y="132.844802"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="298.96567" xlink:href="#mc438927ea3" y="132.54001"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.052628" xlink:href="#mc438927ea3" y="136.767436"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.312147" xlink:href="#mc438927ea3" y="139.420574"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.356593" xlink:href="#mc438927ea3" y="137.60745"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.377953" xlink:href="#mc438927ea3" y="133.631541"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.469973" xlink:href="#mc438927ea3" y="132.878132"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.491844" xlink:href="#mc438927ea3" y="133.557901"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.568681" xlink:href="#mc438927ea3" y="137.231106"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.512821" xlink:href="#mc438927ea3" y="137.980729"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.437597" xlink:href="#mc438927ea3" y="136.024012"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.607826" xlink:href="#mc438927ea3" y="135.117413"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.390964" xlink:href="#mc438927ea3" y="130.492325"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.741545" xlink:href="#mc438927ea3" y="132.841203"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.914456" xlink:href="#mc438927ea3" y="136.126118"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="299.898811" xlink:href="#mc438927ea3" y="137.268865"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.017811" xlink:href="#mc438927ea3" y="136.129993"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.220927" xlink:href="#mc438927ea3" y="134.345329"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.063278" xlink:href="#mc438927ea3" y="131.12954"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.103444" xlink:href="#mc438927ea3" y="131.365031"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.486082" xlink:href="#mc438927ea3" y="134.686804"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.694179" xlink:href="#mc438927ea3" y="137.644944"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.691194" xlink:href="#mc438927ea3" y="135.077055"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.709553" xlink:href="#mc438927ea3" y="131.905671"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.81875" xlink:href="#mc438927ea3" y="130.541931"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.932864" xlink:href="#mc438927ea3" y="131.004292"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="300.991965" xlink:href="#mc438927ea3" y="132.974267"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="301.22195" xlink:href="#mc438927ea3" y="136.361494"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="301.246695" xlink:href="#mc438927ea3" y="135.228252"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="301.442962" xlink:href="#mc438927ea3" y="133.739834"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="301.264431" xlink:href="#mc438927ea3" y="131.476121"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="301.293534" xlink:href="#mc438927ea3" y="131.157655"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="301.234865" xlink:href="#mc438927ea3" y="133.897948"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="301.438684" xlink:href="#mc438927ea3" y="136.658003"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="301.669419" xlink:href="#mc438927ea3" y="135.005492"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="301.978635" xlink:href="#mc438927ea3" y="132.982386"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="302.255125" xlink:href="#mc438927ea3" y="131.901701"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="302.417947" xlink:href="#mc438927ea3" y="131.873359"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="302.502511" xlink:href="#mc438927ea3" y="134.129928"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="302.52518" xlink:href="#mc438927ea3" y="136.02821"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="302.486466" xlink:href="#mc438927ea3" y="133.805588"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="302.681297" xlink:href="#mc438927ea3" y="130.703265"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="302.733118" xlink:href="#mc438927ea3" y="129.725862"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="302.809875" xlink:href="#mc438927ea3" y="131.167691"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="302.969249" xlink:href="#mc438927ea3" y="134.64365"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.080027" xlink:href="#mc438927ea3" y="137.349265"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.091537" xlink:href="#mc438927ea3" y="133.604312"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.016041" xlink:href="#mc438927ea3" y="129.242235"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.086061" xlink:href="#mc438927ea3" y="127.983245"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.203911" xlink:href="#mc438927ea3" y="129.974218"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.377573" xlink:href="#mc438927ea3" y="133.987637"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.447753" xlink:href="#mc438927ea3" y="134.726739"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.639184" xlink:href="#mc438927ea3" y="133.07102"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.618749" xlink:href="#mc438927ea3" y="129.452098"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.571239" xlink:href="#mc438927ea3" y="128.596153"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.639327" xlink:href="#mc438927ea3" y="130.356381"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.770923" xlink:href="#mc438927ea3" y="132.553243"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.88732" xlink:href="#mc438927ea3" y="135.058462"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.867301" xlink:href="#mc438927ea3" y="132.120036"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="303.993963" xlink:href="#mc438927ea3" y="128.418642"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="304.180748" xlink:href="#mc438927ea3" y="128.149307"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="304.143582" xlink:href="#mc438927ea3" y="129.236278"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="304.313477" xlink:href="#mc438927ea3" y="130.896892"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="304.694118" xlink:href="#mc438927ea3" y="132.209621"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="305.228099" xlink:href="#mc438927ea3" y="131.897213"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="305.54707" xlink:href="#mc438927ea3" y="129.179834"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="305.622359" xlink:href="#mc438927ea3" y="127.658079"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="305.897603" xlink:href="#mc438927ea3" y="127.86289"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="306.071041" xlink:href="#mc438927ea3" y="130.093026"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="306.419754" xlink:href="#mc438927ea3" y="131.263448"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="306.954645" xlink:href="#mc438927ea3" y="130.536875"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="307.305417" xlink:href="#mc438927ea3" y="127.105272"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="307.846486" xlink:href="#mc438927ea3" y="125.673783"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="308.807677" xlink:href="#mc438927ea3" y="127.531109"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="309.754293" xlink:href="#mc438927ea3" y="129.89772"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="310.676914" xlink:href="#mc438927ea3" y="131.633904"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="311.518052" xlink:href="#mc438927ea3" y="128.544314"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="311.991814" xlink:href="#mc438927ea3" y="125.040751"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="312.6693" xlink:href="#mc438927ea3" y="123.441502"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="313.782952" xlink:href="#mc438927ea3" y="123.950009"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="315.672655" xlink:href="#mc438927ea3" y="125.456807"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="318.894037" xlink:href="#mc438927ea3" y="125.76402"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="322.336592" xlink:href="#mc438927ea3" y="121.355476"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="325.55261" xlink:href="#mc438927ea3" y="115.926595"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="328.698001" xlink:href="#mc438927ea3" y="112.749418"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="331.959678" xlink:href="#mc438927ea3" y="111.518397"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="335.366249" xlink:href="#mc438927ea3" y="109.683024"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="338.828695" xlink:href="#mc438927ea3" y="108.036297"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="342.086285" xlink:href="#mc438927ea3" y="104.236559"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="345.036654" xlink:href="#mc438927ea3" y="99.337845"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="347.843278" xlink:href="#mc438927ea3" y="96.638114"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="350.680842" xlink:href="#mc438927ea3" y="95.106335"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="353.651677" xlink:href="#mc438927ea3" y="95.20074"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="356.655367" xlink:href="#mc438927ea3" y="96.632083"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="359.489514" xlink:href="#mc438927ea3" y="95.177978"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="362.076914" xlink:href="#mc438927ea3" y="92.240739"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="364.501636" xlink:href="#mc438927ea3" y="89.4112"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="366.870928" xlink:href="#mc438927ea3" y="85.504279"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="369.29913" xlink:href="#mc438927ea3" y="83.758327"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="371.754918" xlink:href="#mc438927ea3" y="83.858372"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="374.042185" xlink:href="#mc438927ea3" y="81.495236"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="376.061536" xlink:href="#mc438927ea3" y="77.906319"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="377.912269" xlink:href="#mc438927ea3" y="71.448514"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="379.674591" xlink:href="#mc438927ea3" y="67.767762"/>
-     <use style="fill:#2ca02c;stroke:#2ca02c;" x="381.428835" xlink:href="#mc438927ea3" y="62.297489"/>
-    </g>
-   </g>
-   <g id="line2d_34">
-    <defs>
-     <path d="M 0 0.5 
-C 0.132602 0.5 0.25979 0.447317 0.353553 0.353553 
-C 0.447317 0.25979 0.5 0.132602 0.5 0 
-C 0.5 -0.132602 0.447317 -0.25979 0.353553 -0.353553 
-C 0.25979 -0.447317 0.132602 -0.5 0 -0.5 
-C -0.132602 -0.5 -0.25979 -0.447317 -0.353553 -0.353553 
-C -0.447317 -0.25979 -0.5 -0.132602 -0.5 0 
-C -0.5 0.132602 -0.447317 0.25979 -0.353553 0.353553 
-C -0.25979 0.447317 -0.132602 0.5 0 0.5 
-z
-" id="mc4cd40a9a4" style="stroke:#d62728;"/>
-    </defs>
-    <g clip-path="url(#paa9c09d1e6)">
-     <use style="fill:#d62728;stroke:#d62728;" x="283.677418" xlink:href="#mc4cd40a9a4" y="150.063844"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="283.684778" xlink:href="#mc4cd40a9a4" y="148.703534"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="283.665014" xlink:href="#mc4cd40a9a4" y="145.554686"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="283.602848" xlink:href="#mc4cd40a9a4" y="144.825498"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="283.334133" xlink:href="#mc4cd40a9a4" y="146.158232"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="283.148035" xlink:href="#mc4cd40a9a4" y="150.432248"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="283.015003" xlink:href="#mc4cd40a9a4" y="151.969972"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="282.991184" xlink:href="#mc4cd40a9a4" y="148.339046"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="282.962719" xlink:href="#mc4cd40a9a4" y="145.822228"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="282.803569" xlink:href="#mc4cd40a9a4" y="144.18542"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="282.527463" xlink:href="#mc4cd40a9a4" y="146.490368"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="282.176579" xlink:href="#mc4cd40a9a4" y="151.591311"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="282.005982" xlink:href="#mc4cd40a9a4" y="153.389747"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="282.026624" xlink:href="#mc4cd40a9a4" y="151.611259"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="281.917315" xlink:href="#mc4cd40a9a4" y="146.48724"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="281.846752" xlink:href="#mc4cd40a9a4" y="145.94788"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="281.479473" xlink:href="#mc4cd40a9a4" y="147.752476"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="281.116216" xlink:href="#mc4cd40a9a4" y="151.221935"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="280.95159" xlink:href="#mc4cd40a9a4" y="153.976332"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="280.996658" xlink:href="#mc4cd40a9a4" y="151.103531"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="281.121884" xlink:href="#mc4cd40a9a4" y="149.048515"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="281.04685" xlink:href="#mc4cd40a9a4" y="147.063452"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="280.91583" xlink:href="#mc4cd40a9a4" y="149.835351"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="280.621795" xlink:href="#mc4cd40a9a4" y="156.002149"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="280.366331" xlink:href="#mc4cd40a9a4" y="155.100543"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="280.426134" xlink:href="#mc4cd40a9a4" y="152.420283"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="280.346136" xlink:href="#mc4cd40a9a4" y="148.347494"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="280.165865" xlink:href="#mc4cd40a9a4" y="146.950123"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.998254" xlink:href="#mc4cd40a9a4" y="149.211408"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.760239" xlink:href="#mc4cd40a9a4" y="154.692771"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.589147" xlink:href="#mc4cd40a9a4" y="155.294509"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.761835" xlink:href="#mc4cd40a9a4" y="152.277467"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.807111" xlink:href="#mc4cd40a9a4" y="149.364011"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.712345" xlink:href="#mc4cd40a9a4" y="147.540311"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.588221" xlink:href="#mc4cd40a9a4" y="151.738881"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.107753" xlink:href="#mc4cd40a9a4" y="155.062009"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.001047" xlink:href="#mc4cd40a9a4" y="156.019201"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.026877" xlink:href="#mc4cd40a9a4" y="151.636447"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="279.054624" xlink:href="#mc4cd40a9a4" y="149.506312"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="278.878679" xlink:href="#mc4cd40a9a4" y="147.471732"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="278.567818" xlink:href="#mc4cd40a9a4" y="148.980752"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="278.222984" xlink:href="#mc4cd40a9a4" y="153.637966"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.971847" xlink:href="#mc4cd40a9a4" y="154.750961"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="278.138883" xlink:href="#mc4cd40a9a4" y="153.79876"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="278.286539" xlink:href="#mc4cd40a9a4" y="150.675257"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="278.283985" xlink:href="#mc4cd40a9a4" y="148.341379"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="278.081491" xlink:href="#mc4cd40a9a4" y="150.264426"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.82475" xlink:href="#mc4cd40a9a4" y="153.94452"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.705814" xlink:href="#mc4cd40a9a4" y="157.02362"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.686066" xlink:href="#mc4cd40a9a4" y="152.133397"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.873952" xlink:href="#mc4cd40a9a4" y="150.334702"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.889198" xlink:href="#mc4cd40a9a4" y="149.309728"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.651918" xlink:href="#mc4cd40a9a4" y="151.451121"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.250299" xlink:href="#mc4cd40a9a4" y="154.716187"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.25809" xlink:href="#mc4cd40a9a4" y="157.870071"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.340355" xlink:href="#mc4cd40a9a4" y="155.072189"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.388983" xlink:href="#mc4cd40a9a4" y="152.373168"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.209541" xlink:href="#mc4cd40a9a4" y="150.402749"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.9725" xlink:href="#mc4cd40a9a4" y="152.723428"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.627619" xlink:href="#mc4cd40a9a4" y="155.177467"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.471167" xlink:href="#mc4cd40a9a4" y="158.185302"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.675656" xlink:href="#mc4cd40a9a4" y="156.206295"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.93658" xlink:href="#mc4cd40a9a4" y="150.737682"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="277.005068" xlink:href="#mc4cd40a9a4" y="149.888504"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.729297" xlink:href="#mc4cd40a9a4" y="152.360232"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.35105" xlink:href="#mc4cd40a9a4" y="154.69502"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.248989" xlink:href="#mc4cd40a9a4" y="155.724126"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.359687" xlink:href="#mc4cd40a9a4" y="154.437249"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.538617" xlink:href="#mc4cd40a9a4" y="151.800652"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.424183" xlink:href="#mc4cd40a9a4" y="150.913064"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="276.034107" xlink:href="#mc4cd40a9a4" y="152.903659"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.528766" xlink:href="#mc4cd40a9a4" y="157.354773"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.294455" xlink:href="#mc4cd40a9a4" y="157.668346"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.526978" xlink:href="#mc4cd40a9a4" y="156.203748"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.795102" xlink:href="#mc4cd40a9a4" y="152.505216"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.617337" xlink:href="#mc4cd40a9a4" y="149.705935"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.266437" xlink:href="#mc4cd40a9a4" y="151.984324"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.928357" xlink:href="#mc4cd40a9a4" y="156.156665"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.979236" xlink:href="#mc4cd40a9a4" y="158.302092"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.278826" xlink:href="#mc4cd40a9a4" y="156.75504"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.488408" xlink:href="#mc4cd40a9a4" y="152.84769"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.419473" xlink:href="#mc4cd40a9a4" y="151.038743"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="275.109762" xlink:href="#mc4cd40a9a4" y="153.723195"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.568389" xlink:href="#mc4cd40a9a4" y="155.542854"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.355471" xlink:href="#mc4cd40a9a4" y="157.683482"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.487098" xlink:href="#mc4cd40a9a4" y="154.839993"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.717131" xlink:href="#mc4cd40a9a4" y="152.460645"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.714736" xlink:href="#mc4cd40a9a4" y="151.618978"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.42043" xlink:href="#mc4cd40a9a4" y="153.345266"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.136964" xlink:href="#mc4cd40a9a4" y="157.081194"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.980528" xlink:href="#mc4cd40a9a4" y="157.080862"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.98602" xlink:href="#mc4cd40a9a4" y="154.235519"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="274.087778" xlink:href="#mc4cd40a9a4" y="152.282778"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.855095" xlink:href="#mc4cd40a9a4" y="150.365605"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.531079" xlink:href="#mc4cd40a9a4" y="152.101704"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.112027" xlink:href="#mc4cd40a9a4" y="156.58231"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.094099" xlink:href="#mc4cd40a9a4" y="158.764678"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.473687" xlink:href="#mc4cd40a9a4" y="156.654672"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.722829" xlink:href="#mc4cd40a9a4" y="151.812002"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.701373" xlink:href="#mc4cd40a9a4" y="151.258689"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.39602" xlink:href="#mc4cd40a9a4" y="154.128265"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="272.962232" xlink:href="#mc4cd40a9a4" y="158.693654"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="272.731912" xlink:href="#mc4cd40a9a4" y="159.956461"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="272.858574" xlink:href="#mc4cd40a9a4" y="157.027255"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="273.034982" xlink:href="#mc4cd40a9a4" y="155.184637"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="272.819046" xlink:href="#mc4cd40a9a4" y="154.055136"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="272.314632" xlink:href="#mc4cd40a9a4" y="155.12277"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.85859" xlink:href="#mc4cd40a9a4" y="158.794497"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.855365" xlink:href="#mc4cd40a9a4" y="160.521259"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="272.084567" xlink:href="#mc4cd40a9a4" y="157.865967"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="272.169435" xlink:href="#mc4cd40a9a4" y="153.267754"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="272.064596" xlink:href="#mc4cd40a9a4" y="152.673907"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.713424" xlink:href="#mc4cd40a9a4" y="154.207894"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.357799" xlink:href="#mc4cd40a9a4" y="157.023731"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.333485" xlink:href="#mc4cd40a9a4" y="159.486594"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.501783" xlink:href="#mc4cd40a9a4" y="156.618317"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.715723" xlink:href="#mc4cd40a9a4" y="155.705327"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.526975" xlink:href="#mc4cd40a9a4" y="153.37158"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.3233" xlink:href="#mc4cd40a9a4" y="155.297448"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.963172" xlink:href="#mc4cd40a9a4" y="158.389876"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.95179" xlink:href="#mc4cd40a9a4" y="160.355143"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.332974" xlink:href="#mc4cd40a9a4" y="159.83246"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.578508" xlink:href="#mc4cd40a9a4" y="153.615531"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.632835" xlink:href="#mc4cd40a9a4" y="150.75073"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.553859" xlink:href="#mc4cd40a9a4" y="154.536347"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.174973" xlink:href="#mc4cd40a9a4" y="158.821306"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.845833" xlink:href="#mc4cd40a9a4" y="159.155831"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.898069" xlink:href="#mc4cd40a9a4" y="156.285529"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.123839" xlink:href="#mc4cd40a9a4" y="155.384792"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="271.106789" xlink:href="#mc4cd40a9a4" y="153.326374"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.900384" xlink:href="#mc4cd40a9a4" y="155.277212"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.656781" xlink:href="#mc4cd40a9a4" y="157.985685"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.622474" xlink:href="#mc4cd40a9a4" y="160.29223"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.753638" xlink:href="#mc4cd40a9a4" y="158.826358"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.872286" xlink:href="#mc4cd40a9a4" y="155.200144"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.902491" xlink:href="#mc4cd40a9a4" y="154.329176"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.678142" xlink:href="#mc4cd40a9a4" y="156.867656"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.22459" xlink:href="#mc4cd40a9a4" y="159.189478"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.916731" xlink:href="#mc4cd40a9a4" y="159.293367"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.892305" xlink:href="#mc4cd40a9a4" y="157.724734"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.100945" xlink:href="#mc4cd40a9a4" y="155.719836"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="270.188431" xlink:href="#mc4cd40a9a4" y="155.549416"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.886111" xlink:href="#mc4cd40a9a4" y="157.637369"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.568625" xlink:href="#mc4cd40a9a4" y="160.605091"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.538053" xlink:href="#mc4cd40a9a4" y="163.582497"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.726178" xlink:href="#mc4cd40a9a4" y="158.590953"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.924042" xlink:href="#mc4cd40a9a4" y="153.913223"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.892401" xlink:href="#mc4cd40a9a4" y="154.650981"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.521896" xlink:href="#mc4cd40a9a4" y="156.777981"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.0451" xlink:href="#mc4cd40a9a4" y="159.095346"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.963777" xlink:href="#mc4cd40a9a4" y="161.632998"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.320839" xlink:href="#mc4cd40a9a4" y="159.993203"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.578698" xlink:href="#mc4cd40a9a4" y="157.370916"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.578906" xlink:href="#mc4cd40a9a4" y="155.536747"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.324384" xlink:href="#mc4cd40a9a4" y="157.809858"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.923706" xlink:href="#mc4cd40a9a4" y="161.020543"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.727503" xlink:href="#mc4cd40a9a4" y="164.320261"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.854133" xlink:href="#mc4cd40a9a4" y="161.578422"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.056339" xlink:href="#mc4cd40a9a4" y="156.107182"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.184439" xlink:href="#mc4cd40a9a4" y="154.608439"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="269.07208" xlink:href="#mc4cd40a9a4" y="158.401664"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.684494" xlink:href="#mc4cd40a9a4" y="161.376385"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.566756" xlink:href="#mc4cd40a9a4" y="161.217203"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.731941" xlink:href="#mc4cd40a9a4" y="158.685097"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.802536" xlink:href="#mc4cd40a9a4" y="155.321417"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.767142" xlink:href="#mc4cd40a9a4" y="155.058819"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.531123" xlink:href="#mc4cd40a9a4" y="157.212596"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.308322" xlink:href="#mc4cd40a9a4" y="161.892021"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.420984" xlink:href="#mc4cd40a9a4" y="165.180427"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.695925" xlink:href="#mc4cd40a9a4" y="162.396716"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.983924" xlink:href="#mc4cd40a9a4" y="158.18542"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.933285" xlink:href="#mc4cd40a9a4" y="157.500491"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.595763" xlink:href="#mc4cd40a9a4" y="159.515982"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.091461" xlink:href="#mc4cd40a9a4" y="162.385472"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.009323" xlink:href="#mc4cd40a9a4" y="163.421429"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.119893" xlink:href="#mc4cd40a9a4" y="161.342885"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.239116" xlink:href="#mc4cd40a9a4" y="157.790797"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="268.058701" xlink:href="#mc4cd40a9a4" y="155.802925"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.738757" xlink:href="#mc4cd40a9a4" y="158.71886"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.398601" xlink:href="#mc4cd40a9a4" y="162.972368"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.4532" xlink:href="#mc4cd40a9a4" y="163.770456"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.754083" xlink:href="#mc4cd40a9a4" y="162.107736"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.920385" xlink:href="#mc4cd40a9a4" y="157.895803"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.781478" xlink:href="#mc4cd40a9a4" y="156.673374"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.363048" xlink:href="#mc4cd40a9a4" y="158.88284"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.971566" xlink:href="#mc4cd40a9a4" y="161.855238"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.014623" xlink:href="#mc4cd40a9a4" y="164.789963"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.258225" xlink:href="#mc4cd40a9a4" y="161.821174"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.407477" xlink:href="#mc4cd40a9a4" y="157.9151"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.384169" xlink:href="#mc4cd40a9a4" y="157.344098"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.040214" xlink:href="#mc4cd40a9a4" y="160.827224"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.631171" xlink:href="#mc4cd40a9a4" y="163.803059"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.640814" xlink:href="#mc4cd40a9a4" y="163.515686"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.915371" xlink:href="#mc4cd40a9a4" y="162.586231"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.19036" xlink:href="#mc4cd40a9a4" y="159.390351"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="267.165902" xlink:href="#mc4cd40a9a4" y="157.988206"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.79883" xlink:href="#mc4cd40a9a4" y="160.602147"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.290744" xlink:href="#mc4cd40a9a4" y="164.372257"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.195707" xlink:href="#mc4cd40a9a4" y="165.170124"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.315952" xlink:href="#mc4cd40a9a4" y="162.980201"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.496734" xlink:href="#mc4cd40a9a4" y="159.536175"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.473426" xlink:href="#mc4cd40a9a4" y="157.326749"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.261752" xlink:href="#mc4cd40a9a4" y="158.577073"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.944569" xlink:href="#mc4cd40a9a4" y="163.648217"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.930377" xlink:href="#mc4cd40a9a4" y="165.439627"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.154646" xlink:href="#mc4cd40a9a4" y="162.533036"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.399303" xlink:href="#mc4cd40a9a4" y="159.348612"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="266.388862" xlink:href="#mc4cd40a9a4" y="158.193414"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.949263" xlink:href="#mc4cd40a9a4" y="159.412284"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.38942" xlink:href="#mc4cd40a9a4" y="162.644773"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.356293" xlink:href="#mc4cd40a9a4" y="165.913092"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.521175" xlink:href="#mc4cd40a9a4" y="162.183036"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.700217" xlink:href="#mc4cd40a9a4" y="158.020734"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.593143" xlink:href="#mc4cd40a9a4" y="157.589938"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.283415" xlink:href="#mc4cd40a9a4" y="159.801247"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="264.817411" xlink:href="#mc4cd40a9a4" y="163.863145"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="264.677929" xlink:href="#mc4cd40a9a4" y="164.085454"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="264.944281" xlink:href="#mc4cd40a9a4" y="162.53936"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.181067" xlink:href="#mc4cd40a9a4" y="159.412664"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="265.073674" xlink:href="#mc4cd40a9a4" y="157.952877"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="264.67231" xlink:href="#mc4cd40a9a4" y="159.544809"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="264.283047" xlink:href="#mc4cd40a9a4" y="164.094053"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="264.208445" xlink:href="#mc4cd40a9a4" y="165.692595"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="264.559856" xlink:href="#mc4cd40a9a4" y="162.5021"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="264.674274" xlink:href="#mc4cd40a9a4" y="158.706266"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="264.485637" xlink:href="#mc4cd40a9a4" y="158.397916"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.988821" xlink:href="#mc4cd40a9a4" y="159.750157"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.547499" xlink:href="#mc4cd40a9a4" y="163.146339"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.515857" xlink:href="#mc4cd40a9a4" y="166.295348"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.790957" xlink:href="#mc4cd40a9a4" y="162.742406"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.936139" xlink:href="#mc4cd40a9a4" y="161.111527"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.725615" xlink:href="#mc4cd40a9a4" y="158.95883"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.26986" xlink:href="#mc4cd40a9a4" y="161.14505"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.751189" xlink:href="#mc4cd40a9a4" y="165.158602"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.774082" xlink:href="#mc4cd40a9a4" y="167.046463"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.104005" xlink:href="#mc4cd40a9a4" y="164.948381"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.371139" xlink:href="#mc4cd40a9a4" y="160.599383"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.309149" xlink:href="#mc4cd40a9a4" y="159.415314"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.024629" xlink:href="#mc4cd40a9a4" y="161.342704"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.495453" xlink:href="#mc4cd40a9a4" y="164.426845"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.443074" xlink:href="#mc4cd40a9a4" y="167.002676"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.771496" xlink:href="#mc4cd40a9a4" y="164.736358"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.172237" xlink:href="#mc4cd40a9a4" y="160.483728"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="263.179756" xlink:href="#mc4cd40a9a4" y="159.739143"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.795586" xlink:href="#mc4cd40a9a4" y="161.35532"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.327555" xlink:href="#mc4cd40a9a4" y="165.179497"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.340518" xlink:href="#mc4cd40a9a4" y="167.608331"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.678487" xlink:href="#mc4cd40a9a4" y="163.9071"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.974277" xlink:href="#mc4cd40a9a4" y="160.954564"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.944934" xlink:href="#mc4cd40a9a4" y="158.337302"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.698825" xlink:href="#mc4cd40a9a4" y="161.079353"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.260312" xlink:href="#mc4cd40a9a4" y="164.858554"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.59721" xlink:href="#mc4cd40a9a4" y="167.432518"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.940527" xlink:href="#mc4cd40a9a4" y="165.801055"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.212706" xlink:href="#mc4cd40a9a4" y="160.73961"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.277522" xlink:href="#mc4cd40a9a4" y="159.529568"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.101561" xlink:href="#mc4cd40a9a4" y="161.490397"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.712921" xlink:href="#mc4cd40a9a4" y="164.756576"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.558512" xlink:href="#mc4cd40a9a4" y="166.34577"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.724224" xlink:href="#mc4cd40a9a4" y="164.36975"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.97359" xlink:href="#mc4cd40a9a4" y="159.585695"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="262.167862" xlink:href="#mc4cd40a9a4" y="159.438128"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.937334" xlink:href="#mc4cd40a9a4" y="160.744358"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.609934" xlink:href="#mc4cd40a9a4" y="164.372707"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.463013" xlink:href="#mc4cd40a9a4" y="167.025179"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.45278" xlink:href="#mc4cd40a9a4" y="163.951578"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.412054" xlink:href="#mc4cd40a9a4" y="159.955113"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="261.20426" xlink:href="#mc4cd40a9a4" y="158.792026"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.881585" xlink:href="#mc4cd40a9a4" y="163.677717"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.646125" xlink:href="#mc4cd40a9a4" y="167.853156"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.778902" xlink:href="#mc4cd40a9a4" y="169.059551"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.917027" xlink:href="#mc4cd40a9a4" y="163.687454"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.968496" xlink:href="#mc4cd40a9a4" y="159.510232"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.79493" xlink:href="#mc4cd40a9a4" y="158.370131"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.38667" xlink:href="#mc4cd40a9a4" y="161.285998"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.962573" xlink:href="#mc4cd40a9a4" y="165.025992"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.832526" xlink:href="#mc4cd40a9a4" y="166.440387"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.225253" xlink:href="#mc4cd40a9a4" y="166.392866"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.557921" xlink:href="#mc4cd40a9a4" y="162.5692"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.605814" xlink:href="#mc4cd40a9a4" y="162.451345"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="260.245943" xlink:href="#mc4cd40a9a4" y="162.883008"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.835144" xlink:href="#mc4cd40a9a4" y="166.49515"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.658177" xlink:href="#mc4cd40a9a4" y="167.607915"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.664451" xlink:href="#mc4cd40a9a4" y="164.665514"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.759009" xlink:href="#mc4cd40a9a4" y="161.230526"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.650498" xlink:href="#mc4cd40a9a4" y="160.704968"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.311364" xlink:href="#mc4cd40a9a4" y="162.789726"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.894675" xlink:href="#mc4cd40a9a4" y="165.728173"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.8706" xlink:href="#mc4cd40a9a4" y="168.910721"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.970299" xlink:href="#mc4cd40a9a4" y="165.745567"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.187544" xlink:href="#mc4cd40a9a4" y="162.412469"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="259.147824" xlink:href="#mc4cd40a9a4" y="162.766519"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.758114" xlink:href="#mc4cd40a9a4" y="164.160645"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.38049" xlink:href="#mc4cd40a9a4" y="169.327156"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.460328" xlink:href="#mc4cd40a9a4" y="171.855864"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.694033" xlink:href="#mc4cd40a9a4" y="167.109493"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.92389" xlink:href="#mc4cd40a9a4" y="163.908323"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.750052" xlink:href="#mc4cd40a9a4" y="162.323421"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.39291" xlink:href="#mc4cd40a9a4" y="164.974347"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.93144" xlink:href="#mc4cd40a9a4" y="168.565478"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.844609" xlink:href="#mc4cd40a9a4" y="169.316612"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.138915" xlink:href="#mc4cd40a9a4" y="167.313351"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.228013" xlink:href="#mc4cd40a9a4" y="161.873354"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="258.135099" xlink:href="#mc4cd40a9a4" y="161.435373"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.645069" xlink:href="#mc4cd40a9a4" y="165.219008"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.212973" xlink:href="#mc4cd40a9a4" y="168.886372"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.218928" xlink:href="#mc4cd40a9a4" y="171.923886"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.218928" xlink:href="#mc4cd40a9a4" y="171.923886"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.392159" xlink:href="#mc4cd40a9a4" y="167.806664"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.392159" xlink:href="#mc4cd40a9a4" y="167.806664"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.61464" xlink:href="#mc4cd40a9a4" y="164.696784"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.61464" xlink:href="#mc4cd40a9a4" y="164.696784"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.481896" xlink:href="#mc4cd40a9a4" y="163.662218"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.481896" xlink:href="#mc4cd40a9a4" y="163.662218"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.218306" xlink:href="#mc4cd40a9a4" y="167.683044"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.218306" xlink:href="#mc4cd40a9a4" y="167.683044"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.735267" xlink:href="#mc4cd40a9a4" y="172.369134"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.735267" xlink:href="#mc4cd40a9a4" y="172.369134"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.626278" xlink:href="#mc4cd40a9a4" y="170.863025"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.626278" xlink:href="#mc4cd40a9a4" y="170.863025"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.806788" xlink:href="#mc4cd40a9a4" y="168.162359"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.806788" xlink:href="#mc4cd40a9a4" y="168.162359"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.006664" xlink:href="#mc4cd40a9a4" y="164.065073"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="257.006664" xlink:href="#mc4cd40a9a4" y="164.065073"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.888543" xlink:href="#mc4cd40a9a4" y="162.852707"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.888543" xlink:href="#mc4cd40a9a4" y="162.852707"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.39425" xlink:href="#mc4cd40a9a4" y="164.910759"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.39425" xlink:href="#mc4cd40a9a4" y="164.910759"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.94255" xlink:href="#mc4cd40a9a4" y="169.667174"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.94255" xlink:href="#mc4cd40a9a4" y="169.667174"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.821459" xlink:href="#mc4cd40a9a4" y="172.551494"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.821459" xlink:href="#mc4cd40a9a4" y="172.551494"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.014518" xlink:href="#mc4cd40a9a4" y="169.000562"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.014518" xlink:href="#mc4cd40a9a4" y="169.000562"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.331174" xlink:href="#mc4cd40a9a4" y="165.512553"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.331174" xlink:href="#mc4cd40a9a4" y="165.512553"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.264634" xlink:href="#mc4cd40a9a4" y="164.713827"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="256.264634" xlink:href="#mc4cd40a9a4" y="164.713827"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.837663" xlink:href="#mc4cd40a9a4" y="166.393521"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.837663" xlink:href="#mc4cd40a9a4" y="166.393521"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.286967" xlink:href="#mc4cd40a9a4" y="169.025542"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.286967" xlink:href="#mc4cd40a9a4" y="169.025542"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.176637" xlink:href="#mc4cd40a9a4" y="171.934646"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.176637" xlink:href="#mc4cd40a9a4" y="171.934646"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.434431" xlink:href="#mc4cd40a9a4" y="170.719719"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.434431" xlink:href="#mc4cd40a9a4" y="170.719719"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.553112" xlink:href="#mc4cd40a9a4" y="166.039379"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.553112" xlink:href="#mc4cd40a9a4" y="166.039379"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.346419" xlink:href="#mc4cd40a9a4" y="164.255293"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="255.346419" xlink:href="#mc4cd40a9a4" y="164.255293"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.949398" xlink:href="#mc4cd40a9a4" y="166.306021"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.949398" xlink:href="#mc4cd40a9a4" y="166.306021"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.358168" xlink:href="#mc4cd40a9a4" y="170.853647"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.358168" xlink:href="#mc4cd40a9a4" y="170.853647"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.28612" xlink:href="#mc4cd40a9a4" y="172.412506"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.28612" xlink:href="#mc4cd40a9a4" y="172.412506"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.690597" xlink:href="#mc4cd40a9a4" y="170.778538"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.690597" xlink:href="#mc4cd40a9a4" y="170.778538"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.984775" xlink:href="#mc4cd40a9a4" y="167.159705"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.984775" xlink:href="#mc4cd40a9a4" y="167.159705"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.915904" xlink:href="#mc4cd40a9a4" y="167.418818"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.915904" xlink:href="#mc4cd40a9a4" y="167.418818"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.380327" xlink:href="#mc4cd40a9a4" y="168.929288"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="254.380327" xlink:href="#mc4cd40a9a4" y="168.929288"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.904648" xlink:href="#mc4cd40a9a4" y="173.01645"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.904648" xlink:href="#mc4cd40a9a4" y="173.01645"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.663425" xlink:href="#mc4cd40a9a4" y="172.038883"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.663425" xlink:href="#mc4cd40a9a4" y="172.038883"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.653016" xlink:href="#mc4cd40a9a4" y="168.66284"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.653016" xlink:href="#mc4cd40a9a4" y="168.66284"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.802907" xlink:href="#mc4cd40a9a4" y="165.905544"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.802907" xlink:href="#mc4cd40a9a4" y="165.905544"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.708716" xlink:href="#mc4cd40a9a4" y="166.64293"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.708716" xlink:href="#mc4cd40a9a4" y="166.64293"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.264009" xlink:href="#mc4cd40a9a4" y="168.433866"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.264009" xlink:href="#mc4cd40a9a4" y="168.433866"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.866732" xlink:href="#mc4cd40a9a4" y="171.553128"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.866732" xlink:href="#mc4cd40a9a4" y="171.553128"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.049334" xlink:href="#mc4cd40a9a4" y="174.431569"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.049334" xlink:href="#mc4cd40a9a4" y="174.431569"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.321944" xlink:href="#mc4cd40a9a4" y="170.163752"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.321944" xlink:href="#mc4cd40a9a4" y="170.163752"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.480024" xlink:href="#mc4cd40a9a4" y="166.520539"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.480024" xlink:href="#mc4cd40a9a4" y="166.520539"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.273539" xlink:href="#mc4cd40a9a4" y="167.412454"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="253.273539" xlink:href="#mc4cd40a9a4" y="167.412454"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.70723" xlink:href="#mc4cd40a9a4" y="168.526666"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.70723" xlink:href="#mc4cd40a9a4" y="168.526666"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.126362" xlink:href="#mc4cd40a9a4" y="171.602061"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.126362" xlink:href="#mc4cd40a9a4" y="171.602061"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.877347" xlink:href="#mc4cd40a9a4" y="175.25657"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.877347" xlink:href="#mc4cd40a9a4" y="175.25657"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.152895" xlink:href="#mc4cd40a9a4" y="172.727971"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.152895" xlink:href="#mc4cd40a9a4" y="172.727971"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.300886" xlink:href="#mc4cd40a9a4" y="167.898319"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.300886" xlink:href="#mc4cd40a9a4" y="167.898319"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.214039" xlink:href="#mc4cd40a9a4" y="167.529302"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="252.214039" xlink:href="#mc4cd40a9a4" y="167.529302"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.818199" xlink:href="#mc4cd40a9a4" y="170.689769"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.818199" xlink:href="#mc4cd40a9a4" y="170.689769"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.450488" xlink:href="#mc4cd40a9a4" y="173.299056"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.450488" xlink:href="#mc4cd40a9a4" y="173.299056"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.460801" xlink:href="#mc4cd40a9a4" y="174.931284"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.695208" xlink:href="#mc4cd40a9a4" y="172.33963"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.920803" xlink:href="#mc4cd40a9a4" y="166.894318"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.83501" xlink:href="#mc4cd40a9a4" y="167.128135"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="251.26423" xlink:href="#mc4cd40a9a4" y="170.157635"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="250.526718" xlink:href="#mc4cd40a9a4" y="172.230131"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="250.317072" xlink:href="#mc4cd40a9a4" y="174.173"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="250.325757" xlink:href="#mc4cd40a9a4" y="171.916694"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="250.543321" xlink:href="#mc4cd40a9a4" y="169.685727"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="250.460641" xlink:href="#mc4cd40a9a4" y="169.361236"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.976022" xlink:href="#mc4cd40a9a4" y="171.718162"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.457926" xlink:href="#mc4cd40a9a4" y="174.134502"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.52932" xlink:href="#mc4cd40a9a4" y="176.291252"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.718659" xlink:href="#mc4cd40a9a4" y="174.820116"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.961271" xlink:href="#mc4cd40a9a4" y="170.187061"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.883875" xlink:href="#mc4cd40a9a4" y="168.811779"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.580661" xlink:href="#mc4cd40a9a4" y="173.058335"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.034388" xlink:href="#mc4cd40a9a4" y="175.375923"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="248.96076" xlink:href="#mc4cd40a9a4" y="178.45978"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.111145" xlink:href="#mc4cd40a9a4" y="174.288062"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.251665" xlink:href="#mc4cd40a9a4" y="170.634168"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="249.195374" xlink:href="#mc4cd40a9a4" y="169.759313"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="248.714954" xlink:href="#mc4cd40a9a4" y="172.625795"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="248.210683" xlink:href="#mc4cd40a9a4" y="176.132206"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="247.950813" xlink:href="#mc4cd40a9a4" y="177.321826"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="248.038937" xlink:href="#mc4cd40a9a4" y="174.229336"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="248.246683" xlink:href="#mc4cd40a9a4" y="170.094121"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="248.13482" xlink:href="#mc4cd40a9a4" y="171.749215"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="247.542377" xlink:href="#mc4cd40a9a4" y="174.454273"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="247.159692" xlink:href="#mc4cd40a9a4" y="178.486364"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="247.12176" xlink:href="#mc4cd40a9a4" y="180.747182"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="247.346237" xlink:href="#mc4cd40a9a4" y="177.157608"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="247.484713" xlink:href="#mc4cd40a9a4" y="171.448515"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="247.348057" xlink:href="#mc4cd40a9a4" y="170.825937"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="246.764602" xlink:href="#mc4cd40a9a4" y="172.997043"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="246.365984" xlink:href="#mc4cd40a9a4" y="178.413631"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="246.393156" xlink:href="#mc4cd40a9a4" y="179.749046"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="246.691405" xlink:href="#mc4cd40a9a4" y="175.277834"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="246.857021" xlink:href="#mc4cd40a9a4" y="172.023808"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="246.713308" xlink:href="#mc4cd40a9a4" y="172.485819"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="246.159675" xlink:href="#mc4cd40a9a4" y="174.582361"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="245.74886" xlink:href="#mc4cd40a9a4" y="177.835051"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="245.727979" xlink:href="#mc4cd40a9a4" y="179.449909"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="245.712014" xlink:href="#mc4cd40a9a4" y="177.134441"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="245.678105" xlink:href="#mc4cd40a9a4" y="172.329562"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="245.408848" xlink:href="#mc4cd40a9a4" y="172.392012"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="244.695666" xlink:href="#mc4cd40a9a4" y="174.786132"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="244.179757" xlink:href="#mc4cd40a9a4" y="177.999254"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="244.314417" xlink:href="#mc4cd40a9a4" y="182.004221"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="244.665828" xlink:href="#mc4cd40a9a4" y="178.809879"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="244.793576" xlink:href="#mc4cd40a9a4" y="172.441339"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="244.642009" xlink:href="#mc4cd40a9a4" y="172.616017"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="244.013103" xlink:href="#mc4cd40a9a4" y="174.827677"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="243.38838" xlink:href="#mc4cd40a9a4" y="178.070838"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="243.25166" xlink:href="#mc4cd40a9a4" y="181.739805"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="243.411433" xlink:href="#mc4cd40a9a4" y="178.934585"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="243.497098" xlink:href="#mc4cd40a9a4" y="173.556318"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="243.413189" xlink:href="#mc4cd40a9a4" y="172.308777"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="243.042956" xlink:href="#mc4cd40a9a4" y="176.360641"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="242.440455" xlink:href="#mc4cd40a9a4" y="178.688801"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="242.223226" xlink:href="#mc4cd40a9a4" y="180.036213"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="242.33849" xlink:href="#mc4cd40a9a4" y="178.166826"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="242.460315" xlink:href="#mc4cd40a9a4" y="173.868476"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="242.322366" xlink:href="#mc4cd40a9a4" y="174.946373"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="241.792424" xlink:href="#mc4cd40a9a4" y="176.606996"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="241.348116" xlink:href="#mc4cd40a9a4" y="180.976542"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="241.271837" xlink:href="#mc4cd40a9a4" y="182.999422"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="241.348116" xlink:href="#mc4cd40a9a4" y="180.501923"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="241.433813" xlink:href="#mc4cd40a9a4" y="176.31245"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="241.186986" xlink:href="#mc4cd40a9a4" y="177.362631"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="240.418838" xlink:href="#mc4cd40a9a4" y="178.696247"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="239.911997" xlink:href="#mc4cd40a9a4" y="181.306675"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="239.887539" xlink:href="#mc4cd40a9a4" y="181.978266"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="240.104912" xlink:href="#mc4cd40a9a4" y="180.884996"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="240.117683" xlink:href="#mc4cd40a9a4" y="175.172763"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="240.013706" xlink:href="#mc4cd40a9a4" y="177.270718"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="239.352488" xlink:href="#mc4cd40a9a4" y="180.336689"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="238.821605" xlink:href="#mc4cd40a9a4" y="181.762"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="238.747657" xlink:href="#mc4cd40a9a4" y="183.261348"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="238.926044" xlink:href="#mc4cd40a9a4" y="181.742943"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="239.047279" xlink:href="#mc4cd40a9a4" y="177.853903"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="238.747082" xlink:href="#mc4cd40a9a4" y="177.754102"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="238.146082" xlink:href="#mc4cd40a9a4" y="180.042983"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="237.693201" xlink:href="#mc4cd40a9a4" y="183.159842"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="237.490117" xlink:href="#mc4cd40a9a4" y="184.06168"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="237.596424" xlink:href="#mc4cd40a9a4" y="182.962304"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="237.747321" xlink:href="#mc4cd40a9a4" y="178.244207"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="237.502872" xlink:href="#mc4cd40a9a4" y="178.861655"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="237.076077" xlink:href="#mc4cd40a9a4" y="180.34055"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="236.719302" xlink:href="#mc4cd40a9a4" y="183.669429"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="236.670707" xlink:href="#mc4cd40a9a4" y="186.653631"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="236.921349" xlink:href="#mc4cd40a9a4" y="183.268396"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="237.049496" xlink:href="#mc4cd40a9a4" y="179.633169"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="236.875356" xlink:href="#mc4cd40a9a4" y="177.501989"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="236.315241" xlink:href="#mc4cd40a9a4" y="178.865724"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="235.761655" xlink:href="#mc4cd40a9a4" y="184.470336"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="235.664751" xlink:href="#mc4cd40a9a4" y="187.705724"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="235.685377" xlink:href="#mc4cd40a9a4" y="183.693944"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="235.730684" xlink:href="#mc4cd40a9a4" y="178.59855"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="235.532788" xlink:href="#mc4cd40a9a4" y="178.280798"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="234.930511" xlink:href="#mc4cd40a9a4" y="181.414373"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="234.528301" xlink:href="#mc4cd40a9a4" y="187.043561"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="234.328186" xlink:href="#mc4cd40a9a4" y="186.65127"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="234.452694" xlink:href="#mc4cd40a9a4" y="184.049627"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="234.512273" xlink:href="#mc4cd40a9a4" y="180.856022"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="234.251732" xlink:href="#mc4cd40a9a4" y="180.098053"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="233.655777" xlink:href="#mc4cd40a9a4" y="182.422543"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="233.18425" xlink:href="#mc4cd40a9a4" y="186.639037"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="233.050563" xlink:href="#mc4cd40a9a4" y="187.613058"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="233.18302" xlink:href="#mc4cd40a9a4" y="184.476736"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="233.287109" xlink:href="#mc4cd40a9a4" y="181.299387"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="232.885075" xlink:href="#mc4cd40a9a4" y="180.484022"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="232.198872" xlink:href="#mc4cd40a9a4" y="182.591407"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="231.811446" xlink:href="#mc4cd40a9a4" y="187.416135"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="231.653636" xlink:href="#mc4cd40a9a4" y="188.131259"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="231.710342" xlink:href="#mc4cd40a9a4" y="184.765617"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="231.718356" xlink:href="#mc4cd40a9a4" y="182.056047"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="231.348587" xlink:href="#mc4cd40a9a4" y="182.179082"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="230.73175" xlink:href="#mc4cd40a9a4" y="184.802748"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="230.291289" xlink:href="#mc4cd40a9a4" y="187.974471"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="230.255002" xlink:href="#mc4cd40a9a4" y="191.308119"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="230.395457" xlink:href="#mc4cd40a9a4" y="186.557299"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="230.501542" xlink:href="#mc4cd40a9a4" y="182.803225"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="230.371591" xlink:href="#mc4cd40a9a4" y="183.3003"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="229.709734" xlink:href="#mc4cd40a9a4" y="186.067643"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="229.101454" xlink:href="#mc4cd40a9a4" y="189.053189"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="228.875652" xlink:href="#mc4cd40a9a4" y="189.706708"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="228.930411" xlink:href="#mc4cd40a9a4" y="186.959073"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="229.011909" xlink:href="#mc4cd40a9a4" y="183.124394"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="228.850492" xlink:href="#mc4cd40a9a4" y="184.0079"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="228.158431" xlink:href="#mc4cd40a9a4" y="186.235264"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="227.477241" xlink:href="#mc4cd40a9a4" y="189.178702"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="227.277605" xlink:href="#mc4cd40a9a4" y="191.588772"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="227.389229" xlink:href="#mc4cd40a9a4" y="189.900124"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="227.560432" xlink:href="#mc4cd40a9a4" y="184.989185"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="227.419194" xlink:href="#mc4cd40a9a4" y="185.409063"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="226.905345" xlink:href="#mc4cd40a9a4" y="188.862105"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="226.454762" xlink:href="#mc4cd40a9a4" y="193.269426"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="226.332315" xlink:href="#mc4cd40a9a4" y="192.996697"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="226.386642" xlink:href="#mc4cd40a9a4" y="188.233199"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="226.482062" xlink:href="#mc4cd40a9a4" y="186.388025"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="226.270436" xlink:href="#mc4cd40a9a4" y="184.686344"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="225.765575" xlink:href="#mc4cd40a9a4" y="186.628967"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="225.316716" xlink:href="#mc4cd40a9a4" y="192.729925"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="225.122205" xlink:href="#mc4cd40a9a4" y="195.174103"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="225.084257" xlink:href="#mc4cd40a9a4" y="190.904835"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="225.10723" xlink:href="#mc4cd40a9a4" y="186.093773"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="224.816197" xlink:href="#mc4cd40a9a4" y="185.163801"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="224.418505" xlink:href="#mc4cd40a9a4" y="187.418231"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="224.045191" xlink:href="#mc4cd40a9a4" y="191.755564"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="223.82991" xlink:href="#mc4cd40a9a4" y="194.414038"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="223.960148" xlink:href="#mc4cd40a9a4" y="190.919673"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="224.084256" xlink:href="#mc4cd40a9a4" y="187.200031"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="223.784539" xlink:href="#mc4cd40a9a4" y="186.234153"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="223.078971" xlink:href="#mc4cd40a9a4" y="188.768075"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="222.425672" xlink:href="#mc4cd40a9a4" y="191.980854"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="222.168196" xlink:href="#mc4cd40a9a4" y="194.886157"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="222.303831" xlink:href="#mc4cd40a9a4" y="192.009348"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="222.465822" xlink:href="#mc4cd40a9a4" y="187.183183"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="222.204627" xlink:href="#mc4cd40a9a4" y="186.181987"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="221.719562" xlink:href="#mc4cd40a9a4" y="191.347877"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="221.209831" xlink:href="#mc4cd40a9a4" y="193.911763"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="220.964552" xlink:href="#mc4cd40a9a4" y="194.235297"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="221.112144" xlink:href="#mc4cd40a9a4" y="190.626442"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="221.31087" xlink:href="#mc4cd40a9a4" y="186.819481"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="221.25525" xlink:href="#mc4cd40a9a4" y="187.717033"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="220.692469" xlink:href="#mc4cd40a9a4" y="191.157821"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="220.024243" xlink:href="#mc4cd40a9a4" y="195.585272"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="219.753516" xlink:href="#mc4cd40a9a4" y="198.258696"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="219.799207" xlink:href="#mc4cd40a9a4" y="194.247604"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="219.931984" xlink:href="#mc4cd40a9a4" y="189.414331"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="219.865124" xlink:href="#mc4cd40a9a4" y="189.965042"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="219.29749" xlink:href="#mc4cd40a9a4" y="191.34691"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="218.810988" xlink:href="#mc4cd40a9a4" y="195.273435"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="218.646106" xlink:href="#mc4cd40a9a4" y="194.550205"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="218.708815" xlink:href="#mc4cd40a9a4" y="192.423745"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="218.783497" xlink:href="#mc4cd40a9a4" y="188.500707"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="218.665966" xlink:href="#mc4cd40a9a4" y="189.305457"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="218.037252" xlink:href="#mc4cd40a9a4" y="192.978727"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="217.4329" xlink:href="#mc4cd40a9a4" y="196.955402"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="217.232242" xlink:href="#mc4cd40a9a4" y="198.401937"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="217.328348" xlink:href="#mc4cd40a9a4" y="195.375733"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="217.496646" xlink:href="#mc4cd40a9a4" y="189.619689"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="217.389636" xlink:href="#mc4cd40a9a4" y="189.700019"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="216.677459" xlink:href="#mc4cd40a9a4" y="192.280669"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="216.035095" xlink:href="#mc4cd40a9a4" y="196.200154"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="215.882746" xlink:href="#mc4cd40a9a4" y="199.636415"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="215.943507" xlink:href="#mc4cd40a9a4" y="194.431654"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="216.120713" xlink:href="#mc4cd40a9a4" y="190.343672"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="215.964356" xlink:href="#mc4cd40a9a4" y="189.993481"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="215.37996" xlink:href="#mc4cd40a9a4" y="193.788771"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="214.715629" xlink:href="#mc4cd40a9a4" y="196.997877"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="214.4317" xlink:href="#mc4cd40a9a4" y="198.27986"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="214.464124" xlink:href="#mc4cd40a9a4" y="195.608399"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="214.487528" xlink:href="#mc4cd40a9a4" y="192.006163"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="214.262636" xlink:href="#mc4cd40a9a4" y="191.869243"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="213.668213" xlink:href="#mc4cd40a9a4" y="195.498214"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="213.026743" xlink:href="#mc4cd40a9a4" y="199.31362"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="212.840054" xlink:href="#mc4cd40a9a4" y="199.500137"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="212.930046" xlink:href="#mc4cd40a9a4" y="196.876669"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="213.009518" xlink:href="#mc4cd40a9a4" y="191.452891"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="212.965184" xlink:href="#mc4cd40a9a4" y="193.97372"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="212.361774" xlink:href="#mc4cd40a9a4" y="196.738125"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="211.760375" xlink:href="#mc4cd40a9a4" y="199.994012"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="211.536409" xlink:href="#mc4cd40a9a4" y="202.997563"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="211.603651" xlink:href="#mc4cd40a9a4" y="198.232406"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="211.638214" xlink:href="#mc4cd40a9a4" y="193.903248"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="211.339582" xlink:href="#mc4cd40a9a4" y="194.534225"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="210.559205" xlink:href="#mc4cd40a9a4" y="197.838576"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="210.07995" xlink:href="#mc4cd40a9a4" y="202.676556"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="209.870895" xlink:href="#mc4cd40a9a4" y="201.26385"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="209.940405" xlink:href="#mc4cd40a9a4" y="197.010134"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="210.106547" xlink:href="#mc4cd40a9a4" y="195.09979"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="209.856368" xlink:href="#mc4cd40a9a4" y="194.620588"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="209.265697" xlink:href="#mc4cd40a9a4" y="197.273142"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="208.700457" xlink:href="#mc4cd40a9a4" y="201.268694"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="208.413847" xlink:href="#mc4cd40a9a4" y="201.99179"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="208.378565" xlink:href="#mc4cd40a9a4" y="201.446896"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="208.412953" xlink:href="#mc4cd40a9a4" y="196.715528"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="208.204105" xlink:href="#mc4cd40a9a4" y="196.504038"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="207.79072" xlink:href="#mc4cd40a9a4" y="198.587745"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="207.382507" xlink:href="#mc4cd40a9a4" y="203.214484"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="207.248597" xlink:href="#mc4cd40a9a4" y="203.499331"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="207.379442" xlink:href="#mc4cd40a9a4" y="198.623595"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="207.546144" xlink:href="#mc4cd40a9a4" y="195.694803"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="207.403644" xlink:href="#mc4cd40a9a4" y="195.371063"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="206.965259" xlink:href="#mc4cd40a9a4" y="198.767035"/>
-     <use style="fill:#d62728;stroke:#d62728;" x="206.423248" xlink:href="#mc4cd40a9a4" y="202.320768"/>
-    </g>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 58 56.238125 
-L 384.8 56.238125 
-Q 386.8 56.238125 386.8 54.238125 
-L 386.8 38.56 
-Q 386.8 36.56 384.8 36.56 
-L 58 36.56 
-Q 56 36.56 56 38.56 
-L 56 54.238125 
-Q 56 56.238125 58 56.238125 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_35"/>
-    <g id="line2d_36">
-     <defs>
-      <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="me591c14c0f" style="stroke:#1f77b4;"/>
-     </defs>
-     <g>
-      <use style="fill:#1f77b4;stroke:#1f77b4;" x="71" xlink:href="#me591c14c0f" y="45.658437"/>
-     </g>
-    </g>
-    <g id="text_18">
-     <!-- 1438ppmv -->
-     <defs>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 8.796875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-L 35.6875 0 
-L 23.484375 0 
-z
-" id="DejaVuSans-118"/>
-     </defs>
-     <g transform="translate(82 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-52"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-51"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-56"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_37"/>
-    <g id="line2d_38">
-     <defs>
-      <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="mdc0a1a3c10" style="stroke:#ff7f0e;"/>
-     </defs>
-     <g>
-      <use style="fill:#ff7f0e;stroke:#ff7f0e;" x="152.997917" xlink:href="#mdc0a1a3c10" y="45.658437"/>
-     </g>
-    </g>
-    <g id="text_19">
-     <!-- 1500ppmv -->
-     <g transform="translate(163.997917 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_39"/>
-    <g id="line2d_40">
-     <defs>
-      <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="m63b174d8a8" style="stroke:#2ca02c;"/>
-     </defs>
-     <g>
-      <use style="fill:#2ca02c;stroke:#2ca02c;" x="234.995833" xlink:href="#m63b174d8a8" y="45.658437"/>
-     </g>
-    </g>
-    <g id="text_20">
-     <!-- 3000ppmv -->
-     <g transform="translate(245.995833 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-51"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_41"/>
-    <g id="line2d_42">
-     <defs>
-      <path d="M 0 3 
-C 0.795609 3 1.55874 2.683901 2.12132 2.12132 
-C 2.683901 1.55874 3 0.795609 3 0 
-C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 
-C 1.55874 -2.683901 0.795609 -3 0 -3 
-C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 
-C -2.683901 -1.55874 -3 -0.795609 -3 0 
-C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 
-C -1.55874 2.683901 -0.795609 3 0 3 
-z
-" id="ma77e9456b2" style="stroke:#d62728;"/>
-     </defs>
-     <g>
-      <use style="fill:#d62728;stroke:#d62728;" x="316.99375" xlink:href="#ma77e9456b2" y="45.658437"/>
-     </g>
-    </g>
-    <g id="text_21">
-     <!-- 5000ppmv -->
-     <g transform="translate(327.99375 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-53"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-   </g>
-  </g>
-  <g id="axes_2">
-   <g id="matplotlib.axis_3">
-    <g id="ytick_10">
-     <g id="line2d_43">
-      <defs>
-       <path d="M 0 0 
-L 3.5 0 
-" id="mfd5f4ae235" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mfd5f4ae235" y="252"/>
-      </g>
-     </g>
-     <g id="text_22">
-      <!-- 1.0 -->
-      <defs>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-      </defs>
-      <g transform="translate(395.8 255.799219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_11">
-     <g id="line2d_44">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mfd5f4ae235" y="194.478149"/>
-      </g>
-     </g>
-     <g id="text_23">
-      <!-- 1.5 -->
-      <g transform="translate(395.8 198.277367)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_12">
-     <g id="line2d_45">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mfd5f4ae235" y="153.665745"/>
-      </g>
-     </g>
-     <g id="text_24">
-      <!-- 2.0 -->
-      <g transform="translate(395.8 157.464964)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_13">
-     <g id="line2d_46">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mfd5f4ae235" y="122.009186"/>
-      </g>
-     </g>
-     <g id="text_25">
-      <!-- 2.5 -->
-      <g transform="translate(395.8 125.808405)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_14">
-     <g id="line2d_47">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mfd5f4ae235" y="96.143894"/>
-      </g>
-     </g>
-     <g id="text_26">
-      <!-- 3.0 -->
-      <g transform="translate(395.8 99.943113)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_15">
-     <g id="line2d_48">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mfd5f4ae235" y="74.275101"/>
-      </g>
-     </g>
-     <g id="text_27">
-      <!-- 3.5 -->
-      <g transform="translate(395.8 78.07432)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_16">
-     <g id="line2d_49">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mfd5f4ae235" y="55.331491"/>
-      </g>
-     </g>
-     <g id="text_28">
-      <!-- 4.0 -->
-      <g transform="translate(395.8 59.13071)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_17">
-     <g id="line2d_50">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mfd5f4ae235" y="38.622042"/>
-      </g>
-     </g>
-     <g id="text_29">
-      <!-- 4.5 -->
-      <g transform="translate(395.8 42.421261)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_30">
-     <!-- equivalent CO$_2$ increase -->
-     <defs>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path d="M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-M 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-L 45.40625 54.6875 
-L 54.390625 54.6875 
-L 54.390625 -20.796875 
-L 45.40625 -20.796875 
-z
-" id="DejaVuSans-113"/>
-      <path d="M 8.5 21.578125 
-L 8.5 54.6875 
-L 17.484375 54.6875 
-L 17.484375 21.921875 
-Q 17.484375 14.15625 20.5 10.265625 
-Q 23.53125 6.390625 29.59375 6.390625 
-Q 36.859375 6.390625 41.078125 11.03125 
-Q 45.3125 15.671875 45.3125 23.6875 
-L 45.3125 54.6875 
-L 54.296875 54.6875 
-L 54.296875 0 
-L 45.3125 0 
-L 45.3125 8.40625 
-Q 42.046875 3.421875 37.71875 1 
-Q 33.40625 -1.421875 27.6875 -1.421875 
-Q 18.265625 -1.421875 13.375 4.4375 
-Q 8.5 10.296875 8.5 21.578125 
-z
-M 31.109375 56 
-z
-" id="DejaVuSans-117"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 0 
-L 9.421875 0 
-z
-" id="DejaVuSans-108"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 64.40625 67.28125 
-L 64.40625 56.890625 
-Q 59.421875 61.53125 53.78125 63.8125 
-Q 48.140625 66.109375 41.796875 66.109375 
-Q 29.296875 66.109375 22.65625 58.46875 
-Q 16.015625 50.828125 16.015625 36.375 
-Q 16.015625 21.96875 22.65625 14.328125 
-Q 29.296875 6.6875 41.796875 6.6875 
-Q 48.140625 6.6875 53.78125 8.984375 
-Q 59.421875 11.28125 64.40625 15.921875 
-L 64.40625 5.609375 
-Q 59.234375 2.09375 53.4375 0.328125 
-Q 47.65625 -1.421875 41.21875 -1.421875 
-Q 24.65625 -1.421875 15.125 8.703125 
-Q 5.609375 18.84375 5.609375 36.375 
-Q 5.609375 53.953125 15.125 64.078125 
-Q 24.65625 74.21875 41.21875 74.21875 
-Q 47.75 74.21875 53.53125 72.484375 
-Q 59.328125 70.75 64.40625 67.28125 
-z
-" id="DejaVuSans-67"/>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 19.140625 63.90625 8.859375 
-Q 54.734375 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.828125 
-Q 5.609375 19.09375 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-z
-" id="DejaVuSans-79"/>
-      <path d="M 48.78125 52.59375 
-L 48.78125 44.1875 
-Q 44.96875 46.296875 41.140625 47.34375 
-Q 37.3125 48.390625 33.40625 48.390625 
-Q 24.65625 48.390625 19.8125 42.84375 
-Q 14.984375 37.3125 14.984375 27.296875 
-Q 14.984375 17.28125 19.8125 11.734375 
-Q 24.65625 6.203125 33.40625 6.203125 
-Q 37.3125 6.203125 41.140625 7.25 
-Q 44.96875 8.296875 48.78125 10.40625 
-L 48.78125 2.09375 
-Q 45.015625 0.34375 40.984375 -0.53125 
-Q 36.96875 -1.421875 32.421875 -1.421875 
-Q 20.0625 -1.421875 12.78125 6.34375 
-Q 5.515625 14.109375 5.515625 27.296875 
-Q 5.515625 40.671875 12.859375 48.328125 
-Q 20.21875 56 33.015625 56 
-Q 37.15625 56 41.109375 55.140625 
-Q 45.0625 54.296875 48.78125 52.59375 
-z
-" id="DejaVuSans-99"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-     </defs>
-     <g transform="translate(423.303125 203.93)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.015625)" xlink:href="#DejaVuSans-101"/>
-      <use transform="translate(61.523438 0.015625)" xlink:href="#DejaVuSans-113"/>
-      <use transform="translate(125 0.015625)" xlink:href="#DejaVuSans-117"/>
-      <use transform="translate(188.378906 0.015625)" xlink:href="#DejaVuSans-105"/>
-      <use transform="translate(216.162109 0.015625)" xlink:href="#DejaVuSans-118"/>
-      <use transform="translate(275.341797 0.015625)" xlink:href="#DejaVuSans-97"/>
-      <use transform="translate(336.621094 0.015625)" xlink:href="#DejaVuSans-108"/>
-      <use transform="translate(364.404297 0.015625)" xlink:href="#DejaVuSans-101"/>
-      <use transform="translate(425.927734 0.015625)" xlink:href="#DejaVuSans-110"/>
-      <use transform="translate(489.306641 0.015625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(528.515625 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(560.302734 0.015625)" xlink:href="#DejaVuSans-67"/>
-      <use transform="translate(630.126953 0.015625)" xlink:href="#DejaVuSans-79"/>
-      <use transform="translate(709.794922 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(757.06543 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(788.852539 0.015625)" xlink:href="#DejaVuSans-105"/>
-      <use transform="translate(816.635742 0.015625)" xlink:href="#DejaVuSans-110"/>
-      <use transform="translate(880.014648 0.015625)" xlink:href="#DejaVuSans-99"/>
-      <use transform="translate(934.995117 0.015625)" xlink:href="#DejaVuSans-114"/>
-      <use transform="translate(976.108398 0.015625)" xlink:href="#DejaVuSans-101"/>
-      <use transform="translate(1037.631836 0.015625)" xlink:href="#DejaVuSans-97"/>
-      <use transform="translate(1098.911133 0.015625)" xlink:href="#DejaVuSans-115"/>
-      <use transform="translate(1151.010742 0.015625)" xlink:href="#DejaVuSans-101"/>
-     </g>
-    </g>
-   </g>
-   <g id="patch_8">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_9">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_10">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_11">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="paa9c09d1e6">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/hice5m_sic_qbot.svg b/python_scripts /plots/hice5m_sic_qbot.svg
deleted file mode 100644
index 8fc169bac353ac0bd756f929ea099a4a1ceec251..0000000000000000000000000000000000000000
--- a/python_scripts /plots/hice5m_sic_qbot.svg	
+++ /dev/null
@@ -1,2580 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="504pt" version="1.1" viewBox="0 0 504 504" width="504pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 504 
-L 504 504 
-L 504 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 63 233.443636 
-L 453.6 233.443636 
-L 453.6 60.48 
-L 63 60.48 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m85ebd0a459" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#m85ebd0a459" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(59.81875 248.042074)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="109.5" xlink:href="#m85ebd0a459" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 25 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(103.1375 248.042074)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="156" xlink:href="#m85ebd0a459" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 50 -->
-      <g transform="translate(149.6375 248.042074)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="202.5" xlink:href="#m85ebd0a459" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 75 -->
-      <defs>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(196.1375 248.042074)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-55"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="249" xlink:href="#m85ebd0a459" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 100 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(239.45625 248.042074)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="295.5" xlink:href="#m85ebd0a459" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 125 -->
-      <g transform="translate(285.95625 248.042074)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-50"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="342" xlink:href="#m85ebd0a459" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 150 -->
-      <g transform="translate(332.45625 248.042074)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_8">
-     <g id="line2d_8">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.5" xlink:href="#m85ebd0a459" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_8">
-      <!-- 175 -->
-      <g transform="translate(378.95625 248.042074)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_9">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="435" xlink:href="#m85ebd0a459" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 200 -->
-      <g transform="translate(425.45625 248.042074)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_10">
-     <!-- time [years] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(227.753125 261.720199)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-121"/>
-      <use x="355.908203" xlink:href="#DejaVuSans-101"/>
-      <use x="417.431641" xlink:href="#DejaVuSans-97"/>
-      <use x="478.710938" xlink:href="#DejaVuSans-114"/>
-      <use x="519.824219" xlink:href="#DejaVuSans-115"/>
-      <use x="571.923828" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_10">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mde28d4397e" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="233.443636"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0 -->
-      <g transform="translate(49.6375 237.242855)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="195.007273"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 20 -->
-      <g transform="translate(43.275 198.806491)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="156.570909"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 40 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(43.275 160.370128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="118.134545"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 60 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(43.275 121.933764)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="79.698182"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 80 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(43.275 83.497401)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-56"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_16">
-     <!-- ice latitude [°] -->
-     <defs>
-      <path d="M 48.78125 52.59375 
-L 48.78125 44.1875 
-Q 44.96875 46.296875 41.140625 47.34375 
-Q 37.3125 48.390625 33.40625 48.390625 
-Q 24.65625 48.390625 19.8125 42.84375 
-Q 14.984375 37.3125 14.984375 27.296875 
-Q 14.984375 17.28125 19.8125 11.734375 
-Q 24.65625 6.203125 33.40625 6.203125 
-Q 37.3125 6.203125 41.140625 7.25 
-Q 44.96875 8.296875 48.78125 10.40625 
-L 48.78125 2.09375 
-Q 45.015625 0.34375 40.984375 -0.53125 
-Q 36.96875 -1.421875 32.421875 -1.421875 
-Q 20.0625 -1.421875 12.78125 6.34375 
-Q 5.515625 14.109375 5.515625 27.296875 
-Q 5.515625 40.671875 12.859375 48.328125 
-Q 20.21875 56 33.015625 56 
-Q 37.15625 56 41.109375 55.140625 
-Q 45.0625 54.296875 48.78125 52.59375 
-z
-" id="DejaVuSans-99"/>
-      <path d="M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 0 
-L 9.421875 0 
-z
-" id="DejaVuSans-108"/>
-      <path d="M 8.5 21.578125 
-L 8.5 54.6875 
-L 17.484375 54.6875 
-L 17.484375 21.921875 
-Q 17.484375 14.15625 20.5 10.265625 
-Q 23.53125 6.390625 29.59375 6.390625 
-Q 36.859375 6.390625 41.078125 11.03125 
-Q 45.3125 15.671875 45.3125 23.6875 
-L 45.3125 54.6875 
-L 54.296875 54.6875 
-L 54.296875 0 
-L 45.3125 0 
-L 45.3125 8.40625 
-Q 42.046875 3.421875 37.71875 1 
-Q 33.40625 -1.421875 27.6875 -1.421875 
-Q 18.265625 -1.421875 13.375 4.4375 
-Q 8.5 10.296875 8.5 21.578125 
-z
-M 31.109375 56 
-z
-" id="DejaVuSans-117"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 25 67.921875 
-Q 21.09375 67.921875 18.40625 65.203125 
-Q 15.71875 62.5 15.71875 58.59375 
-Q 15.71875 54.734375 18.40625 52.078125 
-Q 21.09375 49.421875 25 49.421875 
-Q 28.90625 49.421875 31.59375 52.078125 
-Q 34.28125 54.734375 34.28125 58.59375 
-Q 34.28125 62.453125 31.5625 65.1875 
-Q 28.859375 67.921875 25 67.921875 
-z
-M 25 74.21875 
-Q 28.125 74.21875 31 73.015625 
-Q 33.890625 71.828125 35.984375 69.578125 
-Q 38.234375 67.390625 39.359375 64.59375 
-Q 40.484375 61.8125 40.484375 58.59375 
-Q 40.484375 52.15625 35.96875 47.6875 
-Q 31.453125 43.21875 24.90625 43.21875 
-Q 18.3125 43.21875 13.90625 47.609375 
-Q 9.515625 52 9.515625 58.59375 
-Q 9.515625 65.140625 14 69.671875 
-Q 18.5 74.21875 25 74.21875 
-z
-" id="DejaVuSans-176"/>
-     </defs>
-     <g transform="translate(37.195312 182.938381)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-105"/>
-      <use x="27.783203" xlink:href="#DejaVuSans-99"/>
-      <use x="82.763672" xlink:href="#DejaVuSans-101"/>
-      <use x="144.287109" xlink:href="#DejaVuSans-32"/>
-      <use x="176.074219" xlink:href="#DejaVuSans-108"/>
-      <use x="203.857422" xlink:href="#DejaVuSans-97"/>
-      <use x="265.136719" xlink:href="#DejaVuSans-116"/>
-      <use x="304.345703" xlink:href="#DejaVuSans-105"/>
-      <use x="332.128906" xlink:href="#DejaVuSans-116"/>
-      <use x="371.337891" xlink:href="#DejaVuSans-117"/>
-      <use x="434.716797" xlink:href="#DejaVuSans-100"/>
-      <use x="498.193359" xlink:href="#DejaVuSans-101"/>
-      <use x="559.716797" xlink:href="#DejaVuSans-32"/>
-      <use x="591.503906" xlink:href="#DejaVuSans-91"/>
-      <use x="630.517578" xlink:href="#DejaVuSans-176"/>
-      <use x="680.517578" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#p63c6fcb74d)" d="M 63 141.302753 
-L 68.58 141.599687 
-L 70.44 141.38223 
-L 72.3 142.231127 
-L 74.16 142.707571 
-L 76.02 142.428115 
-L 77.88 141.751889 
-L 81.6 141.528524 
-L 83.46 141.964896 
-L 85.32 141.41297 
-L 87.18 141.997974 
-L 89.04 142.067921 
-L 90.9 141.472536 
-L 92.76 141.578705 
-L 94.62 141.440293 
-L 96.48 140.788869 
-L 98.34 141.026405 
-L 100.2 140.807219 
-L 102.06 141.170433 
-L 103.92 142.383945 
-L 105.78 141.954141 
-L 111.36 142.797209 
-L 113.22 142.243956 
-L 115.08 142.854839 
-L 116.94 142.760583 
-L 118.8 143.036051 
-L 120.66 142.843535 
-L 122.52 143.721397 
-L 124.38 143.56234 
-L 126.24 143.700708 
-L 128.1 144.085007 
-L 129.96 144.205209 
-L 131.82 143.399837 
-L 135.54 143.528118 
-L 137.4 143.394588 
-L 139.26 144.107602 
-L 141.12 144.474006 
-L 142.98 144.407028 
-L 144.84 144.126567 
-L 146.7 144.229321 
-L 148.56 144.694189 
-L 150.42 144.716784 
-L 152.28 145.452964 
-L 156 146.03461 
-L 157.86 146.563385 
-L 159.72 145.869286 
-L 161.58 146.108596 
-L 163.44 146.871139 
-L 165.3 146.22341 
-L 167.16 146.165098 
-L 169.02 146.500344 
-L 170.88 147.016069 
-L 172.74 146.845693 
-L 174.6 146.994603 
-L 176.46 146.889892 
-L 178.32 146.35084 
-L 180.18 146.273203 
-L 182.04 146.89141 
-L 183.9 146.581515 
-L 187.62 146.305922 
-L 191.34 147.842495 
-L 195.06 148.321461 
-L 196.92 147.449948 
-L 198.78 147.390654 
-L 200.64 147.752212 
-L 202.5 147.179531 
-L 204.36 147.53164 
-L 206.22 147.027997 
-L 208.08 147.690755 
-L 209.94 148.116028 
-L 211.8 147.906767 
-L 213.66 148.172808 
-L 215.52 148.57012 
-L 217.38 148.091842 
-L 221.1 147.854745 
-L 222.96 148.569658 
-L 224.82 149.020106 
-L 226.68 149.238222 
-L 228.54 149.916207 
-L 230.4 150.196507 
-L 234.12 150.146428 
-L 235.98 150.43117 
-L 237.84 150.506556 
-L 241.56 150.005802 
-L 243.42 150.256256 
-L 247.14 151.119118 
-L 256.44 151.642233 
-L 258.3 152.558495 
-L 262.02 152.891513 
-L 263.88 152.932259 
-L 265.74 153.264984 
-L 269.46 154.179494 
-L 271.32 153.815678 
-L 273.18 154.566432 
-L 275.04 155.142162 
-L 276.9 155.062876 
-L 278.76 154.828836 
-L 280.62 155.742819 
-L 282.48 155.685474 
-L 284.34 156.100557 
-L 286.2 156.111158 
-L 288.06 156.681646 
-L 289.92 156.736571 
-L 291.78 157.207422 
-L 293.64 156.831942 
-L 295.5 158.122233 
-L 299.22 159.155376 
-L 301.08 159.093911 
-L 302.94 159.280907 
-L 304.8 160.177141 
-L 306.66 160.474866 
-L 310.38 162.167403 
-L 312.24 163.228382 
-L 315.96 164.907238 
-L 317.82 165.643184 
-L 319.68 166.656298 
-L 321.54 166.891342 
-L 323.4 168.317295 
-L 325.26 168.689696 
-L 327.12 169.385247 
-L 328.98 170.426564 
-L 330.84 170.57054 
-L 336.42 172.863465 
-L 338.28 173.925449 
-L 340.14 174.406116 
-L 342 175.079666 
-L 343.86 175.44809 
-L 345.72 176.462311 
-L 347.58 176.529713 
-L 355.02 178.425385 
-L 356.88 178.58144 
-L 364.32 180.808153 
-L 368.04 182.17034 
-L 369.9 182.751939 
-L 371.76 183.701657 
-L 373.62 184.327643 
-L 375.48 184.810058 
-L 377.34 185.862152 
-L 381.06 187.419575 
-L 382.92 188.776037 
-L 384.78 189.503262 
-L 386.64 190.698046 
-L 388.5 191.217242 
-L 390.36 192.471635 
-L 392.22 193.585461 
-L 394.08 194.512398 
-L 395.94 195.809 
-L 397.8 196.791445 
-L 399.66 197.962476 
-L 401.52 199.339388 
-L 403.38 200.485155 
-L 405.24 201.439947 
-L 407.1 202.766021 
-L 408.96 203.395813 
-L 410.82 204.369467 
-L 412.68 205.699487 
-L 414.54 206.458877 
-L 416.4 207.510429 
-L 418.26 208.719112 
-L 421.98 211.598363 
-L 423.84 212.062747 
-L 425.7 213.656749 
-L 429.42 216.508411 
-L 431.28 219.471215 
-L 433.14 223.137073 
-L 435 231.408784 
-L 435 231.408784 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_16">
-    <path clip-path="url(#p63c6fcb74d)" d="M 63 90.20575 
-L 64.86 98.318083 
-L 66.72 102.509905 
-L 68.58 104.20849 
-L 70.44 107.522318 
-L 72.3 108.779948 
-L 74.16 111.61256 
-L 76.02 112.31215 
-L 77.88 114.504949 
-L 79.74 114.984898 
-L 81.6 116.101323 
-L 83.46 117.646892 
-L 85.32 117.738077 
-L 87.18 118.787099 
-L 89.04 119.458897 
-L 90.9 119.632682 
-L 92.76 120.57972 
-L 96.48 123.012637 
-L 102.06 125.179089 
-L 103.92 124.97364 
-L 105.78 125.534532 
-L 107.64 125.856414 
-L 109.5 126.684849 
-L 111.36 127.033182 
-L 113.22 127.077498 
-L 115.08 127.807593 
-L 118.8 127.65663 
-L 120.66 127.781472 
-L 122.52 128.224252 
-L 124.38 128.996831 
-L 126.24 128.715007 
-L 128.1 128.845795 
-L 129.96 129.168644 
-L 131.82 129.219141 
-L 133.68 129.791133 
-L 135.54 129.456986 
-L 137.4 130.051154 
-L 139.26 130.521807 
-L 141.12 130.687388 
-L 142.98 130.121555 
-L 144.84 130.364231 
-L 146.7 130.279637 
-L 148.56 130.070244 
-L 152.28 130.542077 
-L 157.86 130.217674 
-L 159.72 130.981866 
-L 163.44 131.204007 
-L 165.3 131.299686 
-L 169.02 131.879001 
-L 170.88 131.716301 
-L 172.74 132.202173 
-L 174.6 132.420686 
-L 176.46 131.959769 
-L 178.32 132.40749 
-L 180.18 132.071525 
-L 182.04 131.984394 
-L 183.9 132.022149 
-L 185.76 132.23465 
-L 187.62 132.258601 
-L 189.48 132.16018 
-L 191.34 132.475391 
-L 193.2 132.47248 
-L 195.06 132.673992 
-L 196.92 133.622233 
-L 198.78 133.807725 
-L 200.64 134.336206 
-L 202.5 133.525982 
-L 204.36 133.394285 
-L 206.22 133.476013 
-L 208.08 134.038459 
-L 209.94 133.415949 
-L 211.8 134.667597 
-L 213.66 134.580173 
-L 215.52 134.36103 
-L 217.38 133.953608 
-L 219.24 134.137217 
-L 221.1 133.997075 
-L 224.82 134.292887 
-L 226.68 134.953886 
-L 232.26 136.055032 
-L 234.12 135.215483 
-L 235.98 136.209118 
-L 237.84 135.783061 
-L 239.7 135.735211 
-L 241.56 135.900682 
-L 245.28 137.713508 
-L 247.14 137.131854 
-L 249 136.360683 
-L 254.58 136.74617 
-L 256.44 136.515092 
-L 260.16 137.091921 
-L 262.02 137.790485 
-L 263.88 137.459088 
-L 265.74 137.515516 
-L 267.6 137.076042 
-L 271.32 136.701442 
-L 273.18 137.440415 
-L 276.9 136.915952 
-L 278.76 136.860316 
-L 280.62 136.004821 
-L 282.48 136.456244 
-L 284.34 136.44807 
-L 286.2 136.768376 
-L 288.06 137.364479 
-L 289.92 136.816461 
-L 291.78 136.978897 
-L 293.64 137.321453 
-L 295.5 137.862484 
-L 297.36 137.829524 
-L 299.22 138.079487 
-L 301.08 137.960245 
-L 302.94 138.825622 
-L 304.8 139.433763 
-L 306.66 138.84068 
-L 308.52 138.099442 
-L 310.38 137.768646 
-L 312.24 137.818901 
-L 314.1 138.760419 
-L 315.96 138.81486 
-L 317.82 138.4905 
-L 319.68 138.447525 
-L 323.4 139.300776 
-L 325.26 139.320871 
-L 327.12 139.510147 
-L 328.98 138.897196 
-L 332.7 138.499664 
-L 334.56 138.929761 
-L 336.42 138.646456 
-L 338.28 138.99591 
-L 342 139.366881 
-L 343.86 139.04272 
-L 345.72 138.441873 
-L 349.44 138.421155 
-L 351.3 138.669571 
-L 353.16 138.715824 
-L 355.02 139.81579 
-L 356.88 140.539448 
-L 358.74 140.557446 
-L 360.6 140.786684 
-L 362.46 140.292396 
-L 364.32 140.059646 
-L 366.18 140.456555 
-L 368.04 140.497734 
-L 369.9 139.157555 
-L 371.76 139.488139 
-L 373.62 139.387621 
-L 375.48 138.925253 
-L 377.34 139.017303 
-L 379.2 139.28898 
-L 381.06 139.761341 
-L 382.92 139.562015 
-L 388.5 139.275726 
-L 390.36 139.103429 
-L 392.22 140.162018 
-L 394.08 139.750169 
-L 395.94 139.458755 
-L 397.8 138.970867 
-L 399.66 139.223865 
-L 401.52 139.097454 
-L 405.24 139.641506 
-L 407.1 139.761224 
-L 408.96 140.095561 
-L 410.82 140.725168 
-L 412.68 140.453864 
-L 414.54 140.043547 
-L 416.4 140.623412 
-L 418.26 141.49123 
-L 420.12 141.502256 
-L 421.98 141.064359 
-L 423.84 141.285225 
-L 425.7 140.89366 
-L 427.56 141.602715 
-L 429.42 141.289689 
-L 431.28 140.299595 
-L 433.14 140.544932 
-L 435 140.575386 
-L 436.86 141.175463 
-L 438.72 141.249624 
-L 440.58 141.090722 
-L 442.44 140.800122 
-L 444.3 141.111938 
-L 446.16 140.990124 
-L 451.74 141.173886 
-L 453.6 140.879966 
-L 455.46 140.129776 
-L 457.32 139.927993 
-L 459.18 139.302888 
-L 461.04 140.451665 
-L 464.76 140.621271 
-L 466.62 140.241407 
-L 468.48 140.666321 
-L 470.34 139.842827 
-L 472.2 139.296605 
-L 474.06 139.029128 
-L 475.92 139.223381 
-L 477.78 139.645304 
-L 479.64 139.668111 
-L 481.5 140.345906 
-L 483.36 140.035725 
-L 485.22 139.573913 
-L 488.94 139.572293 
-L 490.8 138.593203 
-L 492.66 139.067858 
-L 496.38 139.601764 
-L 498.24 139.104419 
-L 500.1 138.863693 
-L 501.96 138.854492 
-L 503.82 139.340159 
-L 505 139.008403 
-L 505 139.008403 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_17">
-    <path clip-path="url(#p63c6fcb74d)" d="M 63 207.583769 
-L 64.86 206.775202 
-L 66.72 206.818736 
-L 68.58 207.139027 
-L 70.44 206.83099 
-L 72.3 207.065856 
-L 76.02 206.307091 
-L 77.88 206.223622 
-L 79.74 206.957535 
-L 83.46 206.305057 
-L 85.32 206.328903 
-L 87.18 206.118 
-L 89.04 206.340316 
-L 92.76 205.997091 
-L 94.62 205.969631 
-L 98.34 206.520545 
-L 100.2 206.728933 
-L 102.06 206.450147 
-L 109.5 206.342746 
-L 111.36 205.843604 
-L 113.22 206.13716 
-L 118.8 205.643202 
-L 120.66 206.200221 
-L 124.38 206.500864 
-L 126.24 206.433874 
-L 128.1 206.676332 
-L 129.96 206.5822 
-L 131.82 206.876716 
-L 133.68 206.30395 
-L 135.54 206.198317 
-L 139.26 206.382017 
-L 141.12 206.439805 
-L 144.84 206.965141 
-L 146.7 206.79798 
-L 150.42 207.411046 
-L 152.28 206.985864 
-L 154.14 206.945297 
-L 157.86 207.619426 
-L 159.72 207.344842 
-L 161.58 207.819943 
-L 163.44 207.617656 
-L 165.3 207.922256 
-L 167.16 207.944119 
-L 169.02 208.415097 
-L 170.88 208.309524 
-L 172.74 208.091754 
-L 174.6 208.000368 
-L 180.18 208.223633 
-L 182.04 208.119237 
-L 183.9 208.559007 
-L 185.76 208.013157 
-L 187.62 208.215011 
-L 189.48 208.657538 
-L 193.2 208.946834 
-L 195.06 208.567946 
-L 196.92 208.64213 
-L 198.78 209.000834 
-L 200.64 208.647243 
-L 202.5 208.974653 
-L 206.22 208.948127 
-L 208.08 209.137558 
-L 209.94 208.837758 
-L 211.8 208.970247 
-L 213.66 208.631555 
-L 215.52 208.880315 
-L 217.38 208.836475 
-L 221.1 209.795667 
-L 224.82 209.058019 
-L 226.68 209.637964 
-L 230.4 209.078491 
-L 232.26 209.315544 
-L 234.12 209.413349 
-L 235.98 209.630335 
-L 237.84 209.348054 
-L 239.7 209.321277 
-L 241.56 209.649636 
-L 243.42 209.731422 
-L 245.28 209.430927 
-L 247.14 209.962511 
-L 258.3 209.418435 
-L 260.16 209.818591 
-L 262.02 209.591285 
-L 263.88 209.591527 
-L 265.74 210.05963 
-L 269.46 210.225764 
-L 271.32 210.609993 
-L 273.18 210.101352 
-L 275.04 210.819525 
-L 276.9 210.510007 
-L 278.76 210.343715 
-L 280.62 210.438702 
-L 282.48 210.240618 
-L 286.2 210.29279 
-L 288.06 210.448266 
-L 289.92 210.143343 
-L 293.64 210.744577 
-L 295.5 210.57522 
-L 297.36 211.00885 
-L 299.22 211.164073 
-L 302.94 210.633999 
-L 306.66 210.278286 
-L 308.52 211.000579 
-L 310.38 211.380891 
-L 312.24 211.364191 
-L 314.1 211.034439 
-L 315.96 211.424492 
-L 323.4 212.1241 
-L 325.26 212.612179 
-L 328.98 212.557003 
-L 330.84 212.736167 
-L 332.7 212.496371 
-L 334.56 212.754632 
-L 336.42 213.183349 
-L 338.28 213.432306 
-L 340.14 213.912535 
-L 343.86 213.744408 
-L 347.58 214.091481 
-L 349.44 214.829666 
-L 351.3 215.165404 
-L 355.02 217.038032 
-L 356.88 218.341463 
-L 358.74 220.104774 
-L 360.6 223.323924 
-L 362.46 230.278859 
-L 364.32 233.448559 
-L 364.32 233.448559 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_18">
-    <path clip-path="url(#p63c6fcb74d)" d="M 63 206.972897 
-L 64.86 205.103546 
-L 66.72 204.177163 
-L 68.58 203.312274 
-L 70.44 202.774961 
-L 72.3 202.516453 
-L 74.16 202.114713 
-L 76.02 201.367669 
-L 77.88 201.056645 
-L 79.74 200.580607 
-L 81.6 200.345042 
-L 83.46 199.94048 
-L 85.32 199.427673 
-L 87.18 199.174561 
-L 89.04 199.047509 
-L 90.9 198.697615 
-L 92.76 198.587999 
-L 94.62 198.242614 
-L 96.48 197.671106 
-L 98.34 197.193922 
-L 100.2 197.355533 
-L 102.06 197.011277 
-L 103.92 196.343222 
-L 105.78 195.802729 
-L 107.64 195.257063 
-L 109.5 194.69292 
-L 111.36 194.406529 
-L 113.22 193.995394 
-L 115.08 193.922288 
-L 116.94 193.441859 
-L 118.8 193.252942 
-L 120.66 192.860058 
-L 122.52 192.601133 
-L 124.38 192.688003 
-L 126.24 191.839968 
-L 128.1 191.20615 
-L 129.96 190.535067 
-L 131.82 189.600103 
-L 133.68 188.855837 
-L 135.54 188.159234 
-L 137.4 187.172336 
-L 139.26 186.363112 
-L 141.12 185.175681 
-L 142.98 184.275251 
-L 144.84 183.354153 
-L 146.7 182.630821 
-L 148.56 181.489716 
-L 150.42 180.665632 
-L 152.28 179.681549 
-L 154.14 178.412017 
-L 156 177.287275 
-L 157.86 176.228817 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 63 233.443636 
-L 63 60.48 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 453.6 233.443636 
-L 453.6 60.48 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 63 233.443636 
-L 453.6 233.443636 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 63 60.48 
-L 453.6 60.48 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="text_17">
-    <!-- a) -->
-    <defs>
-     <path d="M 8.015625 75.875 
-L 15.828125 75.875 
-Q 23.140625 64.359375 26.78125 53.3125 
-Q 30.421875 42.28125 30.421875 31.390625 
-Q 30.421875 20.453125 26.78125 9.375 
-Q 23.140625 -1.703125 15.828125 -13.1875 
-L 8.015625 -13.1875 
-Q 14.5 -2 17.703125 9.0625 
-Q 20.90625 20.125 20.90625 31.390625 
-Q 20.90625 42.671875 17.703125 53.65625 
-Q 14.5 64.65625 8.015625 75.875 
-z
-" id="DejaVuSans-41"/>
-    </defs>
-    <g transform="translate(23.94 60.48)scale(0.14 -0.14)">
-     <use xlink:href="#DejaVuSans-97"/>
-     <use x="61.279297" xlink:href="#DejaVuSans-41"/>
-    </g>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 67 82.158125 
-L 449.6 82.158125 
-Q 451.6 82.158125 451.6 80.158125 
-L 451.6 64.48 
-Q 451.6 62.48 449.6 62.48 
-L 67 62.48 
-Q 65 62.48 65 64.48 
-L 65 80.158125 
-Q 65 82.158125 67 82.158125 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_19">
-     <path d="M 70 71.578438 
-L 90 71.578438 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_20"/>
-    <g id="text_18">
-     <!-- 1438ppmv -->
-     <defs>
-      <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 8.796875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-L 35.6875 0 
-L 23.484375 0 
-z
-" id="DejaVuSans-118"/>
-     </defs>
-     <g transform="translate(91 75.078438)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-52"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-51"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-56"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_21">
-     <path d="M 170.597917 71.578438 
-L 190.597917 71.578438 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_22"/>
-    <g id="text_19">
-     <!-- 1500ppmv -->
-     <g transform="translate(191.597917 75.078438)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_23">
-     <path d="M 271.195833 71.578438 
-L 291.195833 71.578438 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_24"/>
-    <g id="text_20">
-     <!-- 3000ppmv -->
-     <g transform="translate(292.195833 75.078438)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-51"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_25">
-     <path d="M 371.79375 71.578438 
-L 391.79375 71.578438 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_26"/>
-    <g id="text_21">
-     <!-- 5000ppmv -->
-     <g transform="translate(392.79375 75.078438)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-53"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-   </g>
-  </g>
-  <g id="axes_2">
-   <g id="patch_8">
-    <path d="M 63 441 
-L 453.6 441 
-L 453.6 268.036364 
-L 63 268.036364 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_3">
-    <g id="xtick_10">
-     <g id="line2d_27">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#m85ebd0a459" y="441"/>
-      </g>
-     </g>
-     <g id="text_22">
-      <!-- 0 -->
-      <g transform="translate(59.81875 455.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_11">
-     <g id="line2d_28">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="109.5" xlink:href="#m85ebd0a459" y="441"/>
-      </g>
-     </g>
-     <g id="text_23">
-      <!-- 25 -->
-      <g transform="translate(103.1375 455.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_12">
-     <g id="line2d_29">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="156" xlink:href="#m85ebd0a459" y="441"/>
-      </g>
-     </g>
-     <g id="text_24">
-      <!-- 50 -->
-      <g transform="translate(149.6375 455.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_13">
-     <g id="line2d_30">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="202.5" xlink:href="#m85ebd0a459" y="441"/>
-      </g>
-     </g>
-     <g id="text_25">
-      <!-- 75 -->
-      <g transform="translate(196.1375 455.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-55"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_14">
-     <g id="line2d_31">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="249" xlink:href="#m85ebd0a459" y="441"/>
-      </g>
-     </g>
-     <g id="text_26">
-      <!-- 100 -->
-      <g transform="translate(239.45625 455.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_15">
-     <g id="line2d_32">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="295.5" xlink:href="#m85ebd0a459" y="441"/>
-      </g>
-     </g>
-     <g id="text_27">
-      <!-- 125 -->
-      <g transform="translate(285.95625 455.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-50"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_16">
-     <g id="line2d_33">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="342" xlink:href="#m85ebd0a459" y="441"/>
-      </g>
-     </g>
-     <g id="text_28">
-      <!-- 150 -->
-      <g transform="translate(332.45625 455.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_17">
-     <g id="line2d_34">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.5" xlink:href="#m85ebd0a459" y="441"/>
-      </g>
-     </g>
-     <g id="text_29">
-      <!-- 175 -->
-      <g transform="translate(378.95625 455.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_18">
-     <g id="line2d_35">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="435" xlink:href="#m85ebd0a459" y="441"/>
-      </g>
-     </g>
-     <g id="text_30">
-      <!-- 200 -->
-      <g transform="translate(425.45625 455.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_31">
-     <!-- time [years] -->
-     <g transform="translate(227.753125 469.276562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-121"/>
-      <use x="355.908203" xlink:href="#DejaVuSans-101"/>
-      <use x="417.431641" xlink:href="#DejaVuSans-97"/>
-      <use x="478.710938" xlink:href="#DejaVuSans-114"/>
-      <use x="519.824219" xlink:href="#DejaVuSans-115"/>
-      <use x="571.923828" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_4">
-    <g id="ytick_6">
-     <g id="line2d_36">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="441"/>
-      </g>
-     </g>
-     <g id="text_32">
-      <!-- 0 -->
-      <g transform="translate(49.6375 444.799219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_37">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="412.172727"/>
-      </g>
-     </g>
-     <g id="text_33">
-      <!-- 1 -->
-      <g transform="translate(49.6375 415.971946)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_8">
-     <g id="line2d_38">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="383.345455"/>
-      </g>
-     </g>
-     <g id="text_34">
-      <!-- 2 -->
-      <g transform="translate(49.6375 387.144673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_9">
-     <g id="line2d_39">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="354.518182"/>
-      </g>
-     </g>
-     <g id="text_35">
-      <!-- 3 -->
-      <g transform="translate(49.6375 358.317401)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_10">
-     <g id="line2d_40">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="325.690909"/>
-      </g>
-     </g>
-     <g id="text_36">
-      <!-- 4 -->
-      <g transform="translate(49.6375 329.490128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_11">
-     <g id="line2d_41">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="296.863636"/>
-      </g>
-     </g>
-     <g id="text_37">
-      <!-- 5 -->
-      <g transform="translate(49.6375 300.662855)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_12">
-     <g id="line2d_42">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="63" xlink:href="#mde28d4397e" y="268.036364"/>
-      </g>
-     </g>
-     <g id="text_38">
-      <!-- 6 -->
-      <g transform="translate(49.6375 271.835582)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_39">
-     <!-- $F_{ar}$ [W/m²] -->
-     <defs>
-      <path d="M 16.890625 72.90625 
-L 58.6875 72.90625 
-L 57.078125 64.59375 
-L 25.09375 64.59375 
-L 20.90625 43.109375 
-L 49.8125 43.109375 
-L 48.1875 34.8125 
-L 19.28125 34.8125 
-L 12.5 0 
-L 2.6875 0 
-z
-" id="DejaVuSans-Oblique-70"/>
-      <path d="M 53.71875 31.203125 
-L 47.609375 0 
-L 38.625 0 
-L 40.28125 8.296875 
-Q 36.328125 3.421875 31.265625 1 
-Q 26.21875 -1.421875 20.015625 -1.421875 
-Q 13.03125 -1.421875 8.5625 2.84375 
-Q 4.109375 7.125 4.109375 13.8125 
-Q 4.109375 23.390625 11.75 28.953125 
-Q 19.390625 34.515625 32.8125 34.515625 
-L 45.3125 34.515625 
-L 45.796875 36.921875 
-Q 45.90625 37.3125 45.953125 37.765625 
-Q 46 38.234375 46 39.203125 
-Q 46 43.5625 42.453125 45.96875 
-Q 38.921875 48.390625 32.515625 48.390625 
-Q 28.125 48.390625 23.5 47.265625 
-Q 18.890625 46.140625 14.015625 43.890625 
-L 15.578125 52.203125 
-Q 20.65625 54.109375 25.515625 55.046875 
-Q 30.375 56 34.90625 56 
-Q 44.578125 56 49.625 51.796875 
-Q 54.6875 47.609375 54.6875 39.59375 
-Q 54.6875 37.984375 54.4375 35.8125 
-Q 54.203125 33.640625 53.71875 31.203125 
-z
-M 44 27.484375 
-L 35.015625 27.484375 
-Q 23.96875 27.484375 18.671875 24.53125 
-Q 13.375 21.578125 13.375 15.375 
-Q 13.375 11.078125 16.078125 8.640625 
-Q 18.796875 6.203125 23.578125 6.203125 
-Q 30.90625 6.203125 36.375 11.453125 
-Q 41.84375 16.703125 43.609375 25.484375 
-z
-" id="DejaVuSans-Oblique-97"/>
-      <path d="M 44.578125 46.390625 
-Q 43.21875 47.125 41.453125 47.515625 
-Q 39.703125 47.90625 37.703125 47.90625 
-Q 30.515625 47.90625 25.140625 42.453125 
-Q 19.78125 37.015625 18.015625 27.875 
-L 12.5 0 
-L 3.515625 0 
-L 14.203125 54.6875 
-L 23.1875 54.6875 
-L 21.484375 46.1875 
-Q 25.046875 50.921875 30 53.453125 
-Q 34.96875 56 40.578125 56 
-Q 42.046875 56 43.453125 55.828125 
-Q 44.875 55.671875 46.296875 55.28125 
-z
-" id="DejaVuSans-Oblique-114"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 25.390625 72.90625 
-L 33.6875 72.90625 
-L 8.296875 -9.28125 
-L 0 -9.28125 
-z
-" id="DejaVuSans-47"/>
-      <path d="M 13.09375 38.1875 
-L 33.796875 38.1875 
-L 33.796875 32.625 
-L 4.59375 32.625 
-L 4.59375 37.984375 
-Q 6.25 39.5 9.328125 42.234375 
-Q 26.125 57.125 26.125 61.71875 
-Q 26.125 64.9375 23.578125 66.90625 
-Q 21.046875 68.890625 16.890625 68.890625 
-Q 14.359375 68.890625 11.375 68.03125 
-Q 8.40625 67.1875 4.890625 65.484375 
-L 4.890625 71.484375 
-Q 8.640625 72.859375 11.890625 73.53125 
-Q 15.140625 74.21875 17.921875 74.21875 
-Q 25 74.21875 29.25 71 
-Q 33.5 67.78125 33.5 62.5 
-Q 33.5 55.71875 17.328125 41.84375 
-Q 14.59375 39.5 13.09375 38.1875 
-z
-" id="DejaVuSans-178"/>
-     </defs>
-     <g transform="translate(43.557812 380.118182)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.015625)" xlink:href="#DejaVuSans-Oblique-70"/>
-      <use transform="translate(57.519531 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-Oblique-97"/>
-      <use transform="translate(100.415039 -16.390625)scale(0.7)" xlink:href="#DejaVuSans-Oblique-114"/>
-      <use transform="translate(131.928711 0.015625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(163.71582 0.015625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(202.729492 0.015625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(301.606445 0.015625)" xlink:href="#DejaVuSans-47"/>
-      <use transform="translate(335.297852 0.015625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(432.709961 0.015625)" xlink:href="#DejaVuSans-178"/>
-      <use transform="translate(472.797852 0.015625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_43">
-    <path clip-path="url(#p8b67cee7d4)" d="M 63 426.219628 
-L 64.86 424.824937 
-L 66.72 424.583588 
-L 68.58 424.107294 
-L 70.44 424.89249 
-L 72.3 424.618562 
-L 74.16 424.561864 
-L 76.02 423.803958 
-L 77.88 423.735267 
-L 79.74 424.53087 
-L 81.6 424.408406 
-L 83.46 424.944752 
-L 85.32 424.911685 
-L 87.18 425.486385 
-L 89.04 425.352571 
-L 90.9 424.697157 
-L 92.76 424.749876 
-L 94.62 424.609022 
-L 96.48 425.281799 
-L 98.34 424.509013 
-L 100.2 424.553254 
-L 102.06 425.430952 
-L 103.92 424.429206 
-L 107.64 424.676504 
-L 109.5 423.751072 
-L 111.36 424.586447 
-L 113.22 423.093634 
-L 115.08 423.657193 
-L 116.94 423.598496 
-L 118.8 423.892107 
-L 120.66 424.733921 
-L 122.52 424.343007 
-L 124.38 424.355523 
-L 128.1 423.861637 
-L 129.96 423.032256 
-L 131.82 424.334576 
-L 133.68 424.617798 
-L 135.54 423.312444 
-L 137.4 423.919838 
-L 139.26 423.928884 
-L 141.12 423.125198 
-L 144.84 423.135702 
-L 146.7 423.681983 
-L 148.56 423.409346 
-L 150.42 423.544825 
-L 152.28 423.917802 
-L 154.14 421.74734 
-L 156 422.052318 
-L 157.86 420.972589 
-L 159.72 422.305866 
-L 161.58 422.247466 
-L 163.44 421.743444 
-L 167.16 421.513001 
-L 169.02 421.677578 
-L 170.88 420.744685 
-L 172.74 420.027199 
-L 174.6 420.840296 
-L 178.32 422.059112 
-L 180.18 421.165318 
-L 183.9 421.150228 
-L 185.76 420.29468 
-L 187.62 421.261467 
-L 189.48 422.019156 
-L 191.34 420.980715 
-L 193.2 420.285908 
-L 195.06 419.27078 
-L 196.92 420.412217 
-L 198.78 421.187507 
-L 202.5 419.199869 
-L 204.36 420.788475 
-L 206.22 419.757036 
-L 208.08 419.013817 
-L 211.8 420.053068 
-L 213.66 419.440021 
-L 215.52 418.40713 
-L 217.38 418.515049 
-L 219.24 419.553383 
-L 228.54 418.31964 
-L 230.4 417.15747 
-L 232.26 416.404188 
-L 234.12 417.111918 
-L 235.98 417.471723 
-L 239.7 416.541688 
-L 241.56 417.409853 
-L 243.42 417.217551 
-L 245.28 417.599787 
-L 247.14 416.598868 
-L 249 417.658684 
-L 250.86 416.40448 
-L 252.72 415.869437 
-L 254.58 415.599107 
-L 256.44 415.802819 
-L 258.3 415.233745 
-L 260.16 415.4851 
-L 262.02 414.867121 
-L 263.88 413.654214 
-L 265.74 414.1359 
-L 267.6 414.427339 
-L 269.46 413.713491 
-L 271.32 413.579845 
-L 273.18 413.725543 
-L 275.04 412.609271 
-L 276.9 411.842976 
-L 278.76 412.637979 
-L 280.62 411.933161 
-L 282.48 410.610745 
-L 284.34 411.230059 
-L 288.06 410.336483 
-L 289.92 409.503517 
-L 291.78 409.518449 
-L 293.64 408.559596 
-L 295.5 408.9297 
-L 297.36 408.294932 
-L 299.22 406.893309 
-L 302.94 406.476024 
-L 304.8 405.922846 
-L 306.66 405.892293 
-L 310.38 404.316309 
-L 312.24 403.086982 
-L 314.1 402.275013 
-L 315.96 401.216906 
-L 317.82 401.196303 
-L 319.68 399.731252 
-L 321.54 397.787543 
-L 323.4 397.246528 
-L 325.26 396.216504 
-L 327.12 395.046657 
-L 328.98 393.018265 
-L 330.84 392.127556 
-L 332.7 392.091068 
-L 334.56 390.87707 
-L 336.42 389.314403 
-L 340.14 386.903333 
-L 342 386.196126 
-L 343.86 384.546773 
-L 345.72 383.98445 
-L 347.58 383.016568 
-L 349.44 381.450498 
-L 351.3 380.414065 
-L 353.16 380.079616 
-L 355.02 379.554645 
-L 358.74 376.552307 
-L 360.6 376.382483 
-L 362.46 374.145305 
-L 364.32 373.9364 
-L 366.18 372.650104 
-L 368.04 372.781108 
-L 371.76 370.039122 
-L 377.34 365.957416 
-L 379.2 365.283273 
-L 381.06 363.592991 
-L 382.92 360.721439 
-L 384.78 359.243294 
-L 386.64 358.622268 
-L 388.5 355.215223 
-L 390.36 353.927085 
-L 392.22 350.063033 
-L 394.08 348.458148 
-L 395.94 346.143982 
-L 397.8 345.259714 
-L 399.66 342.286731 
-L 401.52 340.770671 
-L 403.38 337.403753 
-L 405.24 333.450776 
-L 407.1 332.610755 
-L 408.96 331.286526 
-L 410.82 328.44344 
-L 412.68 326.022478 
-L 414.54 323.967847 
-L 416.4 323.217395 
-L 418.26 322.620633 
-L 420.12 318.022722 
-L 423.84 314.652598 
-L 425.7 314.661778 
-L 427.56 312.289235 
-L 429.42 310.949938 
-L 431.28 308.39218 
-L 433.14 303.714755 
-L 435 292.979907 
-L 435 292.979907 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_44">
-    <path clip-path="url(#p8b67cee7d4)" d="M 63 441 
-L 92.76 441 
-L 94.62 440.317789 
-L 96.48 441 
-L 98.34 440.196895 
-L 100.2 440.309243 
-L 102.06 438.178177 
-L 103.92 438.643347 
-L 105.78 437.152166 
-L 107.64 436.427108 
-L 109.5 436.96954 
-L 111.36 435.603627 
-L 113.22 435.73631 
-L 115.08 434.62778 
-L 116.94 433.97378 
-L 118.8 434.088111 
-L 120.66 433.872537 
-L 122.52 434.497389 
-L 124.38 432.208277 
-L 126.24 431.827069 
-L 128.1 431.282534 
-L 129.96 431.294293 
-L 131.82 429.577584 
-L 133.68 432.000531 
-L 135.54 431.35269 
-L 137.4 432.742726 
-L 139.26 431.883332 
-L 141.12 430.690206 
-L 142.98 432.180538 
-L 144.84 430.7427 
-L 146.7 432.072525 
-L 148.56 431.223207 
-L 152.28 431.443674 
-L 154.14 432.908141 
-L 156 431.503401 
-L 157.86 431.064422 
-L 159.72 431.972713 
-L 161.58 430.051435 
-L 163.44 430.784783 
-L 165.3 430.564232 
-L 167.16 429.885023 
-L 169.02 430.585928 
-L 170.88 431.748999 
-L 172.74 431.188401 
-L 174.6 430.25671 
-L 176.46 431.003113 
-L 178.32 431.332744 
-L 180.18 431.842888 
-L 182.04 430.706175 
-L 183.9 431.503899 
-L 185.76 431.475614 
-L 187.62 431.189443 
-L 189.48 430.294266 
-L 191.34 430.10436 
-L 193.2 431.083151 
-L 195.06 430.720518 
-L 196.92 429.838682 
-L 198.78 430.087476 
-L 200.64 429.279712 
-L 202.5 430.123458 
-L 204.36 429.406896 
-L 206.22 431.121795 
-L 208.08 430.569545 
-L 209.94 430.65142 
-L 211.8 430.558853 
-L 213.66 430.15848 
-L 215.52 428.983608 
-L 217.38 430.266718 
-L 219.24 429.959121 
-L 221.1 428.789916 
-L 224.82 429.744206 
-L 226.68 430.371927 
-L 228.54 429.984077 
-L 230.4 428.764575 
-L 232.26 429.523102 
-L 234.12 431.105691 
-L 235.98 431.055331 
-L 239.7 429.72926 
-L 241.56 428.700691 
-L 243.42 429.420258 
-L 245.28 428.140441 
-L 247.14 429.260337 
-L 249 429.462515 
-L 250.86 428.645732 
-L 252.72 428.368264 
-L 254.58 428.500961 
-L 256.44 428.373922 
-L 258.3 428.124516 
-L 260.16 427.732602 
-L 262.02 427.908805 
-L 263.88 428.992809 
-L 265.74 429.013663 
-L 267.6 429.317704 
-L 269.46 428.518145 
-L 271.32 427.843615 
-L 273.18 428.375895 
-L 275.04 427.191672 
-L 278.76 428.029685 
-L 280.62 427.050292 
-L 282.48 428.193177 
-L 284.34 428.825966 
-L 286.2 428.303802 
-L 288.06 428.703779 
-L 289.92 427.489526 
-L 291.78 428.218924 
-L 293.64 428.609697 
-L 295.5 427.709664 
-L 299.22 427.773269 
-L 301.08 427.72058 
-L 302.94 428.991192 
-L 304.8 426.055208 
-L 306.66 426.942945 
-L 310.38 427.213241 
-L 312.24 428.509484 
-L 314.1 427.64747 
-L 315.96 427.246117 
-L 317.82 427.144478 
-L 319.68 426.918983 
-L 321.54 427.669221 
-L 323.4 427.203317 
-L 325.26 425.719236 
-L 327.12 427.474009 
-L 328.98 426.165492 
-L 330.84 427.993196 
-L 332.7 428.076218 
-L 334.56 426.984179 
-L 340.14 426.829683 
-L 342 426.489314 
-L 345.72 426.206503 
-L 347.58 427.10978 
-L 349.44 425.491026 
-L 351.3 425.789452 
-L 355.02 427.736032 
-L 356.88 427.428732 
-L 358.74 426.530704 
-L 360.6 426.234693 
-L 362.46 427.324313 
-L 364.32 427.439637 
-L 366.18 426.29483 
-L 368.04 426.631558 
-L 369.9 425.708238 
-L 371.76 425.917761 
-L 373.62 427.612198 
-L 375.48 426.579262 
-L 379.2 425.932753 
-L 381.06 427.299466 
-L 382.92 427.971427 
-L 384.78 426.775511 
-L 386.64 427.79879 
-L 388.5 426.793095 
-L 390.36 428.102773 
-L 392.22 428.171887 
-L 394.08 427.236601 
-L 395.94 428.043672 
-L 397.8 427.065732 
-L 399.66 426.309792 
-L 401.52 427.276401 
-L 403.38 426.524675 
-L 405.24 427.41631 
-L 407.1 427.959539 
-L 408.96 426.130444 
-L 410.82 427.158433 
-L 412.68 425.580135 
-L 414.54 426.70275 
-L 416.4 426.986408 
-L 418.26 425.354135 
-L 420.12 427.230448 
-L 421.98 426.23136 
-L 423.84 426.561703 
-L 425.7 425.169699 
-L 427.56 426.777412 
-L 429.42 425.619141 
-L 431.28 424.802418 
-L 433.14 426.963618 
-L 435 425.982766 
-L 436.86 426.367411 
-L 438.72 427.035939 
-L 440.58 426.028374 
-L 442.44 425.75968 
-L 444.3 425.982296 
-L 446.16 426.752928 
-L 448.02 425.435395 
-L 449.88 425.259846 
-L 451.74 424.221298 
-L 453.6 425.658302 
-L 455.46 426.351336 
-L 457.32 426.161427 
-L 459.18 426.358844 
-L 461.04 427.382609 
-L 462.9 425.773175 
-L 468.48 425.558069 
-L 470.34 427.223908 
-L 474.06 426.379742 
-L 475.92 425.426559 
-L 479.64 425.665246 
-L 481.5 425.380059 
-L 483.36 425.323043 
-L 485.22 425.994438 
-L 487.08 424.807263 
-L 488.94 425.648528 
-L 490.8 427.076263 
-L 492.66 426.944034 
-L 494.52 426.593476 
-L 496.38 427.433232 
-L 498.24 427.0352 
-L 500.1 426.992479 
-L 501.96 426.485692 
-L 503.82 427.282001 
-L 505 427.090582 
-L 505 427.090582 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_45">
-    <path clip-path="url(#p8b67cee7d4)" d="M 63 325.73184 
-L 64.86 326.628122 
-L 66.72 326.700834 
-L 68.58 326.339978 
-L 70.44 325.074404 
-L 72.3 325.923999 
-L 74.16 325.873898 
-L 76.02 326.463589 
-L 77.88 328.099339 
-L 79.74 327.160985 
-L 81.6 327.142285 
-L 83.46 326.880568 
-L 85.32 326.376226 
-L 87.18 327.18497 
-L 89.04 326.994115 
-L 90.9 326.954954 
-L 94.62 327.461152 
-L 96.48 326.785668 
-L 98.34 326.651058 
-L 100.2 326.864947 
-L 103.92 326.691443 
-L 105.78 326.606204 
-L 109.5 326.955123 
-L 113.22 327.841768 
-L 115.08 327.967038 
-L 116.94 327.350174 
-L 118.8 327.392216 
-L 120.66 327.965954 
-L 122.52 327.338939 
-L 124.38 327.508029 
-L 126.24 327.831143 
-L 128.1 327.082945 
-L 129.96 326.097431 
-L 133.68 325.295476 
-L 135.54 326.166517 
-L 137.4 325.796869 
-L 139.26 325.826713 
-L 142.98 326.289013 
-L 144.84 326.270038 
-L 146.7 325.869287 
-L 148.56 325.681047 
-L 150.42 324.516272 
-L 152.28 324.46945 
-L 154.14 324.011409 
-L 156 324.273316 
-L 157.86 323.339467 
-L 159.72 323.265244 
-L 161.58 323.368025 
-L 163.44 322.894263 
-L 165.3 322.575307 
-L 167.16 322.708053 
-L 169.02 323.074297 
-L 172.74 321.944976 
-L 174.6 322.063404 
-L 176.46 321.928813 
-L 178.32 322.689263 
-L 180.18 322.159702 
-L 182.04 322.37668 
-L 183.9 321.124292 
-L 185.76 321.990711 
-L 187.62 321.941619 
-L 189.48 322.55987 
-L 191.34 321.723429 
-L 195.06 321.578747 
-L 196.92 322.249379 
-L 198.78 321.461482 
-L 200.64 321.752162 
-L 204.36 321.707388 
-L 206.22 321.147619 
-L 208.08 321.014111 
-L 209.94 321.431516 
-L 211.8 321.471589 
-L 213.66 321.348244 
-L 215.52 321.955459 
-L 217.38 321.502643 
-L 221.1 321.644639 
-L 222.96 320.317118 
-L 224.82 321.381501 
-L 226.68 321.142354 
-L 228.54 320.542209 
-L 230.4 320.82666 
-L 232.26 321.249926 
-L 234.12 320.577153 
-L 235.98 320.744164 
-L 237.84 320.687661 
-L 239.7 321.197742 
-L 241.56 320.640608 
-L 243.42 320.365934 
-L 245.28 320.679137 
-L 247.14 321.338474 
-L 249 320.074637 
-L 250.86 320.227379 
-L 252.72 321.030123 
-L 256.44 320.268307 
-L 258.3 321.066172 
-L 260.16 321.327778 
-L 262.02 320.316811 
-L 263.88 320.50866 
-L 265.74 320.838505 
-L 267.6 320.550125 
-L 269.46 320.409812 
-L 271.32 319.910121 
-L 273.18 319.912855 
-L 275.04 319.686774 
-L 276.9 319.196346 
-L 280.62 320.220673 
-L 282.48 319.31794 
-L 284.34 319.676512 
-L 286.2 320.307664 
-L 288.06 320.170912 
-L 289.92 320.301731 
-L 291.78 320.652511 
-L 293.64 319.69232 
-L 295.5 319.097455 
-L 299.22 319.63904 
-L 301.08 318.882158 
-L 302.94 319.560875 
-L 304.8 318.727929 
-L 306.66 320.516219 
-L 308.52 319.990178 
-L 310.38 319.319532 
-L 314.1 318.509276 
-L 315.96 318.915285 
-L 321.54 318.222386 
-L 325.26 317.195785 
-L 327.12 316.862394 
-L 328.98 316.762767 
-L 330.84 316.457846 
-L 332.7 316.884332 
-L 334.56 316.074808 
-L 336.42 316.13786 
-L 338.28 314.997839 
-L 340.14 314.977423 
-L 342 314.471671 
-L 345.72 313.9978 
-L 347.58 314.596119 
-L 349.44 313.530283 
-L 351.3 313.98297 
-L 353.16 312.433039 
-L 355.02 312.352274 
-L 356.88 310.765601 
-L 358.74 309.531305 
-L 360.6 307.482851 
-L 362.46 300.008403 
-L 364.32 271.559526 
-L 364.32 271.559526 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_46">
-    <path clip-path="url(#p8b67cee7d4)" d="M 63 327.400288 
-L 64.86 329.860408 
-L 66.72 331.392269 
-L 68.58 331.604296 
-L 70.44 333.415556 
-L 72.3 333.854498 
-L 74.16 334.747836 
-L 76.02 334.372782 
-L 77.88 336.306098 
-L 79.74 336.640295 
-L 81.6 336.768919 
-L 83.46 338.082211 
-L 85.32 338.904959 
-L 87.18 339.392461 
-L 89.04 341.206365 
-L 90.9 341.368603 
-L 92.76 342.175266 
-L 94.62 342.079856 
-L 96.48 342.23783 
-L 98.34 343.827572 
-L 100.2 343.987613 
-L 102.06 343.972794 
-L 103.92 344.262829 
-L 105.78 345.356124 
-L 107.64 347.259962 
-L 109.5 348.713485 
-L 111.36 349.834473 
-L 113.22 349.234907 
-L 115.08 350.038976 
-L 116.94 350.509188 
-L 118.8 351.464509 
-L 120.66 351.754368 
-L 122.52 352.740559 
-L 124.38 352.299533 
-L 126.24 354.243563 
-L 128.1 355.784333 
-L 129.96 357.361715 
-L 131.82 358.259248 
-L 133.68 359.289381 
-L 135.54 362.017954 
-L 137.4 363.546124 
-L 139.26 364.712419 
-L 141.12 366.401857 
-L 142.98 368.651669 
-L 144.84 370.629783 
-L 146.7 372.256177 
-L 148.56 373.709705 
-L 150.42 375.513195 
-L 152.28 376.572482 
-L 154.14 378.38713 
-L 156 381.113613 
-L 157.86 382.669246 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_9">
-    <path d="M 63 441 
-L 63 268.036364 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_10">
-    <path d="M 453.6 441 
-L 453.6 268.036364 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_11">
-    <path d="M 63 441 
-L 453.6 441 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_12">
-    <path d="M 63 268.036364 
-L 453.6 268.036364 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="text_40">
-    <!-- b) -->
-    <defs>
-     <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-    </defs>
-    <g transform="translate(23.94 268.036364)scale(0.14 -0.14)">
-     <use xlink:href="#DejaVuSans-98"/>
-     <use x="63.476562" xlink:href="#DejaVuSans-41"/>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p63c6fcb74d">
-   <rect height="172.963636" width="390.6" x="63" y="60.48"/>
-  </clipPath>
-  <clipPath id="p8b67cee7d4">
-   <rect height="172.963636" width="390.6" x="63" y="268.036364"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/hice_unlim_icelat_Jor_overview.svg b/python_scripts /plots/hice_unlim_icelat_Jor_overview.svg
deleted file mode 100644
index 7f1436a84187d009bfdf60ee99edbbc03e580ea7..0000000000000000000000000000000000000000
--- a/python_scripts /plots/hice_unlim_icelat_Jor_overview.svg	
+++ /dev/null
@@ -1,1092 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="mac157666ab" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mac157666ab" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="95.85" xlink:href="#mac157666ab" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 25 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(89.4875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="137.7" xlink:href="#mac157666ab" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 50 -->
-      <g transform="translate(131.3375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="179.55" xlink:href="#mac157666ab" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 75 -->
-      <defs>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(173.1875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-55"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="221.4" xlink:href="#mac157666ab" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 100 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(211.85625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="263.25" xlink:href="#mac157666ab" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 125 -->
-      <g transform="translate(253.70625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-50"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="305.1" xlink:href="#mac157666ab" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 150 -->
-      <g transform="translate(295.55625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_8">
-     <g id="line2d_8">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="346.95" xlink:href="#mac157666ab" y="252"/>
-      </g>
-     </g>
-     <g id="text_8">
-      <!-- 175 -->
-      <g transform="translate(337.40625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_9">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mac157666ab" y="252"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 200 -->
-      <g transform="translate(379.25625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_10">
-     <!-- time [years] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(190.853125 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-121"/>
-      <use x="355.908203" xlink:href="#DejaVuSans-101"/>
-      <use x="417.431641" xlink:href="#DejaVuSans-97"/>
-      <use x="478.710938" xlink:href="#DejaVuSans-114"/>
-      <use x="519.824219" xlink:href="#DejaVuSans-115"/>
-      <use x="571.923828" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_10">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m0eabec29eb" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0eabec29eb" y="252"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0 -->
-      <g transform="translate(40.6375 255.799219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0eabec29eb" y="220.023529"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 5 -->
-      <g transform="translate(40.6375 223.822748)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0eabec29eb" y="188.047059"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 10 -->
-      <g transform="translate(34.275 191.846278)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0eabec29eb" y="156.070588"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 15 -->
-      <g transform="translate(34.275 159.869807)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0eabec29eb" y="124.094118"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 20 -->
-      <g transform="translate(34.275 127.893336)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_15">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0eabec29eb" y="92.117647"/>
-      </g>
-     </g>
-     <g id="text_16">
-      <!-- 25 -->
-      <g transform="translate(34.275 95.916866)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_16">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0eabec29eb" y="60.141176"/>
-      </g>
-     </g>
-     <g id="text_17">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(34.275 63.940395)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_18">
-     <!-- ice latitude [°] -->
-     <defs>
-      <path d="M 48.78125 52.59375 
-L 48.78125 44.1875 
-Q 44.96875 46.296875 41.140625 47.34375 
-Q 37.3125 48.390625 33.40625 48.390625 
-Q 24.65625 48.390625 19.8125 42.84375 
-Q 14.984375 37.3125 14.984375 27.296875 
-Q 14.984375 17.28125 19.8125 11.734375 
-Q 24.65625 6.203125 33.40625 6.203125 
-Q 37.3125 6.203125 41.140625 7.25 
-Q 44.96875 8.296875 48.78125 10.40625 
-L 48.78125 2.09375 
-Q 45.015625 0.34375 40.984375 -0.53125 
-Q 36.96875 -1.421875 32.421875 -1.421875 
-Q 20.0625 -1.421875 12.78125 6.34375 
-Q 5.515625 14.109375 5.515625 27.296875 
-Q 5.515625 40.671875 12.859375 48.328125 
-Q 20.21875 56 33.015625 56 
-Q 37.15625 56 41.109375 55.140625 
-Q 45.0625 54.296875 48.78125 52.59375 
-z
-" id="DejaVuSans-99"/>
-      <path d="M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 0 
-L 9.421875 0 
-z
-" id="DejaVuSans-108"/>
-      <path d="M 8.5 21.578125 
-L 8.5 54.6875 
-L 17.484375 54.6875 
-L 17.484375 21.921875 
-Q 17.484375 14.15625 20.5 10.265625 
-Q 23.53125 6.390625 29.59375 6.390625 
-Q 36.859375 6.390625 41.078125 11.03125 
-Q 45.3125 15.671875 45.3125 23.6875 
-L 45.3125 54.6875 
-L 54.296875 54.6875 
-L 54.296875 0 
-L 45.3125 0 
-L 45.3125 8.40625 
-Q 42.046875 3.421875 37.71875 1 
-Q 33.40625 -1.421875 27.6875 -1.421875 
-Q 18.265625 -1.421875 13.375 4.4375 
-Q 8.5 10.296875 8.5 21.578125 
-z
-M 31.109375 56 
-z
-" id="DejaVuSans-117"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 25 67.921875 
-Q 21.09375 67.921875 18.40625 65.203125 
-Q 15.71875 62.5 15.71875 58.59375 
-Q 15.71875 54.734375 18.40625 52.078125 
-Q 21.09375 49.421875 25 49.421875 
-Q 28.90625 49.421875 31.59375 52.078125 
-Q 34.28125 54.734375 34.28125 58.59375 
-Q 34.28125 62.453125 31.5625 65.1875 
-Q 28.859375 67.921875 25 67.921875 
-z
-M 25 74.21875 
-Q 28.125 74.21875 31 73.015625 
-Q 33.890625 71.828125 35.984375 69.578125 
-Q 38.234375 67.390625 39.359375 64.59375 
-Q 40.484375 61.8125 40.484375 58.59375 
-Q 40.484375 52.15625 35.96875 47.6875 
-Q 31.453125 43.21875 24.90625 43.21875 
-Q 18.3125 43.21875 13.90625 47.609375 
-Q 9.515625 52 9.515625 58.59375 
-Q 9.515625 65.140625 14 69.671875 
-Q 18.5 74.21875 25 74.21875 
-z
-" id="DejaVuSans-176"/>
-     </defs>
-     <g transform="translate(28.195312 179.256563)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-105"/>
-      <use x="27.783203" xlink:href="#DejaVuSans-99"/>
-      <use x="82.763672" xlink:href="#DejaVuSans-101"/>
-      <use x="144.287109" xlink:href="#DejaVuSans-32"/>
-      <use x="176.074219" xlink:href="#DejaVuSans-108"/>
-      <use x="203.857422" xlink:href="#DejaVuSans-97"/>
-      <use x="265.136719" xlink:href="#DejaVuSans-116"/>
-      <use x="304.345703" xlink:href="#DejaVuSans-105"/>
-      <use x="332.128906" xlink:href="#DejaVuSans-116"/>
-      <use x="371.337891" xlink:href="#DejaVuSans-117"/>
-      <use x="434.716797" xlink:href="#DejaVuSans-100"/>
-      <use x="498.193359" xlink:href="#DejaVuSans-101"/>
-      <use x="559.716797" xlink:href="#DejaVuSans-32"/>
-      <use x="591.503906" xlink:href="#DejaVuSans-91"/>
-      <use x="630.517578" xlink:href="#DejaVuSans-176"/>
-      <use x="680.517578" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_17">
-    <path clip-path="url(#pa1401788a7)" d="M 0 0 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_18">
-    <path clip-path="url(#pa1401788a7)" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_19">
-    <path clip-path="url(#pa1401788a7)" d="M 0 0 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_20">
-    <path clip-path="url(#pa1401788a7)" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_21">
-    <path clip-path="url(#pa1401788a7)" d="M 0 0 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_22">
-    <path clip-path="url(#pa1401788a7)" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_23">
-    <path clip-path="url(#pa1401788a7)" style="fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_24">
-    <path clip-path="url(#pa1401788a7)" style="fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_25">
-    <path clip-path="url(#pa1401788a7)" style="fill:none;stroke:#e377c2;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_26">
-    <path clip-path="url(#pa1401788a7)" d="M 0 0 
-" style="fill:none;stroke:#e377c2;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_27">
-    <path clip-path="url(#pa1401788a7)" style="fill:none;stroke:#7f7f7f;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 58 67.91625 
-L 384.8 67.91625 
-Q 386.8 67.91625 386.8 65.91625 
-L 386.8 38.56 
-Q 386.8 36.56 384.8 36.56 
-L 58 36.56 
-Q 56 36.56 56 38.56 
-L 56 65.91625 
-Q 56 67.91625 58 67.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_28">
-     <path d="M 61 45.658437 
-L 81 45.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_29"/>
-    <g id="text_19">
-     <!-- 3000ppmv -->
-     <defs>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 8.796875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-L 35.6875 0 
-L 23.484375 0 
-z
-" id="DejaVuSans-118"/>
-     </defs>
-     <g transform="translate(82 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-51"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_30">
-     <path d="M 61 57.336562 
-L 81 57.336562 
-" style="fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_31"/>
-    <g id="text_20">
-     <!-- 4219ppmv -->
-     <defs>
-      <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      <path d="M 10.984375 1.515625 
-L 10.984375 10.5 
-Q 14.703125 8.734375 18.5 7.8125 
-Q 22.3125 6.890625 25.984375 6.890625 
-Q 35.75 6.890625 40.890625 13.453125 
-Q 46.046875 20.015625 46.78125 33.40625 
-Q 43.953125 29.203125 39.59375 26.953125 
-Q 35.25 24.703125 29.984375 24.703125 
-Q 19.046875 24.703125 12.671875 31.3125 
-Q 6.296875 37.9375 6.296875 49.421875 
-Q 6.296875 60.640625 12.9375 67.421875 
-Q 19.578125 74.21875 30.609375 74.21875 
-Q 43.265625 74.21875 49.921875 64.515625 
-Q 56.59375 54.828125 56.59375 36.375 
-Q 56.59375 19.140625 48.40625 8.859375 
-Q 40.234375 -1.421875 26.421875 -1.421875 
-Q 22.703125 -1.421875 18.890625 -0.6875 
-Q 15.09375 0.046875 10.984375 1.515625 
-z
-M 30.609375 32.421875 
-Q 37.25 32.421875 41.125 36.953125 
-Q 45.015625 41.5 45.015625 49.421875 
-Q 45.015625 57.28125 41.125 61.84375 
-Q 37.25 66.40625 30.609375 66.40625 
-Q 23.96875 66.40625 20.09375 61.84375 
-Q 16.21875 57.28125 16.21875 49.421875 
-Q 16.21875 41.5 20.09375 36.953125 
-Q 23.96875 32.421875 30.609375 32.421875 
-z
-" id="DejaVuSans-57"/>
-     </defs>
-     <g transform="translate(82 60.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-52"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-50"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-49"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-57"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_32">
-     <path d="M 140.877083 45.658437 
-L 160.877083 45.658437 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_33"/>
-    <g id="text_21">
-     <!-- 3750ppmv -->
-     <g transform="translate(161.877083 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-51"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-55"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_34">
-     <path d="M 140.877083 57.336562 
-L 160.877083 57.336562 
-" style="fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_35"/>
-    <g id="text_22">
-     <!-- 4375ppmv -->
-     <g transform="translate(161.877083 60.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-52"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-51"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-55"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-53"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_36">
-     <path d="M 220.754167 45.658437 
-L 240.754167 45.658437 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_37"/>
-    <g id="text_23">
-     <!-- 3907ppmv -->
-     <g transform="translate(241.754167 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-51"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-57"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-55"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_38">
-     <path d="M 220.754167 57.336562 
-L 240.754167 57.336562 
-" style="fill:none;stroke:#e377c2;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_39"/>
-    <g id="text_24">
-     <!-- 5000ppmv -->
-     <g transform="translate(241.754167 60.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-53"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_40">
-     <path d="M 300.63125 45.658437 
-L 320.63125 45.658437 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_41"/>
-    <g id="text_25">
-     <!-- 4063ppmv -->
-     <defs>
-      <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-     </defs>
-     <g transform="translate(321.63125 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-52"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-54"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-51"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_42">
-     <path d="M 300.63125 57.336562 
-L 320.63125 57.336562 
-" style="fill:none;stroke:#7f7f7f;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_43"/>
-    <g id="text_26">
-     <!-- 10000ppmv -->
-     <g transform="translate(321.63125 60.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-48"/>
-      <use x="318.115234" xlink:href="#DejaVuSans-112"/>
-      <use x="381.591797" xlink:href="#DejaVuSans-112"/>
-      <use x="445.068359" xlink:href="#DejaVuSans-109"/>
-      <use x="542.480469" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pa1401788a7">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/hice_unlim_icelat_overview.svg b/python_scripts /plots/hice_unlim_icelat_overview.svg
deleted file mode 100644
index 63084bb36bef76e8ee2f6cd02571e646e6902dde..0000000000000000000000000000000000000000
--- a/python_scripts /plots/hice_unlim_icelat_overview.svg	
+++ /dev/null
@@ -1,5450 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="ma2421eaac2" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma2421eaac2" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="101.828571" xlink:href="#ma2421eaac2" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 50 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(95.466071 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="149.657143" xlink:href="#ma2421eaac2" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 100 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(140.113393 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="197.485714" xlink:href="#ma2421eaac2" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 150 -->
-      <g transform="translate(187.941964 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="245.314286" xlink:href="#ma2421eaac2" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 200 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(235.770536 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="293.142857" xlink:href="#ma2421eaac2" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 250 -->
-      <g transform="translate(283.599107 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="340.971429" xlink:href="#ma2421eaac2" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 300 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(331.427679 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_8">
-     <g id="line2d_8">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#ma2421eaac2" y="252"/>
-      </g>
-     </g>
-     <g id="text_8">
-      <!-- 350 -->
-      <g transform="translate(379.25625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_9">
-     <!-- time [years] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(190.853125 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-121"/>
-      <use x="355.908203" xlink:href="#DejaVuSans-101"/>
-      <use x="417.431641" xlink:href="#DejaVuSans-97"/>
-      <use x="478.710938" xlink:href="#DejaVuSans-114"/>
-      <use x="519.824219" xlink:href="#DejaVuSans-115"/>
-      <use x="571.923828" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_9">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mb445219e48" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="252"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 0 -->
-      <g transform="translate(40.6375 255.799219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="227.84"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 10 -->
-      <g transform="translate(34.275 231.639219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="203.68"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 20 -->
-      <g transform="translate(34.275 207.479219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="179.52"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 30 -->
-      <g transform="translate(34.275 183.319219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="155.36"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 40 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(34.275 159.159219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="131.2"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 50 -->
-      <g transform="translate(34.275 134.999219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_15">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="107.04"/>
-      </g>
-     </g>
-     <g id="text_16">
-      <!-- 60 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(34.275 110.839219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_8">
-     <g id="line2d_16">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="82.88"/>
-      </g>
-     </g>
-     <g id="text_17">
-      <!-- 70 -->
-      <defs>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(34.275 86.679219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-55"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_9">
-     <g id="line2d_17">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="58.72"/>
-      </g>
-     </g>
-     <g id="text_18">
-      <!-- 80 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(34.275 62.519219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-56"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_10">
-     <g id="line2d_18">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb445219e48" y="34.56"/>
-      </g>
-     </g>
-     <g id="text_19">
-      <!-- 90 -->
-      <defs>
-       <path d="M 10.984375 1.515625 
-L 10.984375 10.5 
-Q 14.703125 8.734375 18.5 7.8125 
-Q 22.3125 6.890625 25.984375 6.890625 
-Q 35.75 6.890625 40.890625 13.453125 
-Q 46.046875 20.015625 46.78125 33.40625 
-Q 43.953125 29.203125 39.59375 26.953125 
-Q 35.25 24.703125 29.984375 24.703125 
-Q 19.046875 24.703125 12.671875 31.3125 
-Q 6.296875 37.9375 6.296875 49.421875 
-Q 6.296875 60.640625 12.9375 67.421875 
-Q 19.578125 74.21875 30.609375 74.21875 
-Q 43.265625 74.21875 49.921875 64.515625 
-Q 56.59375 54.828125 56.59375 36.375 
-Q 56.59375 19.140625 48.40625 8.859375 
-Q 40.234375 -1.421875 26.421875 -1.421875 
-Q 22.703125 -1.421875 18.890625 -0.6875 
-Q 15.09375 0.046875 10.984375 1.515625 
-z
-M 30.609375 32.421875 
-Q 37.25 32.421875 41.125 36.953125 
-Q 45.015625 41.5 45.015625 49.421875 
-Q 45.015625 57.28125 41.125 61.84375 
-Q 37.25 66.40625 30.609375 66.40625 
-Q 23.96875 66.40625 20.09375 61.84375 
-Q 16.21875 57.28125 16.21875 49.421875 
-Q 16.21875 41.5 20.09375 36.953125 
-Q 23.96875 32.421875 30.609375 32.421875 
-z
-" id="DejaVuSans-57"/>
-      </defs>
-      <g transform="translate(34.275 38.359219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-57"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_20">
-     <!-- ice latitude [°] -->
-     <defs>
-      <path d="M 48.78125 52.59375 
-L 48.78125 44.1875 
-Q 44.96875 46.296875 41.140625 47.34375 
-Q 37.3125 48.390625 33.40625 48.390625 
-Q 24.65625 48.390625 19.8125 42.84375 
-Q 14.984375 37.3125 14.984375 27.296875 
-Q 14.984375 17.28125 19.8125 11.734375 
-Q 24.65625 6.203125 33.40625 6.203125 
-Q 37.3125 6.203125 41.140625 7.25 
-Q 44.96875 8.296875 48.78125 10.40625 
-L 48.78125 2.09375 
-Q 45.015625 0.34375 40.984375 -0.53125 
-Q 36.96875 -1.421875 32.421875 -1.421875 
-Q 20.0625 -1.421875 12.78125 6.34375 
-Q 5.515625 14.109375 5.515625 27.296875 
-Q 5.515625 40.671875 12.859375 48.328125 
-Q 20.21875 56 33.015625 56 
-Q 37.15625 56 41.109375 55.140625 
-Q 45.0625 54.296875 48.78125 52.59375 
-z
-" id="DejaVuSans-99"/>
-      <path d="M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 0 
-L 9.421875 0 
-z
-" id="DejaVuSans-108"/>
-      <path d="M 8.5 21.578125 
-L 8.5 54.6875 
-L 17.484375 54.6875 
-L 17.484375 21.921875 
-Q 17.484375 14.15625 20.5 10.265625 
-Q 23.53125 6.390625 29.59375 6.390625 
-Q 36.859375 6.390625 41.078125 11.03125 
-Q 45.3125 15.671875 45.3125 23.6875 
-L 45.3125 54.6875 
-L 54.296875 54.6875 
-L 54.296875 0 
-L 45.3125 0 
-L 45.3125 8.40625 
-Q 42.046875 3.421875 37.71875 1 
-Q 33.40625 -1.421875 27.6875 -1.421875 
-Q 18.265625 -1.421875 13.375 4.4375 
-Q 8.5 10.296875 8.5 21.578125 
-z
-M 31.109375 56 
-z
-" id="DejaVuSans-117"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 25 67.921875 
-Q 21.09375 67.921875 18.40625 65.203125 
-Q 15.71875 62.5 15.71875 58.59375 
-Q 15.71875 54.734375 18.40625 52.078125 
-Q 21.09375 49.421875 25 49.421875 
-Q 28.90625 49.421875 31.59375 52.078125 
-Q 34.28125 54.734375 34.28125 58.59375 
-Q 34.28125 62.453125 31.5625 65.1875 
-Q 28.859375 67.921875 25 67.921875 
-z
-M 25 74.21875 
-Q 28.125 74.21875 31 73.015625 
-Q 33.890625 71.828125 35.984375 69.578125 
-Q 38.234375 67.390625 39.359375 64.59375 
-Q 40.484375 61.8125 40.484375 58.59375 
-Q 40.484375 52.15625 35.96875 47.6875 
-Q 31.453125 43.21875 24.90625 43.21875 
-Q 18.3125 43.21875 13.90625 47.609375 
-Q 9.515625 52 9.515625 58.59375 
-Q 9.515625 65.140625 14 69.671875 
-Q 18.5 74.21875 25 74.21875 
-z
-" id="DejaVuSans-176"/>
-     </defs>
-     <g transform="translate(28.195312 179.256563)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-105"/>
-      <use x="27.783203" xlink:href="#DejaVuSans-99"/>
-      <use x="82.763672" xlink:href="#DejaVuSans-101"/>
-      <use x="144.287109" xlink:href="#DejaVuSans-32"/>
-      <use x="176.074219" xlink:href="#DejaVuSans-108"/>
-      <use x="203.857422" xlink:href="#DejaVuSans-97"/>
-      <use x="265.136719" xlink:href="#DejaVuSans-116"/>
-      <use x="304.345703" xlink:href="#DejaVuSans-105"/>
-      <use x="332.128906" xlink:href="#DejaVuSans-116"/>
-      <use x="371.337891" xlink:href="#DejaVuSans-117"/>
-      <use x="434.716797" xlink:href="#DejaVuSans-100"/>
-      <use x="498.193359" xlink:href="#DejaVuSans-101"/>
-      <use x="559.716797" xlink:href="#DejaVuSans-32"/>
-      <use x="591.503906" xlink:href="#DejaVuSans-91"/>
-      <use x="630.517578" xlink:href="#DejaVuSans-176"/>
-      <use x="680.517578" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_19">
-    <path clip-path="url(#p3afc3d5090)" d="M 54.038529 54.821889 
-L 54.197957 76.078678 
-L 54.357386 77.889258 
-L 54.4371 78.135795 
-L 54.516814 76.513392 
-L 54.596529 77.578945 
-L 54.835671 87.058343 
-L 54.915386 87.210541 
-L 55.074814 84.021532 
-L 55.313957 91.043161 
-L 55.393671 90.387845 
-L 55.5531 86.662391 
-L 55.792243 92.28034 
-L 55.871957 92.062853 
-L 55.951671 90.875848 
-L 56.031386 91.527644 
-L 56.270529 96.308346 
-L 56.350243 95.644956 
-L 56.509671 92.973498 
-L 56.748814 97.879496 
-L 56.828529 97.209904 
-L 56.908243 96.096316 
-L 57.2271 100.691383 
-L 57.386529 97.997059 
-L 57.466243 98.006082 
-L 57.705386 101.607493 
-L 57.864814 100.054315 
-L 58.183671 104.353713 
-L 58.422814 101.381371 
-L 58.661957 104.917438 
-L 58.9011 102.799678 
-L 59.140243 106.173492 
-L 59.299671 104.889061 
-L 59.379386 105.097045 
-L 59.618529 108.041122 
-L 59.777957 105.224378 
-L 59.857671 105.421764 
-L 60.096814 107.771913 
-L 60.256243 106.513223 
-L 60.335957 106.769796 
-L 60.5751 109.057579 
-L 60.734529 107.277781 
-L 60.814243 107.60178 
-L 61.053386 110.54816 
-L 61.212814 107.508741 
-L 61.292529 107.540759 
-L 61.531671 110.94178 
-L 61.6911 109.853241 
-L 61.770814 110.229239 
-L 62.009957 113.030453 
-L 62.2491 110.632996 
-L 62.488243 113.41222 
-L 62.567957 113.324665 
-L 62.647671 112.864117 
-L 62.727386 113.144348 
-L 62.966529 115.991119 
-L 63.205671 113.106266 
-L 63.444814 115.574127 
-L 63.683957 113.076231 
-L 63.843386 114.737839 
-L 63.9231 114.616368 
-L 64.082529 112.922466 
-L 64.162243 113.301873 
-L 64.401386 115.650475 
-L 64.560814 113.079899 
-L 64.720243 115.093339 
-L 64.879671 116.475555 
-L 65.118814 113.390691 
-L 65.357957 115.751246 
-L 65.517386 113.533876 
-L 65.5971 113.676102 
-L 65.836243 115.911195 
-L 65.995671 113.740247 
-L 66.1551 115.355931 
-L 66.314529 116.738718 
-L 66.473957 113.450062 
-L 66.553671 113.532078 
-L 66.792814 116.864917 
-L 66.952243 115.069644 
-L 67.031957 115.416657 
-L 67.2711 117.665261 
-L 67.430529 115.435919 
-L 67.589957 116.952785 
-L 67.749386 118.505632 
-L 67.908814 116.435345 
-L 67.988529 116.531839 
-L 68.147957 118.529935 
-L 68.227671 118.488056 
-L 68.3871 116.802393 
-L 68.705957 120.159231 
-L 68.9451 118.03642 
-L 69.184243 120.915272 
-L 69.263957 120.323438 
-L 69.343671 119.299313 
-L 69.423386 119.467694 
-L 69.582814 121.428851 
-L 69.662529 121.399599 
-L 69.901671 119.405881 
-L 70.140814 121.644246 
-L 70.379957 118.940724 
-L 70.6191 122.130369 
-L 70.858243 120.269799 
-L 71.097386 122.935727 
-L 71.336529 120.830123 
-L 71.575671 123.768227 
-L 71.814814 120.433223 
-L 72.053957 122.9291 
-L 72.2931 121.226664 
-L 72.452529 123.001458 
-L 72.532243 122.76752 
-L 72.771386 120.323779 
-L 73.010529 122.487787 
-L 73.169957 120.372506 
-L 73.249671 120.595522 
-L 73.488814 123.073796 
-L 73.727957 120.956138 
-L 73.9671 123.313743 
-L 74.126529 121.648633 
-L 74.206243 121.791393 
-L 74.365671 123.484318 
-L 74.445386 123.352442 
-L 74.684529 120.942912 
-L 74.923671 124.23589 
-L 75.162814 122.113558 
-L 75.401957 123.977474 
-L 75.561386 122.398941 
-L 75.720814 123.744633 
-L 75.880243 124.904727 
-L 76.119386 122.475354 
-L 76.358529 125.012797 
-L 76.597671 122.961182 
-L 76.836814 125.492386 
-L 77.075957 122.623082 
-L 77.3151 124.906985 
-L 77.474529 123.119334 
-L 77.633957 124.078199 
-L 77.793386 125.524164 
-L 77.952814 123.049336 
-L 78.032529 123.240648 
-L 78.271671 125.34452 
-L 78.4311 123.766844 
-L 78.510814 123.804963 
-L 78.670243 125.967432 
-L 78.749957 125.791243 
-L 78.9891 122.334344 
-L 79.228243 125.119218 
-L 79.467386 123.246786 
-L 79.706529 125.047801 
-L 79.865957 122.793796 
-L 79.945671 122.884125 
-L 80.184814 124.984973 
-L 80.344243 123.143407 
-L 80.423957 123.376635 
-L 80.6631 125.647137 
-L 80.902243 123.255422 
-L 81.141386 125.405043 
-L 81.300814 122.672371 
-L 81.380529 122.69296 
-L 81.619671 125.084942 
-L 81.7791 122.795077 
-L 81.858814 122.895581 
-L 82.097957 125.859702 
-L 82.3371 123.250077 
-L 82.496529 124.892911 
-L 82.576243 124.845881 
-L 82.815386 122.583692 
-L 83.054529 125.077431 
-L 83.213957 123.003992 
-L 83.293671 123.142172 
-L 83.532814 126.602785 
-L 83.612529 125.898641 
-L 83.771957 124.204647 
-L 83.931386 125.781465 
-L 84.0111 125.748821 
-L 84.250243 123.332305 
-L 84.489386 126.640038 
-L 84.5691 126.155297 
-L 84.728529 125.000558 
-L 84.967671 127.358228 
-L 85.1271 125.243509 
-L 85.206814 125.400831 
-L 85.445957 127.168344 
-L 85.605386 125.237961 
-L 85.764814 126.257441 
-L 85.924243 127.35903 
-L 86.163386 124.558359 
-L 86.402529 127.357398 
-L 86.641671 125.026769 
-L 86.880814 127.115424 
-L 87.119957 124.207974 
-L 87.3591 127.072172 
-L 87.438814 126.473785 
-L 87.598243 124.934938 
-L 87.837386 127.545107 
-L 88.076529 124.984153 
-L 88.315671 127.515034 
-L 88.554814 124.546609 
-L 88.793957 127.576848 
-L 89.0331 125.237417 
-L 89.272243 126.692571 
-L 89.431671 125.015497 
-L 89.511386 125.420886 
-L 89.750529 127.906552 
-L 89.989671 126.105759 
-L 90.228814 128.480931 
-L 90.467957 126.193498 
-L 90.7071 128.337442 
-L 90.946243 126.249506 
-L 91.185386 128.668372 
-L 91.344814 126.980765 
-L 91.424529 127.230398 
-L 91.663671 129.491048 
-L 91.902814 126.51594 
-L 92.141957 128.756664 
-L 92.221671 128.338419 
-L 92.3811 127.016238 
-L 92.620243 129.471251 
-L 92.859386 127.030367 
-L 93.098529 129.505674 
-L 93.337671 127.476777 
-L 93.576814 130.160023 
-L 93.815957 128.33206 
-L 94.0551 130.664477 
-L 94.214529 129.047863 
-L 94.294243 129.090829 
-L 94.533386 131.160692 
-L 94.772529 128.69415 
-L 95.011671 130.895696 
-L 95.250814 128.747697 
-L 95.489957 131.27762 
-L 95.569671 130.564747 
-L 95.7291 128.052004 
-L 95.968243 130.832011 
-L 96.127671 128.581499 
-L 96.207386 128.715025 
-L 96.366814 130.654183 
-L 96.446529 130.466032 
-L 96.685671 128.005968 
-L 96.924814 130.880001 
-L 97.163957 128.438582 
-L 97.4031 130.73688 
-L 97.642243 128.468987 
-L 97.881386 130.434954 
-L 98.040814 128.504506 
-L 98.120529 128.531022 
-L 98.359671 130.905769 
-L 98.5191 129.126331 
-L 98.598814 129.180145 
-L 98.837957 131.96876 
-L 99.0771 128.815879 
-L 99.316243 130.898258 
-L 99.475671 129.477407 
-L 99.555386 129.841516 
-L 99.794529 131.517585 
-L 99.953957 129.474099 
-L 100.033671 129.534364 
-L 100.272814 131.830598 
-L 100.432243 129.686221 
-L 100.511957 129.958554 
-L 100.7511 132.385429 
-L 100.990243 131.333959 
-L 101.149671 132.838955 
-L 101.229386 132.792643 
-L 101.468529 130.140263 
-L 101.707671 132.815665 
-L 101.946814 131.340033 
-L 102.185957 133.197414 
-L 102.4251 130.219643 
-L 102.584529 132.094784 
-L 102.664243 131.914577 
-L 102.823671 129.767141 
-L 102.903386 130.060219 
-L 103.142529 131.89361 
-L 103.301957 130.643418 
-L 103.461386 132.025026 
-L 103.5411 132.97848 
-L 103.620814 132.682674 
-L 103.859957 130.598627 
-L 104.0991 132.885626 
-L 104.178814 132.661172 
-L 104.258529 131.871961 
-L 104.338243 131.926577 
-L 104.577386 134.27598 
-L 104.816529 130.670228 
-L 105.055671 132.767233 
-L 105.2151 131.25268 
-L 105.294814 131.319618 
-L 105.533957 133.853016 
-L 105.7731 131.600227 
-L 106.012243 133.345437 
-L 106.091957 132.930463 
-L 106.251386 132.06896 
-L 106.490529 133.857108 
-L 106.729671 131.208138 
-L 106.968814 133.210105 
-L 107.128243 130.843495 
-L 107.207957 130.87177 
-L 107.4471 133.470428 
-L 107.686243 130.906414 
-L 107.925386 133.317235 
-L 108.164529 131.722989 
-L 108.403671 134.023988 
-L 108.642814 131.823059 
-L 108.881957 133.809165 
-L 109.041386 132.217342 
-L 109.1211 132.347845 
-L 109.360243 135.30616 
-L 109.599386 132.387024 
-L 109.6791 133.070607 
-L 109.838529 136.113104 
-L 110.077671 133.296747 
-L 110.316814 135.563157 
-L 110.476243 134.701829 
-L 110.555957 134.153919 
-L 110.7951 136.343981 
-L 111.034243 133.96868 
-L 111.273386 136.360681 
-L 111.512529 133.809109 
-L 111.751671 136.34882 
-L 111.990814 134.081663 
-L 112.229957 136.550657 
-L 112.4691 134.61502 
-L 112.708243 136.654709 
-L 112.947386 133.477626 
-L 113.186529 136.002692 
-L 113.345957 133.296581 
-L 113.425671 133.530473 
-L 113.664814 135.968122 
-L 113.903957 133.199616 
-L 114.1431 135.276982 
-L 114.302529 133.892618 
-L 114.382243 134.042088 
-L 114.621386 136.255468 
-L 114.860529 132.993908 
-L 115.099671 134.692299 
-L 115.2591 132.648288 
-L 115.418529 133.708817 
-L 115.498243 134.570192 
-L 115.577957 134.514774 
-L 115.8171 131.818212 
-L 116.056243 134.91385 
-L 116.295386 133.108476 
-L 116.534529 135.644915 
-L 116.773671 133.331216 
-L 117.012814 135.574217 
-L 117.251957 133.124992 
-L 117.4911 134.905629 
-L 117.730243 132.538402 
-L 117.969386 135.252789 
-L 118.0491 134.776545 
-L 118.208529 133.31036 
-L 118.447671 135.406213 
-L 118.686814 132.65637 
-L 118.925957 134.818074 
-L 119.1651 132.762634 
-L 119.404243 135.245665 
-L 119.643386 132.813923 
-L 119.882529 135.001377 
-L 120.041957 133.69773 
-L 120.201386 134.756693 
-L 120.360814 136.2779 
-L 120.599957 133.130301 
-L 120.8391 135.735465 
-L 121.078243 134.697331 
-L 121.317386 136.717795 
-L 121.556529 133.980883 
-L 121.795671 135.78845 
-L 122.034814 133.813035 
-L 122.273957 136.047465 
-L 122.5131 133.222952 
-L 122.752243 136.112855 
-L 122.991386 133.285899 
-L 123.230529 135.896179 
-L 123.469671 133.102338 
-L 123.708814 135.609386 
-L 123.947957 133.397749 
-L 124.1871 136.19606 
-L 124.266814 135.660177 
-L 124.426243 134.629527 
-L 124.665386 137.302975 
-L 124.7451 136.631696 
-L 124.904529 134.560294 
-L 125.143671 136.462521 
-L 125.382814 133.978579 
-L 125.621957 136.44407 
-L 125.8611 134.450896 
-L 126.100243 136.640792 
-L 126.339386 134.318974 
-L 126.578529 136.223026 
-L 126.737957 134.57374 
-L 126.817671 134.614661 
-L 127.056814 136.512234 
-L 127.216243 134.568552 
-L 127.295957 134.630854 
-L 127.5351 136.532427 
-L 127.774243 134.368604 
-L 128.013386 136.736135 
-L 128.252529 135.072969 
-L 128.491671 137.468445 
-L 128.730814 135.239775 
-L 128.969957 137.832387 
-L 129.2091 135.344417 
-L 129.448243 136.953161 
-L 129.687386 135.041367 
-L 129.926529 136.533782 
-L 130.165671 135.177879 
-L 130.3251 136.617531 
-L 130.404814 136.573716 
-L 130.643957 134.601629 
-L 130.8831 136.708302 
-L 130.962814 136.142052 
-L 131.042529 135.191362 
-L 131.122243 135.409392 
-L 131.361386 137.216084 
-L 131.600529 134.762417 
-L 131.839671 136.994293 
-L 131.9991 134.461504 
-L 132.078814 134.710179 
-L 132.317957 137.107829 
-L 132.477386 135.290659 
-L 132.5571 135.374932 
-L 132.796243 137.633122 
-L 133.035386 135.246835 
-L 133.274529 137.504121 
-L 133.513671 134.793512 
-L 133.752814 137.35654 
-L 133.991957 135.377697 
-L 134.2311 137.420704 
-L 134.390529 135.26336 
-L 134.470243 135.643588 
-L 134.709386 138.408692 
-L 134.868814 136.310231 
-L 134.948529 135.22655 
-L 135.028243 135.623036 
-L 135.187671 136.822538 
-L 135.3471 134.920541 
-L 135.506529 136.548113 
-L 135.665957 137.844157 
-L 135.9051 135.679227 
-L 136.064529 137.461099 
-L 136.144243 137.405949 
-L 136.303671 135.171123 
-L 136.383386 135.273756 
-L 136.622529 137.442418 
-L 136.861671 136.114827 
-L 137.100814 137.879529 
-L 137.339957 135.817767 
-L 137.5791 138.411863 
-L 137.818243 135.711153 
-L 137.977671 137.661324 
-L 138.057386 137.544829 
-L 138.296529 135.760985 
-L 138.535671 137.652236 
-L 138.774814 135.103678 
-L 139.013957 137.295298 
-L 139.173386 136.301798 
-L 139.2531 136.448679 
-L 139.492243 138.570558 
-L 139.731386 135.390029 
-L 139.970529 138.205583 
-L 140.050243 137.548516 
-L 140.129957 136.644387 
-L 140.209671 136.682671 
-L 140.448814 138.787649 
-L 140.687957 135.829969 
-L 140.767671 136.44301 
-L 140.9271 138.580899 
-L 141.166243 136.585992 
-L 141.405386 139.314195 
-L 141.644529 136.817377 
-L 141.883671 138.877526 
-L 141.963386 138.258706 
-L 142.122814 137.160924 
-L 142.361957 139.167904 
-L 142.6011 136.338866 
-L 142.840243 139.041198 
-L 142.919957 138.420471 
-L 143.079386 136.603771 
-L 143.318529 139.104072 
-L 143.557671 136.655391 
-L 143.796814 138.388555 
-L 144.035957 136.418385 
-L 144.2751 139.267127 
-L 144.514243 136.931042 
-L 144.753386 139.152734 
-L 144.8331 138.483768 
-L 144.992529 137.125515 
-L 145.231671 138.575664 
-L 145.470814 136.047023 
-L 145.709957 138.1233 
-L 145.9491 135.905184 
-L 146.188243 137.855299 
-L 146.347671 136.014618 
-L 146.427386 136.368534 
-L 146.666529 138.816155 
-L 146.825957 136.726744 
-L 146.905671 137.011205 
-L 147.144814 139.661788 
-L 147.383957 136.885946 
-L 147.6231 139.48713 
-L 147.862243 137.299556 
-L 148.101386 139.736062 
-L 148.340529 137.926431 
-L 148.579671 139.753214 
-L 148.818814 136.74702 
-L 149.057957 139.265201 
-L 149.217386 137.151689 
-L 149.2971 137.292865 
-L 149.536243 139.102081 
-L 149.775386 136.458789 
-L 150.014529 138.920253 
-L 150.253671 137.137681 
-L 150.492814 138.86431 
-L 150.731957 136.603946 
-L 150.9711 138.471041 
-L 151.050814 138.066408 
-L 151.210243 136.906176 
-L 151.369671 138.47881 
-L 151.449386 138.443401 
-L 151.608814 137.036356 
-L 151.688529 137.115478 
-L 151.927671 138.940261 
-L 152.166814 138.013239 
-L 152.405957 139.716164 
-L 152.6451 137.172629 
-L 152.884243 139.763628 
-L 152.963957 139.113187 
-L 153.123386 137.383581 
-L 153.362529 139.015227 
-L 153.601671 137.311629 
-L 153.840814 139.249496 
-L 154.000243 137.39758 
-L 154.079957 137.741441 
-L 154.3191 139.780153 
-L 154.558243 137.643121 
-L 154.797386 140.150372 
-L 155.036529 137.230931 
-L 155.275671 139.27285 
-L 155.4351 137.068475 
-L 155.514814 137.13533 
-L 155.753957 139.031807 
-L 155.9931 136.757591 
-L 156.232243 139.042489 
-L 156.471386 136.472199 
-L 156.710529 139.027254 
-L 156.949671 137.342071 
-L 157.188814 139.754347 
-L 157.427957 137.901842 
-L 157.507671 138.46352 
-L 157.6671 139.736652 
-L 157.906243 137.937297 
-L 158.145386 139.698229 
-L 158.304814 138.161013 
-L 158.384529 138.368869 
-L 158.543957 140.407774 
-L 158.623671 140.355564 
-L 158.862814 137.342679 
-L 159.101957 139.498908 
-L 159.3411 138.033653 
-L 159.580243 140.579336 
-L 159.819386 137.79778 
-L 160.058529 139.954654 
-L 160.297671 137.785734 
-L 160.536814 140.303731 
-L 160.775957 136.715564 
-L 161.0151 139.170061 
-L 161.174529 137.330117 
-L 161.254243 137.364614 
-L 161.493386 139.517958 
-L 161.732529 136.611199 
-L 161.971671 138.151677 
-L 162.1311 135.603257 
-L 162.210814 135.929625 
-L 162.449957 138.385412 
-L 162.6891 135.901009 
-L 162.928243 138.338188 
-L 163.087671 136.031152 
-L 163.167386 136.177876 
-L 163.406529 138.988739 
-L 163.565957 137.020163 
-L 163.645671 137.085516 
-L 163.884814 139.468162 
-L 164.123957 136.740624 
-L 164.3631 139.427675 
-L 164.602243 136.871578 
-L 164.841386 138.991688 
-L 165.080529 136.586453 
-L 165.319671 138.908419 
-L 165.558814 135.578871 
-L 165.797957 138.678518 
-L 165.877671 138.287516 
-L 166.0371 136.568223 
-L 166.196529 138.679357 
-L 166.276243 138.633663 
-L 166.515386 136.760558 
-L 166.754529 139.275588 
-L 166.993671 136.856463 
-L 167.232814 138.812708 
-L 167.471957 136.330949 
-L 167.7111 138.549813 
-L 167.870529 136.922618 
-L 167.950243 137.165035 
-L 168.189386 140.06137 
-L 168.428529 137.533355 
-L 168.508243 138.09343 
-L 168.667671 139.409427 
-L 168.906814 137.5547 
-L 169.145957 139.818235 
-L 169.305386 137.704253 
-L 169.3851 137.737386 
-L 169.624243 139.618056 
-L 169.863386 137.512379 
-L 170.102529 139.413261 
-L 170.341671 136.593928 
-L 170.580814 139.227128 
-L 170.660529 139.117602 
-L 170.819957 137.896293 
-L 171.0591 139.691529 
-L 171.298243 137.198554 
-L 171.537386 139.785508 
-L 171.6171 139.589449 
-L 171.776529 138.685689 
-L 172.015671 140.993932 
-L 172.095386 140.566949 
-L 172.254814 139.051198 
-L 172.493957 141.149936 
-L 172.573671 140.636173 
-L 172.7331 139.106542 
-L 172.972243 141.436287 
-L 173.051957 140.858378 
-L 173.211386 139.518179 
-L 173.450529 141.989864 
-L 173.530243 141.391965 
-L 173.689671 139.827903 
-L 173.769386 140.204002 
-L 173.928814 141.765779 
-L 174.167957 138.55349 
-L 174.4071 140.701258 
-L 174.646243 138.538338 
-L 174.885386 140.853733 
-L 175.124529 138.588198 
-L 175.363671 141.262808 
-L 175.602814 139.895274 
-L 175.841957 142.051807 
-L 176.0811 140.350421 
-L 176.320243 141.937276 
-L 176.559386 139.862639 
-L 176.6391 140.105922 
-L 176.798529 141.415808 
-L 177.037671 138.433263 
-L 177.276814 140.439515 
-L 177.515957 138.114453 
-L 177.7551 140.44464 
-L 177.994243 138.049468 
-L 178.233386 140.708659 
-L 178.472529 138.332123 
-L 178.711671 140.367517 
-L 178.8711 138.619433 
-L 178.950814 138.894097 
-L 179.189957 141.444259 
-L 179.4291 139.230971 
-L 179.668243 141.753779 
-L 179.827671 140.166934 
-L 179.907386 140.255198 
-L 180.066814 141.781096 
-L 180.146529 141.52574 
-L 180.305957 139.347208 
-L 180.385671 139.364921 
-L 180.5451 141.35792 
-L 180.624814 141.170792 
-L 180.863957 139.22629 
-L 181.1031 141.129144 
-L 181.262529 139.392423 
-L 181.342243 139.635291 
-L 181.581386 141.494414 
-L 181.820529 140.387913 
-L 182.059671 142.649061 
-L 182.298814 140.523881 
-L 182.537957 142.713234 
-L 182.7771 140.238369 
-L 183.016243 142.59556 
-L 183.255386 140.08701 
-L 183.494529 142.131021 
-L 183.733671 139.794401 
-L 183.972814 142.231009 
-L 184.052529 141.710619 
-L 184.211957 139.93248 
-L 184.4511 141.810008 
-L 184.610529 139.498217 
-L 184.690243 139.749656 
-L 184.929386 142.232124 
-L 185.168529 140.979084 
-L 185.407671 143.232112 
-L 185.646814 140.920109 
-L 185.885957 142.824585 
-L 186.1251 140.551622 
-L 186.364243 142.674028 
-L 186.523671 140.031804 
-L 186.603386 140.092871 
-L 186.842529 142.230253 
-L 187.081671 139.060285 
-L 187.320814 141.681229 
-L 187.400529 141.253748 
-L 187.559957 139.821 
-L 187.639671 140.311657 
-L 187.7991 142.218005 
-L 188.038243 140.170206 
-L 188.277386 142.700921 
-L 188.3571 142.32332 
-L 188.516529 141.217943 
-L 188.596243 141.628152 
-L 188.755671 143.242785 
-L 188.994814 140.853014 
-L 189.233957 142.853534 
-L 189.4731 140.968476 
-L 189.712243 142.951236 
-L 189.951386 141.160055 
-L 190.110814 142.511977 
-L 190.190529 143.204924 
-L 190.270243 143.175893 
-L 190.429671 142.472578 
-L 190.5891 144.190415 
-L 190.668814 144.094206 
-L 190.907957 141.369238 
-L 191.1471 143.598829 
-L 191.226814 143.228739 
-L 191.386243 141.703274 
-L 191.465957 142.122607 
-L 191.625386 143.679591 
-L 191.7051 143.261254 
-L 191.864529 141.690021 
-L 192.103671 143.509412 
-L 192.342814 141.402804 
-L 192.581957 143.331602 
-L 192.8211 141.128646 
-L 193.060243 142.650379 
-L 193.299386 140.473099 
-L 193.3791 140.817421 
-L 193.538529 142.157352 
-L 193.697957 140.276276 
-L 193.777671 140.334071 
-L 194.016814 142.114358 
-L 194.176243 139.98175 
-L 194.255957 140.024643 
-L 194.4951 142.2036 
-L 194.734243 139.617927 
-L 194.973386 142.136385 
-L 195.0531 141.803428 
-L 195.212529 140.641491 
-L 195.451671 142.799158 
-L 195.690814 141.368639 
-L 195.929957 143.136244 
-L 196.009671 142.717483 
-L 196.1691 141.318585 
-L 196.408243 143.045417 
-L 196.567671 140.125036 
-L 196.647386 140.153791 
-L 196.886529 142.118478 
-L 197.125671 140.601418 
-L 197.364814 142.695889 
-L 197.603957 140.358707 
-L 197.8431 143.007124 
-L 197.922814 142.684341 
-L 198.082243 141.690758 
-L 198.321386 144.025498 
-L 198.4011 143.484694 
-L 198.560529 142.144311 
-L 198.640243 142.432883 
-L 198.799671 144.047221 
-L 199.038814 142.452357 
-L 199.118529 142.893551 
-L 199.277957 144.108546 
-L 199.437386 142.894924 
-L 199.5171 142.997142 
-L 199.596814 143.34538 
-L 199.756243 144.955138 
-L 199.995386 142.345853 
-L 200.234529 144.099311 
-L 200.473671 141.729789 
-L 200.553386 142.110948 
-L 200.712814 143.404088 
-L 200.951957 141.296374 
-L 201.1911 143.847577 
-L 201.270814 143.73829 
-L 201.430243 142.665447 
-L 201.669386 145.038057 
-L 201.7491 144.49565 
-L 201.908529 142.923827 
-L 202.147671 144.740296 
-L 202.386814 142.743546 
-L 202.625957 144.745808 
-L 202.8651 142.396654 
-L 203.104243 144.508156 
-L 203.183957 143.972108 
-L 203.343386 142.416791 
-L 203.582529 144.368308 
-L 203.821671 141.815049 
-L 204.060814 144.245021 
-L 204.140529 143.936957 
-L 204.299957 142.559303 
-L 204.5391 144.851814 
-L 204.778243 142.328647 
-L 204.857957 142.822604 
-L 205.017386 144.906752 
-L 205.256529 142.396423 
-L 205.336243 143.002866 
-L 205.495671 144.16565 
-L 205.734814 142.796116 
-L 205.973957 145.071125 
-L 206.053671 144.547123 
-L 206.2131 143.061315 
-L 206.452243 144.67322 
-L 206.611671 142.876298 
-L 206.691386 142.938084 
-L 206.930529 145.143381 
-L 207.169671 143.113176 
-L 207.3291 144.723679 
-L 207.408814 145.727649 
-L 207.568243 144.291895 
-L 207.647957 143.618709 
-L 207.807386 145.078848 
-L 207.8871 146.054699 
-L 208.126243 144.444674 
-L 208.365386 146.484695 
-L 208.604529 144.185972 
-L 208.843671 145.810347 
-L 209.082814 142.608767 
-L 209.162529 143.005557 
-L 209.321957 144.597831 
-L 209.401671 144.257196 
-L 209.481386 143.229476 
-L 209.5611 143.323132 
-L 209.800243 145.419879 
-L 209.879957 145.271036 
-L 210.039386 144.256744 
-L 210.278529 145.924159 
-L 210.517671 143.560305 
-L 210.756814 145.408571 
-L 210.995957 143.062689 
-L 211.2351 145.571239 
-L 211.474243 142.810954 
-L 211.713386 144.723873 
-L 211.952529 143.125433 
-L 212.191671 144.981017 
-L 212.430814 142.853737 
-L 212.669957 145.458394 
-L 212.9091 144.02489 
-L 213.148243 145.455519 
-L 213.227957 145.135667 
-L 213.387386 143.71759 
-L 213.626529 146.157147 
-L 213.865671 143.767856 
-L 214.104814 146.351906 
-L 214.184529 146.096135 
-L 214.343957 144.719956 
-L 214.5831 146.738558 
-L 214.822243 144.711809 
-L 215.061386 146.420992 
-L 215.300529 143.588166 
-L 215.539671 146.334672 
-L 215.778814 144.628871 
-L 216.017957 146.886544 
-L 216.097671 146.098439 
-L 216.2571 144.588845 
-L 216.336814 144.831731 
-L 216.496243 146.460484 
-L 216.735386 144.809668 
-L 216.974529 147.514009 
-L 217.054243 146.965224 
-L 217.213671 145.762791 
-L 217.3731 147.130058 
-L 217.452814 147.058401 
-L 217.691957 144.88091 
-L 217.851386 146.482907 
-L 217.9311 146.458355 
-L 218.170243 144.626853 
-L 218.329671 145.806559 
-L 218.409386 145.649283 
-L 218.648529 143.491717 
-L 218.887671 145.725796 
-L 218.967386 145.562603 
-L 219.126814 144.741743 
-L 219.365957 146.816989 
-L 219.6051 144.498599 
-L 219.844243 146.589033 
-L 220.083386 144.361285 
-L 220.322529 146.424586 
-L 220.561671 144.413864 
-L 220.800814 146.751876 
-L 220.880529 146.315235 
-L 221.039957 144.899444 
-L 221.2791 146.771921 
-L 221.518243 144.218644 
-L 221.757386 146.325584 
-L 221.996529 144.075036 
-L 222.235671 146.391905 
-L 222.474814 143.808214 
-L 222.713957 145.928113 
-L 222.793671 145.580575 
-L 222.9531 144.237584 
-L 223.192243 146.312027 
-L 223.351671 144.05958 
-L 223.431386 144.068474 
-L 223.670529 146.132309 
-L 223.909671 144.240238 
-L 224.148814 146.115895 
-L 224.387957 143.571954 
-L 224.6271 145.004353 
-L 224.706814 144.900116 
-L 224.866243 144.178609 
-L 225.105386 146.179137 
-L 225.344529 143.020708 
-L 225.583671 145.418838 
-L 225.663386 144.842938 
-L 225.822814 143.889097 
-L 226.061957 145.730681 
-L 226.3011 143.954542 
-L 226.540243 146.140484 
-L 226.619957 145.66307 
-L 226.779386 144.688399 
-L 227.018529 146.394928 
-L 227.257671 143.66126 
-L 227.496814 146.102495 
-L 227.576529 145.546014 
-L 227.656243 144.916263 
-L 227.735957 145.023615 
-L 227.895386 146.729701 
-L 227.9751 146.561282 
-L 228.214243 144.151761 
-L 228.453386 146.42536 
-L 228.5331 145.957504 
-L 228.692529 144.628429 
-L 228.931671 146.188391 
-L 229.0911 143.999443 
-L 229.170814 144.343792 
-L 229.330243 145.678968 
-L 229.409957 146.332119 
-L 229.6491 144.98957 
-L 229.888243 146.875605 
-L 230.127386 144.514948 
-L 230.366529 146.167903 
-L 230.605671 144.323037 
-L 230.844814 146.441424 
-L 231.083957 144.471245 
-L 231.3231 146.222896 
-L 231.482529 143.972808 
-L 231.562243 144.082943 
-L 231.801386 146.050376 
-L 231.8811 145.510107 
-L 232.040529 143.764971 
-L 232.279671 146.717167 
-L 232.359386 146.320377 
-L 232.518814 145.064158 
-L 232.757957 147.216645 
-L 232.9971 145.53524 
-L 233.236243 147.649811 
-L 233.475386 144.868993 
-L 233.5551 145.276372 
-L 233.714529 146.256121 
-L 233.953671 143.742861 
-L 234.192814 146.80757 
-L 234.272529 146.341289 
-L 234.431957 145.260907 
-L 234.6711 147.472803 
-L 234.910243 145.579865 
-L 235.149386 147.135081 
-L 235.388529 144.83293 
-L 235.627671 146.949648 
-L 235.866814 145.201997 
-L 236.105957 147.40569 
-L 236.185671 147.365258 
-L 236.3451 146.456115 
-L 236.424814 146.841615 
-L 236.584243 148.271027 
-L 236.823386 146.320967 
-L 236.982814 147.826423 
-L 237.062529 147.645756 
-L 237.301671 145.951172 
-L 237.540814 147.85304 
-L 237.779957 145.652195 
-L 238.0191 147.896901 
-L 238.258243 146.790566 
-L 238.497386 148.704341 
-L 238.736529 145.991733 
-L 238.975671 148.030611 
-L 239.214814 146.354929 
-L 239.453957 148.569599 
-L 239.6931 146.417554 
-L 239.932243 148.712341 
-L 240.171386 146.945584 
-L 240.410529 149.071565 
-L 240.649671 146.49757 
-L 240.888814 148.892372 
-L 240.968529 148.595939 
-L 241.127957 147.811604 
-L 241.3671 149.640893 
-L 241.526529 148.532798 
-L 241.606243 148.063485 
-L 241.685957 148.436534 
-L 241.845386 150.033554 
-L 242.084529 148.287617 
-L 242.164243 148.624095 
-L 242.323671 150.125045 
-L 242.562814 147.433864 
-L 242.722243 149.010185 
-L 242.801957 149.908341 
-L 243.0411 147.842663 
-L 243.120814 148.299368 
-L 243.280243 149.042672 
-L 243.519386 146.195893 
-L 243.758529 148.23384 
-L 243.997671 146.82921 
-L 244.236814 148.574659 
-L 244.475957 146.465055 
-L 244.7151 148.765593 
-L 244.954243 147.866763 
-L 245.113671 149.27249 
-L 245.193386 149.188843 
-L 245.432529 146.854555 
-L 245.512243 147.251529 
-L 245.671671 148.554457 
-L 245.751386 148.505951 
-L 245.910814 148.097798 
-L 246.149957 149.755424 
-L 246.3891 147.41686 
-L 246.628243 149.628258 
-L 246.867386 147.852616 
-L 247.106529 149.973657 
-L 247.345671 147.652373 
-L 247.584814 149.295337 
-L 247.823957 147.27938 
-L 248.0631 149.471166 
-L 248.302243 147.971184 
-L 248.541386 149.795055 
-L 248.780529 147.919582 
-L 249.019671 150.023214 
-L 249.099386 149.545643 
-L 249.258814 147.908974 
-L 249.338529 148.275921 
-L 249.497957 149.691814 
-L 249.577671 149.271043 
-L 249.7371 147.788581 
-L 249.896529 149.367962 
-L 249.976243 150.170711 
-L 250.055957 149.85661 
-L 250.215386 148.48809 
-L 250.374814 149.707232 
-L 250.454529 149.54027 
-L 250.693671 147.957516 
-L 250.8531 149.422679 
-L 250.932814 150.304412 
-L 251.171957 148.703834 
-L 251.4111 150.786987 
-L 251.490814 150.463375 
-L 251.650243 148.658748 
-L 251.889386 149.97539 
-L 252.128529 147.882062 
-L 252.367671 149.56673 
-L 252.606814 147.726463 
-L 252.845957 150.433828 
-L 252.925671 149.68915 
-L 253.0851 148.33027 
-L 253.324243 150.681958 
-L 253.403957 150.250764 
-L 253.563386 149.329096 
-L 253.802529 151.161981 
-L 254.041671 149.25132 
-L 254.121386 149.667003 
-L 254.280814 151.275756 
-L 254.519957 149.2111 
-L 254.7591 151.121715 
-L 254.998243 149.445692 
-L 255.237386 150.959876 
-L 255.476529 148.931662 
-L 255.715671 150.508849 
-L 255.954814 148.926482 
-L 256.193957 151.382297 
-L 256.4331 149.148291 
-L 256.751957 151.507952 
-L 256.911386 150.397092 
-L 257.150529 151.938833 
-L 257.389671 150.132602 
-L 257.628814 152.165554 
-L 257.788243 150.781937 
-L 257.867957 150.844184 
-L 258.1071 152.667188 
-L 258.346243 150.300671 
-L 258.585386 152.879615 
-L 258.6651 152.861228 
-L 258.824529 151.671403 
-L 258.904243 151.964657 
-L 259.063671 153.57234 
-L 259.143386 153.376706 
-L 259.302814 152.131334 
-L 259.541957 154.056537 
-L 259.621671 153.414032 
-L 259.7811 152.051106 
-L 259.860814 152.183138 
-L 260.020243 153.702769 
-L 260.259386 151.911211 
-L 260.498529 153.966854 
-L 260.578243 153.827005 
-L 260.737671 152.817331 
-L 260.976814 154.889406 
-L 261.056529 154.82138 
-L 261.215957 154.018695 
-L 261.4551 155.550418 
-L 261.534814 155.255736 
-L 261.694243 154.47376 
-L 261.853671 155.57086 
-L 261.933386 156.542784 
-L 262.0131 156.360191 
-L 262.172529 154.968832 
-L 262.252243 155.231598 
-L 262.411671 156.670983 
-L 262.5711 155.352489 
-L 262.650814 154.851094 
-L 262.810243 156.031039 
-L 262.889957 155.911356 
-L 263.1291 153.833438 
-L 263.208814 154.273913 
-L 263.368243 155.818862 
-L 263.447957 155.740339 
-L 263.607386 155.190549 
-L 263.846529 157.067376 
-L 263.926243 156.560268 
-L 264.085671 155.282694 
-L 264.324814 156.887963 
-L 264.563957 155.682414 
-L 264.8031 157.695956 
-L 265.042243 156.133387 
-L 265.281386 158.055097 
-L 265.520529 156.674218 
-L 265.759671 158.738763 
-L 265.839386 158.345116 
-L 265.998814 157.474147 
-L 266.078529 157.814874 
-L 266.237957 158.919394 
-L 266.4771 157.085818 
-L 266.716243 158.758265 
-L 266.795957 158.209277 
-L 266.955386 157.652114 
-L 267.194529 159.412568 
-L 267.433671 157.645764 
-L 267.672814 159.11783 
-L 267.752529 158.755666 
-L 267.911957 157.602881 
-L 268.1511 160.151798 
-L 268.230814 159.485791 
-L 268.390243 158.49749 
-L 268.629386 160.702141 
-L 268.7091 160.312559 
-L 268.868529 159.417286 
-L 269.107671 162.066533 
-L 269.187386 161.591506 
-L 269.346814 160.708178 
-L 269.426529 160.945654 
-L 269.585957 162.138014 
-L 269.8251 160.782655 
-L 270.064243 162.414282 
-L 270.303386 161.315956 
-L 270.3831 161.67084 
-L 270.542529 162.969215 
-L 270.781671 161.687604 
-L 271.020814 163.532506 
-L 271.180243 162.314221 
-L 271.259957 162.310184 
-L 271.4991 163.795014 
-L 271.658529 162.405057 
-L 271.738243 162.480658 
-L 271.897671 163.828921 
-L 271.977386 163.663249 
-L 272.216529 161.932417 
-L 272.455671 163.986308 
-L 272.694814 162.681841 
-L 272.933957 164.941284 
-L 273.013671 164.516513 
-L 273.1731 163.777338 
-L 273.412243 165.658967 
-L 273.491957 165.442725 
-L 273.651386 164.825149 
-L 273.7311 165.167424 
-L 273.890529 166.848737 
-L 274.129671 166.031048 
-L 274.209386 166.243668 
-L 274.368814 167.250725 
-L 274.607957 166.01197 
-L 274.8471 167.825564 
-L 275.006529 166.845391 
-L 275.086243 166.785089 
-L 275.325386 168.181535 
-L 275.4051 167.755594 
-L 275.484814 167.40307 
-L 275.644243 168.105593 
-L 275.803671 169.262682 
-L 276.042814 167.735484 
-L 276.281957 169.205974 
-L 276.361671 168.793673 
-L 276.5211 168.45102 
-L 276.760243 170.137042 
-L 276.999386 168.95964 
-L 277.158814 169.991295 
-L 277.238529 170.474599 
-L 277.477671 169.348375 
-L 277.716814 170.714886 
-L 277.876243 169.765229 
-L 277.955957 169.757035 
-L 278.115386 170.718951 
-L 278.1951 170.664657 
-L 278.354529 169.812508 
-L 278.593671 171.135546 
-L 278.673386 171.036701 
-L 278.832814 169.848415 
-L 278.912529 169.976531 
-L 279.151671 171.754016 
-L 279.3111 170.760065 
-L 279.390814 170.85102 
-L 279.629957 172.32163 
-L 279.789386 171.031964 
-L 279.8691 171.004887 
-L 279.948814 171.289376 
-L 280.108243 172.872461 
-L 280.267671 171.877708 
-L 280.4271 172.646781 
-L 280.586529 173.815824 
-L 280.825671 173.153697 
-L 281.064814 174.562925 
-L 281.224243 173.621839 
-L 281.463386 175.063044 
-L 281.5431 175.734719 
-L 281.782243 174.669245 
-L 282.021386 176.029632 
-L 282.180814 175.059924 
-L 282.340243 175.704448 
-L 282.499671 176.818852 
-L 282.6591 175.601239 
-L 282.738814 175.788478 
-L 282.977957 176.932383 
-L 283.137386 175.744935 
-L 283.2171 175.811436 
-L 283.456243 177.489352 
-L 283.695386 176.602614 
-L 283.934529 177.662799 
-L 284.093957 177.156496 
-L 284.173671 177.28916 
-L 284.412814 178.82468 
-L 284.651957 177.557207 
-L 284.731671 177.727728 
-L 284.970814 178.738185 
-L 285.050529 178.351874 
-L 285.130243 178.371132 
-L 285.369386 179.287952 
-L 285.528814 178.079661 
-L 285.608529 178.148134 
-L 285.847671 179.919619 
-L 286.0071 178.91718 
-L 286.086814 179.026264 
-L 286.325957 180.179003 
-L 286.485386 179.002546 
-L 286.5651 179.297325 
-L 286.804243 180.487063 
-L 286.963671 179.061894 
-L 287.043386 179.206429 
-L 287.282529 180.498376 
-L 287.441957 179.679645 
-L 287.521671 179.842737 
-L 287.760814 181.68251 
-L 287.840529 181.546427 
-L 287.999957 181.037548 
-L 288.2391 182.661844 
-L 288.398529 181.467466 
-L 288.478243 181.609886 
-L 288.637671 182.502232 
-L 288.717386 182.277229 
-L 288.876814 181.300273 
-L 288.956529 181.489405 
-L 289.195671 183.077656 
-L 289.3551 182.276008 
-L 289.434814 182.377258 
-L 289.673957 183.675108 
-L 289.833386 183.039349 
-L 289.9131 183.006036 
-L 289.992814 183.317248 
-L 290.152243 184.314103 
-L 290.311671 183.138908 
-L 290.550814 184.572311 
-L 290.630529 185.07278 
-L 290.869671 183.823795 
-L 291.108814 184.842704 
-L 291.268243 183.802773 
-L 291.507386 184.786024 
-L 291.5871 184.571012 
-L 291.746529 183.65668 
-L 291.905957 184.629098 
-L 292.065386 185.340348 
-L 292.224814 184.118638 
-L 292.304529 184.250164 
-L 292.543671 185.469169 
-L 292.782814 184.147287 
-L 293.021957 185.826485 
-L 293.219914 184.741735 
-L 293.340814 185.268732 
-L 293.500243 186.199865 
-L 293.659671 185.222623 
-L 293.739386 185.190076 
-L 293.978529 186.599475 
-L 294.137957 185.074015 
-L 294.217671 185.129649 
-L 294.456814 186.785755 
-L 294.536529 186.409241 
-L 294.695957 185.907054 
-L 294.9351 187.1899 
-L 295.094529 186.301037 
-L 295.253957 186.914599 
-L 295.413386 187.774536 
-L 295.572814 186.507722 
-L 295.732243 187.200899 
-L 295.891671 187.908993 
-L 296.0511 186.845569 
-L 296.369957 188.120397 
-L 296.6091 186.98979 
-L 296.768529 187.914066 
-L 296.848243 187.791448 
-L 297.087386 186.940506 
-L 297.1671 187.131768 
-L 297.326529 188.150644 
-L 297.485957 187.228087 
-L 297.645386 188.201661 
-L 297.804814 189.015383 
-L 297.964243 187.970562 
-L 298.043957 188.069453 
-L 298.2831 189.130094 
-L 298.442529 188.011593 
-L 298.522243 188.014506 
-L 298.761386 189.259832 
-L 298.920814 188.351859 
-L 299.080243 189.328751 
-L 299.239671 189.883983 
-L 299.3991 188.54537 
-L 299.717957 190.151805 
-L 299.877386 188.94139 
-L 300.036814 189.939986 
-L 300.196243 190.646296 
-L 300.355671 189.589568 
-L 300.435386 189.51505 
-L 300.594814 190.217849 
-L 300.674529 190.161896 
-L 300.833957 188.994789 
-L 301.0731 190.631993 
-L 301.152814 190.523807 
-L 301.312243 189.089874 
-L 301.471671 189.861979 
-L 301.6311 190.50601 
-L 301.790529 189.579868 
-L 301.949957 190.309689 
-L 302.109386 190.850267 
-L 302.268814 189.721772 
-L 302.428243 190.558953 
-L 302.587671 191.525546 
-L 302.7471 190.57822 
-L 302.826814 190.768887 
-L 302.986243 191.805528 
-L 303.065957 191.728462 
-L 303.225386 190.963766 
-L 303.384814 191.858799 
-L 303.464529 192.344991 
-L 303.544243 192.218935 
-L 303.783386 191.186132 
-L 303.8631 191.266701 
-L 303.942814 191.684827 
-L 304.181957 190.520475 
-L 304.500814 192.8691 
-L 304.660243 191.468672 
-L 304.739957 191.52479 
-L 304.9791 192.797516 
-L 305.138529 192.163296 
-L 305.377671 193.384821 
-L 305.457386 193.335823 
-L 305.616814 192.375391 
-L 305.696529 192.322913 
-L 305.935671 193.257631 
-L 306.0951 192.077714 
-L 306.174814 192.243547 
-L 306.413957 193.781979 
-L 306.6531 192.794899 
-L 306.812529 193.767256 
-L 306.892243 193.568023 
-L 307.051671 192.791365 
-L 307.370529 194.671685 
-L 307.609671 193.519485 
-L 307.848814 194.575776 
-L 308.008243 193.215283 
-L 308.3271 194.789585 
-L 308.486529 193.994881 
-L 308.805386 195.506314 
-L 308.964814 194.867698 
-L 309.124243 195.6536 
-L 309.283671 196.00117 
-L 309.4431 194.961082 
-L 309.761957 195.754067 
-L 309.921386 195.158702 
-L 310.160529 196.753027 
-L 310.240243 196.584097 
-L 310.399671 195.509954 
-L 310.718529 196.926501 
-L 310.877957 196.333358 
-L 310.957671 196.370099 
-L 311.037386 196.58965 
-L 311.196814 197.321641 
-L 311.356243 196.38055 
-L 311.435957 196.443585 
-L 311.6751 197.675483 
-L 311.834529 196.776358 
-L 311.914243 196.946897 
-L 312.073671 197.903734 
-L 312.312814 196.462229 
-L 312.392529 196.811813 
-L 312.551957 197.958285 
-L 312.631671 197.990575 
-L 312.7911 196.652422 
-L 312.870814 196.771699 
-L 313.030243 197.958599 
-L 313.109957 197.881048 
-L 313.269386 196.902387 
-L 313.3491 197.007227 
-L 313.588243 198.523268 
-L 313.747671 197.665151 
-L 313.827386 197.741144 
-L 314.066529 198.817669 
-L 314.225957 197.696519 
-L 314.305671 197.816856 
-L 314.544814 199.089329 
-L 314.704243 198.3893 
-L 314.863671 199.057892 
-L 315.0231 199.845315 
-L 315.262243 198.481578 
-L 315.501386 199.378846 
-L 315.660814 198.450284 
-L 315.979671 199.954943 
-L 316.1391 199.386702 
-L 316.298529 200.162038 
-L 316.457957 201.041629 
-L 316.617386 199.910627 
-L 316.936243 201.470717 
-L 317.095671 200.76719 
-L 317.175386 200.913218 
-L 317.414529 202.368349 
-L 317.573957 200.978999 
-L 317.653671 201.050624 
-L 317.892814 201.920114 
-L 317.972529 201.547535 
-L 318.052243 201.57817 
-L 318.291386 203.271745 
-L 318.3711 203.209208 
-L 318.530529 201.981379 
-L 318.610243 202.024184 
-L 318.849386 203.506627 
-L 318.9291 203.284514 
-L 319.088529 202.615922 
-L 319.327671 204.005718 
-L 319.4871 203.224889 
-L 319.566814 203.474131 
-L 319.805957 204.466147 
-L 319.965386 204.007303 
-L 320.0451 203.887984 
-L 320.284243 205.229704 
-L 320.523386 204.442525 
-L 320.762529 205.609738 
-L 320.921957 204.510984 
-L 321.240814 205.818538 
-L 321.400243 204.785708 
-L 321.479957 204.903078 
-L 321.7191 205.910255 
-L 321.878529 204.794035 
-L 321.958243 204.947519 
-L 322.197386 206.500453 
-L 322.436529 205.919314 
-L 322.675671 206.908676 
-L 322.8351 206.256585 
-L 322.994529 207.054934 
-L 323.153957 207.623032 
-L 323.313386 207.326617 
-L 323.3931 207.509837 
-L 323.632243 208.529391 
-L 323.711957 208.329167 
-L 323.871386 207.51362 
-L 323.9511 207.557845 
-L 324.110529 208.076562 
-L 324.190243 207.681251 
-L 324.269957 207.730987 
-L 324.588814 209.117802 
-L 324.827957 208.77272 
-L 325.146814 210.234629 
-L 325.306243 209.520932 
-L 325.385957 209.640703 
-L 325.6251 210.372819 
-L 325.704814 209.930685 
-L 326.023671 211.294099 
-L 326.103386 211.248336 
-L 326.1831 210.954755 
-L 326.262814 211.091055 
-L 326.501957 212.044676 
-L 326.7411 211.102861 
-L 326.900529 211.563474 
-L 327.059957 212.231237 
-L 327.139671 212.159161 
-L 327.538243 213.641419 
-L 327.697671 212.926354 
-L 327.936814 213.899287 
-L 328.175957 213.288956 
-L 328.494814 214.629878 
-L 328.654243 214.324901 
-L 328.893386 214.773422 
-L 329.052814 214.154784 
-L 329.212243 214.45856 
-L 329.371671 215.278275 
-L 329.451386 215.116842 
-L 329.610814 214.438423 
-L 329.690529 214.254673 
-L 329.849957 214.92603 
-L 329.929671 214.857288 
-L 330.0891 214.763265 
-L 330.168814 214.862371 
-L 330.328243 215.779963 
-L 330.407957 216.434136 
-L 330.6471 215.81615 
-L 330.806529 216.998776 
-L 330.886243 217.591145 
-L 330.965957 217.410599 
-L 331.045671 217.181487 
-L 331.2051 217.703353 
-L 331.284814 218.068708 
-L 331.364529 218.003351 
-L 331.523957 217.509214 
-L 331.683386 217.949438 
-L 331.842814 218.816681 
-L 332.002243 218.610111 
-L 332.400814 220.492657 
-L 332.560243 219.692166 
-L 332.719671 220.37594 
-L 332.8791 221.105109 
-L 332.958814 220.962479 
-L 333.038529 220.960922 
-L 333.118243 221.102892 
-L 333.277671 221.728898 
-L 333.357386 221.489503 
-L 333.516814 220.606873 
-L 333.596529 220.769008 
-L 333.755957 221.88994 
-L 333.835671 221.707572 
-L 334.074814 221.898214 
-L 334.234243 222.678929 
-L 334.313957 222.545473 
-L 334.473386 222.101214 
-L 334.632814 222.433393 
-L 334.792243 223.371123 
-L 334.951671 222.931203 
-L 335.1111 223.253548 
-L 335.190814 223.85291 
-L 335.270529 223.766631 
-L 335.429957 223.172064 
-L 335.589386 223.57237 
-L 335.748814 224.420968 
-L 335.828529 223.414444 
-L 335.908243 223.529039 
-L 336.067671 224.082193 
-L 336.2271 225.848724 
-L 336.386529 225.223605 
-L 336.466243 225.359131 
-L 336.545957 225.706284 
-L 336.705386 226.678427 
-L 336.864814 225.508272 
-L 337.024243 226.058006 
-L 337.183671 227.332184 
-L 337.263386 227.250299 
-L 337.3431 226.661895 
-L 337.422814 226.675347 
-L 337.582243 227.573061 
-L 337.821386 226.469825 
-L 337.9011 226.690583 
-L 337.980814 226.94291 
-L 338.140243 228.880298 
-L 338.219957 228.743237 
-L 338.379386 228.366058 
-L 338.4591 228.645835 
-L 338.618529 229.395821 
-L 338.698243 228.691534 
-L 338.777957 228.752518 
-L 338.937386 229.040224 
-L 339.176529 231.607408 
-L 339.256243 231.309779 
-L 339.415671 231.442471 
-L 339.654814 233.570974 
-L 339.734529 232.938003 
-L 339.814243 232.673318 
-L 339.893957 232.936122 
-L 340.1331 235.705512 
-L 340.212814 235.657514 
-L 340.372243 235.684865 
-L 340.451957 236.028273 
-L 340.770814 238.410503 
-L 340.930243 238.571402 
-L 341.2491 242.026536 
-L 341.328814 242.157564 
-L 341.526771 246.626593 
-L 341.647671 251.172235 
-L 341.8071 251.998564 
-L 348.024814 252 
-L 378.236529 252 
-L 378.236529 252 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_20">
-    <path clip-path="url(#p3afc3d5090)" d="M 148.740429 122.346178 
-L 148.818814 122.552089 
-L 149.057957 125.260366 
-L 149.2971 122.728369 
-L 149.536243 124.863115 
-L 149.695671 122.439383 
-L 149.775386 122.448728 
-L 150.014529 124.728797 
-L 150.173957 123.883486 
-L 150.253671 124.283465 
-L 150.492814 126.274436 
-L 150.731957 124.032182 
-L 150.9711 126.164034 
-L 151.130529 124.165855 
-L 151.210243 124.277778 
-L 151.449386 126.832179 
-L 151.688529 123.695989 
-L 151.927671 125.649893 
-L 152.0871 122.698877 
-L 152.166814 122.904659 
-L 152.405957 124.855355 
-L 152.565386 123.232667 
-L 152.6451 123.380792 
-L 152.884243 126.023246 
-L 153.123386 123.096533 
-L 153.362529 125.635884 
-L 153.521957 123.83064 
-L 153.601671 124.109857 
-L 153.7611 126.037614 
-L 153.840814 125.922585 
-L 154.079957 123.244335 
-L 154.3191 125.648179 
-L 154.478529 122.994582 
-L 154.558243 123.049299 
-L 154.797386 124.966937 
-L 154.956814 122.567517 
-L 155.116243 123.986073 
-L 155.275671 125.627267 
-L 155.514814 123.330664 
-L 155.753957 125.773769 
-L 155.9931 123.07305 
-L 156.152529 124.945343 
-L 156.232243 124.718189 
-L 156.391671 122.688195 
-L 156.471386 123.050009 
-L 156.710529 125.602503 
-L 156.949671 123.558952 
-L 157.188814 126.089778 
-L 157.427957 123.89838 
-L 157.6671 125.878328 
-L 157.906243 123.748679 
-L 158.145386 126.518051 
-L 158.304814 124.663637 
-L 158.384529 124.898994 
-L 158.623671 126.96789 
-L 158.7831 125.027617 
-L 158.862814 125.260283 
-L 159.101957 127.388052 
-L 159.3411 125.10438 
-L 159.580243 127.364928 
-L 159.819386 124.409341 
-L 160.058529 126.590196 
-L 160.217957 123.977474 
-L 160.297671 124.00692 
-L 160.536814 127.040376 
-L 160.775957 123.6941 
-L 161.0151 125.899646 
-L 161.254243 124.180592 
-L 161.493386 127.291594 
-L 161.5731 126.489711 
-L 161.732529 124.692788 
-L 161.971671 127.188482 
-L 162.210814 124.916736 
-L 162.449957 126.984562 
-L 162.609386 125.055782 
-L 162.6891 125.282079 
-L 162.848529 127.139193 
-L 163.087671 124.277787 
-L 163.167386 124.397599 
-L 163.326814 126.168255 
-L 163.406529 126.043199 
-L 163.565957 123.409934 
-L 163.645671 123.605743 
-L 163.8051 125.587056 
-L 163.884814 125.411854 
-L 164.082771 123.363972 
-L 164.123957 123.654267 
-L 164.3631 125.94663 
-L 164.522529 123.868316 
-L 164.602243 124.097203 
-L 164.841386 126.921476 
-L 165.080529 124.699424 
-L 165.319671 127.860332 
-L 165.4791 124.695268 
-L 165.558814 124.897225 
-L 165.797957 127.039491 
-L 166.0371 125.044289 
-L 166.276243 126.987244 
-L 166.515386 124.067545 
-L 166.754529 126.260059 
-L 166.993671 123.508548 
-L 167.232814 126.429307 
-L 167.471957 124.039481 
-L 167.7111 126.070184 
-L 167.870529 124.613464 
-L 167.950243 124.939094 
-L 168.189386 127.054661 
-L 168.428529 124.6335 
-L 168.667671 126.923799 
-L 168.906814 124.919132 
-L 169.145957 126.837967 
-L 169.305386 124.190592 
-L 169.3851 124.45157 
-L 169.624243 126.671889 
-L 169.783671 124.65126 
-L 169.863386 124.884552 
-L 170.102529 127.378255 
-L 170.341671 125.239776 
-L 170.580814 127.572903 
-L 170.819957 125.234707 
-L 171.0591 127.437138 
-L 171.298243 124.725442 
-L 171.537386 127.078872 
-L 171.696814 124.985471 
-L 171.776529 125.258928 
-L 172.015671 127.669905 
-L 172.1751 125.458553 
-L 172.254814 125.65945 
-L 172.493957 128.407717 
-L 172.7331 126.46973 
-L 172.972243 128.486682 
-L 173.211386 125.214026 
-L 173.450529 127.726594 
-L 173.609957 126.123445 
-L 173.689671 126.261911 
-L 173.928814 129.599109 
-L 174.167957 125.919663 
-L 174.4071 129.038121 
-L 174.646243 127.553678 
-L 174.805671 129.453399 
-L 174.885386 129.389668 
-L 175.124529 127.137175 
-L 175.363671 129.750358 
-L 175.443386 129.467426 
-L 175.602814 127.910828 
-L 175.841957 129.793518 
-L 176.0811 127.941473 
-L 176.320243 129.665162 
-L 176.559386 127.268396 
-L 176.798529 129.332039 
-L 176.957957 127.519467 
-L 177.276814 130.382523 
-L 177.356529 129.656499 
-L 177.515957 128.486691 
-L 177.7551 130.477746 
-L 177.994243 128.19834 
-L 178.233386 130.054846 
-L 178.472529 127.806555 
-L 178.711671 130.098762 
-L 178.950814 127.263678 
-L 179.189957 129.495858 
-L 179.349386 127.050283 
-L 179.4291 127.197965 
-L 179.588529 128.980694 
-L 179.668243 128.894467 
-L 179.907386 126.612619 
-L 180.146529 129.190246 
-L 180.305957 127.298073 
-L 180.385671 127.329169 
-L 180.624814 129.014242 
-L 180.784243 127.844628 
-L 180.863957 128.088454 
-L 181.1031 130.153073 
-L 181.342243 128.031608 
-L 181.581386 129.977383 
-L 181.740814 128.225685 
-L 181.820529 128.61207 
-L 182.059671 130.651372 
-L 182.298814 128.940299 
-L 182.537957 130.748327 
-L 182.7771 127.78556 
-L 183.016243 129.430745 
-L 183.175671 126.936674 
-L 183.255386 127.168621 
-L 183.494529 130.513938 
-L 183.733671 127.894746 
-L 183.972814 129.690645 
-L 184.211957 127.302709 
-L 184.4511 129.236751 
-L 184.690243 127.445516 
-L 184.929386 130.268351 
-L 185.168529 127.583788 
-L 185.407671 130.017704 
-L 185.646814 128.035811 
-L 185.885957 130.426872 
-L 186.045386 128.158185 
-L 186.1251 128.262154 
-L 186.364243 130.74606 
-L 186.603386 128.414564 
-L 186.842529 130.30764 
-L 187.001957 128.853823 
-L 187.081671 128.945009 
-L 187.320814 131.386363 
-L 187.559957 128.93935 
-L 187.639671 129.401447 
-L 187.7991 131.2274 
-L 188.038243 128.658861 
-L 188.277386 130.460106 
-L 188.436814 128.295287 
-L 188.516529 128.370391 
-L 188.755671 130.22626 
-L 188.994814 128.188101 
-L 189.233957 130.378643 
-L 189.4731 128.435882 
-L 189.712243 130.42218 
-L 189.951386 128.063543 
-L 190.190529 130.716678 
-L 190.429671 128.984298 
-L 190.668814 130.727987 
-L 190.907957 128.112758 
-L 191.1471 130.010986 
-L 191.306529 128.10356 
-L 191.386243 128.269472 
-L 191.625386 131.101791 
-L 191.864529 129.282565 
-L 192.103671 130.788639 
-L 192.342814 128.753771 
-L 192.581957 130.89729 
-L 192.8211 128.863528 
-L 193.060243 131.057414 
-L 193.299386 128.777272 
-L 193.538529 130.874259 
-L 193.697957 128.493557 
-L 193.777671 128.625922 
-L 194.016814 130.998384 
-L 194.255957 128.784286 
-L 194.4951 131.247547 
-L 194.734243 129.23523 
-L 194.973386 131.614798 
-L 195.212529 128.966022 
-L 195.451671 131.526829 
-L 195.690814 128.667202 
-L 195.929957 131.495954 
-L 196.089386 129.139049 
-L 196.1691 129.146542 
-L 196.328529 131.131891 
-L 196.408243 131.091883 
-L 196.567671 128.169069 
-L 196.647386 128.17906 
-L 196.886529 130.696872 
-L 197.045957 129.612518 
-L 197.125671 130.118964 
-L 197.2851 132.605478 
-L 197.364814 132.432368 
-L 197.603957 129.384645 
-L 197.8431 131.584772 
-L 198.002529 129.620472 
-L 198.082243 129.875773 
-L 198.321386 131.913545 
-L 198.560529 128.779078 
-L 198.799671 131.36476 
-L 199.038814 129.603072 
-L 199.277957 132.663347 
-L 199.5171 129.923458 
-L 199.756243 132.392563 
-L 199.835957 131.86503 
-L 199.995386 130.099453 
-L 200.234529 132.171491 
-L 200.473671 130.334939 
-L 200.712814 132.895801 
-L 200.951957 130.602977 
-L 201.1911 132.540973 
-L 201.430243 130.898525 
-L 201.669386 133.1029 
-L 201.908529 130.551937 
-L 202.147671 132.674047 
-L 202.227386 132.244622 
-L 202.386814 130.519062 
-L 202.625957 132.889838 
-L 202.8651 131.016918 
-L 203.024529 132.639053 
-L 203.104243 132.225803 
-L 203.343386 129.33085 
-L 203.582529 131.80811 
-L 203.741957 129.875709 
-L 203.821671 129.920177 
-L 204.060814 131.93348 
-L 204.299957 129.325993 
-L 204.5391 131.550349 
-L 204.698529 130.077085 
-L 204.778243 130.151866 
-L 204.937671 131.774913 
-L 205.017386 131.613453 
-L 205.256529 128.540653 
-L 205.495671 130.628248 
-L 205.6551 128.468867 
-L 205.734814 128.48129 
-L 205.973957 131.53481 
-L 206.133386 129.06566 
-L 206.2131 129.349006 
-L 206.452243 131.886154 
-L 206.691386 129.883552 
-L 206.930529 131.788037 
-L 207.169671 129.879718 
-L 207.408814 132.248853 
-L 207.647957 129.425298 
-L 207.8871 132.089982 
-L 208.126243 129.680572 
-L 208.365386 132.026952 
-L 208.604529 130.541651 
-L 208.843671 133.212722 
-L 209.082814 130.329824 
-L 209.321957 132.858493 
-L 209.401671 132.309358 
-L 209.5611 130.875595 
-L 209.800243 132.927726 
-L 209.959671 130.767958 
-L 210.039386 130.955224 
-L 210.278529 132.769289 
-L 210.517671 130.044266 
-L 210.6771 132.068324 
-L 210.756814 131.866846 
-L 210.916243 129.500089 
-L 210.995957 129.6987 
-L 211.2351 131.989764 
-L 211.474243 129.8517 
-L 211.713386 131.907554 
-L 211.952529 129.575128 
-L 212.111957 131.277159 
-L 212.191671 131.181097 
-L 212.3511 128.713919 
-L 212.430814 128.962603 
-L 212.669957 130.977325 
-L 212.829386 128.804211 
-L 212.988814 130.482676 
-L 213.148243 132.179509 
-L 213.387386 130.138585 
-L 213.626529 131.898016 
-L 213.785957 130.113065 
-L 213.865671 130.142447 
-L 214.104814 132.405779 
-L 214.343957 129.970517 
-L 214.5831 132.209582 
-L 214.742529 129.865257 
-L 214.822243 129.923366 
-L 215.061386 132.13387 
-L 215.300529 130.169313 
-L 215.459957 131.551971 
-L 215.539671 131.472204 
-L 215.6991 129.542696 
-L 215.858529 130.455728 
-L 216.017957 131.678114 
-L 216.177386 130.005944 
-L 216.2571 130.190648 
-L 216.496243 132.597321 
-L 216.575957 131.957875 
-L 216.735386 130.705646 
-L 216.8151 131.109441 
-L 216.974529 132.284428 
-L 217.213671 130.109416 
-L 217.452814 132.496265 
-L 217.612243 131.722758 
-L 217.771671 132.676434 
-L 217.9311 133.867144 
-L 218.170243 130.277512 
-L 218.409386 133.147922 
-L 218.4891 132.75704 
-L 218.648529 130.883917 
-L 218.887671 132.805048 
-L 219.126814 129.549064 
-L 219.365957 132.068084 
-L 219.525386 130.293217 
-L 219.6051 130.507911 
-L 219.764529 132.165233 
-L 219.844243 132.121327 
-L 220.003671 130.138244 
-L 220.083386 130.209864 
-L 220.322529 132.907616 
-L 220.561671 130.11442 
-L 220.800814 132.20044 
-L 220.960243 130.261697 
-L 221.039957 130.447461 
-L 221.2791 132.592464 
-L 221.518243 130.831108 
-L 221.757386 133.273771 
-L 221.996529 131.191696 
-L 222.235671 133.033529 
-L 222.474814 130.541347 
-L 222.634243 132.64943 
-L 222.713957 132.506863 
-L 222.873386 130.571909 
-L 222.9531 131.023148 
-L 223.192243 133.332377 
-L 223.431386 130.428309 
-L 223.670529 132.610851 
-L 223.909671 130.484851 
-L 224.148814 133.134817 
-L 224.228529 132.522015 
-L 224.387957 130.573337 
-L 224.547386 132.613763 
-L 224.6271 133.421278 
-L 224.866243 130.966293 
-L 225.105386 133.279227 
-L 225.264814 130.694559 
-L 225.344529 130.703637 
-L 225.583671 132.695484 
-L 225.822814 130.120457 
-L 226.061957 132.641938 
-L 226.141671 132.045403 
-L 226.221386 130.600433 
-L 226.3011 131.046088 
-L 226.540243 133.183866 
-L 226.779386 130.276213 
-L 227.018529 132.401899 
-L 227.177957 131.44167 
-L 227.337386 132.532844 
-L 227.496814 133.659529 
-L 227.735957 130.661915 
-L 227.9751 133.213561 
-L 228.134529 132.288888 
-L 228.214243 132.632694 
-L 228.453386 134.504996 
-L 228.692529 132.127419 
-L 228.931671 134.49354 
-L 229.0911 131.700031 
-L 229.170814 131.769955 
-L 229.409957 134.398059 
-L 229.6491 131.407846 
-L 229.888243 133.313806 
-L 229.967957 133.036985 
-L 230.127386 132.250659 
-L 230.366529 134.080677 
-L 230.525957 132.242521 
-L 230.605671 132.312574 
-L 230.844814 135.134829 
-L 231.083957 133.131784 
-L 231.243386 134.713662 
-L 231.3231 134.495651 
-L 231.562243 131.199742 
-L 231.801386 133.168779 
-L 231.960814 130.94669 
-L 232.040529 131.066281 
-L 232.199957 133.358155 
-L 232.279671 133.231947 
-L 232.518814 130.85696 
-L 232.757957 133.696403 
-L 232.837671 132.837876 
-L 232.917386 131.521575 
-L 232.9971 131.555344 
-L 233.236243 133.666441 
-L 233.475386 130.657261 
-L 233.714529 133.102108 
-L 233.873957 131.892762 
-L 234.192814 134.406898 
-L 234.431957 131.924089 
-L 234.6711 133.71679 
-L 234.910243 131.174646 
-L 235.149386 133.15688 
-L 235.308814 130.737129 
-L 235.388529 130.809523 
-L 235.627671 132.773067 
-L 235.866814 130.416429 
-L 236.105957 133.086781 
-L 236.265386 131.846183 
-L 236.3451 132.098581 
-L 236.584243 134.014439 
-L 236.743671 132.445621 
-L 236.823386 132.491389 
-L 237.062529 134.427736 
-L 237.301671 131.491733 
-L 237.540814 134.085764 
-L 237.779957 131.796268 
-L 238.0191 133.65198 
-L 238.258243 131.33065 
-L 238.417671 133.281476 
-L 238.497386 133.272176 
-L 238.736529 131.090123 
-L 238.975671 133.846675 
-L 239.214814 131.558219 
-L 239.453957 134.053341 
-L 239.613386 132.349467 
-L 239.6931 132.513388 
-L 239.932243 134.88515 
-L 240.171386 131.830755 
-L 240.410529 134.33066 
-L 240.649671 132.392747 
-L 240.888814 134.670429 
-L 241.127957 132.62004 
-L 241.287386 134.124878 
-L 241.3671 134.105248 
-L 241.606243 131.642798 
-L 241.845386 133.775599 
-L 242.004814 131.398353 
-L 242.084529 131.616291 
-L 242.323671 133.487543 
-L 242.4831 131.624522 
-L 242.642529 132.878087 
-L 242.801957 134.121091 
-L 242.961386 131.572578 
-L 243.0411 131.700058 
-L 243.280243 133.895697 
-L 243.439671 132.514476 
-L 243.519386 132.683568 
-L 243.758529 134.733588 
-L 243.997671 132.303183 
-L 244.236814 134.616771 
-L 244.475957 131.774268 
-L 244.7151 133.879338 
-L 244.954243 131.777909 
-L 245.193386 133.811966 
-L 245.432529 131.82952 
-L 245.671671 133.944967 
-L 245.910814 130.252628 
-L 246.149957 132.499767 
-L 246.309386 131.238672 
-L 246.3891 131.419173 
-L 246.628243 133.033677 
-L 246.867386 130.041704 
-L 247.106529 132.7227 
-L 247.265957 130.539384 
-L 247.345671 130.558904 
-L 247.584814 132.261654 
-L 247.744243 129.616933 
-L 247.823957 129.680913 
-L 248.0631 131.893306 
-L 248.302243 130.243836 
-L 248.541386 132.503112 
-L 248.780529 130.280489 
-L 249.019671 132.10341 
-L 249.1791 129.863267 
-L 249.258814 130.125572 
-L 249.418243 132.003837 
-L 249.497957 131.907785 
-L 249.657386 129.952545 
-L 249.7371 130.172455 
-L 249.976243 131.821695 
-L 250.215386 130.167313 
-L 250.454529 132.789352 
-L 250.693671 130.100172 
-L 250.932814 131.989358 
-L 251.092243 129.836263 
-L 251.171957 129.888906 
-L 251.4111 132.187693 
-L 251.650243 130.220878 
-L 251.889386 132.630777 
-L 252.128529 129.933928 
-L 252.367671 131.638982 
-L 252.5271 129.535406 
-L 252.606814 129.633863 
-L 252.845957 132.029145 
-L 253.0851 129.656619 
-L 253.324243 132.516319 
-L 253.563386 129.918435 
-L 253.802529 132.544235 
-L 253.961957 130.932423 
-L 254.041671 130.996366 
-L 254.2011 132.958757 
-L 254.280814 132.759169 
-L 254.519957 130.620783 
-L 254.7591 132.518384 
-L 254.918529 130.842463 
-L 254.998243 131.180203 
-L 255.237386 132.976167 
-L 255.476529 130.264674 
-L 255.715671 132.832549 
-L 255.954814 130.846029 
-L 256.193957 133.22356 
-L 256.353386 130.72525 
-L 256.4331 130.803699 
-L 256.672243 133.091896 
-L 256.911386 130.389573 
-L 257.150529 133.326341 
-L 257.389671 131.339673 
-L 257.628814 133.492511 
-L 257.867957 131.671986 
-L 258.027386 133.62047 
-L 258.1071 133.606203 
-L 258.346243 130.61952 
-L 258.585386 133.306784 
-L 258.6651 132.726036 
-L 258.744814 131.28138 
-L 258.824529 131.417717 
-L 259.063671 134.216313 
-L 259.302814 131.622807 
-L 259.541957 133.46277 
-L 259.701386 131.946475 
-L 259.7811 132.107401 
-L 260.020243 134.07406 
-L 260.259386 131.179217 
-L 260.498529 133.779083 
-L 260.737671 131.744131 
-L 260.976814 133.791008 
-L 261.215957 130.821864 
-L 261.4551 133.088919 
-L 261.694243 130.609557 
-L 261.933386 133.348377 
-L 262.092814 130.857144 
-L 262.172529 131.050198 
-L 262.411671 133.526491 
-L 262.650814 131.502083 
-L 262.730529 131.896642 
-L 262.889957 133.192206 
-L 263.1291 130.910092 
-L 263.368243 133.60353 
-L 263.607386 130.772372 
-L 263.766814 132.235194 
-L 263.846529 132.121631 
-L 264.005957 130.109443 
-L 264.085671 130.338911 
-L 264.324814 132.939523 
-L 264.484243 130.457055 
-L 264.563957 130.469884 
-L 264.8031 132.741999 
-L 264.882814 132.396295 
-L 265.042243 131.488977 
-L 265.281386 134.001454 
-L 265.520529 132.203481 
-L 265.679957 133.582609 
-L 265.759671 133.533035 
-L 265.9191 130.443793 
-L 265.998814 130.685804 
-L 266.237957 133.25943 
-L 266.4771 131.387451 
-L 266.716243 134.016025 
-L 266.955386 131.830045 
-L 267.194529 133.65187 
-L 267.353957 131.745218 
-L 267.433671 131.933968 
-L 267.672814 134.243179 
-L 267.832243 132.105419 
-L 267.911957 132.220328 
-L 268.1511 134.147818 
-L 268.390243 131.740343 
-L 268.629386 134.18131 
-L 268.788814 131.543151 
-L 268.868529 131.727717 
-L 269.107671 133.858647 
-L 269.346814 131.676714 
-L 269.506243 133.805847 
-L 269.585957 133.679519 
-L 269.8251 131.763227 
-L 270.064243 133.935234 
-L 270.303386 131.787577 
-L 270.542529 134.487678 
-L 270.781671 132.699604 
-L 271.020814 134.393506 
-L 271.259957 132.198458 
-L 271.4991 134.352531 
-L 271.738243 132.175242 
-L 271.977386 134.088953 
-L 272.216529 131.730915 
-L 272.296243 132.098157 
-L 272.455671 133.178447 
-L 272.6151 131.351949 
-L 272.694814 131.533372 
-L 272.854243 133.124292 
-L 272.933957 132.901073 
-L 273.013671 131.916633 
-L 273.013671 131.916633 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_21">
-    <path clip-path="url(#p3afc3d5090)" d="M 148.740429 122.437687 
-L 148.818814 122.740876 
-L 149.057957 124.90916 
-L 149.2971 123.104376 
-L 149.536243 125.485852 
-L 149.695671 122.830624 
-L 149.775386 122.847868 
-L 150.014529 124.958135 
-L 150.173957 122.475824 
-L 150.253671 122.607138 
-L 150.492814 125.624585 
-L 150.731957 122.923709 
-L 150.811671 123.451186 
-L 150.9711 124.823798 
-L 151.130529 122.719641 
-L 151.210243 122.771575 
-L 151.449386 125.506413 
-L 151.688529 123.502032 
-L 151.847957 125.411034 
-L 151.927671 125.058492 
-L 152.166814 121.798831 
-L 152.405957 123.95317 
-L 152.565386 122.162488 
-L 152.6451 122.501943 
-L 152.884243 124.752335 
-L 153.123386 122.419862 
-L 153.362529 124.035232 
-L 153.521957 122.284226 
-L 153.601671 122.656703 
-L 153.7611 124.93232 
-L 153.840814 124.897879 
-L 154.079957 122.066362 
-L 154.3191 124.40088 
-L 154.478529 122.792211 
-L 154.558243 122.843905 
-L 154.717671 124.652117 
-L 154.797386 124.58023 
-L 154.956814 122.320271 
-L 155.036529 122.42025 
-L 155.275671 125.453493 
-L 155.514814 122.404453 
-L 155.753957 124.645306 
-L 155.9931 122.016105 
-L 156.232243 124.904671 
-L 156.471386 122.525832 
-L 156.710529 124.586312 
-L 156.949671 122.322234 
-L 157.188814 124.40088 
-L 157.348243 122.829933 
-L 157.427957 123.102745 
-L 157.6671 125.800755 
-L 157.906243 123.532271 
-L 158.145386 125.998103 
-L 158.384529 123.221027 
-L 158.464243 123.911586 
-L 158.623671 125.21763 
-L 158.862814 122.667643 
-L 159.022243 124.904376 
-L 159.101957 124.874811 
-L 159.261386 122.732599 
-L 159.3411 122.765787 
-L 159.580243 125.145365 
-L 159.739671 122.742783 
-L 159.819386 122.818707 
-L 159.978814 124.775818 
-L 160.058529 124.551272 
-L 160.217957 122.242237 
-L 160.297671 122.423825 
-L 160.536814 125.096887 
-L 160.775957 122.139834 
-L 161.0151 124.284782 
-L 161.174529 122.344178 
-L 161.254243 122.534983 
-L 161.413671 124.576571 
-L 161.493386 124.483505 
-L 161.691343 122.310723 
-L 161.971671 125.397237 
-L 162.051386 124.685489 
-L 162.210814 123.421924 
-L 162.449957 125.425264 
-L 162.609386 123.561192 
-L 162.6891 123.769342 
-L 162.848529 125.219823 
-L 162.928243 125.153963 
-L 163.167386 122.804376 
-L 163.406529 125.029211 
-L 163.565957 123.551422 
-L 163.645671 123.740274 
-L 163.8051 125.648096 
-L 163.884814 125.610972 
-L 164.123957 123.419049 
-L 164.3631 125.382777 
-L 164.561057 123.190208 
-L 164.681957 124.608985 
-L 164.841386 125.836532 
-L 165.080529 122.863775 
-L 165.319671 125.792847 
-L 165.558814 123.707242 
-L 165.797957 125.610954 
-L 166.0371 123.204336 
-L 166.276243 125.746194 
-L 166.435671 123.477959 
-L 166.515386 123.623835 
-L 166.754529 126.028259 
-L 166.993671 123.326084 
-L 167.232814 125.927433 
-L 167.471957 122.733263 
-L 167.631386 124.902155 
-L 167.7111 124.715488 
-L 167.870529 122.596557 
-L 167.950243 122.850209 
-L 168.189386 124.867143 
-L 168.348814 122.485519 
-L 168.428529 122.657984 
-L 168.667671 124.62268 
-L 168.8271 122.306069 
-L 168.906814 122.524956 
-L 169.066243 124.710401 
-L 169.145957 124.558949 
-L 169.305386 122.187114 
-L 169.3851 122.580245 
-L 169.544529 124.678439 
-L 169.624243 124.549539 
-L 169.783671 122.04404 
-L 169.863386 122.324815 
-L 170.022814 124.691609 
-L 170.102529 124.58175 
-L 170.341671 122.065394 
-L 170.580814 124.667803 
-L 170.819957 122.628612 
-L 171.0591 124.789366 
-L 171.298243 123.929982 
-L 171.537386 125.767908 
-L 171.776529 123.545515 
-L 172.015671 126.05941 
-L 172.1751 124.256737 
-L 172.254814 124.396245 
-L 172.493957 126.587007 
-L 172.573671 125.964694 
-L 172.7331 124.568884 
-L 172.972243 126.984626 
-L 173.131671 124.920625 
-L 173.211386 124.945619 
-L 173.450529 127.069048 
-L 173.689671 123.776162 
-L 173.928814 126.224732 
-L 174.167957 123.515552 
-L 174.327386 125.373855 
-L 174.4071 125.045764 
-L 174.646243 123.079381 
-L 174.885386 125.566725 
-L 175.124529 122.788837 
-L 175.363671 124.579603 
-L 175.5231 122.929893 
-L 175.602814 123.267237 
-L 175.841957 125.638299 
-L 176.0811 123.025752 
-L 176.240529 125.067514 
-L 176.320243 125.030373 
-L 176.559386 123.605716 
-L 176.798529 125.565195 
-L 177.037671 123.124698 
-L 177.276814 125.664667 
-L 177.436243 123.708266 
-L 177.515957 123.777876 
-L 177.7551 126.361585 
-L 177.994243 124.531521 
-L 178.233386 126.526926 
-L 178.472529 123.787388 
-L 178.711671 126.781563 
-L 178.8711 125.102417 
-L 178.950814 125.133236 
-L 179.110243 126.788632 
-L 179.189957 126.667438 
-L 179.4291 124.325648 
-L 179.668243 125.966879 
-L 179.827671 124.249982 
-L 179.907386 124.622708 
-L 180.146529 127.102448 
-L 180.385671 124.636624 
-L 180.624814 127.06796 
-L 180.863957 124.908634 
-L 181.1031 127.14193 
-L 181.262529 125.035368 
-L 181.421957 126.686119 
-L 181.581386 128.340557 
-L 181.820529 124.956449 
-L 182.059671 127.084881 
-L 182.298814 124.432879 
-L 182.537957 126.482402 
-L 182.7771 124.760491 
-L 183.016243 126.995419 
-L 183.175671 125.36909 
-L 183.255386 125.484884 
-L 183.494529 128.192737 
-L 183.733671 125.883167 
-L 183.972814 127.710678 
-L 184.211957 125.421918 
-L 184.4511 127.417572 
-L 184.610529 124.92926 
-L 184.690243 125.171907 
-L 184.929386 127.004137 
-L 185.168529 125.820339 
-L 185.327957 127.914865 
-L 185.407671 127.802131 
-L 185.5671 124.820646 
-L 185.646814 125.043073 
-L 185.885957 127.857567 
-L 186.045386 126.190853 
-L 186.1251 126.323854 
-L 186.364243 128.680906 
-L 186.603386 127.17428 
-L 186.762814 129.063245 
-L 186.842529 128.994344 
-L 187.081671 125.496063 
-L 187.320814 127.783385 
-L 187.480243 125.93334 
-L 187.559957 126.165048 
-L 187.7991 128.163816 
-L 188.038243 124.82954 
-L 188.277386 127.287133 
-L 188.436814 125.988131 
-L 188.516529 126.265432 
-L 188.755671 128.028631 
-L 188.9151 126.884639 
-L 188.994814 127.035869 
-L 189.233957 128.991035 
-L 189.4731 127.040791 
-L 189.712243 128.824229 
-L 189.951386 127.066228 
-L 190.190529 128.946032 
-L 190.349957 127.143239 
-L 190.429671 127.393314 
-L 190.5891 129.40423 
-L 190.668814 129.196798 
-L 190.907957 127.056136 
-L 191.1471 129.323974 
-L 191.386243 127.26306 
-L 191.625386 129.618491 
-L 191.7051 128.7299 
-L 191.864529 127.929455 
-L 192.103671 130.731424 
-L 192.342814 128.190221 
-L 192.581957 130.020101 
-L 192.8211 128.010678 
-L 193.060243 130.063786 
-L 193.299386 127.360302 
-L 193.538529 129.916233 
-L 193.777671 127.883567 
-L 194.016814 129.924546 
-L 194.255957 127.035777 
-L 194.4951 129.667199 
-L 194.734243 128.363073 
-L 194.973386 130.006765 
-L 195.212529 126.732975 
-L 195.451671 129.275248 
-L 195.690814 126.947697 
-L 195.929957 129.920924 
-L 196.009671 128.86832 
-L 196.1691 127.332395 
-L 196.248814 127.813191 
-L 196.408243 129.616223 
-L 196.647386 127.503901 
-L 196.886529 129.692746 
-L 197.045957 127.984716 
-L 197.125671 128.149135 
-L 197.364814 130.217919 
-L 197.603957 126.861312 
-L 197.8431 129.678756 
-L 198.082243 127.815311 
-L 198.321386 130.238555 
-L 198.560529 127.93915 
-L 198.799671 130.052275 
-L 198.9591 128.295775 
-L 199.038814 128.322733 
-L 199.277957 130.954127 
-L 199.5171 128.65123 
-L 199.756243 130.388937 
-L 199.995386 129.056379 
-L 200.234529 131.505677 
-L 200.473671 130.161571 
-L 200.712814 131.820239 
-L 200.951957 128.928834 
-L 201.1911 131.12238 
-L 201.430243 128.913425 
-L 201.669386 130.912709 
-L 201.828814 128.822285 
-L 201.908529 128.868855 
-L 202.147671 131.057746 
-L 202.3071 128.567564 
-L 202.386814 128.675284 
-L 202.625957 131.160508 
-L 202.785386 129.105244 
-L 202.8651 129.309118 
-L 203.104243 130.753894 
-L 203.343386 129.025744 
-L 203.502814 131.293435 
-L 203.582529 131.146039 
-L 203.821671 128.593766 
-L 204.060814 130.564923 
-L 204.299957 128.825344 
-L 204.5391 130.788824 
-L 204.778243 128.250302 
-L 205.017386 130.08326 
-L 205.256529 128.459844 
-L 205.495671 131.144951 
-L 205.734814 127.767533 
-L 205.973957 130.220491 
-L 206.2131 128.650004 
-L 206.372529 130.385057 
-L 206.452243 130.204731 
-L 206.691386 127.135497 
-L 206.930529 129.37224 
-L 207.089957 127.675462 
-L 207.169671 127.879502 
-L 207.408814 129.66519 
-L 207.647957 128.391164 
-L 207.8871 129.972802 
-L 208.126243 126.760919 
-L 208.365386 128.904614 
-L 208.604529 127.324054 
-L 208.843671 130.266443 
-L 209.082814 127.276793 
-L 209.321957 129.125907 
-L 209.481386 126.939494 
-L 209.5611 126.970396 
-L 209.800243 129.190495 
-L 209.959671 127.091185 
-L 210.039386 127.350025 
-L 210.278529 130.128272 
-L 210.517671 126.801931 
-L 210.756814 129.449454 
-L 210.916243 127.778934 
-L 210.995957 128.092362 
-L 211.155386 130.171727 
-L 211.2351 130.000147 
-L 211.474243 127.600552 
-L 211.713386 129.701944 
-L 211.872814 127.952597 
-L 211.952529 127.969085 
-L 212.191671 130.04586 
-L 212.3511 127.744493 
-L 212.430814 127.810426 
-L 212.590243 129.584612 
-L 212.669957 129.439667 
-L 212.829386 127.112844 
-L 212.9091 127.171164 
-L 213.148243 129.337292 
-L 213.387386 127.767966 
-L 213.626529 129.705428 
-L 213.865671 127.266903 
-L 214.104814 129.674802 
-L 214.184529 129.360674 
-L 214.343957 127.854305 
-L 214.5831 130.328967 
-L 214.822243 127.696098 
-L 215.061386 129.842088 
-L 215.300529 126.903735 
-L 215.539671 129.404184 
-L 215.778814 127.020017 
-L 216.017957 129.538171 
-L 216.2571 126.820373 
-L 216.416529 128.682234 
-L 216.496243 128.435495 
-L 216.655671 126.606352 
-L 216.735386 126.517203 
-L 216.974529 129.083585 
-L 217.213671 127.627777 
-L 217.452814 129.367752 
-L 217.691957 126.962719 
-L 217.9311 128.908052 
-L 218.010814 128.41991 
-L 218.090529 127.627574 
-L 218.170243 127.804629 
-L 218.329671 129.579856 
-L 218.409386 129.527212 
-L 218.568814 127.498887 
-L 218.648529 127.776077 
-L 218.887671 129.606519 
-L 219.126814 126.482144 
-L 219.365957 128.766904 
-L 219.525386 127.149755 
-L 219.684814 128.713809 
-L 219.844243 130.305225 
-L 220.083386 126.897265 
-L 220.322529 129.042776 
-L 220.561671 126.898915 
-L 220.800814 129.26769 
-L 221.039957 126.574261 
-L 221.199386 128.013434 
-L 221.2791 127.856388 
-L 221.438529 126.10081 
-L 221.518243 126.263211 
-L 221.757386 128.651681 
-L 221.996529 125.297 
-L 222.235671 127.801025 
-L 222.3951 125.906245 
-L 222.474814 126.330738 
-L 222.713957 128.626788 
-L 222.873386 126.965844 
-L 223.032814 128.199594 
-L 223.192243 129.690811 
-L 223.431386 127.298027 
-L 223.670529 129.839498 
-L 223.909671 127.326856 
-L 224.148814 130.42606 
-L 224.228529 129.797849 
-L 224.308243 128.259196 
-L 224.387957 128.429191 
-L 224.6271 130.077564 
-L 224.866243 127.749377 
-L 225.105386 130.083877 
-L 225.264814 127.205587 
-L 225.344529 127.326118 
-L 225.583671 129.141749 
-L 225.7431 126.941817 
-L 225.822814 127.091526 
-L 226.061957 130.496418 
-L 226.3011 128.493898 
-L 226.540243 129.960416 
-L 226.699671 128.185539 
-L 227.018529 130.51238 
-L 227.257671 127.744364 
-L 227.496814 130.032155 
-L 227.735957 128.28255 
-L 227.9751 130.725167 
-L 228.214243 128.47789 
-L 228.373671 130.751848 
-L 228.453386 130.345381 
-L 228.692529 126.747537 
-L 228.931671 129.15726 
-L 229.0911 127.730216 
-L 229.170814 127.955389 
-L 229.409957 129.794513 
-L 229.6491 127.339943 
-L 229.888243 129.783509 
-L 230.047671 127.326376 
-L 230.127386 127.368569 
-L 230.366529 130.153359 
-L 230.605671 127.665684 
-L 230.685386 128.372621 
-L 230.844814 129.090875 
-L 231.083957 127.560821 
-L 231.3231 130.040662 
-L 231.402814 129.362876 
-L 231.562243 127.386881 
-L 231.801386 130.222878 
-L 231.960814 127.822463 
-L 232.040529 128.120039 
-L 232.279671 130.508233 
-L 232.518814 127.985785 
-L 232.757957 130.020681 
-L 232.9971 127.870599 
-L 233.236243 130.383076 
-L 233.475386 127.155119 
-L 233.714529 129.477039 
-L 233.873957 127.89494 
-L 233.953671 128.059322 
-L 234.192814 130.24425 
-L 234.431957 127.797053 
-L 234.6711 129.681383 
-L 234.750814 129.090138 
-L 234.750814 129.090138 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_22">
-    <path clip-path="url(#p3afc3d5090)" d="M 54.038529 55.049937 
-L 54.197957 76.026642 
-L 54.357386 78.315771 
-L 54.4371 78.906499 
-L 54.516814 73.590477 
-L 54.835671 84.242041 
-L 54.915386 83.459503 
-L 55.074814 80.622926 
-L 55.313957 88.17735 
-L 55.5531 84.221747 
-L 55.792243 90.108296 
-L 55.871957 89.346494 
-L 56.031386 86.605637 
-L 56.270529 92.57034 
-L 56.509671 89.120123 
-L 56.748814 93.919995 
-L 56.828529 93.428637 
-L 56.987957 90.448175 
-L 57.029143 91.190567 
-L 57.2271 95.184823 
-L 57.425057 93.381412 
-L 57.466243 93.736922 
-L 57.705386 97.930425 
-L 57.944529 93.624244 
-L 58.183671 97.666839 
-L 58.3431 95.687259 
-L 58.422814 95.929537 
-L 58.661957 99.188811 
-L 58.9011 97.006039 
-L 59.140243 101.198464 
-L 59.379386 99.239132 
-L 59.618529 103.348914 
-L 59.857671 99.927056 
-L 60.096814 103.135225 
-L 60.335957 99.331719 
-L 60.5751 102.966806 
-L 60.734529 101.50909 
-L 60.814243 101.736945 
-L 61.053386 104.820575 
-L 61.292529 102.478121 
-L 61.531671 105.652429 
-L 61.6911 103.320952 
-L 61.770814 103.553507 
-L 62.009957 106.471179 
-L 62.2491 103.471067 
-L 62.488243 105.957443 
-L 62.647671 103.697236 
-L 62.727386 103.843969 
-L 62.966529 106.487316 
-L 63.125957 104.83368 
-L 63.205671 104.968865 
-L 63.444814 108.020265 
-L 63.604243 105.608071 
-L 63.683957 105.76438 
-L 63.843386 107.637309 
-L 63.9231 107.475636 
-L 64.082529 105.546027 
-L 64.241957 107.296729 
-L 64.321671 108.342016 
-L 64.401386 108.264525 
-L 64.560814 106.498164 
-L 64.720243 107.946369 
-L 64.879671 109.420563 
-L 65.0391 107.29696 
-L 65.118814 107.413989 
-L 65.357957 109.938031 
-L 65.517386 107.132384 
-L 65.5971 107.555394 
-L 65.836243 109.960971 
-L 65.995671 108.332477 
-L 66.1551 109.856771 
-L 66.314529 111.20896 
-L 66.473957 109.597037 
-L 66.553671 109.675735 
-L 66.792814 112.026954 
-L 67.031957 109.221132 
-L 67.2711 111.916358 
-L 67.510243 109.534145 
-L 67.749386 112.030511 
-L 67.908814 109.449235 
-L 67.988529 109.590918 
-L 68.227671 112.407891 
-L 68.3871 109.95757 
-L 68.466814 110.044461 
-L 68.705957 111.807292 
-L 68.865386 110.529847 
-L 69.024814 112.277564 
-L 69.104529 113.284814 
-L 69.184243 112.802267 
-L 69.423386 109.332419 
-L 69.662529 112.091588 
-L 69.821957 110.15138 
-L 69.901671 110.526032 
-L 70.140814 112.588273 
-L 70.338771 110.552326 
-L 70.539386 113.123722 
-L 70.6191 113.049402 
-L 70.778529 110.428874 
-L 70.858243 110.541101 
-L 71.097386 113.259764 
-L 71.256814 111.093268 
-L 71.336529 111.283299 
-L 71.575671 114.502445 
-L 71.7351 111.729903 
-L 71.814814 112.114029 
-L 72.053957 114.641021 
-L 72.213386 113.302454 
-L 72.2931 113.132699 
-L 72.532243 114.956754 
-L 72.771386 113.347384 
-L 73.010529 114.852821 
-L 73.169957 112.455835 
-L 73.488814 115.315775 
-L 73.727957 113.81219 
-L 73.9671 115.948843 
-L 74.206243 112.747946 
-L 74.445386 115.274163 
-L 74.684529 112.661727 
-L 74.923671 114.723802 
-L 75.162814 112.633673 
-L 75.322243 115.059294 
-L 75.401957 114.829513 
-L 75.561386 112.351819 
-L 75.880243 115.905416 
-L 76.039671 112.819298 
-L 76.119386 112.944281 
-L 76.358529 115.222386 
-L 76.517957 113.183785 
-L 76.597671 113.548843 
-L 76.836814 115.664612 
-L 77.075957 112.541113 
-L 77.3151 114.969039 
-L 77.474529 113.553377 
-L 77.554243 113.658333 
-L 77.713671 115.587444 
-L 77.793386 115.563979 
-L 77.952814 113.523609 
-L 78.032529 113.654333 
-L 78.271671 116.17326 
-L 78.510814 113.452698 
-L 78.749957 115.896624 
-L 78.909386 114.453599 
-L 78.9891 114.497865 
-L 79.228243 116.710875 
-L 79.467386 114.012488 
-L 79.706529 116.042417 
-L 79.865957 113.822438 
-L 79.945671 113.870409 
-L 80.184814 116.551636 
-L 80.423957 113.068175 
-L 80.583386 115.225603 
-L 80.6631 115.133513 
-L 80.822529 112.91795 
-L 80.902243 113.006961 
-L 81.141386 115.603278 
-L 81.300814 112.833556 
-L 81.380529 112.913775 
-L 81.619671 115.328558 
-L 81.858814 112.926724 
-L 82.097957 115.698344 
-L 82.257386 113.111409 
-L 82.3371 113.575754 
-L 82.576243 116.148505 
-L 82.735671 114.211357 
-L 82.815386 114.338266 
-L 82.974814 116.120921 
-L 83.054529 116.021754 
-L 83.293671 113.998267 
-L 83.4531 115.892845 
-L 83.532814 115.56245 
-L 83.692243 113.78878 
-L 83.931386 116.172901 
-L 84.0111 116.107207 
-L 84.250243 113.366461 
-L 84.489386 115.836478 
-L 84.648814 113.914786 
-L 84.728529 114.351353 
-L 84.967671 116.708332 
-L 85.1271 114.193865 
-L 85.206814 114.593511 
-L 85.445957 117.199837 
-L 85.6851 115.659921 
-L 85.924243 118.441237 
-L 86.163386 115.282974 
-L 86.402529 117.258204 
-L 86.641671 115.608559 
-L 86.8011 117.320958 
-L 86.880814 117.210243 
-L 87.040243 115.548699 
-L 87.119957 115.651249 
-L 87.3591 117.775267 
-L 87.598243 114.917225 
-L 87.837386 117.149747 
-L 87.996814 114.586645 
-L 88.315671 117.137176 
-L 88.4751 114.131148 
-L 88.554814 114.276175 
-L 88.793957 116.663153 
-L 88.953386 114.524306 
-L 89.0331 114.871632 
-L 89.192529 116.81572 
-L 89.272243 116.503084 
-L 89.431671 114.480059 
-L 89.511386 114.7604 
-L 89.750529 117.294636 
-L 89.909957 115.56433 
-L 89.989671 115.683183 
-L 90.1491 117.288498 
-L 90.228814 117.184013 
-L 90.467957 114.208537 
-L 90.7071 117.955381 
-L 90.946243 115.410777 
-L 91.185386 117.928783 
-L 91.424529 115.591776 
-L 91.663671 117.997546 
-L 91.902814 115.122813 
-L 92.141957 118.401008 
-L 92.3811 115.548284 
-L 92.540529 117.540527 
-L 92.620243 117.379574 
-L 92.8182 115.717099 
-L 92.859386 115.764812 
-L 93.018814 117.528067 
-L 93.098529 117.271448 
-L 93.296486 114.523855 
-L 93.417386 115.728832 
-L 93.576814 117.624009 
-L 93.736243 115.759872 
-L 93.815957 116.07754 
-L 94.0551 118.189457 
-L 94.214529 115.772028 
-L 94.294243 116.052361 
-L 94.533386 118.575749 
-L 94.772529 115.721698 
-L 95.011671 117.705545 
-L 95.250814 116.378001 
-L 95.489957 118.4051 
-L 95.7291 115.387155 
-L 95.968243 117.89413 
-L 96.127671 115.668419 
-L 96.207386 115.672474 
-L 96.366814 117.250923 
-L 96.446529 117.043824 
-L 96.605957 114.936008 
-L 96.765386 116.829259 
-L 96.924814 117.873126 
-L 97.122771 114.863448 
-L 97.163957 115.207271 
-L 97.4031 117.567347 
-L 97.562529 115.24575 
-L 97.642243 115.472895 
-L 97.881386 117.485893 
-L 98.040814 114.9608 
-L 98.120529 114.974219 
-L 98.279957 116.501665 
-L 98.359671 116.467998 
-L 98.5191 114.611022 
-L 98.598814 114.738005 
-L 98.758243 117.236878 
-L 98.837957 117.22838 
-L 99.0771 114.483745 
-L 99.316243 116.837231 
-L 99.475671 115.7539 
-L 99.555386 115.99451 
-L 99.794529 118.583869 
-L 99.953957 115.711026 
-L 100.033671 115.839639 
-L 100.272814 118.611029 
-L 100.432243 116.616528 
-L 100.511957 116.732607 
-L 100.671386 118.436933 
-L 100.7511 118.240248 
-L 100.910529 116.259027 
-L 101.149671 118.871574 
-L 101.229386 118.723588 
-L 101.388814 115.902928 
-L 101.468529 115.910411 
-L 101.707671 118.260487 
-L 101.8671 116.003524 
-L 101.946814 116.217563 
-L 102.185957 117.947538 
-L 102.4251 115.805253 
-L 102.584529 117.55743 
-L 102.664243 117.480124 
-L 102.823671 115.20987 
-L 102.903386 115.421412 
-L 103.142529 117.784732 
-L 103.301957 115.403275 
-L 103.381671 115.44567 
-L 103.5411 117.378155 
-L 103.620814 117.199091 
-L 103.780243 115.320595 
-L 103.859957 115.28949 
-L 104.019386 117.200575 
-L 104.0991 117.052505 
-L 104.258529 115.135928 
-L 104.417957 116.459372 
-L 104.577386 117.592139 
-L 104.775343 115.811354 
-L 104.816529 115.90255 
-L 105.055671 118.617002 
-L 105.294814 116.518678 
-L 105.533957 119.012501 
-L 105.7731 117.677841 
-L 106.012243 119.892751 
-L 106.251386 117.555052 
-L 106.490529 119.846107 
-L 106.729671 117.056422 
-L 106.968814 119.653081 
-L 107.207957 117.89307 
-L 107.4471 120.191304 
-L 107.606529 118.316135 
-L 107.686243 118.497881 
-L 107.845671 120.560997 
-L 107.925386 120.53909 
-L 108.164529 117.599272 
-L 108.244243 118.307721 
-L 108.403671 119.956205 
-L 108.642814 117.738798 
-L 108.881957 120.034212 
-L 109.1211 117.773995 
-L 109.360243 120.025521 
-L 109.519671 118.418722 
-L 109.599386 118.785844 
-L 109.758814 121.151173 
-L 109.838529 120.974358 
-L 109.997957 117.999343 
-L 110.077671 118.292412 
-L 110.316814 120.878435 
-L 110.476243 118.613416 
-L 110.555957 118.884569 
-L 110.7951 121.064475 
-L 111.034243 118.729017 
-L 111.273386 120.869947 
-L 111.432814 119.408341 
-L 111.512529 119.700775 
-L 111.751671 122.039598 
-L 111.990814 119.320528 
-L 112.229957 121.820692 
-L 112.389386 119.717604 
-L 112.4691 120.058663 
-L 112.708243 122.003175 
-L 112.867671 119.791989 
-L 112.947386 119.828218 
-L 113.186529 122.317635 
-L 113.425671 119.892585 
-L 113.664814 122.433401 
-L 113.824243 119.540577 
-L 113.903957 119.618943 
-L 114.1431 121.761449 
-L 114.302529 119.562291 
-L 114.382243 119.736589 
-L 114.621386 122.419236 
-L 114.780814 120.488484 
-L 114.860529 120.501248 
-L 115.019957 122.801031 
-L 115.099671 122.706711 
-L 115.338814 120.189589 
-L 115.577957 122.499971 
-L 115.737386 120.287706 
-L 115.8171 120.5939 
-L 116.056243 122.812486 
-L 116.215671 120.770742 
-L 116.295386 120.979584 
-L 116.454814 123.126569 
-L 116.534529 123.042037 
-L 116.693957 121.26481 
-L 116.773671 121.42687 
-L 116.9331 123.144651 
-L 117.172243 120.483286 
-L 117.251957 120.781829 
-L 117.4911 123.256298 
-L 117.650529 121.06418 
-L 117.809957 122.886383 
-L 117.969386 124.408069 
-L 118.208529 121.715626 
-L 118.447671 123.600416 
-L 118.686814 121.588496 
-L 118.925957 123.745601 
-L 119.1651 120.74654 
-L 119.404243 122.86336 
-L 119.563671 121.331241 
-L 119.643386 121.660992 
-L 119.802814 122.989172 
-L 119.882529 122.834458 
-L 120.041957 120.633908 
-L 120.121671 120.798981 
-L 120.360814 123.362221 
-L 120.520243 121.194259 
-L 120.599957 121.64537 
-L 120.8391 123.45019 
-L 121.078243 121.272856 
-L 121.317386 123.83111 
-L 121.476814 122.241333 
-L 121.556529 122.334271 
-L 121.795671 124.316247 
-L 122.034814 120.798594 
-L 122.273957 123.032093 
-L 122.433386 121.355821 
-L 122.5131 121.387728 
-L 122.752243 123.625494 
-L 122.911671 120.890499 
-L 122.991386 121.120151 
-L 123.230529 123.787139 
-L 123.469671 121.306459 
-L 123.708814 123.960341 
-L 123.947957 121.541991 
-L 124.1871 124.21155 
-L 124.346529 122.304677 
-L 124.426243 122.434618 
-L 124.665386 125.038778 
-L 124.904529 122.247499 
-L 124.984243 123.195885 
-L 125.143671 124.465063 
-L 125.382814 122.740968 
-L 125.621957 124.968669 
-L 125.8611 121.848414 
-L 126.100243 124.262783 
-L 126.339386 121.956559 
-L 126.578529 124.362227 
-L 126.817671 121.44733 
-L 127.056814 123.755462 
-L 127.216243 121.659342 
-L 127.295957 121.760777 
-L 127.455386 123.721786 
-L 127.5351 123.670875 
-L 127.694529 121.634956 
-L 127.774243 121.888404 
-L 127.933671 123.55357 
-L 128.013386 123.293661 
-L 128.252529 120.840464 
-L 128.411957 122.665228 
-L 128.491671 122.595083 
-L 128.6511 121.345997 
-L 128.730814 121.499817 
-L 128.969957 124.033491 
-L 129.2091 121.796342 
-L 129.448243 124.07477 
-L 129.687386 120.608554 
-L 129.846814 122.60594 
-L 129.926529 122.439502 
-L 130.085957 120.424817 
-L 130.245386 121.477873 
-L 130.404814 123.326858 
-L 130.564243 121.568948 
-L 130.643957 121.660826 
-L 130.8831 124.952052 
-L 131.122243 121.787172 
-L 131.201957 122.32863 
-L 131.361386 123.681759 
-L 131.600529 122.426314 
-L 131.839671 124.174666 
-L 131.9991 122.164322 
-L 132.078814 122.198312 
-L 132.238243 123.936507 
-L 132.317957 123.466199 
-L 132.477386 120.563661 
-L 132.5571 120.799986 
-L 132.716529 122.87089 
-L 132.796243 122.826652 
-L 132.955671 120.232206 
-L 133.035386 120.529819 
-L 133.274529 122.913497 
-L 133.513671 120.189175 
-L 133.752814 122.287765 
-L 133.912243 119.754349 
-L 133.991957 119.817131 
-L 134.2311 121.832 
-L 134.390529 119.13623 
-L 134.470243 119.379494 
-L 134.709386 122.041542 
-L 134.868814 119.421263 
-L 134.948529 119.811831 
-L 135.187671 122.536283 
-L 135.3471 120.483627 
-L 135.426814 120.70926 
-L 135.665957 123.912508 
-L 135.825386 121.452344 
-L 135.9051 121.519899 
-L 136.144243 124.233503 
-L 136.383386 121.728529 
-L 136.622529 123.947641 
-L 136.861671 122.424148 
-L 137.100814 125.6464 
-L 137.339957 123.166107 
-L 137.5791 125.571305 
-L 137.818243 122.571379 
-L 138.057386 124.6041 
-L 138.296529 122.283968 
-L 138.535671 125.318603 
-L 138.774814 123.209378 
-L 139.013957 125.307793 
-L 139.2531 122.015727 
-L 139.412529 124.210683 
-L 139.492243 124.135064 
-L 139.651671 122.459382 
-L 139.731386 122.820818 
-L 139.970529 125.642317 
-L 140.209671 123.706339 
-L 140.448814 125.481456 
-L 140.608243 123.331742 
-L 140.687957 123.403777 
-L 140.847386 125.354833 
-L 140.9271 125.267674 
-L 141.086529 122.407743 
-L 141.166243 122.485971 
-L 141.405386 124.321168 
-L 141.564814 122.384463 
-L 141.644529 122.450995 
-L 141.883671 124.92891 
-L 142.0431 122.344906 
-L 142.122814 122.563093 
-L 142.361957 124.467284 
-L 142.6011 121.686171 
-L 142.840243 124.232766 
-L 143.079386 122.669412 
-L 143.318529 124.561742 
-L 143.557671 122.52879 
-L 143.796814 124.541199 
-L 144.035957 122.295922 
-L 144.2751 124.273704 
-L 144.514243 121.792038 
-L 144.753386 124.230047 
-L 144.912814 122.890724 
-L 144.992529 122.967081 
-L 145.231671 125.32711 
-L 145.3911 122.919008 
-L 145.470814 122.965643 
-L 145.709957 124.889345 
-L 145.9491 122.974352 
-L 146.188243 125.49234 
-L 146.427386 123.076709 
-L 146.666529 125.275803 
-L 146.825957 122.952206 
-L 146.905671 123.047908 
-L 147.144814 125.213796 
-L 147.383957 123.100229 
-L 147.6231 124.714779 
-L 147.782529 123.231137 
-L 147.941957 124.433091 
-L 148.021671 125.069265 
-L 148.101386 124.985895 
-L 148.340529 122.759566 
-L 148.579671 125.108932 
-L 148.7391 122.248393 
-L 148.818814 122.414996 
-L 149.057957 125.273573 
-L 149.2971 123.014738 
-L 149.376814 123.535589 
-L 149.536243 125.083615 
-L 149.775386 123.234206 
-L 150.014529 124.967176 
-L 150.173957 121.735533 
-L 150.253671 121.779652 
-L 150.492814 124.249853 
-L 150.652243 121.656208 
-L 150.731957 121.686935 
-L 150.9711 123.78877 
-L 151.210243 121.5186 
-L 151.449386 124.344864 
-L 151.608814 121.910237 
-L 151.688529 122.005082 
-L 151.927671 124.136944 
-L 152.166814 121.895473 
-L 152.405957 124.700069 
-L 152.6451 122.745355 
-L 152.884243 124.513153 
-L 153.043671 122.08343 
-L 153.123386 122.109457 
-L 153.362529 124.874248 
-L 153.601671 122.606345 
-L 153.840814 124.516342 
-L 154.000243 122.946528 
-L 154.079957 123.319125 
-L 154.3191 125.530072 
-L 154.558243 123.178945 
-L 154.797386 125.348556 
-L 155.036529 122.789519 
-L 155.275671 124.83672 
-L 155.4351 122.825518 
-L 155.594529 124.14875 
-L 155.753957 125.850495 
-L 155.9931 123.062239 
-L 156.232243 125.143162 
-L 156.391671 123.431675 
-L 156.471386 123.631945 
-L 156.710529 125.687357 
-L 156.949671 123.047788 
-L 157.188814 124.743552 
-L 157.427957 122.24855 
-L 157.6671 124.478307 
-L 157.826529 122.394951 
-L 157.906243 122.674371 
-L 158.145386 124.804638 
-L 158.384529 122.204477 
-L 158.623671 124.731267 
-L 158.7831 122.752092 
-L 158.862814 122.786791 
-L 159.101957 124.871308 
-L 159.261386 122.17505 
-L 159.3411 122.343892 
-L 159.580243 124.302201 
-L 159.819386 122.142765 
-L 160.058529 124.487624 
-L 160.217957 121.791301 
-L 160.297671 122.309783 
-L 160.4571 124.849973 
-L 160.536814 124.767865 
-L 160.696243 121.966752 
-L 160.775957 122.020114 
-L 160.935386 124.07572 
-L 161.0151 123.90167 
-L 161.174529 121.172002 
-L 161.254243 121.507614 
-L 161.413671 123.749877 
-L 161.493386 123.517156 
-L 161.652814 120.983584 
-L 161.891957 124.07877 
-L 161.971671 123.764365 
-L 162.1311 121.111893 
-L 162.210814 121.167643 
-L 162.449957 124.23566 
-L 162.609386 122.548356 
-L 162.768814 123.956654 
-L 162.928243 125.165465 
-L 163.167386 122.613709 
-L 163.406529 124.913989 
-L 163.565957 122.670205 
-L 163.645671 122.728673 
-L 163.884814 125.068906 
-L 164.123957 122.461142 
-L 164.3631 124.709498 
-L 164.522529 122.910926 
-L 164.602243 123.077649 
-L 164.761671 125.243205 
-L 164.841386 125.219491 
-L 165.000814 123.072838 
-L 165.080529 123.111546 
-L 165.319671 125.94981 
-L 165.558814 122.959053 
-L 165.718243 124.965683 
-L 165.797957 124.716327 
-L 166.0371 122.42847 
-L 166.276243 125.099606 
-L 166.435671 123.084911 
-L 166.515386 123.354488 
-L 166.754529 125.978722 
-L 166.993671 124.029131 
-L 167.232814 125.782055 
-L 167.392243 122.574908 
-L 167.471957 122.741613 
-L 167.7111 124.789726 
-L 167.950243 122.995421 
-L 168.189386 124.8767 
-L 168.348814 122.368058 
-L 168.428529 122.556494 
-L 168.587957 124.44828 
-L 168.667671 124.412705 
-L 168.906814 122.477409 
-L 169.145957 125.099854 
-L 169.305386 123.04376 
-L 169.3851 123.085547 
-L 169.544529 124.604045 
-L 169.624243 124.331463 
-L 169.783671 121.701442 
-L 169.863386 121.806158 
-L 170.102529 124.529227 
-L 170.341671 122.641745 
-L 170.580814 124.788315 
-L 170.740243 122.235582 
-L 170.819957 122.297092 
-L 171.0591 124.528194 
-L 171.298243 123.016784 
-L 171.537386 124.692328 
-L 171.776529 122.86113 
-L 172.015671 124.851254 
-L 172.254814 122.488985 
-L 172.414243 124.169781 
-L 172.493957 123.976045 
-L 172.653386 122.716545 
-L 172.812814 123.715721 
-L 172.972243 125.132379 
-L 173.211386 122.344335 
-L 173.450529 124.067333 
-L 173.689671 121.91573 
-L 173.928814 124.144114 
-L 174.088243 122.173013 
-L 174.167957 122.349468 
-L 174.327386 124.024966 
-L 174.4071 123.651751 
-L 174.566529 120.908895 
-L 174.725957 121.941905 
-L 174.885386 123.304361 
-L 175.044814 121.451523 
-L 175.124529 121.688705 
-L 175.363671 124.071112 
-L 175.602814 122.251609 
-L 175.841957 124.945555 
-L 176.001386 122.461972 
-L 176.0811 122.599415 
-L 176.240529 124.67878 
-L 176.320243 124.612044 
-L 176.479671 122.019764 
-L 176.559386 122.041773 
-L 176.798529 123.878463 
-L 176.957957 122.474552 
-L 177.037671 122.718489 
-L 177.276814 124.449284 
-L 177.436243 122.395882 
-L 177.515957 122.410554 
-L 177.7551 124.208794 
-L 177.914529 122.545969 
-L 177.994243 122.619396 
-L 178.233386 124.867981 
-L 178.472529 123.046221 
-L 178.711671 124.897529 
-L 178.8711 123.465066 
-L 178.950814 123.744965 
-L 179.110243 125.668915 
-L 179.189957 125.475631 
-L 179.4291 122.805593 
-L 179.668243 124.856148 
-L 179.907386 122.576512 
-L 180.146529 124.351352 
-L 180.305957 121.489255 
-L 180.385671 121.778177 
-L 180.624814 123.795046 
-L 180.784243 121.886081 
-L 180.943671 123.229838 
-L 181.1031 124.483587 
-L 181.262529 122.052528 
-L 181.342243 122.209012 
-L 181.581386 123.850363 
-L 181.820529 121.731109 
-L 181.979957 123.588251 
-L 182.059671 123.399621 
-L 182.298814 120.976072 
-L 182.537957 123.283578 
-L 182.697386 121.899915 
-L 182.7771 122.001986 
-L 182.936529 123.806373 
-L 183.016243 123.590997 
-L 183.255386 120.727444 
-L 183.494529 123.303559 
-L 183.653957 121.079194 
-L 183.813386 122.415227 
-L 183.972814 123.678386 
-L 184.132243 121.834701 
-L 184.211957 121.872368 
-L 184.4511 123.645217 
-L 184.610529 121.137349 
-L 184.690243 121.150943 
-L 184.929386 124.141156 
-L 185.168529 122.461078 
-L 185.407671 124.489071 
-L 185.646814 121.36113 
-L 185.885957 123.160485 
-L 186.045386 121.362632 
-L 186.1251 121.371738 
-L 186.364243 123.520944 
-L 186.603386 120.586352 
-L 186.842529 123.94871 
-L 186.922243 123.157444 
-L 187.081671 122.23702 
-L 187.320814 124.957564 
-L 187.559957 122.47599 
-L 187.7991 124.9903 
-L 188.038243 122.462423 
-L 188.277386 124.410281 
-L 188.516529 121.945969 
-L 188.755671 124.043822 
-L 188.994814 120.57191 
-L 189.233957 123.47901 
-L 189.4731 121.511162 
-L 189.712243 123.449131 
-L 189.871671 120.857431 
-L 190.0311 122.565259 
-L 190.190529 123.906895 
-L 190.429671 121.59198 
-L 190.668814 124.109627 
-L 190.907957 121.284008 
-L 191.067386 123.163148 
-L 191.1471 122.928824 
-L 191.306529 120.874149 
-L 191.386243 120.95963 
-L 191.545671 123.004287 
-L 191.625386 122.816966 
-L 191.864529 120.656442 
-L 192.103671 122.814892 
-L 192.2631 120.651889 
-L 192.342814 120.855495 
-L 192.581957 123.317485 
-L 192.741386 121.154279 
-L 192.8211 121.482988 
-L 192.980529 123.411417 
-L 193.060243 123.271136 
-L 193.219671 120.213515 
-L 193.299386 120.490889 
-L 193.538529 122.859582 
-L 193.697957 121.286524 
-L 193.777671 121.436427 
-L 194.016814 123.347954 
-L 194.255957 120.851606 
-L 194.4951 123.668663 
-L 194.734243 121.98347 
-L 194.893671 123.994395 
-L 194.973386 123.866334 
-L 195.132814 121.507872 
-L 195.212529 121.64807 
-L 195.451671 124.390189 
-L 195.690814 121.755302 
-L 195.929957 123.77513 
-L 196.1691 121.863428 
-L 196.408243 123.965953 
-L 196.487957 122.618197 
-L 196.487957 122.618197 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_23">
-    <path clip-path="url(#p3afc3d5090)" d="M 54.038529 54.661433 
-L 54.197957 75.913503 
-L 54.277671 77.302235 
-L 54.516814 73.106492 
-L 54.835671 83.727182 
-L 54.915386 83.657598 
-L 55.074814 79.425783 
-L 55.393671 87.444156 
-L 55.5531 86.087865 
-L 55.792243 91.070736 
-L 55.871957 89.499595 
-L 56.031386 85.237384 
-L 56.270529 91.013411 
-L 56.509671 88.452807 
-L 56.748814 93.554439 
-L 56.987957 90.739539 
-L 57.2271 95.336873 
-L 57.386529 93.648906 
-L 57.466243 93.673846 
-L 57.705386 97.76891 
-L 57.7851 97.431952 
-L 57.944529 95.497882 
-L 58.183671 98.374209 
-L 58.422814 95.80202 
-L 58.661957 99.746923 
-L 58.9011 95.554802 
-L 59.140243 99.076639 
-L 59.299671 98.161285 
-L 59.379386 98.263346 
-L 59.618529 101.559863 
-L 59.857671 97.550806 
-L 60.096814 100.970029 
-L 60.256243 97.906316 
-L 60.335957 98.281594 
-L 60.5751 101.621778 
-L 60.814243 99.019821 
-L 61.053386 102.314393 
-L 61.292529 98.657214 
-L 61.531671 101.567255 
-L 61.6911 99.113237 
-L 61.770814 99.522054 
-L 62.009957 102.849612 
-L 62.2491 100.174809 
-L 62.488243 103.263175 
-L 62.727386 100.956361 
-L 62.966529 104.349188 
-L 63.125957 101.264766 
-L 63.205671 101.282535 
-L 63.444814 104.270472 
-L 63.604243 102.026605 
-L 63.683957 102.293085 
-L 63.843386 104.472373 
-L 63.9231 104.305936 
-L 64.162243 101.20016 
-L 64.401386 104.534915 
-L 64.560814 101.964146 
-L 64.640529 101.988993 
-L 64.799957 104.753609 
-L 64.879671 104.629023 
-L 65.118814 101.317124 
-L 65.357957 104.485359 
-L 65.5971 101.683832 
-L 65.836243 105.790305 
-L 65.995671 102.471421 
-L 66.075386 102.616163 
-L 66.314529 104.953713 
-L 66.473957 101.472769 
-L 66.553671 101.907226 
-L 66.792814 105.107838 
-L 66.952243 103.319892 
-L 67.031957 103.738294 
-L 67.2711 106.438378 
-L 67.510243 103.905672 
-L 67.669671 105.807641 
-L 67.749386 105.789992 
-L 67.988529 103.10836 
-L 68.227671 105.55446 
-L 68.3871 103.068988 
-L 68.546529 105.361618 
-L 68.705957 106.430185 
-L 68.865386 103.582548 
-L 68.9451 103.63839 
-L 69.184243 106.454746 
-L 69.423386 103.48562 
-L 69.662529 106.197546 
-L 69.821957 104.445425 
-L 69.981386 106.302714 
-L 70.140814 107.995215 
-L 70.379957 105.039997 
-L 70.6191 108.392788 
-L 70.858243 104.859716 
-L 71.097386 108.014606 
-L 71.336529 105.596523 
-L 71.575671 107.786899 
-L 71.814814 103.653357 
-L 72.053957 107.41821 
-L 72.213386 105.346854 
-L 72.2931 105.644181 
-L 72.532243 108.412778 
-L 72.691671 105.733505 
-L 72.771386 105.7939 
-L 73.010529 109.206404 
-L 73.169957 106.564116 
-L 73.249671 106.774847 
-L 73.488814 108.689314 
-L 73.727957 105.434077 
-L 73.9671 107.663612 
-L 74.126529 104.975713 
-L 74.445386 108.719322 
-L 74.684529 106.674592 
-L 74.923671 109.154396 
-L 75.162814 106.536117 
-L 75.401957 108.945979 
-L 75.561386 105.158334 
-L 75.6411 105.489421 
-L 75.880243 107.866712 
-L 76.039671 106.169197 
-L 76.119386 106.474285 
-L 76.358529 109.171935 
-L 76.597671 106.282908 
-L 76.836814 108.569723 
-L 76.996243 106.10931 
-L 77.075957 106.39014 
-L 77.3151 109.201722 
-L 77.554243 106.048187 
-L 77.793386 108.357315 
-L 77.952814 105.462444 
-L 78.032529 105.786471 
-L 78.271671 108.733008 
-L 78.4311 106.518938 
-L 78.510814 106.713669 
-L 78.749957 109.422831 
-L 78.909386 107.165047 
-L 78.9891 107.297706 
-L 79.228243 109.310733 
-L 79.467386 107.068893 
-L 79.706529 109.684251 
-L 79.945671 106.945772 
-L 80.184814 109.362123 
-L 80.344243 106.843941 
-L 80.423957 107.197949 
-L 80.583386 109.005249 
-L 80.6631 108.621288 
-L 80.822529 105.658024 
-L 80.902243 105.975083 
-L 81.141386 109.02581 
-L 81.300814 107.696616 
-L 81.380529 107.938083 
-L 81.619671 110.06623 
-L 81.7791 108.007307 
-L 81.938529 109.450701 
-L 82.018243 109.995984 
-L 82.097957 109.463723 
-L 82.257386 107.051318 
-L 82.3371 107.223349 
-L 82.576243 109.70732 
-L 82.815386 107.277126 
-L 83.054529 110.514613 
-L 83.293671 107.796484 
-L 83.532814 110.267127 
-L 83.692243 107.141748 
-L 83.771957 107.18042 
-L 84.0111 109.881757 
-L 84.170529 108.058347 
-L 84.250243 108.096484 
-L 84.409671 110.089253 
-L 84.489386 109.698076 
-L 84.648814 107.207304 
-L 84.728529 107.484549 
-L 84.967671 109.746424 
-L 85.1271 107.502502 
-L 85.206814 107.656239 
-L 85.445957 110.721648 
-L 85.6851 106.6892 
-L 85.924243 110.059733 
-L 86.083671 108.296598 
-L 86.163386 108.63914 
-L 86.402529 111.183155 
-L 86.561957 109.176718 
-L 86.8011 111.531817 
-L 86.880814 111.518066 
-L 87.040243 109.45129 
-L 87.119957 109.556955 
-L 87.279386 111.363877 
-L 87.438814 109.507353 
-L 87.518529 108.917924 
-L 87.598243 108.973406 
-L 87.757671 110.694884 
-L 87.837386 110.32943 
-L 87.996814 108.02373 
-L 88.076529 108.626882 
-L 88.315671 111.934099 
-L 88.554814 108.890533 
-L 88.793957 110.778549 
-L 88.953386 109.32864 
-L 89.192529 110.896518 
-L 89.272243 110.422984 
-L 89.511386 107.43161 
-L 89.750529 110.17689 
-L 89.909957 107.747849 
-L 89.989671 107.769075 
-L 90.228814 110.302638 
-L 90.467957 108.239355 
-L 90.7071 110.59379 
-L 90.866529 108.297575 
-L 90.946243 108.582561 
-L 91.185386 110.479563 
-L 91.344814 108.348071 
-L 91.424529 108.41017 
-L 91.663671 111.002404 
-L 91.902814 108.609491 
-L 92.141957 111.496703 
-L 92.301386 109.057247 
-L 92.3811 109.27454 
-L 92.620243 111.218398 
-L 92.859386 108.850977 
-L 93.018814 110.749638 
-L 93.098529 110.477655 
-L 93.257957 108.329279 
-L 93.337671 108.67195 
-L 93.576814 110.995234 
-L 93.815957 108.022495 
-L 94.0551 110.797904 
-L 94.294243 108.360319 
-L 94.533386 110.382506 
-L 94.692814 108.158878 
-L 94.772529 108.284838 
-L 95.011671 110.840806 
-L 95.250814 107.304729 
-L 95.489957 110.12762 
-L 95.649386 108.830001 
-L 95.7291 109.043884 
-L 95.968243 111.807956 
-L 96.127671 109.00865 
-L 96.207386 109.070353 
-L 96.446529 112.45671 
-L 96.685671 109.744148 
-L 96.924814 112.198359 
-L 97.084243 109.782949 
-L 97.163957 110.159204 
-L 97.323386 111.889244 
-L 97.4031 111.789477 
-L 97.642243 108.681756 
-L 97.881386 111.421055 
-L 98.040814 109.446904 
-L 98.120529 109.423254 
-L 98.359671 112.231703 
-L 98.5191 110.346056 
-L 98.598814 110.410671 
-L 98.837957 112.142923 
-L 98.997386 110.418643 
-L 99.0771 110.581827 
-L 99.316243 112.800488 
-L 99.555386 109.547647 
-L 99.794529 111.847706 
-L 99.953957 109.863536 
-L 100.272814 112.576836 
-L 100.511957 110.039337 
-L 100.7511 112.389348 
-L 100.990243 108.946873 
-L 101.229386 111.436649 
-L 101.468529 109.546182 
-L 101.707671 111.761063 
-L 101.946814 109.72578 
-L 102.185957 112.03017 
-L 102.4251 108.835881 
-L 102.664243 111.521771 
-L 102.903386 109.914318 
-L 103.142529 112.525713 
-L 103.381671 109.524431 
-L 103.620814 112.157825 
-L 103.859957 109.44588 
-L 104.019386 111.341307 
-L 104.0991 111.22908 
-L 104.258529 109.157336 
-L 104.577386 111.788159 
-L 104.816529 108.269686 
-L 105.055671 110.987916 
-L 105.2151 108.343398 
-L 105.294814 108.402198 
-L 105.533957 110.793839 
-L 105.731914 108.81896 
-L 106.012243 112.052336 
-L 106.251386 109.048086 
-L 106.490529 111.200841 
-L 106.649957 109.616539 
-L 106.729671 109.675735 
-L 106.968814 112.522054 
-L 107.128243 109.25667 
-L 107.207957 109.369855 
-L 107.4471 111.503744 
-L 107.606529 109.451475 
-L 107.686243 109.605175 
-L 107.925386 111.892414 
-L 108.084814 109.61664 
-L 108.164529 109.695025 
-L 108.403671 112.339101 
-L 108.642814 109.732701 
-L 108.881957 111.94891 
-L 109.1211 109.663505 
-L 109.360243 112.400795 
-L 109.599386 110.172153 
-L 109.838529 112.538855 
-L 110.077671 110.610868 
-L 110.2371 112.471263 
-L 110.316814 112.227676 
-L 110.555957 109.548228 
-L 110.7951 111.763072 
-L 110.954529 109.718785 
-L 111.034243 109.947404 
-L 111.193671 112.10461 
-L 111.273386 111.910579 
-L 111.512529 108.678715 
-L 111.751671 110.956765 
-L 111.9111 109.287766 
-L 112.229957 111.992927 
-L 112.4691 108.487689 
-L 112.708243 111.514011 
-L 112.9062 109.49398 
-L 112.947386 109.644003 
-L 113.106814 111.498795 
-L 113.186529 111.33409 
-L 113.345957 110.41257 
-L 113.425671 110.21511 
-L 113.664814 112.667321 
-L 113.903957 109.939939 
-L 114.1431 112.222957 
-L 114.341057 109.725485 
-L 114.382243 109.960418 
-L 114.621386 112.771217 
-L 114.860529 109.921525 
-L 115.019957 112.09086 
-L 115.099671 112.020318 
-L 115.2591 109.316207 
-L 115.338814 109.40649 
-L 115.577957 111.500168 
-L 115.737386 109.946133 
-L 115.8171 110.304085 
-L 116.056243 112.722582 
-L 116.215671 110.255607 
-L 116.295386 110.436781 
-L 116.454814 112.40626 
-L 116.534529 112.381855 
-L 116.693957 110.039153 
-L 116.773671 110.346185 
-L 117.012814 112.972648 
-L 117.251957 109.648667 
-L 117.4911 112.248459 
-L 117.650529 110.901762 
-L 117.730243 110.939125 
-L 117.969386 113.386184 
-L 118.208529 111.148925 
-L 118.367957 113.099741 
-L 118.447671 113.066793 
-L 118.6071 110.686663 
-L 118.766529 112.415983 
-L 118.925957 114.297502 
-L 119.005671 113.673696 
-L 119.1651 111.237936 
-L 119.404243 114.087905 
-L 119.483957 113.348296 
-L 119.563671 112.218192 
-L 119.643386 112.524266 
-L 119.882529 114.681914 
-L 120.121671 112.412131 
-L 120.360814 114.372329 
-L 120.520243 112.344631 
-L 120.599957 112.437808 
-L 120.759386 114.195201 
-L 120.8391 113.879109 
-L 120.998529 111.83014 
-L 121.078243 112.124379 
-L 121.317386 114.334496 
-L 121.476814 111.132723 
-L 121.556529 111.392346 
-L 121.795671 114.278148 
-L 121.9551 112.102251 
-L 122.034814 112.402214 
-L 122.273957 114.917207 
-L 122.5131 112.277674 
-L 122.752243 114.685352 
-L 122.911671 112.566099 
-L 122.991386 112.714048 
-L 123.230529 114.811339 
-L 123.469671 112.426195 
-L 123.708814 114.686725 
-L 123.947957 112.163945 
-L 124.1871 114.234877 
-L 124.426243 112.213409 
-L 124.665386 114.970634 
-L 124.904529 112.132775 
-L 125.143671 114.673417 
-L 125.3031 111.867678 
-L 125.382814 111.949933 
-L 125.542243 114.05973 
-L 125.621957 113.871662 
-L 125.781386 111.176187 
-L 125.8611 111.464012 
-L 126.100243 113.972028 
-L 126.259671 112.475088 
-L 126.339386 112.781511 
-L 126.578529 115.100832 
-L 126.817671 112.152922 
-L 127.056814 114.349722 
-L 127.216243 113.106727 
-L 127.295957 113.257322 
-L 127.5351 115.53657 
-L 127.774243 113.309744 
-L 127.933671 115.046631 
-L 128.013386 114.839642 
-L 128.252529 112.178737 
-L 128.491671 114.97009 
-L 128.6511 112.601093 
-L 128.730814 112.91524 
-L 128.969957 115.542846 
-L 129.2091 112.629581 
-L 129.448243 114.840757 
-L 129.527957 113.445095 
-L 129.607671 113.973853 
-L 129.687386 114.203385 
-L 129.846814 115.975598 
-L 129.926529 115.932171 
-L 130.085957 114.311962 
-L 130.165671 114.453 
-L 130.404814 116.653596 
-L 130.643957 114.152603 
-L 130.723671 115.015886 
-L 130.8831 116.949992 
-L 131.122243 114.230555 
-L 131.361386 116.322666 
-L 131.600529 112.597858 
-L 131.839671 114.993978 
-L 131.9991 112.953755 
-L 132.078814 113.182928 
-L 132.317957 115.265021 
-L 132.477386 113.292353 
-L 132.5571 113.399446 
-L 132.796243 115.713164 
-L 133.035386 112.965257 
-L 133.274529 116.610123 
-L 133.513671 113.305477 
-L 133.593386 113.962305 
-L 133.752814 115.898716 
-L 133.912243 113.471066 
-L 133.991957 113.867239 
-L 134.2311 116.56617 
-L 134.470243 113.825636 
-L 134.709386 116.339209 
-L 134.868814 114.155543 
-L 134.948529 114.193754 
-L 135.187671 116.774929 
-L 135.3471 114.262425 
-L 135.426814 114.40266 
-L 135.665957 116.60851 
-L 135.825386 114.70149 
-L 135.9051 114.909096 
-L 136.064529 116.576336 
-L 136.144243 116.10235 
-L 136.383386 113.212171 
-L 136.622529 115.630659 
-L 136.781957 114.383481 
-L 136.941386 115.910264 
-L 137.100814 116.802227 
-L 137.260243 114.685564 
-L 137.339957 114.775469 
-L 137.5791 117.088117 
-L 137.818243 115.027609 
-L 137.977671 116.911008 
-L 138.057386 116.79314 
-L 138.296529 115.076391 
-L 138.455957 117.199948 
-L 138.535671 117.056985 
-L 138.774814 114.864231 
-L 139.013957 116.838503 
-L 139.173386 114.624782 
-L 139.2531 114.842527 
-L 139.412529 117.023631 
-L 139.492243 116.912611 
-L 139.651671 113.815692 
-L 139.731386 114.018543 
-L 139.970529 115.973995 
-L 140.209671 114.622589 
-L 140.448814 116.809167 
-L 140.687957 115.318844 
-L 140.9271 117.488354 
-L 141.166243 115.232976 
-L 141.405386 117.535643 
-L 141.564814 115.287352 
-L 141.724243 116.870806 
-L 141.883671 118.097681 
-L 142.122814 115.434039 
-L 142.361957 117.725047 
-L 142.521386 115.492645 
-L 142.6011 115.499557 
-L 142.840243 118.24763 
-L 143.079386 115.704279 
-L 143.318529 117.938091 
-L 143.477957 115.145734 
-L 143.557671 115.526276 
-L 143.796814 117.904784 
-L 144.035957 115.757568 
-L 144.2751 118.211484 
-L 144.434529 115.972621 
-L 144.514243 116.164118 
-L 144.673671 118.275657 
-L 144.753386 118.265197 
-L 144.992529 115.244865 
-L 145.072243 115.596614 
-L 145.231671 117.19299 
-L 145.470814 116.173684 
-L 145.630243 117.973464 
-L 145.709957 117.868453 
-L 145.9491 114.858729 
-L 146.188243 116.685254 
-L 146.347671 114.814989 
-L 146.427386 114.91282 
-L 146.586814 116.886197 
-L 146.666529 116.744395 
-L 146.825957 113.638158 
-L 146.905671 113.684028 
-L 147.0651 115.625646 
-L 147.144814 115.609379 
-L 147.304243 113.207913 
-L 147.463671 114.575632 
-L 147.6231 115.903748 
-L 147.782529 112.497843 
-L 147.862243 112.543915 
-L 148.021671 114.703904 
-L 148.101386 114.446235 
-L 148.260814 112.761226 
-L 148.420243 114.036128 
-L 148.499957 115.280182 
-L 148.579671 115.215179 
-L 148.7391 113.970083 
-L 148.818814 114.169672 
-L 149.057957 116.178219 
-L 149.2971 113.793646 
-L 149.536243 116.648721 
-L 149.775386 113.584058 
-L 150.014529 115.912909 
-L 150.253671 113.694636 
-L 150.492814 116.174809 
-L 150.731957 113.567718 
-L 150.9711 116.023956 
-L 151.130529 113.885542 
-L 151.210243 113.962259 
-L 151.449386 117.331022 
-L 151.688529 115.258717 
-L 151.927671 117.306313 
-L 152.0871 114.904212 
-L 152.166814 114.998928 
-L 152.326243 116.320592 
-L 152.405957 116.06743 
-L 152.565386 114.278378 
-L 152.6451 114.397388 
-L 152.804529 116.233876 
-L 152.884243 116.21807 
-L 153.043671 114.084909 
-L 153.123386 114.109775 
-L 153.282814 115.748711 
-L 153.362529 115.716804 
-L 153.521957 113.298279 
-L 153.681386 114.874093 
-L 153.7611 115.999072 
-L 153.840814 115.990326 
-L 154.079957 113.772007 
-L 154.3191 116.381365 
-L 154.558243 114.309299 
-L 154.797386 116.490007 
-L 155.036529 112.780258 
-L 155.275671 115.230644 
-L 155.4351 113.070277 
-L 155.674243 115.474775 
-L 155.753957 115.349525 
-L 155.913386 113.465177 
-L 155.9931 113.519332 
-L 156.152529 115.636954 
-L 156.232243 115.407118 
-L 156.391671 113.084479 
-L 156.5511 114.358007 
-L 156.630814 115.358115 
-L 156.710529 115.151799 
-L 156.869957 112.089892 
-L 157.029386 114.024994 
-L 157.188814 115.186452 
-L 157.348243 112.893784 
-L 157.507671 114.137931 
-L 157.587386 115.088243 
-L 157.6671 114.832048 
-L 157.826529 112.409292 
-L 157.906243 112.6624 
-L 158.145386 115.36487 
-L 158.384529 111.269143 
-L 158.623671 113.843792 
-L 158.7831 112.273555 
-L 158.862814 112.523473 
-L 159.101957 114.435931 
-L 159.261386 112.537758 
-L 159.3411 112.630465 
-L 159.580243 114.699665 
-L 159.819386 111.627399 
-L 160.058529 113.271976 
-L 160.217957 111.635039 
-L 160.297671 111.961638 
-L 160.536814 114.242315 
-L 160.775957 111.050938 
-L 161.0151 113.377502 
-L 161.174529 111.122742 
-L 161.254243 111.292967 
-L 161.493386 114.34962 
-L 161.652814 112.306954 
-L 161.732529 112.589665 
-L 161.891957 114.847983 
-L 161.971671 114.729507 
-L 162.1311 111.607133 
-L 162.210814 111.917049 
-L 162.449957 114.128668 
-L 162.609386 112.683441 
-L 162.768814 113.969595 
-L 162.848529 114.946929 
-L 162.928243 114.406439 
-L 163.167386 111.261143 
-L 163.406529 113.474817 
-L 163.565957 111.945878 
-L 163.8051 114.309695 
-L 163.884814 113.995281 
-L 164.044243 111.716502 
-L 164.123957 111.721968 
-L 164.3631 114.19074 
-L 164.522529 112.385348 
-L 164.602243 112.630456 
-L 164.761671 114.830205 
-L 164.841386 114.390882 
-L 165.000814 112.277038 
-L 165.080529 112.63712 
-L 165.319671 115.520847 
-L 165.4791 112.875223 
-L 165.558814 113.079253 
-L 165.797957 115.669515 
-L 166.0371 112.360455 
-L 166.276243 114.820426 
-L 166.4742 113.791702 
-L 166.5951 114.691444 
-L 166.754529 116.149473 
-L 166.993671 111.927611 
-L 167.232814 114.403545 
-L 167.392243 112.031866 
-L 167.471957 112.077459 
-L 167.7111 114.26025 
-L 167.950243 112.60959 
-L 168.109671 114.569816 
-L 168.189386 114.498252 
-L 168.348814 111.64997 
-L 168.428529 111.825006 
-L 168.667671 114.549937 
-L 168.8271 112.313222 
-L 168.906814 112.387993 
-L 169.145957 115.02489 
-L 169.3851 113.614786 
-L 169.624243 115.568864 
-L 169.863386 113.86463 
-L 170.102529 116.024288 
-L 170.341671 113.546732 
-L 170.580814 115.97123 
-L 170.819957 113.266759 
-L 171.0591 115.030871 
-L 171.218529 113.63567 
-L 171.298243 113.909016 
-L 171.537386 116.397337 
-L 171.776529 113.472836 
-L 172.015671 115.643194 
-L 172.1751 114.063767 
-L 172.254814 114.356468 
-L 172.493957 116.287192 
-L 172.653386 113.32826 
-L 172.7331 113.446228 
-L 172.972243 116.287451 
-L 173.211386 113.786541 
-L 173.450529 116.012795 
-L 173.609957 114.593677 
-L 173.689671 114.616819 
-L 173.928814 116.61062 
-L 174.167957 113.749233 
-L 174.4071 115.940143 
-L 174.646243 113.666977 
-L 174.805671 115.256394 
-L 174.885386 115.23646 
-L 175.044814 112.515833 
-L 175.124529 112.794543 
-L 175.363671 115.225004 
-L 175.5231 112.912337 
-L 175.602814 113.195932 
-L 175.841957 116.429667 
-L 176.0811 113.027089 
-L 176.320243 114.97126 
-L 176.479671 112.940668 
-L 176.559386 113.266575 
-L 176.798529 116.03555 
-L 177.037671 113.658618 
-L 177.276814 115.771125 
-L 177.515957 113.183471 
-L 177.675386 114.741673 
-L 177.7551 114.706734 
-L 177.914529 112.638456 
-L 178.073957 114.332349 
-L 178.153671 115.397422 
-L 178.233386 115.273426 
-L 178.392814 112.566228 
-L 178.472529 112.709744 
-L 178.711671 115.689312 
-L 178.950814 113.114497 
-L 179.189957 115.278274 
-L 179.4291 113.648287 
-L 179.588529 115.744896 
-L 179.668243 115.52081 
-L 179.907386 112.473502 
-L 180.146529 115.041175 
-L 180.305957 112.403855 
-L 180.385671 112.699459 
-L 180.624814 114.571162 
-L 180.784243 112.769383 
-L 181.1031 115.114279 
-L 181.342243 113.312684 
-L 181.581386 115.629959 
-L 181.740814 114.185791 
-L 181.820529 114.2005 
-L 182.059671 116.423649 
-L 182.298814 113.747685 
-L 182.537957 116.336564 
-L 182.697386 114.478916 
-L 182.7771 114.639731 
-L 182.936529 116.70929 
-L 183.016243 116.556041 
-L 183.255386 114.015151 
-L 183.494529 115.497023 
-L 183.653957 113.654093 
-L 183.733671 114.036616 
-L 183.8931 115.862247 
-L 183.972814 115.833741 
-L 184.132243 113.903551 
-L 184.211957 114.368173 
-L 184.4511 116.876843 
-L 184.690243 114.658201 
-L 184.929386 116.643928 
-L 185.168529 114.773414 
-L 185.407671 116.970029 
-L 185.646814 114.94962 
-L 185.885957 117.323179 
-L 186.1251 114.213624 
-L 186.364243 116.600916 
-L 186.603386 114.193072 
-L 186.762814 116.235894 
-L 186.842529 116.209914 
-L 187.001957 113.986433 
-L 187.161386 115.535031 
-L 187.2411 116.358858 
-L 187.320814 116.300141 
-L 187.559957 113.126764 
-L 187.7991 115.31631 
-L 187.958529 113.060471 
-L 188.038243 113.228032 
-L 188.197671 115.033498 
-L 188.277386 114.740899 
-L 188.436814 112.636161 
-L 188.516529 112.728444 
-L 188.755671 115.561159 
-L 188.9151 112.636133 
-L 188.994814 112.795059 
-L 189.233957 115.783217 
-L 189.393386 114.12277 
-L 189.4731 114.235642 
-L 189.712243 116.7688 
-L 189.951386 113.428275 
-L 190.190529 115.331194 
-L 190.349957 113.369733 
-L 190.509386 115.005204 
-L 190.5891 115.828276 
-L 190.668814 115.666253 
-L 190.907957 113.124708 
-L 191.1471 115.117403 
-L 191.306529 112.955193 
-L 191.386243 113.247746 
-L 191.545671 115.437615 
-L 191.625386 115.335968 
-L 191.864529 112.062114 
-L 192.103671 114.89329 
-L 192.2631 113.096202 
-L 192.342814 113.09752 
-L 192.502243 115.315287 
-L 192.581957 115.167697 
-L 192.741386 112.159742 
-L 192.8211 112.198322 
-L 193.060243 114.674265 
-L 193.219671 112.804331 
-L 193.299386 112.957783 
-L 193.538529 115.664705 
-L 193.777671 112.728868 
-L 194.016814 115.01466 
-L 194.176243 113.177324 
-L 194.255957 113.244815 
-L 194.4951 115.627627 
-L 194.734243 113.382387 
-L 194.973386 115.464959 
-L 195.132814 113.565487 
-L 195.292243 114.960468 
-L 195.371957 115.898117 
-L 195.451671 115.830432 
-L 195.690814 112.724942 
-L 195.929957 115.117311 
-L 196.089386 113.752191 
-L 196.1691 113.976581 
-L 196.328529 116.360361 
-L 196.408243 116.267313 
-L 196.487957 114.968256 
-L 196.487957 114.968256 
-" style="fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 58 67.91625 
-L 384.8 67.91625 
-Q 386.8 67.91625 386.8 65.91625 
-L 386.8 38.56 
-Q 386.8 36.56 384.8 36.56 
-L 58 36.56 
-Q 56 36.56 56 38.56 
-L 56 65.91625 
-Q 56 67.91625 58 67.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_24">
-     <path d="M 61 45.658437 
-L 81 45.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_25"/>
-    <g id="text_21">
-     <!-- 1500ppmv -->
-     <defs>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 8.796875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-L 35.6875 0 
-L 23.484375 0 
-z
-" id="DejaVuSans-118"/>
-     </defs>
-     <g transform="translate(82 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_26">
-     <path d="M 61 57.336562 
-L 81 57.336562 
-" style="fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_27"/>
-    <g id="text_22">
-     <!-- 2250ppmv -->
-     <g transform="translate(82 60.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-50"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-50"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_28">
-     <path d="M 142.997917 45.658437 
-L 162.997917 45.658437 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_29"/>
-    <g id="text_23">
-     <!-- 1594ppmv -->
-     <g transform="translate(163.997917 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-57"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-52"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_30">
-     <path d="M 224.995833 45.658437 
-L 244.995833 45.658437 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_31"/>
-    <g id="text_24">
-     <!-- 1688ppmv -->
-     <g transform="translate(245.995833 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-54"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-56"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-56"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_32">
-     <path d="M 306.99375 45.658437 
-L 326.99375 45.658437 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_33"/>
-    <g id="text_25">
-     <!-- 1875ppmv -->
-     <g transform="translate(327.99375 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-56"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-55"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-53"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p3afc3d5090">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/hovmoeller_albedo.pdf b/python_scripts /plots/hovmoeller_albedo.pdf
deleted file mode 100644
index 0117570393a9758a8814e261aa688db3812cbefe..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/hovmoeller_albedo.pdf and /dev/null differ
diff --git a/python_scripts /plots/hovmoeller_albedo.png b/python_scripts /plots/hovmoeller_albedo.png
deleted file mode 100644
index 9f394d06073797a209b30f545386236121343c3c..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/hovmoeller_albedo.png and /dev/null differ
diff --git a/python_scripts /plots/hovmoeller_rsut.pdf b/python_scripts /plots/hovmoeller_rsut.pdf
deleted file mode 100644
index 084336dd9c91f06014668f627093661188c9260a..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/hovmoeller_rsut.pdf and /dev/null differ
diff --git a/python_scripts /plots/hovmoeller_rsut.png b/python_scripts /plots/hovmoeller_rsut.png
deleted file mode 100644
index 918efabbcc6bb1fe489885f65d03f435252deeae..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/hovmoeller_rsut.png and /dev/null differ
diff --git a/python_scripts /plots/hovmoeller_rsutcs.pdf b/python_scripts /plots/hovmoeller_rsutcs.pdf
deleted file mode 100644
index 470ee3748a9c41b9887dad3befee3589f9432204..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/hovmoeller_rsutcs.pdf and /dev/null differ
diff --git a/python_scripts /plots/hovmoeller_rsutcs.png b/python_scripts /plots/hovmoeller_rsutcs.png
deleted file mode 100644
index d805c0b1376eb034e68ee0f27a082fbeaa2b13b0..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/hovmoeller_rsutcs.png and /dev/null differ
diff --git a/python_scripts /plots/hovmoeller_rsutcs_multi.png b/python_scripts /plots/hovmoeller_rsutcs_multi.png
deleted file mode 100644
index 1a3c0d7d42d9440136a86c65ec5de47da5fd4c7e..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/hovmoeller_rsutcs_multi.png and /dev/null differ
diff --git a/python_scripts /plots/icelat_comparison.pdf b/python_scripts /plots/icelat_comparison.pdf
deleted file mode 100644
index 75754ff9658280ffb6010ec126fcd505973865c0..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/icelat_comparison.pdf and /dev/null differ
diff --git a/python_scripts /plots/model_hi_abbot.svg b/python_scripts /plots/model_hi_abbot.svg
deleted file mode 100644
index 09d5f73114737ee24c876a9d3a085c760196376f..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hi_abbot.svg	
+++ /dev/null
@@ -1,965 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="mc59b85baba" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mc59b85baba" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#mc59b85baba" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#mc59b85baba" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#mc59b85baba" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#mc59b85baba" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#mc59b85baba" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#mc59b85baba" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m070810ca74" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m070810ca74" y="242.116364"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 1.0 -->
-      <defs>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-      </defs>
-      <g transform="translate(31.096875 245.915582)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m070810ca74" y="211.560265"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 1.1 -->
-      <g transform="translate(31.096875 215.359483)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-49"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m070810ca74" y="181.004165"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 1.2 -->
-      <g transform="translate(31.096875 184.803384)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m070810ca74" y="150.448066"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 1.3 -->
-      <g transform="translate(31.096875 154.247285)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-51"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m070810ca74" y="119.891967"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 1.4 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(31.096875 123.691186)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m070810ca74" y="89.335868"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 1.5 -->
-      <g transform="translate(31.096875 93.135087)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m070810ca74" y="58.779769"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 1.6 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(31.096875 62.578988)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-54"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_16">
-     <!-- hi [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(25.017187 158.19875)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-105"/>
-      <use x="91.162109" xlink:href="#DejaVuSans-32"/>
-      <use x="122.949219" xlink:href="#DejaVuSans-91"/>
-      <use x="161.962891" xlink:href="#DejaVuSans-109"/>
-      <use x="259.375" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#pee0b4197f3)" d="M 53.925 234.938132 
-L 57.3 232.572071 
-L 65.25 227.407539 
-L 68.175 225.408535 
-L 75.825 220.518608 
-L 78.9 218.428243 
-L 86.85 213.391805 
-L 89.775 211.441159 
-L 97.425 206.669477 
-L 100.5 204.62832 
-L 108.525 199.658334 
-L 111.45 197.760145 
-L 118.8 193.298074 
-L 122.1 191.14719 
-L 130.125 186.288547 
-L 133.05 184.43193 
-L 140.4 180.067714 
-L 143.7 177.962716 
-L 151.725 173.207928 
-L 154.65 171.39013 
-L 162.075 167.067622 
-L 165.375 165.012906 
-L 173.025 160.593876 
-L 176.175 158.65793 
-L 183.9 154.234236 
-L 187.05 152.324466 
-L 194.475 148.129924 
-L 197.775 146.13451 
-L 205.5 141.795758 
-L 208.65 139.921829 
-L 216.075 135.806297 
-L 219.375 133.847539 
-L 227.1 129.588826 
-L 230.25 127.748694 
-L 237.675 123.707699 
-L 240.975 121.783549 
-L 248.7 117.600432 
-L 251.85 115.792247 
-L 259.275 111.821729 
-L 262.575 109.930328 
-L 270.3 105.818767 
-L 273.45 104.040843 
-L 280.875 100.137103 
-L 284.25 98.238677 
-L 291.675 94.367039 
-L 295.05 92.483862 
-L 302.475 88.643518 
-L 305.85 86.77521 
-L 313.275 82.965385 
-L 316.65 81.111583 
-L 324.075 77.331535 
-L 327.45 75.491891 
-L 334.875 71.740907 
-L 338.25 69.915085 
-L 345.675 66.192481 
-L 349.05 64.380161 
-L 356.475 60.685279 
-L 359.85 58.886152 
-L 367.275 55.218361 
-L 370.65 53.43213 
-L 378.15 49.748701 
-L 381.45 48.0172 
-L 388.8 44.443636 
-L 388.8 44.443636 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_16">
-    <path clip-path="url(#pee0b4197f3)" d="M 53.925 241.424254 
-L 59.25 240.869558 
-L 64.05 240.146231 
-L 68.55 239.248186 
-L 73.2 238.090634 
-L 78.075 236.648967 
-L 83.25 234.879238 
-L 89.025 232.667247 
-L 95.4 229.976105 
-L 102.6 226.699419 
-L 111.6 222.341402 
-L 122.85 216.617967 
-L 138.6 208.317397 
-L 168.075 192.488534 
-L 200.175 175.344449 
-L 225.75 161.919386 
-L 252.225 148.281214 
-L 277.275 135.621961 
-L 303 122.865878 
-L 330.225 109.621272 
-L 356.925 96.876379 
-L 385.5 83.488361 
-L 388.8 81.958829 
-L 388.8 81.958829 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 61 71.91625 
-L 135.764062 71.91625 
-Q 137.764062 71.91625 137.764062 69.91625 
-L 137.764062 41.56 
-Q 137.764062 39.56 135.764062 39.56 
-L 61 39.56 
-Q 59 39.56 59 41.56 
-L 59 69.91625 
-Q 59 71.91625 61 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_17">
-     <path d="M 63 47.658437 
-L 83 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_17">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(91 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_19">
-     <path d="M 63 62.336562 
-L 83 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_20"/>
-    <g id="text_18">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(91 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pee0b4197f3">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hi_freezing.svg b/python_scripts /plots/model_hi_freezing.svg
deleted file mode 100644
index 99099b5a923b8c45fb711db32582bd8ab497e252..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hi_freezing.svg	
+++ /dev/null
@@ -1,1035 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="md41721b0ad" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#md41721b0ad" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#md41721b0ad" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#md41721b0ad" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#md41721b0ad" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#md41721b0ad" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#md41721b0ad" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#md41721b0ad" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m82cfdbbed6" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m82cfdbbed6" y="242.116364"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 1.0 -->
-      <defs>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-      </defs>
-      <g transform="translate(31.096875 245.915582)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m82cfdbbed6" y="212.890408"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 1.1 -->
-      <g transform="translate(31.096875 216.689627)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-49"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m82cfdbbed6" y="183.664453"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 1.2 -->
-      <g transform="translate(31.096875 187.463671)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m82cfdbbed6" y="154.438497"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 1.3 -->
-      <g transform="translate(31.096875 158.237716)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-51"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m82cfdbbed6" y="125.212542"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 1.4 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(31.096875 129.01176)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m82cfdbbed6" y="95.986586"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 1.5 -->
-      <g transform="translate(31.096875 99.785805)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m82cfdbbed6" y="66.760631"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 1.6 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(31.096875 70.559849)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-54"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_8">
-     <g id="line2d_15">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m82cfdbbed6" y="37.534675"/>
-      </g>
-     </g>
-     <g id="text_16">
-      <!-- 1.7 -->
-      <defs>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(31.096875 41.333894)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-55"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_17">
-     <!-- hi [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(25.017187 158.19875)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-105"/>
-      <use x="91.162109" xlink:href="#DejaVuSans-32"/>
-      <use x="122.949219" xlink:href="#DejaVuSans-91"/>
-      <use x="161.962891" xlink:href="#DejaVuSans-109"/>
-      <use x="259.375" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_16">
-    <path clip-path="url(#p20a97f242b)" d="M 53.925 237.597531 
-L 56.175 235.985381 
-L 59.4 233.63348 
-L 61.275 232.660934 
-L 63.225 231.5928 
-L 65.325 230.163999 
-L 68.175 227.934171 
-L 69.975 226.629638 
-L 71.7 225.683413 
-L 74.1 224.374355 
-L 76.275 222.887439 
-L 81.975 218.817395 
-L 85.35 216.972706 
-L 87.675 215.346267 
-L 92.25 212.04528 
-L 97.35 209.144664 
-L 100.125 207.079895 
-L 102.3 205.513928 
-L 104.025 204.582445 
-L 106.65 203.185747 
-L 108.975 201.632773 
-L 114.15 198.038923 
-L 118.275 195.806773 
-L 120.825 194.027507 
-L 124.275 191.600611 
-L 126.3 190.585912 
-L 128.325 189.494456 
-L 130.725 187.919485 
-L 135.675 184.553181 
-L 140.1 182.186336 
-L 142.725 180.375148 
-L 145.725 178.30693 
-L 147.6 177.366166 
-L 149.85 176.201007 
-L 152.25 174.670658 
-L 157.425 171.253657 
-L 161.4 169.194429 
-L 164.025 167.452818 
-L 167.55 165.093022 
-L 169.725 164.049537 
-L 171.75 162.97647 
-L 174.225 161.400438 
-L 178.725 158.457207 
-L 183.825 155.780506 
-L 186.75 153.794358 
-L 188.85 152.438597 
-L 190.725 151.522059 
-L 193.125 150.325161 
-L 195.6 148.804368 
-L 200.55 145.662459 
-L 204.9 143.46542 
-L 207.675 141.669296 
-L 210.525 139.831452 
-L 212.475 138.904171 
-L 214.8 137.753749 
-L 217.35 136.208297 
-L 222.075 133.260509 
-L 226.725 130.933604 
-L 229.575 129.103831 
-L 232.05 127.544591 
-L 234 126.624556 
-L 236.4 125.461449 
-L 238.95 123.946312 
-L 243.675 121.053799 
-L 248.325 118.766777 
-L 251.175 116.972639 
-L 253.725 115.40265 
-L 255.75 114.471544 
-L 258.075 113.352236 
-L 260.7 111.811736 
-L 265.2 109.100362 
-L 270.225 106.642506 
-L 273.225 104.761093 
-L 275.4 103.475104 
-L 277.575 102.500065 
-L 279.825 101.415262 
-L 282.525 99.842712 
-L 286.65 97.387954 
-L 292.275 94.63822 
-L 298.425 91.141081 
-L 301.425 89.75918 
-L 304.125 88.214172 
-L 308.325 85.766053 
-L 313.725 83.180318 
-L 317.325 80.983597 
-L 319.2 80.009016 
-L 324.3 77.604201 
-L 327.45 75.706328 
-L 329.55 74.539581 
-L 332.1 73.448411 
-L 334.425 72.313314 
-L 337.35 70.620254 
-L 340.275 68.940711 
-L 342.675 67.917057 
-L 345 66.813117 
-L 347.85 65.197965 
-L 351.225 63.278292 
-L 357.975 60.033843 
-L 362.475 57.527585 
-L 367.35 55.3063 
-L 370.5 53.478311 
-L 372.675 52.291176 
-L 375.15 51.2563 
-L 377.475 50.169204 
-L 380.4 48.541517 
-L 383.55 46.788308 
-L 386.25 45.668651 
-L 388.65 44.522226 
-L 388.8 44.443636 
-L 388.8 44.443636 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_17">
-    <path clip-path="url(#p20a97f242b)" d="M 53.925 240.046506 
-L 59.625 238.795466 
-L 65.475 237.259647 
-L 70.5 235.723755 
-L 76.725 233.564059 
-L 82.425 231.359986 
-L 90.15 228.112173 
-L 98.4 224.360925 
-L 106.95 220.256143 
-L 117.825 214.827184 
-L 132.6 207.228953 
-L 159.675 193.027452 
-L 196.05 174.035732 
-L 226.8 158.286321 
-L 255.45 143.928303 
-L 279.075 132.320327 
-L 305.475 119.594041 
-L 333 106.580895 
-L 360.45 93.859812 
-L 388.05 81.30599 
-L 388.8 80.968426 
-L 388.8 80.968426 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 61 71.91625 
-L 135.764062 71.91625 
-Q 137.764062 71.91625 137.764062 69.91625 
-L 137.764062 41.56 
-Q 137.764062 39.56 135.764062 39.56 
-L 61 39.56 
-Q 59 39.56 59 41.56 
-L 59 69.91625 
-Q 59 71.91625 61 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_18">
-     <path d="M 63 47.658437 
-L 83 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_19"/>
-    <g id="text_18">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(91 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_20">
-     <path d="M 63 62.336562 
-L 83 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_21"/>
-    <g id="text_19">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(91 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p20a97f242b">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hi_freezing_2.svg b/python_scripts /plots/model_hi_freezing_2.svg
deleted file mode 100644
index 03c98026cf1d29bb74dc46da37abf0e2f9bd1c9f..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hi_freezing_2.svg	
+++ /dev/null
@@ -1,1101 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m8279b04026" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m8279b04026" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m8279b04026" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m8279b04026" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m8279b04026" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m8279b04026" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m8279b04026" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m8279b04026" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m3e31952514" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3e31952514" y="210.035763"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 0.2 -->
-      <defs>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-      </defs>
-      <g transform="translate(31.096875 213.834982)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3e31952514" y="167.26163"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 0.4 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(31.096875 171.060848)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3e31952514" y="124.487496"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0.6 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(31.096875 128.286715)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-54"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3e31952514" y="81.713362"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 0.8 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(31.096875 85.512581)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-56"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3e31952514" y="38.939229"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 1.0 -->
-      <g transform="translate(31.096875 42.738447)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- hi [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(25.017187 158.19875)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-105"/>
-      <use x="91.162109" xlink:href="#DejaVuSans-32"/>
-      <use x="122.949219" xlink:href="#DejaVuSans-91"/>
-      <use x="161.962891" xlink:href="#DejaVuSans-109"/>
-      <use x="259.375" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#pc9ed7ab2cb)" d="M 53.925 232.901953 
-L 57.75 228.189136 
-L 58.575 227.549119 
-L 59.4 227.179186 
-L 62.1 226.235595 
-L 63 225.433006 
-L 64.65 223.605351 
-L 69 218.694456 
-L 69.9 218.13626 
-L 70.95 217.773256 
-L 72.525 217.259585 
-L 73.35 216.72528 
-L 74.55 215.637035 
-L 76.8 213.228594 
-L 79.725 210.127005 
-L 80.7 209.490829 
-L 81.75 209.086831 
-L 83.55 208.449618 
-L 84.525 207.793589 
-L 85.95 206.524084 
-L 88.575 203.830256 
-L 90.6 201.843205 
-L 91.575 201.223588 
-L 92.7 200.784689 
-L 94.5 200.111913 
-L 95.55 199.413935 
-L 97.125 198.063893 
-L 99.975 195.266795 
-L 101.475 193.909968 
-L 102.525 193.274363 
-L 103.8 192.795937 
-L 105.375 192.18293 
-L 106.5 191.457804 
-L 108.15 190.102905 
-L 111.075 187.359844 
-L 112.425 186.232077 
-L 113.475 185.637001 
-L 114.9 185.118856 
-L 116.325 184.532173 
-L 117.6 183.709603 
-L 119.4 182.258542 
-L 123.825 178.566405 
-L 125.025 178.043413 
-L 127.35 177.119602 
-L 128.775 176.188996 
-L 130.8 174.572001 
-L 134.4 171.640591 
-L 135.6 171.073157 
-L 138.525 169.867776 
-L 140.1 168.810138 
-L 142.425 166.955436 
-L 144.975 164.939698 
-L 146.175 164.329968 
-L 149.85 162.742078 
-L 151.65 161.489994 
-L 154.8 158.975095 
-L 156.15 158.085027 
-L 157.425 157.525754 
-L 160.05 156.482218 
-L 161.7 155.46144 
-L 164.1 153.680264 
-L 166.725 151.754177 
-L 168 151.158541 
-L 171.3 149.802521 
-L 173.175 148.602057 
-L 175.95 146.529073 
-L 177.525 145.463828 
-L 178.8 144.875102 
-L 182.175 143.500615 
-L 184.05 142.328091 
-L 186.975 140.201746 
-L 188.475 139.246379 
-L 189.825 138.663464 
-L 192.75 137.514147 
-L 194.625 136.402974 
-L 197.325 134.513541 
-L 199.125 133.332856 
-L 200.475 132.730949 
-L 203.775 131.42914 
-L 205.725 130.273278 
-L 208.95 128.054673 
-L 210.375 127.246565 
-L 211.875 126.671381 
-L 214.05 125.855039 
-L 215.85 124.883239 
-L 218.4 123.227968 
-L 220.8 121.694364 
-L 222.225 121.093246 
-L 225.3 119.922245 
-L 227.325 118.785788 
-L 230.475 116.720199 
-L 231.975 115.893294 
-L 233.55 115.305341 
-L 235.725 114.502791 
-L 237.6 113.52363 
-L 240.225 111.882752 
-L 242.4 110.560377 
-L 243.825 109.973616 
-L 247.05 108.76433 
-L 249.15 107.617827 
-L 254.25 104.703059 
-L 258.6 103.003397 
-L 261 101.626731 
-L 264.375 99.664973 
-L 266.025 99.071401 
-L 268.275 98.259761 
-L 270.3 97.241438 
-L 273.15 95.537913 
-L 274.95 94.545486 
-L 276.525 93.951772 
-L 279.225 92.991434 
-L 281.325 91.935556 
-L 284.7 89.945803 
-L 286.275 89.190196 
-L 288.225 88.547635 
-L 290.025 87.876466 
-L 292.2 86.79929 
-L 297.75 83.899392 
-L 301.425 82.574479 
-L 303.825 81.33375 
-L 307.95 79.142308 
-L 310.125 78.446986 
-L 311.925 77.758166 
-L 314.25 76.608364 
-L 319.05 74.138764 
-L 323.775 72.395982 
-L 326.475 70.964886 
-L 329.1 69.59837 
-L 330.825 69.008758 
-L 333.3 68.165147 
-L 335.55 67.112638 
-L 340.95 64.46153 
-L 344.775 63.134976 
-L 347.325 61.880904 
-L 351.075 60.002784 
-L 353.175 59.350833 
-L 355.125 58.653126 
-L 357.525 57.535899 
-L 362.325 55.218281 
-L 366.9 53.618202 
-L 369.675 52.238943 
-L 372.375 50.91755 
-L 374.25 50.315418 
-L 376.575 49.544073 
-L 378.975 48.472152 
-L 384.075 46.09363 
-L 388.275 44.675193 
-L 388.8 44.443636 
-L 388.8 44.443636 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#pc9ed7ab2cb)" d="M 53.925 233.79942 
-L 58.35 228.730969 
-L 59.325 228.058444 
-L 60.525 227.529551 
-L 62.4 226.732513 
-L 63.45 225.955712 
-L 64.95 224.530565 
-L 68.25 220.997842 
-L 69.525 219.81462 
-L 70.65 219.080333 
-L 72.225 218.371874 
-L 73.65 217.657419 
-L 74.925 216.737879 
-L 76.8 215.072335 
-L 81 211.217077 
-L 82.275 210.489226 
-L 85.35 208.87719 
-L 87.075 207.57341 
-L 89.625 205.331744 
-L 91.65 203.629752 
-L 93.075 202.752855 
-L 97.125 200.506769 
-L 99.3 198.849325 
-L 103.275 195.742514 
-L 105 194.811582 
-L 107.475 193.47322 
-L 109.575 192.049199 
-L 115.2 188.060932 
-L 119.7 185.55967 
-L 122.4 183.660331 
-L 125.1 181.797557 
-L 127.2 180.665648 
-L 130.2 179.027107 
-L 132.9 177.266177 
-L 136.35 175.001834 
-L 139.2 173.516136 
-L 142.05 171.910425 
-L 145.8 169.489425 
-L 148.125 168.153783 
-L 153.825 165.072026 
-L 159.6 161.682924 
-L 164.475 159.110007 
-L 171.3 155.287094 
-L 175.65 153.013105 
-L 182.1 149.502018 
-L 186.975 146.998531 
-L 192.675 143.972256 
-L 198.375 141.098845 
-L 203.475 138.467599 
-L 209.85 135.305722 
-L 214.5 132.982174 
-L 221.1 129.76619 
-L 225.75 127.51228 
-L 232.425 124.312342 
-L 237.3 122.021075 
-L 243.975 118.867602 
-L 249.45 116.37133 
-L 285.975 100.009216 
-L 293.775 96.654152 
-L 320.4 85.414547 
-L 334.875 79.502833 
-L 370.05 65.576049 
-L 388.8 58.381619 
-L 388.8 58.381619 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 61 71.91625 
-L 135.764062 71.91625 
-Q 137.764062 71.91625 137.764062 69.91625 
-L 137.764062 41.56 
-Q 137.764062 39.56 135.764062 39.56 
-L 61 39.56 
-Q 59 39.56 59 41.56 
-L 59 69.91625 
-Q 59 71.91625 61 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 63 47.658437 
-L 83 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(91 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 63 62.336562 
-L 83 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(91 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pc9ed7ab2cb">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hi_melting_cold.svg b/python_scripts /plots/model_hi_melting_cold.svg
deleted file mode 100644
index fcf3852e1f2a7e859c0b538d4036d7b12363f4da..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hi_melting_cold.svg	
+++ /dev/null
@@ -1,920 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m67718a505c" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m67718a505c" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m67718a505c" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m67718a505c" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m67718a505c" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m67718a505c" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m67718a505c" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m67718a505c" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mb6a3ebf7a7" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb6a3ebf7a7" y="242.116364"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 10.00 -->
-      <defs>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-      </defs>
-      <g transform="translate(18.371875 245.915582)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb6a3ebf7a7" y="210.946248"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 10.05 -->
-      <g transform="translate(18.371875 214.745466)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb6a3ebf7a7" y="179.776132"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 10.10 -->
-      <g transform="translate(18.371875 183.57535)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-49"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb6a3ebf7a7" y="148.606016"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 10.15 -->
-      <g transform="translate(18.371875 152.405235)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-49"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb6a3ebf7a7" y="117.4359"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 10.20 -->
-      <g transform="translate(18.371875 121.235119)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-50"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb6a3ebf7a7" y="86.265784"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 10.25 -->
-      <g transform="translate(18.371875 90.065003)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-50"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb6a3ebf7a7" y="55.095668"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 10.30 -->
-      <g transform="translate(18.371875 58.894887)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-51"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_16">
-     <!-- hi [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(12.292187 158.19875)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-105"/>
-      <use x="91.162109" xlink:href="#DejaVuSans-32"/>
-      <use x="122.949219" xlink:href="#DejaVuSans-91"/>
-      <use x="161.962891" xlink:href="#DejaVuSans-109"/>
-      <use x="259.375" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#p026629d661)" d="M 53.925 241.855439 
-L 72.075 241.431856 
-L 76.875 241.343055 
-L 83.25 241.198448 
-L 87.825 241.101583 
-L 93.9 240.961549 
-L 98.55 240.867603 
-L 104.775 240.723831 
-L 109.35 240.628964 
-L 115.5 240.48394 
-L 120.075 240.391761 
-L 126.375 240.242951 
-L 130.875 240.149849 
-L 137.175 240.000014 
-L 141.675 239.906257 
-L 147.975 239.755382 
-L 152.475 239.660959 
-L 158.7 239.508747 
-L 163.2 239.41705 
-L 169.575 239.260933 
-L 174 239.168291 
-L 180.375 239.011065 
-L 184.8 238.917751 
-L 191.175 238.759402 
-L 195.6 238.665405 
-L 201.9 238.505625 
-L 206.325 238.414395 
-L 212.775 238.25058 
-L 217.2 238.155187 
-L 223.5 237.993072 
-L 227.925 237.900476 
-L 234.375 237.734248 
-L 238.725 237.640656 
-L 245.1 237.472895 
-L 249.45 237.382112 
-L 255.975 237.210177 
-L 260.325 237.11515 
-L 266.7 236.944859 
-L 271.05 236.852674 
-L 277.575 236.678125 
-L 281.85 236.584914 
-L 288.375 236.409028 
-L 292.65 236.315086 
-L 299.1 236.137529 
-L 303.375 236.046458 
-L 309.975 235.864531 
-L 314.175 235.772417 
-L 320.775 235.589062 
-L 324.975 235.496207 
-L 331.575 235.311401 
-L 335.775 235.217791 
-L 342.3 235.031188 
-L 346.5 234.940497 
-L 353.175 234.749354 
-L 357.3 234.657589 
-L 363.975 234.464895 
-L 368.1 234.372365 
-L 374.775 234.178093 
-L 378.9 234.084785 
-L 385.575 233.888909 
-L 388.8 233.832458 
-L 388.8 233.832458 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_16">
-    <path clip-path="url(#p026629d661)" d="M 53.925 234.94756 
-L 73.725 221.919131 
-L 93.825 208.958899 
-L 114.225 196.069309 
-L 134.925 183.252624 
-L 156 170.465884 
-L 177.375 157.757859 
-L 199.05 145.130252 
-L 221.1 132.542227 
-L 243.45 120.039278 
-L 266.175 107.581923 
-L 289.2 95.213585 
-L 312.6 82.8961 
-L 336.375 70.632628 
-L 360.525 58.426124 
-L 385.05 46.279355 
-L 388.8 44.443636 
-L 388.8 44.443636 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 61 71.91625 
-L 135.764062 71.91625 
-Q 137.764062 71.91625 137.764062 69.91625 
-L 137.764062 41.56 
-Q 137.764062 39.56 135.764062 39.56 
-L 61 39.56 
-Q 59 39.56 59 41.56 
-L 59 69.91625 
-Q 59 71.91625 61 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_17">
-     <path d="M 63 47.658437 
-L 83 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_17">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(91 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_19">
-     <path d="M 63 62.336562 
-L 83 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_20"/>
-    <g id="text_18">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(91 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p026629d661">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hi_melting_icon.svg b/python_scripts /plots/model_hi_melting_icon.svg
deleted file mode 100644
index f52b5d409381207fc8e6b8b622d322790059a5b3..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hi_melting_icon.svg	
+++ /dev/null
@@ -1,1399 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m96f41bfa39" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m96f41bfa39" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m96f41bfa39" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m96f41bfa39" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m96f41bfa39" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m96f41bfa39" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m96f41bfa39" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m96f41bfa39" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mef9c5a6502" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mef9c5a6502" y="226.128909"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 3.6 -->
-      <defs>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(31.096875 229.928128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-54"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mef9c5a6502" y="180.882762"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 3.7 -->
-      <defs>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(31.096875 184.681981)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-55"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mef9c5a6502" y="135.636615"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 3.8 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(31.096875 139.435834)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-56"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mef9c5a6502" y="90.390468"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 3.9 -->
-      <defs>
-       <path d="M 10.984375 1.515625 
-L 10.984375 10.5 
-Q 14.703125 8.734375 18.5 7.8125 
-Q 22.3125 6.890625 25.984375 6.890625 
-Q 35.75 6.890625 40.890625 13.453125 
-Q 46.046875 20.015625 46.78125 33.40625 
-Q 43.953125 29.203125 39.59375 26.953125 
-Q 35.25 24.703125 29.984375 24.703125 
-Q 19.046875 24.703125 12.671875 31.3125 
-Q 6.296875 37.9375 6.296875 49.421875 
-Q 6.296875 60.640625 12.9375 67.421875 
-Q 19.578125 74.21875 30.609375 74.21875 
-Q 43.265625 74.21875 49.921875 64.515625 
-Q 56.59375 54.828125 56.59375 36.375 
-Q 56.59375 19.140625 48.40625 8.859375 
-Q 40.234375 -1.421875 26.421875 -1.421875 
-Q 22.703125 -1.421875 18.890625 -0.6875 
-Q 15.09375 0.046875 10.984375 1.515625 
-z
-M 30.609375 32.421875 
-Q 37.25 32.421875 41.125 36.953125 
-Q 45.015625 41.5 45.015625 49.421875 
-Q 45.015625 57.28125 41.125 61.84375 
-Q 37.25 66.40625 30.609375 66.40625 
-Q 23.96875 66.40625 20.09375 61.84375 
-Q 16.21875 57.28125 16.21875 49.421875 
-Q 16.21875 41.5 20.09375 36.953125 
-Q 23.96875 32.421875 30.609375 32.421875 
-z
-" id="DejaVuSans-57"/>
-      </defs>
-      <g transform="translate(31.096875 94.189687)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-57"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mef9c5a6502" y="45.144321"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 4.0 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(31.096875 48.94354)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- hi [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(25.017187 158.19875)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-105"/>
-      <use x="91.162109" xlink:href="#DejaVuSans-32"/>
-      <use x="122.949219" xlink:href="#DejaVuSans-91"/>
-      <use x="161.962891" xlink:href="#DejaVuSans-109"/>
-      <use x="259.375" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#p34e49a1bbe)" d="M 53.925 51.363275 
-L 57.375 50.640061 
-L 57.675 50.759964 
-L 58.05 51.204653 
-L 58.575 52.274164 
-L 59.475 54.782409 
-L 60.45 57.297588 
-L 60.975 58.081163 
-L 61.35 58.265077 
-L 62.175 58.165372 
-L 68.175 56.832103 
-L 68.475 56.952006 
-L 68.85 57.396695 
-L 69.375 58.466205 
-L 70.275 60.97445 
-L 71.25 63.489629 
-L 71.775 64.273204 
-L 72.15 64.457119 
-L 72.975 64.357118 
-L 78.975 63.019966 
-L 79.275 63.139869 
-L 79.65 63.584558 
-L 80.175 64.654068 
-L 81.075 67.162314 
-L 82.05 69.677492 
-L 82.575 70.461067 
-L 82.95 70.644982 
-L 83.775 70.544684 
-L 89.775 69.20363 
-L 90.075 69.323533 
-L 90.45 69.768222 
-L 90.975 70.837732 
-L 91.875 73.345977 
-L 92.85 75.861156 
-L 93.375 76.644731 
-L 93.75 76.828645 
-L 94.575 76.728049 
-L 100.575 75.383071 
-L 100.875 75.502974 
-L 101.25 75.947663 
-L 101.775 77.017173 
-L 102.675 79.525419 
-L 103.65 82.040598 
-L 104.175 82.824172 
-L 104.55 83.008087 
-L 105.375 82.90719 
-L 111.375 81.558269 
-L 111.675 81.678172 
-L 112.05 82.122861 
-L 112.575 83.192371 
-L 113.475 85.700617 
-L 114.45 88.215795 
-L 114.975 88.99937 
-L 115.35 89.183285 
-L 116.175 89.082086 
-L 122.175 87.729201 
-L 122.475 87.849104 
-L 122.85 88.293793 
-L 123.375 89.363303 
-L 124.275 91.871548 
-L 125.25 94.386727 
-L 125.775 95.170302 
-L 126.15 95.354217 
-L 126.975 95.252715 
-L 132.975 93.895844 
-L 133.275 94.015747 
-L 133.65 94.460436 
-L 134.175 95.529947 
-L 135.075 98.038192 
-L 136.05 100.553371 
-L 136.575 101.336946 
-L 136.95 101.52086 
-L 137.775 101.419053 
-L 143.775 100.058177 
-L 144.075 100.17808 
-L 144.45 100.622769 
-L 144.975 101.692279 
-L 145.875 104.200524 
-L 146.85 106.715703 
-L 147.375 107.499278 
-L 147.75 107.683193 
-L 148.575 107.581079 
-L 154.575 106.216176 
-L 154.875 106.336079 
-L 155.25 106.780768 
-L 155.775 107.850278 
-L 156.675 110.358523 
-L 157.65 112.873702 
-L 158.175 113.657277 
-L 158.55 113.841192 
-L 159.375 113.738769 
-L 165.375 112.369818 
-L 165.675 112.489721 
-L 166.05 112.93441 
-L 166.575 114.00392 
-L 167.475 116.512166 
-L 168.45 119.027344 
-L 168.975 119.810919 
-L 169.35 119.994834 
-L 170.175 119.892101 
-L 176.175 118.519081 
-L 176.475 118.638984 
-L 176.85 119.083673 
-L 177.375 120.153183 
-L 178.275 122.661428 
-L 179.25 125.176607 
-L 179.775 125.960182 
-L 180.15 126.144097 
-L 180.975 126.041053 
-L 186.975 124.663941 
-L 187.275 124.783844 
-L 187.65 125.228533 
-L 188.175 126.298043 
-L 189.075 128.806289 
-L 190.05 131.321467 
-L 190.575 132.105042 
-L 190.95 132.288957 
-L 191.775 132.185599 
-L 197.775 130.804375 
-L 198.075 130.924278 
-L 198.45 131.368967 
-L 198.975 132.438477 
-L 199.875 134.946723 
-L 200.85 137.461902 
-L 201.375 138.245476 
-L 201.75 138.429391 
-L 202.575 138.325718 
-L 208.575 136.94036 
-L 208.875 137.060263 
-L 209.25 137.504952 
-L 209.775 138.574462 
-L 210.675 141.082707 
-L 211.65 143.597886 
-L 212.175 144.381461 
-L 212.55 144.565376 
-L 213.375 144.461386 
-L 219.375 143.071871 
-L 219.675 143.191774 
-L 220.05 143.636463 
-L 220.575 144.705973 
-L 221.475 147.214219 
-L 222.45 149.729398 
-L 222.975 150.512972 
-L 223.35 150.696887 
-L 224.175 150.592579 
-L 230.175 149.198885 
-L 230.475 149.318789 
-L 230.85 149.763478 
-L 231.375 150.832988 
-L 232.275 153.341233 
-L 233.25 155.856412 
-L 233.775 156.639987 
-L 234.15 156.823902 
-L 234.975 156.719273 
-L 240.975 155.321379 
-L 241.275 155.441282 
-L 241.65 155.885971 
-L 242.175 156.955481 
-L 243.075 159.463726 
-L 244.05 161.978905 
-L 244.575 162.76248 
-L 244.95 162.946395 
-L 245.775 162.841444 
-L 251.775 161.439327 
-L 252.075 161.55923 
-L 252.45 162.003919 
-L 252.975 163.073429 
-L 253.875 165.581674 
-L 254.85 168.096853 
-L 255.375 168.880428 
-L 255.75 169.064343 
-L 256.575 168.959069 
-L 262.575 167.552705 
-L 262.875 167.672608 
-L 263.25 168.117297 
-L 263.775 169.186807 
-L 264.675 171.695053 
-L 265.65 174.210231 
-L 266.175 174.993806 
-L 266.55 175.177721 
-L 267.375 175.072121 
-L 273.375 173.661489 
-L 273.675 173.781392 
-L 274.05 174.226081 
-L 274.575 175.295591 
-L 275.475 177.803837 
-L 276.45 180.319016 
-L 276.975 181.10259 
-L 277.35 181.286505 
-L 278.175 181.180578 
-L 284.175 179.765654 
-L 284.475 179.885557 
-L 284.85 180.330246 
-L 285.375 181.399757 
-L 286.275 183.908002 
-L 287.25 186.423181 
-L 287.775 187.206756 
-L 288.15 187.39067 
-L 288.975 187.284414 
-L 294.975 185.865175 
-L 295.275 185.985079 
-L 295.65 186.429768 
-L 296.175 187.499278 
-L 297.075 190.007523 
-L 298.05 192.522702 
-L 298.575 193.306277 
-L 298.95 193.490192 
-L 299.775 193.383605 
-L 305.775 191.960028 
-L 306.075 192.079931 
-L 306.45 192.52462 
-L 306.975 193.59413 
-L 307.875 196.102376 
-L 308.85 198.617554 
-L 309.375 199.401129 
-L 309.75 199.585044 
-L 310.575 199.478124 
-L 316.575 198.050186 
-L 316.875 198.170089 
-L 317.25 198.614778 
-L 317.775 199.684288 
-L 318.675 202.192534 
-L 319.65 204.707713 
-L 320.175 205.491288 
-L 320.55 205.675202 
-L 321.375 205.567948 
-L 327.375 204.135625 
-L 327.675 204.255528 
-L 328.05 204.700217 
-L 328.575 205.769727 
-L 329.475 208.277972 
-L 330.45 210.793151 
-L 330.975 211.576726 
-L 331.35 211.760641 
-L 332.175 211.65305 
-L 338.175 210.216318 
-L 338.475 210.336221 
-L 338.85 210.78091 
-L 339.375 211.85042 
-L 340.275 214.358666 
-L 341.25 216.873845 
-L 341.775 217.657419 
-L 342.15 217.841334 
-L 342.975 217.733405 
-L 348.975 216.29224 
-L 349.275 216.412143 
-L 349.65 216.856832 
-L 350.175 217.926343 
-L 351.075 220.434588 
-L 352.05 222.949767 
-L 352.575 223.733342 
-L 352.95 223.917256 
-L 353.775 223.808987 
-L 359.775 222.363365 
-L 360.075 222.483269 
-L 360.45 222.927957 
-L 360.975 223.997468 
-L 361.875 226.505713 
-L 362.85 229.020892 
-L 363.375 229.804467 
-L 363.75 229.988381 
-L 364.575 229.87977 
-L 370.575 228.429667 
-L 370.875 228.54957 
-L 371.25 228.994259 
-L 371.775 230.063769 
-L 372.675 232.572015 
-L 373.65 235.087194 
-L 374.175 235.870769 
-L 374.55 236.054683 
-L 375.3 235.965238 
-L 381.375 234.491119 
-L 381.675 234.611023 
-L 382.05 235.055711 
-L 382.575 236.125222 
-L 383.475 238.633467 
-L 384.45 241.148646 
-L 384.975 241.932221 
-L 385.35 242.116135 
-L 386.1 242.026405 
-L 388.8 241.321987 
-L 388.8 241.321987 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p34e49a1bbe)" d="M 53.925 50.853094 
-L 57.825 50.947539 
-L 58.2 51.328542 
-L 58.725 52.245324 
-L 60.75 56.333754 
-L 61.125 56.544435 
-L 63 56.548945 
-L 68.625 56.642888 
-L 69 57.022922 
-L 69.525 57.937668 
-L 71.55 62.017299 
-L 71.925 62.227325 
-L 73.8 62.231724 
-L 79.425 62.325107 
-L 79.8 62.704166 
-L 80.325 63.616869 
-L 82.35 67.687683 
-L 82.725 67.897045 
-L 84.675 67.901307 
-L 90.225 67.994073 
-L 90.6 68.37215 
-L 91.125 69.282806 
-L 93.15 73.344782 
-L 93.525 73.553474 
-L 95.475 73.557581 
-L 101.025 73.649665 
-L 101.4 74.026755 
-L 101.925 74.935355 
-L 103.95 78.988476 
-L 104.325 79.196491 
-L 106.275 79.200421 
-L 111.825 79.291763 
-L 112.2 79.66786 
-L 112.725 80.5744 
-L 114.75 84.618647 
-L 115.125 84.825977 
-L 117.15 84.829691 
-L 122.625 84.920253 
-L 123 85.29535 
-L 123.525 86.199823 
-L 125.55 90.235179 
-L 125.925 90.441816 
-L 127.95 90.445308 
-L 133.425 90.535019 
-L 133.8 90.909109 
-L 134.325 91.811511 
-L 136.35 95.837956 
-L 136.725 96.043894 
-L 138.825 96.047112 
-L 144.225 96.135948 
-L 144.6 96.509026 
-L 145.125 97.409349 
-L 147.15 101.426866 
-L 147.525 101.632097 
-L 149.625 101.635046 
-L 155.025 101.722928 
-L 155.4 102.094987 
-L 155.925 102.993226 
-L 157.95 107.001798 
-L 158.325 107.206315 
-L 160.5 107.208927 
-L 165.825 107.29585 
-L 166.2 107.666884 
-L 166.725 108.563033 
-L 168.75 112.562641 
-L 169.125 112.766438 
-L 171.3 112.768731 
-L 176.625 112.854604 
-L 177 113.224607 
-L 177.525 114.11866 
-L 179.55 118.109288 
-L 179.925 118.312356 
-L 182.175 118.314246 
-L 187.425 118.399083 
-L 187.8 118.768048 
-L 188.325 119.659999 
-L 190.35 123.64163 
-L 190.725 123.843962 
-L 192.975 123.845484 
-L 198.225 123.92918 
-L 198.6 124.297101 
-L 199.125 125.186945 
-L 201.15 129.159561 
-L 201.525 129.361149 
-L 203.85 129.362198 
-L 209.025 129.444789 
-L 209.4 129.811659 
-L 209.925 130.69939 
-L 211.95 134.662974 
-L 212.325 134.863812 
-L 214.725 134.864344 
-L 219.825 134.945805 
-L 220.2 135.311617 
-L 220.725 136.197229 
-L 222.75 140.151764 
-L 223.125 140.351844 
-L 225.525 140.351924 
-L 230.625 140.432122 
-L 231 140.796871 
-L 231.525 141.680357 
-L 233.55 145.625827 
-L 233.925 145.825141 
-L 236.4 145.824627 
-L 241.425 145.903636 
-L 241.8 146.267315 
-L 242.325 147.148671 
-L 244.35 151.085058 
-L 244.725 151.283598 
-L 247.275 151.282444 
-L 252.225 151.360244 
-L 252.6 151.722845 
-L 253.125 152.602064 
-L 255.15 156.529353 
-L 255.525 156.727112 
-L 258.15 156.725268 
-L 263.025 156.801841 
-L 263.4 157.163358 
-L 263.925 158.040435 
-L 265.95 161.958609 
-L 266.325 162.155579 
-L 268.95 162.153156 
-L 273.825 162.228323 
-L 274.2 162.588751 
-L 274.725 163.463679 
-L 276.75 167.372721 
-L 277.125 167.568894 
-L 279.825 167.565694 
-L 284.625 167.639588 
-L 285 167.998918 
-L 285.525 168.871692 
-L 287.55 172.771587 
-L 287.925 172.966955 
-L 290.7 172.962924 
-L 295.425 173.035532 
-L 295.8 173.393758 
-L 296.325 174.264372 
-L 298.35 178.155103 
-L 298.725 178.349659 
-L 301.65 178.344533 
-L 306.225 178.416051 
-L 306.6 178.773166 
-L 307.125 179.641614 
-L 309.15 183.523166 
-L 309.525 183.716901 
-L 312.525 183.710815 
-L 317.025 183.781042 
-L 317.4 184.137039 
-L 317.925 185.003316 
-L 319.95 188.875672 
-L 320.325 189.068578 
-L 323.4 189.061472 
-L 327.825 189.130401 
-L 328.2 189.485273 
-L 328.725 190.349372 
-L 330.75 194.212518 
-L 331.125 194.404587 
-L 334.275 194.3964 
-L 338.625 194.464025 
-L 339 194.817765 
-L 339.525 195.679681 
-L 341.55 199.533601 
-L 341.925 199.724825 
-L 345.225 199.715214 
-L 349.425 199.781809 
-L 349.8 200.13441 
-L 350.325 200.994137 
-L 352.35 204.838816 
-L 352.725 205.029186 
-L 356.1 205.018346 
-L 360.225 205.08365 
-L 360.6 205.435105 
-L 361.125 206.292637 
-L 363.15 210.128061 
-L 363.525 210.317569 
-L 367.05 210.305114 
-L 371.025 210.369444 
-L 371.4 210.719745 
-L 371.925 211.575077 
-L 373.95 215.401232 
-L 374.325 215.589869 
-L 378 215.575687 
-L 381.825 215.639086 
-L 382.2 215.988226 
-L 382.725 216.841352 
-L 384.75 220.658224 
-L 385.125 220.845982 
-L 388.8 220.830678 
-L 388.8 220.830678 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p34e49a1bbe">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hi_melting_snow.svg b/python_scripts /plots/model_hi_melting_snow.svg
deleted file mode 100644
index 077509903f00e0a2fc8cf0a6941006fb6921c646..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hi_melting_snow.svg	
+++ /dev/null
@@ -1,976 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m8cf526c0b8" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m8cf526c0b8" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m8cf526c0b8" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m8cf526c0b8" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m8cf526c0b8" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m8cf526c0b8" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m8cf526c0b8" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m8cf526c0b8" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m291342519b" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m291342519b" y="242.116364"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 20.000 -->
-      <defs>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-      </defs>
-      <g transform="translate(12.009375 245.915582)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-48"/>
-       <use x="286.279297" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m291342519b" y="199.558203"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 20.005 -->
-      <g transform="translate(12.009375 203.357422)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-48"/>
-       <use x="286.279297" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m291342519b" y="157.000042"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 20.010 -->
-      <g transform="translate(12.009375 160.799261)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-49"/>
-       <use x="286.279297" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m291342519b" y="114.441881"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 20.015 -->
-      <g transform="translate(12.009375 118.2411)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-49"/>
-       <use x="286.279297" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m291342519b" y="71.88372"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 20.020 -->
-      <g transform="translate(12.009375 75.682939)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-46"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-       <use x="222.65625" xlink:href="#DejaVuSans-50"/>
-       <use x="286.279297" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- hi [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(5.929687 158.19875)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-105"/>
-      <use x="91.162109" xlink:href="#DejaVuSans-32"/>
-      <use x="122.949219" xlink:href="#DejaVuSans-91"/>
-      <use x="161.962891" xlink:href="#DejaVuSans-109"/>
-      <use x="259.375" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#pbd81e756bf)" d="M 53.925 240.818979 
-L 55.8 240.233336 
-L 59.1 239.117768 
-L 60.225 239.078838 
-L 63 239.069579 
-L 64.575 238.787545 
-L 66.45 238.217957 
-L 70.05 237.027174 
-L 71.25 237.013669 
-L 73.8 236.996692 
-L 75.375 236.713946 
-L 77.25 236.142923 
-L 80.85 234.949156 
-L 82.05 234.935626 
-L 84.6 234.918606 
-L 86.175 234.635144 
-L 88.05 234.062678 
-L 91.65 232.865913 
-L 92.85 232.852357 
-L 95.4 232.835293 
-L 96.975 232.551111 
-L 98.85 231.977195 
-L 102.45 230.777416 
-L 103.65 230.763834 
-L 106.2 230.746727 
-L 107.775 230.461821 
-L 109.65 229.886447 
-L 113.25 228.683639 
-L 114.45 228.670031 
-L 117 228.65288 
-L 118.575 228.367247 
-L 120.45 227.790408 
-L 124.05 226.584555 
-L 125.25 226.570921 
-L 127.8 226.553726 
-L 129.375 226.267362 
-L 131.25 225.68905 
-L 134.85 224.480137 
-L 136.05 224.466476 
-L 138.6 224.449237 
-L 140.175 224.162138 
-L 142.05 223.582345 
-L 145.65 222.370355 
-L 146.85 222.356669 
-L 149.4 222.339385 
-L 150.975 222.051547 
-L 152.85 221.470266 
-L 156.45 220.255184 
-L 157.65 220.241471 
-L 160.2 220.224142 
-L 161.775 219.935561 
-L 163.65 219.352785 
-L 167.25 218.134594 
-L 168.45 218.120854 
-L 171 218.10348 
-L 172.575 217.814153 
-L 174.45 217.229872 
-L 178.05 216.008557 
-L 179.25 215.99479 
-L 181.8 215.977371 
-L 183.375 215.687294 
-L 185.25 215.101501 
-L 188.85 213.877044 
-L 190.05 213.863251 
-L 192.6 213.845787 
-L 194.175 213.554954 
-L 196.05 212.967642 
-L 199.65 211.740028 
-L 200.85 211.726208 
-L 203.4 211.708697 
-L 204.975 211.417107 
-L 206.775 210.85602 
-L 210.45 209.597478 
-L 211.65 209.583631 
-L 214.2 209.566075 
-L 215.775 209.273721 
-L 217.575 208.711171 
-L 221.25 207.449365 
-L 222.45 207.435491 
-L 225 207.417889 
-L 226.575 207.124769 
-L 228.375 206.560747 
-L 232.05 205.29566 
-L 233.25 205.281759 
-L 235.8 205.264111 
-L 237.375 204.97022 
-L 239.175 204.404718 
-L 242.85 203.136334 
-L 244.05 203.122406 
-L 246.6 203.10471 
-L 248.175 202.810044 
-L 249.975 202.243056 
-L 253.65 200.971355 
-L 254.85 200.9574 
-L 257.4 200.939658 
-L 258.975 200.644212 
-L 260.775 200.075729 
-L 264.45 198.800695 
-L 265.65 198.786712 
-L 268.2 198.768923 
-L 269.775 198.472694 
-L 271.575 197.902707 
-L 275.25 196.624322 
-L 276.45 196.610312 
-L 279 196.592475 
-L 280.575 196.295459 
-L 282.375 195.72396 
-L 286.05 194.442206 
-L 287.25 194.428168 
-L 289.8 194.410283 
-L 291.375 194.112475 
-L 293.175 193.539457 
-L 296.85 192.254316 
-L 298.05 192.24025 
-L 300.6 192.222317 
-L 302.175 191.923713 
-L 303.975 191.349167 
-L 307.65 190.06062 
-L 308.85 190.046526 
-L 311.4 190.028545 
-L 312.975 189.729141 
-L 314.775 189.153058 
-L 318.45 187.861087 
-L 319.65 187.846966 
-L 322.2 187.828936 
-L 323.775 187.528727 
-L 325.575 186.9511 
-L 329.25 185.655685 
-L 330.45 185.641536 
-L 333 185.623458 
-L 334.575 185.322439 
-L 336.375 184.743259 
-L 340.05 183.444383 
-L 341.25 183.430206 
-L 343.725 183.420664 
-L 345.3 183.129431 
-L 347.1 182.557898 
-L 350.925 181.219343 
-L 352.125 181.215689 
-L 354.525 181.203374 
-L 356.1 180.911352 
-L 357.9 180.338273 
-L 361.725 178.996122 
-L 362.925 178.992467 
-L 365.325 178.980119 
-L 366.9 178.687303 
-L 368.7 178.11267 
-L 372.525 176.766902 
-L 373.725 176.763247 
-L 376.125 176.750865 
-L 377.7 176.45725 
-L 379.5 175.881055 
-L 383.325 174.531651 
-L 384.525 174.527996 
-L 386.925 174.51558 
-L 388.425 174.240108 
-L 388.8 174.140944 
-L 388.8 174.140944 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#pbd81e756bf)" d="M 53.925 235.878578 
-L 120.15 197.510848 
-L 186.75 159.18277 
-L 253.8 120.852342 
-L 321.225 82.56357 
-L 388.8 44.443636 
-L 388.8 44.443636 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 61 71.91625 
-L 135.764062 71.91625 
-Q 137.764062 71.91625 137.764062 69.91625 
-L 137.764062 41.56 
-Q 137.764062 39.56 135.764062 39.56 
-L 61 39.56 
-Q 59 39.56 59 41.56 
-L 59 69.91625 
-Q 59 71.91625 61 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 63 47.658437 
-L 83 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(91 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 63 62.336562 
-L 83 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(91 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pbd81e756bf">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hi_qtop_qbot_abbot.pdf b/python_scripts /plots/model_hi_qtop_qbot_abbot.pdf
deleted file mode 100644
index 34c4f0e31d9444a53115c1983d69071201c690da..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/model_hi_qtop_qbot_abbot.pdf and /dev/null differ
diff --git a/python_scripts /plots/model_hi_qtop_qbot_freezing.pdf b/python_scripts /plots/model_hi_qtop_qbot_freezing.pdf
deleted file mode 100644
index bc60090388ea5221988b87f0f3116e5557c7d207..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/model_hi_qtop_qbot_freezing.pdf and /dev/null differ
diff --git a/python_scripts /plots/model_hi_qtop_qbot_freezing_2.pdf b/python_scripts /plots/model_hi_qtop_qbot_freezing_2.pdf
deleted file mode 100644
index 90f24c41f6398f4f1b7ef70c1ecfa7ffb630c426..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/model_hi_qtop_qbot_freezing_2.pdf and /dev/null differ
diff --git a/python_scripts /plots/model_hi_qtop_qbot_melting_icon.pdf b/python_scripts /plots/model_hi_qtop_qbot_melting_icon.pdf
deleted file mode 100644
index e7c86bdcdf9fcdc27d0f53cb988bf762482dd082..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/model_hi_qtop_qbot_melting_icon.pdf and /dev/null differ
diff --git a/python_scripts /plots/model_hi_qtop_qbot_melting_icon.png b/python_scripts /plots/model_hi_qtop_qbot_melting_icon.png
deleted file mode 100644
index a0040405d38527ea9343c4c45a3edd6a86562fd7..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/model_hi_qtop_qbot_melting_icon.png and /dev/null differ
diff --git a/python_scripts /plots/model_hi_qtop_qbot_melting_snow.pdf b/python_scripts /plots/model_hi_qtop_qbot_melting_snow.pdf
deleted file mode 100644
index 7f9a58826e02f119da3560860fd484f6fba69c78..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/model_hi_qtop_qbot_melting_snow.pdf and /dev/null differ
diff --git a/python_scripts /plots/model_hs_abbot.svg b/python_scripts /plots/model_hs_abbot.svg
deleted file mode 100644
index d14a9c2b1ccbc76e116038bba5f8bcf8fb77e5f3..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hs_abbot.svg	
+++ /dev/null
@@ -1,832 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m8e54291c50" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m8e54291c50" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m8e54291c50" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m8e54291c50" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m8e54291c50" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m8e54291c50" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m8e54291c50" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m8e54291c50" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m971b34adcc" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m971b34adcc" y="222.349091"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −0.04 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(16.354687 226.14831)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m971b34adcc" y="182.814545"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −0.02 -->
-      <g transform="translate(16.354687 186.613764)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m971b34adcc" y="143.28"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0.00 -->
-      <g transform="translate(24.734375 147.079219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m971b34adcc" y="103.745455"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 0.02 -->
-      <g transform="translate(24.734375 107.544673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m971b34adcc" y="64.210909"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0.04 -->
-      <g transform="translate(24.734375 68.010128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- hs [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(10.275 159.414375)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-115"/>
-      <use x="115.478516" xlink:href="#DejaVuSans-32"/>
-      <use x="147.265625" xlink:href="#DejaVuSans-91"/>
-      <use x="186.279297" xlink:href="#DejaVuSans-109"/>
-      <use x="283.691406" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#pabfb8fe661)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#pabfb8fe661)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pabfb8fe661">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hs_freezing_2.svg b/python_scripts /plots/model_hs_freezing_2.svg
deleted file mode 100644
index a790e24f073a51cc368dfa201198d5db66a40690..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hs_freezing_2.svg	
+++ /dev/null
@@ -1,832 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="mb530d13670" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb530d13670" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#mb530d13670" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#mb530d13670" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#mb530d13670" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#mb530d13670" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#mb530d13670" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#mb530d13670" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m2df985d029" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m2df985d029" y="222.349091"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −0.04 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(16.354687 226.14831)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m2df985d029" y="182.814545"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −0.02 -->
-      <g transform="translate(16.354687 186.613764)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m2df985d029" y="143.28"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0.00 -->
-      <g transform="translate(24.734375 147.079219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m2df985d029" y="103.745455"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 0.02 -->
-      <g transform="translate(24.734375 107.544673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m2df985d029" y="64.210909"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0.04 -->
-      <g transform="translate(24.734375 68.010128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- hs [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(10.275 159.414375)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-115"/>
-      <use x="115.478516" xlink:href="#DejaVuSans-32"/>
-      <use x="147.265625" xlink:href="#DejaVuSans-91"/>
-      <use x="186.279297" xlink:href="#DejaVuSans-109"/>
-      <use x="283.691406" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#p35056b1bc8)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p35056b1bc8)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p35056b1bc8">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hs_melting_cold.svg b/python_scripts /plots/model_hs_melting_cold.svg
deleted file mode 100644
index 1e0debe966dd59c29603ea129657e612b7478db7..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hs_melting_cold.svg	
+++ /dev/null
@@ -1,1203 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m5baaa3aacc" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m5baaa3aacc" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m5baaa3aacc" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m5baaa3aacc" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m5baaa3aacc" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m5baaa3aacc" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m5baaa3aacc" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m5baaa3aacc" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mbaded3937d" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbaded3937d" y="234.667701"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 0.5 -->
-      <defs>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-      </defs>
-      <g transform="translate(31.096875 238.46692)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbaded3937d" y="196.622888"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 0.6 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(31.096875 200.422107)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-54"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbaded3937d" y="158.578075"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0.7 -->
-      <defs>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(31.096875 162.377294)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-55"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbaded3937d" y="120.533262"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 0.8 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(31.096875 124.332481)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-56"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbaded3937d" y="82.488449"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0.9 -->
-      <defs>
-       <path d="M 10.984375 1.515625 
-L 10.984375 10.5 
-Q 14.703125 8.734375 18.5 7.8125 
-Q 22.3125 6.890625 25.984375 6.890625 
-Q 35.75 6.890625 40.890625 13.453125 
-Q 46.046875 20.015625 46.78125 33.40625 
-Q 43.953125 29.203125 39.59375 26.953125 
-Q 35.25 24.703125 29.984375 24.703125 
-Q 19.046875 24.703125 12.671875 31.3125 
-Q 6.296875 37.9375 6.296875 49.421875 
-Q 6.296875 60.640625 12.9375 67.421875 
-Q 19.578125 74.21875 30.609375 74.21875 
-Q 43.265625 74.21875 49.921875 64.515625 
-Q 56.59375 54.828125 56.59375 36.375 
-Q 56.59375 19.140625 48.40625 8.859375 
-Q 40.234375 -1.421875 26.421875 -1.421875 
-Q 22.703125 -1.421875 18.890625 -0.6875 
-Q 15.09375 0.046875 10.984375 1.515625 
-z
-M 30.609375 32.421875 
-Q 37.25 32.421875 41.125 36.953125 
-Q 45.015625 41.5 45.015625 49.421875 
-Q 45.015625 57.28125 41.125 61.84375 
-Q 37.25 66.40625 30.609375 66.40625 
-Q 23.96875 66.40625 20.09375 61.84375 
-Q 16.21875 57.28125 16.21875 49.421875 
-Q 16.21875 41.5 20.09375 36.953125 
-Q 23.96875 32.421875 30.609375 32.421875 
-z
-" id="DejaVuSans-57"/>
-      </defs>
-      <g transform="translate(31.096875 86.287668)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-57"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbaded3937d" y="44.443636"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 1.0 -->
-      <g transform="translate(31.096875 48.242855)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_15">
-     <!-- hs [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(25.017187 159.414375)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-115"/>
-      <use x="115.478516" xlink:href="#DejaVuSans-32"/>
-      <use x="147.265625" xlink:href="#DejaVuSans-91"/>
-      <use x="186.279297" xlink:href="#DejaVuSans-109"/>
-      <use x="283.691406" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p4abea3b761)" d="M 53.925 49.466105 
-L 59.85 49.466105 
-L 60.6 53.889741 
-L 61.05 55.347927 
-L 61.35 55.653746 
-L 70.65 55.653746 
-L 71.4 60.078954 
-L 71.85 61.537117 
-L 72.15 61.84292 
-L 81.45 61.84292 
-L 82.125 65.924618 
-L 82.575 67.56379 
-L 82.875 68.011566 
-L 83.325 68.033649 
-L 92.25 68.034642 
-L 92.925 72.11698 
-L 93.375 73.756128 
-L 93.675 74.203888 
-L 94.125 74.225968 
-L 103.05 74.228661 
-L 103.725 78.310964 
-L 104.175 79.950089 
-L 104.475 80.397833 
-L 104.925 80.419908 
-L 113.85 80.424326 
-L 114.525 84.506593 
-L 114.975 86.145693 
-L 115.275 86.593422 
-L 115.725 86.615493 
-L 124.65 86.621659 
-L 125.325 90.70389 
-L 125.775 92.342966 
-L 126.075 92.790678 
-L 126.525 92.812745 
-L 135.45 92.820684 
-L 136.125 96.902878 
-L 136.575 98.541929 
-L 136.875 98.989624 
-L 137.325 99.011687 
-L 146.25 99.021424 
-L 146.925 103.103581 
-L 147.375 104.742607 
-L 147.675 105.190285 
-L 148.125 105.212344 
-L 157.05 105.223905 
-L 157.725 109.306023 
-L 158.175 110.945024 
-L 158.475 111.392685 
-L 158.925 111.41474 
-L 167.85 111.42815 
-L 168.525 115.51023 
-L 168.975 117.149205 
-L 169.275 117.596849 
-L 169.725 117.618899 
-L 178.65 117.634186 
-L 179.325 121.716227 
-L 179.775 123.355175 
-L 180.075 123.802802 
-L 180.525 123.824848 
-L 189.45 123.842039 
-L 190.125 127.92404 
-L 190.575 129.562962 
-L 190.875 130.010571 
-L 191.325 130.032612 
-L 200.25 130.051734 
-L 200.925 134.133695 
-L 201.375 135.77259 
-L 201.675 136.220181 
-L 202.125 136.242218 
-L 211.05 136.263301 
-L 211.725 140.345221 
-L 212.175 141.984089 
-L 212.475 142.431661 
-L 212.925 142.453694 
-L 221.85 142.476766 
-L 222.525 146.558644 
-L 222.975 148.197484 
-L 223.275 148.645038 
-L 223.725 148.667066 
-L 232.65 148.692158 
-L 233.325 152.773994 
-L 233.775 154.412806 
-L 234.075 154.860341 
-L 234.525 154.882364 
-L 243.45 154.909506 
-L 244.125 158.9913 
-L 244.575 160.630082 
-L 244.875 161.077598 
-L 245.325 161.099617 
-L 254.25 161.12884 
-L 254.925 165.21059 
-L 255.375 166.849344 
-L 255.675 167.29684 
-L 256.125 167.318854 
-L 265.05 167.350191 
-L 265.725 171.431897 
-L 266.175 173.070621 
-L 266.475 173.518097 
-L 266.925 173.540106 
-L 275.85 173.573589 
-L 276.525 177.65525 
-L 276.975 179.293944 
-L 277.275 179.741401 
-L 277.725 179.763404 
-L 286.65 179.799067 
-L 287.325 183.880683 
-L 287.775 185.519346 
-L 288.075 185.966782 
-L 288.525 185.988781 
-L 297.45 186.026658 
-L 298.125 190.108228 
-L 298.575 191.74686 
-L 298.875 192.194275 
-L 299.325 192.216268 
-L 308.25 192.256395 
-L 308.925 196.337918 
-L 309.375 197.976518 
-L 309.675 198.423912 
-L 310.125 198.4459 
-L 319.05 198.488313 
-L 319.725 202.569787 
-L 320.175 204.208356 
-L 320.475 204.655729 
-L 320.925 204.677711 
-L 329.85 204.722446 
-L 330.525 208.803872 
-L 330.975 210.442408 
-L 331.275 210.889759 
-L 331.725 210.911736 
-L 340.65 210.958831 
-L 341.325 215.040208 
-L 341.775 216.678711 
-L 342.075 217.126039 
-L 342.525 217.148011 
-L 351.45 217.197505 
-L 352.125 221.278832 
-L 352.575 222.917301 
-L 352.875 223.364607 
-L 353.325 223.386572 
-L 362.25 223.438506 
-L 362.925 227.519781 
-L 363.375 229.158216 
-L 363.675 229.605499 
-L 364.125 229.627459 
-L 373.05 229.681873 
-L 373.725 233.763096 
-L 374.175 235.401496 
-L 374.475 235.848755 
-L 374.925 235.87071 
-L 383.85 235.927645 
-L 384.525 240.008815 
-L 384.975 241.647179 
-L 385.275 242.094415 
-L 385.725 242.116364 
-L 388.8 242.116364 
-L 388.8 242.116364 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#p4abea3b761)" d="M 53.925 47.957847 
-L 60.075 48.036983 
-L 60.675 51.0537 
-L 61.05 52.06505 
-L 61.275 52.271416 
-L 70.875 52.343723 
-L 71.475 55.359054 
-L 71.85 56.369531 
-L 72.075 56.575372 
-L 81.675 56.640835 
-L 82.275 59.65477 
-L 82.65 60.664368 
-L 82.875 60.86968 
-L 92.475 60.928283 
-L 93.075 63.940811 
-L 93.45 64.949522 
-L 93.675 65.154301 
-L 103.275 65.206026 
-L 103.875 68.217137 
-L 104.25 69.224955 
-L 104.475 69.429196 
-L 114.075 69.474021 
-L 114.675 72.483704 
-L 115.05 73.490621 
-L 115.275 73.694321 
-L 124.875 73.732224 
-L 125.475 76.740466 
-L 125.85 77.746476 
-L 126.075 77.949629 
-L 135.675 77.980586 
-L 136.275 80.987375 
-L 136.65 81.992469 
-L 136.875 82.195072 
-L 146.475 82.219055 
-L 147.075 85.224379 
-L 147.45 86.228549 
-L 147.675 86.430596 
-L 157.275 86.447577 
-L 157.875 89.451423 
-L 158.25 90.454661 
-L 158.475 90.656147 
-L 168.075 90.666095 
-L 168.675 93.66845 
-L 169.05 94.670746 
-L 169.275 94.871666 
-L 178.875 94.874549 
-L 179.475 97.875398 
-L 179.85 98.876745 
-L 180.075 99.077093 
-L 189.675 99.077093 
-L 190.275 102.072267 
-L 190.65 103.072654 
-L 190.875 103.272426 
-L 200.475 103.272426 
-L 201.075 106.259033 
-L 201.45 107.258452 
-L 201.675 107.457641 
-L 211.275 107.457641 
-L 211.95 110.696991 
-L 212.325 111.535655 
-L 212.55 111.632669 
-L 222.075 111.632669 
-L 222.75 114.863146 
-L 223.125 115.70082 
-L 223.35 115.797437 
-L 232.875 115.797437 
-L 233.55 119.01898 
-L 233.925 119.855655 
-L 234.15 119.951871 
-L 243.675 119.951871 
-L 244.35 123.164418 
-L 244.725 124.000082 
-L 244.95 124.095893 
-L 254.475 124.095893 
-L 255.225 127.53028 
-L 255.525 128.134021 
-L 255.75 128.229423 
-L 265.275 128.229423 
-L 266.025 131.654474 
-L 266.325 132.257388 
-L 266.55 132.352376 
-L 276.075 132.352376 
-L 276.825 135.76802 
-L 277.125 136.370097 
-L 277.35 136.464667 
-L 286.875 136.464667 
-L 287.7 140.070235 
-L 288 140.537124 
-L 288.375 140.566206 
-L 297.675 140.566206 
-L 298.5 144.162001 
-L 298.8 144.628034 
-L 299.175 144.656901 
-L 308.475 144.656901 
-L 309.3 148.242841 
-L 309.6 148.708007 
-L 309.975 148.736658 
-L 319.275 148.736658 
-L 320.175 152.479397 
-L 320.475 152.805378 
-L 330.075 152.805378 
-L 330.975 156.537868 
-L 331.275 156.862961 
-L 340.875 156.862961 
-L 341.775 160.585109 
-L 342.075 160.909303 
-L 351.675 160.909303 
-L 352.65 164.753973 
-L 352.875 164.944297 
-L 362.475 164.944297 
-L 363.45 168.778202 
-L 363.675 168.967834 
-L 373.275 168.967834 
-L 374.25 172.790869 
-L 374.475 172.979801 
-L 384.075 172.979801 
-L 385.125 176.889988 
-L 385.35 176.980082 
-L 388.8 176.980082 
-L 388.8 176.980082 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_16">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_17"/>
-    <g id="text_16">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_18">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_19"/>
-    <g id="text_17">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p4abea3b761">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hs_melting_icon.svg b/python_scripts /plots/model_hs_melting_icon.svg
deleted file mode 100644
index 5a93d4aa6d2ea138b095c3356a27058cbe2f73d1..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hs_melting_icon.svg	
+++ /dev/null
@@ -1,832 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m2a7d4091f0" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m2a7d4091f0" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m2a7d4091f0" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m2a7d4091f0" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m2a7d4091f0" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m2a7d4091f0" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m2a7d4091f0" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m2a7d4091f0" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mdcf4fa2669" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdcf4fa2669" y="222.349091"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −0.04 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(16.354687 226.14831)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdcf4fa2669" y="182.814545"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −0.02 -->
-      <g transform="translate(16.354687 186.613764)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdcf4fa2669" y="143.28"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0.00 -->
-      <g transform="translate(24.734375 147.079219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdcf4fa2669" y="103.745455"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 0.02 -->
-      <g transform="translate(24.734375 107.544673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdcf4fa2669" y="64.210909"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0.04 -->
-      <g transform="translate(24.734375 68.010128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- hs [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(10.275 159.414375)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-115"/>
-      <use x="115.478516" xlink:href="#DejaVuSans-32"/>
-      <use x="147.265625" xlink:href="#DejaVuSans-91"/>
-      <use x="186.279297" xlink:href="#DejaVuSans-109"/>
-      <use x="283.691406" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#p5a6e067204)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p5a6e067204)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p5a6e067204">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_hs_melting_snow.svg b/python_scripts /plots/model_hs_melting_snow.svg
deleted file mode 100644
index baeddaaa66b33891f76afca0e35fd89f556c83ad..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_hs_melting_snow.svg	
+++ /dev/null
@@ -1,1200 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m11bda90498" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m11bda90498" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m11bda90498" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m11bda90498" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m11bda90498" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m11bda90498" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m11bda90498" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m11bda90498" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mf25d09aa21" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mf25d09aa21" y="229.764554"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 0.70 -->
-      <defs>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(24.734375 233.563773)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-55"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mf25d09aa21" y="198.877735"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 0.75 -->
-      <g transform="translate(24.734375 202.676953)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-55"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mf25d09aa21" y="167.990915"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0.80 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(24.734375 171.790134)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-56"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mf25d09aa21" y="137.104095"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 0.85 -->
-      <g transform="translate(24.734375 140.903314)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-56"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mf25d09aa21" y="106.217276"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0.90 -->
-      <defs>
-       <path d="M 10.984375 1.515625 
-L 10.984375 10.5 
-Q 14.703125 8.734375 18.5 7.8125 
-Q 22.3125 6.890625 25.984375 6.890625 
-Q 35.75 6.890625 40.890625 13.453125 
-Q 46.046875 20.015625 46.78125 33.40625 
-Q 43.953125 29.203125 39.59375 26.953125 
-Q 35.25 24.703125 29.984375 24.703125 
-Q 19.046875 24.703125 12.671875 31.3125 
-Q 6.296875 37.9375 6.296875 49.421875 
-Q 6.296875 60.640625 12.9375 67.421875 
-Q 19.578125 74.21875 30.609375 74.21875 
-Q 43.265625 74.21875 49.921875 64.515625 
-Q 56.59375 54.828125 56.59375 36.375 
-Q 56.59375 19.140625 48.40625 8.859375 
-Q 40.234375 -1.421875 26.421875 -1.421875 
-Q 22.703125 -1.421875 18.890625 -0.6875 
-Q 15.09375 0.046875 10.984375 1.515625 
-z
-M 30.609375 32.421875 
-Q 37.25 32.421875 41.125 36.953125 
-Q 45.015625 41.5 45.015625 49.421875 
-Q 45.015625 57.28125 41.125 61.84375 
-Q 37.25 66.40625 30.609375 66.40625 
-Q 23.96875 66.40625 20.09375 61.84375 
-Q 16.21875 57.28125 16.21875 49.421875 
-Q 16.21875 41.5 20.09375 36.953125 
-Q 23.96875 32.421875 30.609375 32.421875 
-z
-" id="DejaVuSans-57"/>
-      </defs>
-      <g transform="translate(24.734375 110.016494)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-57"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mf25d09aa21" y="75.330456"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 0.95 -->
-      <g transform="translate(24.734375 79.129675)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-57"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mf25d09aa21" y="44.443636"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 1.00 -->
-      <g transform="translate(24.734375 48.242855)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_16">
-     <!-- hs [m] -->
-     <defs>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-104"/>
-     </defs>
-     <g transform="translate(18.654687 159.414375)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-104"/>
-      <use x="63.378906" xlink:href="#DejaVuSans-115"/>
-      <use x="115.478516" xlink:href="#DejaVuSans-32"/>
-      <use x="147.265625" xlink:href="#DejaVuSans-91"/>
-      <use x="186.279297" xlink:href="#DejaVuSans-109"/>
-      <use x="283.691406" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#pbc801abdee)" d="M 53.925 55.546395 
-L 60.075 55.546395 
-L 60.225 56.49728 
-L 60.75 60.118564 
-L 61.125 61.402853 
-L 61.35 61.555289 
-L 70.875 61.555289 
-L 71.025 62.506795 
-L 71.55 66.128069 
-L 71.925 67.412351 
-L 72.15 67.564784 
-L 81.675 67.564784 
-L 81.825 68.516915 
-L 82.35 72.138179 
-L 82.725 73.422453 
-L 82.95 73.574884 
-L 92.475 73.574884 
-L 92.625 74.527643 
-L 93.15 78.148896 
-L 93.525 79.433164 
-L 93.75 79.585591 
-L 103.275 79.585591 
-L 103.425 80.538981 
-L 103.95 84.160225 
-L 104.325 85.444485 
-L 104.55 85.596909 
-L 114.075 85.596909 
-L 114.225 86.550934 
-L 114.75 90.172167 
-L 115.125 91.45642 
-L 115.35 91.608841 
-L 124.875 91.608841 
-L 125.025 92.563504 
-L 125.55 96.184727 
-L 125.925 97.468972 
-L 126.15 97.621391 
-L 135.675 97.621391 
-L 135.825 98.576694 
-L 136.35 102.197906 
-L 136.725 103.482144 
-L 136.95 103.63456 
-L 146.475 103.63456 
-L 146.625 104.590508 
-L 147.15 108.21171 
-L 147.525 109.49594 
-L 147.75 109.648353 
-L 157.275 109.648353 
-L 157.425 110.604948 
-L 157.95 114.22614 
-L 158.325 115.510363 
-L 158.55 115.662773 
-L 168.075 115.662773 
-L 168.225 116.620019 
-L 168.75 120.2412 
-L 169.125 121.525415 
-L 169.35 121.677822 
-L 178.875 121.677822 
-L 179.025 122.635723 
-L 179.55 126.256893 
-L 179.925 127.541101 
-L 180.15 127.693505 
-L 189.675 127.693505 
-L 189.825 128.652064 
-L 190.35 132.273224 
-L 190.725 133.557424 
-L 190.95 133.709824 
-L 200.475 133.709824 
-L 200.625 134.669044 
-L 201.15 138.290194 
-L 201.525 139.574386 
-L 201.75 139.726784 
-L 211.275 139.726784 
-L 211.425 140.686669 
-L 211.95 144.307807 
-L 212.325 145.591992 
-L 212.55 145.744386 
-L 222.075 145.744386 
-L 222.225 146.704939 
-L 222.75 150.326067 
-L 223.125 151.610244 
-L 223.35 151.762635 
-L 232.875 151.762635 
-L 233.025 152.72386 
-L 233.55 156.344977 
-L 233.925 157.629146 
-L 234.15 157.781535 
-L 243.675 157.781535 
-L 243.825 158.743435 
-L 244.35 162.364541 
-L 244.725 163.648702 
-L 244.95 163.801087 
-L 254.475 163.801087 
-L 254.625 164.763667 
-L 255.15 168.384762 
-L 255.525 169.668915 
-L 255.75 169.821297 
-L 265.275 169.821297 
-L 265.425 170.784559 
-L 265.95 174.405643 
-L 266.325 175.689789 
-L 266.55 175.842167 
-L 276.075 175.842167 
-L 276.225 176.806116 
-L 276.75 180.427188 
-L 277.125 181.711326 
-L 277.35 181.863702 
-L 286.875 181.863702 
-L 287.025 182.82834 
-L 287.55 186.449402 
-L 287.925 187.733531 
-L 288.15 187.885904 
-L 297.675 187.885904 
-L 297.825 188.851236 
-L 298.35 192.472286 
-L 298.725 193.756408 
-L 298.95 193.908777 
-L 308.475 193.908777 
-L 308.625 194.874806 
-L 309.15 198.495845 
-L 309.525 199.779959 
-L 309.75 199.932325 
-L 319.275 199.932325 
-L 319.425 200.899055 
-L 319.95 204.520083 
-L 320.325 205.804188 
-L 320.55 205.956551 
-L 330.075 205.956551 
-L 330.225 206.923987 
-L 330.75 210.545003 
-L 331.125 211.8291 
-L 331.35 211.981459 
-L 340.875 211.981459 
-L 341.025 212.949604 
-L 341.55 216.570608 
-L 341.925 217.854697 
-L 342.15 218.007053 
-L 351.675 218.007053 
-L 351.825 218.975911 
-L 352.35 222.596904 
-L 352.725 223.880984 
-L 352.95 224.033337 
-L 362.475 224.033337 
-L 362.625 225.002911 
-L 363.15 228.623892 
-L 363.525 229.907965 
-L 363.75 230.060314 
-L 373.275 230.060314 
-L 373.425 231.030609 
-L 373.95 234.651578 
-L 374.325 235.935642 
-L 374.55 236.087988 
-L 384.075 236.087988 
-L 384.225 237.059007 
-L 384.75 240.679965 
-L 385.125 241.964021 
-L 385.35 242.116364 
-L 388.8 242.116364 
-L 388.8 242.116364 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_16">
-    <path clip-path="url(#pbc801abdee)" d="M 53.925 55.13216 
-L 60.15 55.209731 
-L 60.675 59.025133 
-L 61.05 60.506835 
-L 61.275 60.789115 
-L 70.95 60.8671 
-L 71.475 64.682171 
-L 71.85 66.163634 
-L 72.075 66.445772 
-L 81.75 66.524175 
-L 82.275 70.338911 
-L 82.65 71.820134 
-L 82.875 72.102126 
-L 92.55 72.180953 
-L 93.075 75.99535 
-L 93.45 77.476329 
-L 93.675 77.758176 
-L 103.35 77.837431 
-L 103.875 81.651485 
-L 104.25 83.132218 
-L 104.475 83.413917 
-L 114.15 83.493604 
-L 114.675 87.307311 
-L 115.05 88.787796 
-L 115.275 89.069345 
-L 124.95 89.149469 
-L 125.475 92.962827 
-L 125.85 94.44306 
-L 126.075 94.724458 
-L 135.75 94.805024 
-L 136.275 98.618027 
-L 136.65 100.098006 
-L 136.875 100.379251 
-L 146.55 100.460263 
-L 147.075 104.272908 
-L 147.45 105.75263 
-L 147.675 106.03372 
-L 157.35 106.115184 
-L 157.875 109.927467 
-L 158.25 111.406929 
-L 158.475 111.687863 
-L 168.15 111.769783 
-L 168.675 115.5817 
-L 169.05 117.060898 
-L 169.275 117.341674 
-L 178.95 117.424056 
-L 179.475 121.235602 
-L 179.85 122.714535 
-L 180.075 122.995151 
-L 189.75 123.077999 
-L 190.275 126.889171 
-L 190.65 128.367834 
-L 190.875 128.648288 
-L 200.55 128.731608 
-L 201.075 132.542401 
-L 201.45 134.020792 
-L 201.675 134.301083 
-L 211.35 134.384879 
-L 211.875 138.195289 
-L 212.25 139.673405 
-L 212.475 139.95353 
-L 222.15 140.037809 
-L 222.675 143.84783 
-L 223.05 145.325668 
-L 223.275 145.605625 
-L 232.95 145.690392 
-L 233.475 149.500021 
-L 233.85 150.977577 
-L 234.075 151.257365 
-L 243.75 151.342625 
-L 244.275 155.151858 
-L 244.65 156.629128 
-L 244.875 156.908745 
-L 254.55 156.994504 
-L 255.075 160.803334 
-L 255.45 162.280316 
-L 255.675 162.559759 
-L 265.35 162.646023 
-L 265.875 166.454447 
-L 266.25 167.931137 
-L 266.475 168.210405 
-L 276.15 168.297179 
-L 276.675 172.105192 
-L 277.05 173.581586 
-L 277.275 173.860676 
-L 286.95 173.947967 
-L 287.475 177.755564 
-L 287.85 179.231659 
-L 288.075 179.510569 
-L 297.75 179.598382 
-L 298.275 183.405558 
-L 298.65 184.88135 
-L 298.875 185.160079 
-L 308.55 185.24842 
-L 309.075 189.055169 
-L 309.45 190.530655 
-L 309.675 190.809199 
-L 319.35 190.898076 
-L 319.875 194.704393 
-L 320.25 196.179569 
-L 320.475 196.457927 
-L 330.15 196.547345 
-L 330.675 200.353225 
-L 331.05 201.828087 
-L 331.275 202.106255 
-L 340.95 202.196221 
-L 341.475 206.001659 
-L 341.85 207.476203 
-L 342.075 207.75418 
-L 351.75 207.8447 
-L 352.275 211.64969 
-L 352.65 213.123912 
-L 352.875 213.401696 
-L 362.55 213.492777 
-L 363.075 217.297314 
-L 363.45 218.771209 
-L 363.675 219.048797 
-L 373.35 219.140446 
-L 373.875 222.944523 
-L 374.25 224.418089 
-L 374.475 224.695478 
-L 384.15 224.787702 
-L 384.675 228.591314 
-L 385.05 230.064545 
-L 385.275 230.341734 
-L 388.8 230.341734 
-L 388.8 230.341734 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_17">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_19">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_20"/>
-    <g id="text_18">
-     <!-- Winton -->
-     <defs>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-     </defs>
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pbc801abdee">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qbot_abbot.svg b/python_scripts /plots/model_qbot_abbot.svg
deleted file mode 100644
index 99cfb41ba4abf7751e0145e7d02bda618609a888..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qbot_abbot.svg	
+++ /dev/null
@@ -1,1622 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="me4184410eb" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#me4184410eb" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#me4184410eb" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#me4184410eb" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#me4184410eb" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#me4184410eb" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#me4184410eb" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#me4184410eb" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="ma570e7612b" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma570e7612b" y="212.696234"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −80 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(25.895312 216.495453)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-56"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma570e7612b" y="170.633085"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −60 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(25.895312 174.432303)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-54"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma570e7612b" y="128.569935"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- −40 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(25.895312 132.369154)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-52"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma570e7612b" y="86.506786"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- −20 -->
-      <g transform="translate(25.895312 90.306005)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-50"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#ma570e7612b" y="44.443636"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0 -->
-      <g transform="translate(40.6375 48.242855)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- Qbot [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-     </defs>
-     <g transform="translate(19.815625 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-98"/>
-      <use transform="translate(142.1875 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(203.369141 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="LineCollection_1">
-    <path clip-path="url(#p9398ef438c)" d="M 43.2 44.443636 
-L 388.8 44.443636 
-" style="fill:none;stroke:#000000;"/>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#p9398ef438c)" d="M 53.925 239.80062 
-L 54.075 239.761937 
-L 54.3 239.41189 
-L 54.6 238.410822 
-L 55.05 235.835739 
-L 55.65 230.708076 
-L 56.625 219.884733 
-L 57.9 206.186996 
-L 58.5 201.775433 
-L 58.95 199.782783 
-L 59.25 199.153096 
-L 59.475 199.060635 
-L 59.7 199.294816 
-L 60 200.1067 
-L 60.375 201.887494 
-L 60.9 205.655441 
-L 61.65 212.971678 
-L 63.525 232.340501 
-L 64.05 235.63309 
-L 64.425 236.961866 
-L 64.725 237.35015 
-L 64.875 237.313 
-L 65.1 236.967973 
-L 65.4 235.978581 
-L 65.775 233.938553 
-L 66.3 229.777198 
-L 67.125 221.110426 
-L 68.775 203.45398 
-L 69.375 199.3218 
-L 69.825 197.555138 
-L 70.125 197.076067 
-L 70.35 197.093615 
-L 70.575 197.433422 
-L 70.875 198.376584 
-L 71.325 200.779035 
-L 71.925 205.564118 
-L 72.825 214.935632 
-L 74.175 228.82629 
-L 74.775 232.919767 
-L 75.225 234.609217 
-L 75.525 234.996162 
-L 75.675 234.960443 
-L 75.9 234.620183 
-L 76.2 233.641946 
-L 76.575 231.623208 
-L 77.1 227.503867 
-L 77.925 218.92421 
-L 79.575 201.451193 
-L 80.175 197.364165 
-L 80.625 195.617829 
-L 80.925 195.145103 
-L 81.15 195.163515 
-L 81.375 195.500861 
-L 81.675 196.435723 
-L 82.125 198.815767 
-L 82.725 203.555589 
-L 83.625 212.839971 
-L 84.975 226.608719 
-L 85.575 230.669276 
-L 86.025 232.346759 
-L 86.325 232.732333 
-L 86.475 232.697953 
-L 86.7 232.362227 
-L 87 231.394664 
-L 87.375 229.396351 
-L 87.9 225.317381 
-L 88.725 216.821518 
-L 90.375 199.525002 
-L 90.975 195.481393 
-L 91.425 193.75457 
-L 91.725 193.287909 
-L 91.95 193.307112 
-L 92.175 193.642046 
-L 92.475 194.568852 
-L 92.925 196.927207 
-L 93.525 201.623268 
-L 94.425 210.823427 
-L 95.775 224.474262 
-L 96.375 228.50291 
-L 96.825 230.168736 
-L 97.125 230.552912 
-L 97.275 230.519787 
-L 97.5 230.188381 
-L 97.8 229.231045 
-L 98.175 227.252353 
-L 98.7 223.212223 
-L 99.525 214.79705 
-L 101.1 198.29183 
-L 101.7 194.066689 
-L 102.15 192.16201 
-L 102.45 191.562977 
-L 102.675 191.478226 
-L 102.9 191.706995 
-L 103.2 192.491699 
-L 103.575 194.208287 
-L 104.1 197.837374 
-L 104.85 204.885706 
-L 106.8 224.131461 
-L 107.325 227.105704 
-L 107.7 228.221 
-L 107.925 228.452655 
-L 108.075 228.42071 
-L 108.3 228.093426 
-L 108.6 227.145902 
-L 108.975 225.186082 
-L 109.5 221.18336 
-L 110.325 212.845972 
-L 111.9 196.498569 
-L 112.5 192.315775 
-L 112.95 190.431015 
-L 113.25 189.838865 
-L 113.475 189.755785 
-L 113.7 189.983227 
-L 114 190.761597 
-L 114.375 192.463355 
-L 114.9 196.060471 
-L 115.65 203.047191 
-L 117.6 222.134982 
-L 118.125 225.087478 
-L 118.5 226.195737 
-L 118.725 226.426771 
-L 118.95 226.32497 
-L 119.175 225.891663 
-L 119.475 224.812338 
-L 119.925 222.196349 
-L 120.525 217.164071 
-L 121.575 206.005625 
-L 122.7 194.768802 
-L 123.3 190.626864 
-L 123.75 188.761299 
-L 124.05 188.175764 
-L 124.275 188.094269 
-L 124.5 188.320396 
-L 124.8 189.092601 
-L 125.175 190.779966 
-L 125.7 194.34609 
-L 126.45 201.273108 
-L 128.4 220.207745 
-L 128.925 223.139099 
-L 129.3 224.240476 
-L 129.525 224.470868 
-L 129.75 224.371074 
-L 129.975 223.942412 
-L 130.275 222.873281 
-L 130.725 220.280641 
-L 131.325 215.29239 
-L 132.375 204.232625 
-L 133.5 193.098806 
-L 134.1 188.996324 
-L 134.55 187.149276 
-L 134.85 186.570103 
-L 135.075 186.490114 
-L 135.3 186.71494 
-L 135.6 187.481141 
-L 135.975 189.154529 
-L 136.5 192.690587 
-L 137.25 199.559709 
-L 139.2 218.345747 
-L 139.725 221.256537 
-L 140.1 222.351184 
-L 140.325 222.580913 
-L 140.55 222.483024 
-L 140.775 222.05882 
-L 141.075 220.999511 
-L 141.525 218.429411 
-L 142.125 213.483705 
-L 143.175 202.519364 
-L 144.3 191.485158 
-L 144.9 187.420815 
-L 145.35 185.591646 
-L 145.65 185.018599 
-L 145.875 184.940042 
-L 146.1 185.163583 
-L 146.4 185.923933 
-L 146.775 187.58374 
-L 147.3 191.090612 
-L 148.05 197.90355 
-L 150 216.545307 
-L 150.525 219.436082 
-L 150.9 220.524145 
-L 151.125 220.753195 
-L 151.35 220.657117 
-L 151.575 220.237199 
-L 151.875 219.187363 
-L 152.325 216.639039 
-L 152.925 211.734486 
-L 153.975 200.862499 
-L 155.1 189.924707 
-L 155.7 185.89726 
-L 156.15 184.08537 
-L 156.45 183.518229 
-L 156.675 183.441036 
-L 156.9 183.663307 
-L 157.2 184.417955 
-L 157.575 186.064555 
-L 158.1 189.543077 
-L 158.85 196.301456 
-L 160.8 214.803031 
-L 161.325 217.674315 
-L 161.7 218.755937 
-L 161.925 218.984295 
-L 162.15 218.889939 
-L 162.375 218.474144 
-L 162.675 217.433453 
-L 163.125 214.90619 
-L 163.725 210.041475 
-L 164.775 199.258942 
-L 165.9 188.414544 
-L 166.5 184.422822 
-L 166.95 182.627646 
-L 167.25 182.066203 
-L 167.475 181.990311 
-L 167.7 182.211327 
-L 168 182.960414 
-L 168.375 184.594168 
-L 168.9 188.045132 
-L 169.65 194.750495 
-L 171.6 213.115785 
-L 172.125 215.968079 
-L 172.5 217.043396 
-L 172.725 217.27105 
-L 172.95 217.178335 
-L 173.175 216.766512 
-L 173.475 215.734657 
-L 173.925 213.227779 
-L 174.525 208.401661 
-L 175.575 197.705844 
-L 176.7 186.951983 
-L 177.3 182.994877 
-L 177.75 181.215881 
-L 178.05 180.659941 
-L 178.275 180.58529 
-L 178.5 180.805069 
-L 178.8 181.548731 
-L 179.175 183.169979 
-L 179.7 186.594142 
-L 180.45 193.247956 
-L 182.4 211.480668 
-L 182.925 214.31445 
-L 183.3 215.383594 
-L 183.525 215.610537 
-L 183.75 215.519387 
-L 183.975 215.111394 
-L 184.275 214.088084 
-L 184.725 211.600952 
-L 185.325 206.812257 
-L 186.375 196.200562 
-L 187.5 185.534534 
-L 188.1 181.610995 
-L 188.55 179.847675 
-L 188.85 179.297054 
-L 189.075 179.22359 
-L 189.3 179.442148 
-L 189.6 180.180514 
-L 189.975 181.789583 
-L 190.5 185.187664 
-L 191.25 191.791327 
-L 193.2 209.894993 
-L 193.725 212.71072 
-L 194.1 213.773819 
-L 194.325 214.000044 
-L 194.55 213.910388 
-L 194.775 213.50609 
-L 195.075 212.491052 
-L 195.525 210.023063 
-L 196.125 205.270679 
-L 197.175 194.740647 
-L 198.3 184.159888 
-L 198.9 180.268923 
-L 199.35 178.520801 
-L 199.65 177.975326 
-L 199.875 177.902997 
-L 200.1 178.12035 
-L 200.4 178.853546 
-L 200.775 180.450747 
-L 201.3 183.823434 
-L 202.05 190.378276 
-L 204 208.356263 
-L 204.525 211.154373 
-L 204.9 212.211552 
-L 205.125 212.437052 
-L 205.35 212.348824 
-L 205.575 211.948096 
-L 205.875 210.94107 
-L 206.325 208.491653 
-L 206.925 203.774527 
-L 208.05 192.552241 
-L 209.1 182.8259 
-L 209.7 178.966565 
-L 210.15 177.233189 
-L 210.45 176.692695 
-L 210.675 176.621455 
-L 210.9 176.83762 
-L 211.2 177.565766 
-L 211.575 179.151397 
-L 212.1 182.499344 
-L 212.85 189.006636 
-L 214.8 206.862157 
-L 215.325 209.643069 
-L 215.7 210.694447 
-L 215.925 210.919219 
-L 216.15 210.832358 
-L 216.375 210.435081 
-L 216.675 209.435823 
-L 217.125 207.004436 
-L 217.725 202.321567 
-L 218.85 191.182196 
-L 219.9 181.530573 
-L 220.5 177.701973 
-L 220.95 175.982914 
-L 221.25 175.447246 
-L 221.475 175.377049 
-L 221.7 175.592042 
-L 222 176.315254 
-L 222.375 177.889601 
-L 222.9 181.213433 
-L 223.65 187.674389 
-L 225.6 205.410514 
-L 226.125 208.17463 
-L 226.5 209.220323 
-L 226.725 209.444364 
-L 226.95 209.358812 
-L 227.175 208.964874 
-L 227.475 207.973151 
-L 227.925 205.55928 
-L 228.525 200.909719 
-L 229.65 189.850995 
-L 230.7 180.272048 
-L 231.3 176.47333 
-L 231.75 174.76818 
-L 232.05 174.237192 
-L 232.275 174.167996 
-L 232.5 174.381834 
-L 232.8 175.100222 
-L 233.175 176.663557 
-L 233.7 179.963875 
-L 234.45 186.379652 
-L 236.4 203.999317 
-L 236.925 206.747022 
-L 237.3 207.787143 
-L 237.525 208.010451 
-L 237.75 207.926155 
-L 237.975 207.53545 
-L 238.275 206.551043 
-L 238.725 204.154199 
-L 239.325 199.53704 
-L 240.45 188.556806 
-L 241.5 179.048587 
-L 242.1 175.278941 
-L 242.55 173.587311 
-L 242.85 173.060863 
-L 243.075 172.992629 
-L 243.3 173.205329 
-L 243.6 173.919 
-L 243.975 175.471585 
-L 244.5 178.748961 
-L 245.25 185.12067 
-L 247.2 202.626684 
-L 247.725 205.358348 
-L 248.1 206.393004 
-L 248.325 206.615579 
-L 248.55 206.532488 
-L 248.775 206.144915 
-L 249.075 205.167615 
-L 249.525 202.787334 
-L 250.125 198.201716 
-L 251.25 187.297914 
-L 252.3 177.858568 
-L 252.9 174.11722 
-L 253.35 172.438742 
-L 253.65 171.916702 
-L 253.875 171.849393 
-L 254.1 172.06097 
-L 254.4 172.770028 
-L 254.775 174.312114 
-L 255.3 177.567098 
-L 256.05 183.895798 
-L 258 201.290852 
-L 258.525 204.006831 
-L 258.9 205.036128 
-L 259.125 205.25797 
-L 259.35 205.176036 
-L 259.575 204.791501 
-L 259.875 203.821109 
-L 260.325 201.456949 
-L 260.925 196.90205 
-L 262.05 186.072717 
-L 263.1 176.700473 
-L 263.7 172.986685 
-L 264.15 171.321006 
-L 264.45 170.803249 
-L 264.675 170.736829 
-L 264.9 170.947301 
-L 265.2 171.651844 
-L 265.575 173.183673 
-L 266.1 176.416789 
-L 266.85 182.703499 
-L 268.8 199.990172 
-L 269.325 202.690807 
-L 269.7 203.714848 
-L 269.925 203.935958 
-L 270.15 203.855136 
-L 270.375 203.473549 
-L 270.675 202.509876 
-L 271.125 200.161414 
-L 271.725 195.636451 
-L 272.85 184.879713 
-L 273.9 175.572877 
-L 274.5 171.885945 
-L 274.95 170.232731 
-L 275.25 169.719136 
-L 275.475 169.653574 
-L 275.7 169.862956 
-L 276 170.563079 
-L 276.375 172.084882 
-L 276.9 175.296637 
-L 277.65 181.542332 
-L 279.6 198.723098 
-L 280.125 201.408718 
-L 280.5 202.4276 
-L 280.725 202.64798 
-L 280.95 202.568228 
-L 281.175 202.189503 
-L 281.475 201.232369 
-L 281.925 198.899204 
-L 282.525 194.403428 
-L 283.65 183.717491 
-L 284.7 174.474447 
-L 285.3 170.813698 
-L 285.75 169.172627 
-L 286.05 168.663081 
-L 286.275 168.598345 
-L 286.5 168.806653 
-L 286.8 169.502449 
-L 287.175 171.014448 
-L 287.7 174.205326 
-L 288.45 180.410942 
-L 290.4 197.488177 
-L 290.925 200.159099 
-L 291.3 201.172918 
-L 291.525 201.39257 
-L 291.75 201.313848 
-L 291.975 200.937904 
-L 292.275 199.987138 
-L 292.725 197.668884 
-L 293.325 193.201579 
-L 294.45 182.584729 
-L 295.5 173.403929 
-L 296.1 169.768718 
-L 296.55 168.139484 
-L 296.85 167.633879 
-L 297.075 167.56994 
-L 297.3 167.777189 
-L 297.6 168.468746 
-L 297.975 169.971156 
-L 298.5 173.141623 
-L 299.25 179.308059 
-L 301.2 196.284045 
-L 301.725 198.940573 
-L 302.1 199.949422 
-L 302.325 200.168348 
-L 302.55 200.090619 
-L 302.775 199.717379 
-L 303.075 198.772816 
-L 303.525 196.469107 
-L 304.125 192.029588 
-L 305.25 181.480183 
-L 306.3 172.360143 
-L 306.9 168.749854 
-L 307.35 167.132164 
-L 307.65 166.630395 
-L 307.875 166.567225 
-L 308.1 166.773431 
-L 308.4 167.460837 
-L 308.775 168.953863 
-L 309.3 172.104366 
-L 310.05 178.232487 
-L 312 195.109418 
-L 312.525 197.751846 
-L 312.9 198.755814 
-L 313.125 198.974017 
-L 313.35 198.897246 
-L 313.575 198.526635 
-L 313.875 197.58812 
-L 314.325 195.298604 
-L 314.925 190.886215 
-L 316.05 180.40268 
-L 317.1 171.341979 
-L 317.7 167.756021 
-L 318.15 166.149596 
-L 318.45 165.651564 
-L 318.675 165.589137 
-L 318.9 165.794315 
-L 319.2 166.477651 
-L 319.575 167.961491 
-L 320.1 171.092463 
-L 320.85 177.183098 
-L 322.8 193.963085 
-L 323.325 196.591696 
-L 323.7 197.590871 
-L 323.925 197.808355 
-L 324.15 197.732508 
-L 324.375 197.364457 
-L 324.675 196.431839 
-L 325.125 194.156179 
-L 325.725 189.770292 
-L 326.85 179.351118 
-L 327.9 170.348392 
-L 328.5 166.786199 
-L 328.95 165.190768 
-L 329.25 164.69638 
-L 329.475 164.634671 
-L 329.7 164.838836 
-L 330 165.518182 
-L 330.375 166.993028 
-L 330.9 170.104882 
-L 331.65 176.158832 
-L 333.6 192.843907 
-L 334.125 195.458974 
-L 334.5 196.45344 
-L 334.725 196.670209 
-L 334.95 196.595254 
-L 335.175 196.229695 
-L 335.475 195.302832 
-L 335.925 193.040705 
-L 336.525 188.680716 
-L 337.65 178.324454 
-L 338.7 169.378394 
-L 339.3 165.839422 
-L 339.75 164.254729 
-L 340.05 163.763893 
-L 340.275 163.702879 
-L 340.5 163.906045 
-L 340.8 164.581479 
-L 341.175 166.047516 
-L 341.7 169.140651 
-L 342.45 175.158686 
-L 344.4 191.750806 
-L 344.925 194.352593 
-L 345.3 195.342432 
-L 345.525 195.55849 
-L 345.75 195.484398 
-L 345.975 195.121267 
-L 346.275 194.200022 
-L 346.725 191.951119 
-L 347.325 187.616449 
-L 348.45 177.321707 
-L 349.5 168.431056 
-L 350.1 164.914782 
-L 350.55 163.340579 
-L 350.85 162.853209 
-L 351.075 162.792867 
-L 351.3 162.995049 
-L 351.6 163.666645 
-L 351.975 165.124051 
-L 352.5 168.198853 
-L 353.25 174.181714 
-L 355.2 190.682766 
-L 355.725 193.271528 
-L 356.1 194.256819 
-L 356.325 194.472171 
-L 356.55 194.398912 
-L 356.775 194.038148 
-L 357.075 193.122389 
-L 357.525 190.886413 
-L 358.125 186.576506 
-L 359.25 176.341947 
-L 360.3 167.505495 
-L 360.9 164.011418 
-L 361.35 162.447468 
-L 361.65 161.96348 
-L 361.875 161.90379 
-L 362.1 162.105001 
-L 362.4 162.772833 
-L 362.775 164.221778 
-L 363.3 167.278618 
-L 364.05 173.227021 
-L 366 189.638825 
-L 366.525 192.214808 
-L 366.9 193.195629 
-L 367.125 193.410278 
-L 367.35 193.337826 
-L 367.575 192.979371 
-L 367.875 192.068972 
-L 368.325 189.845638 
-L 368.925 185.559958 
-L 370.05 175.384295 
-L 371.1 166.600879 
-L 371.7 163.128517 
-L 372.15 161.574591 
-L 372.45 161.093906 
-L 372.675 161.034847 
-L 372.9 161.235102 
-L 373.2 161.899238 
-L 373.575 163.339889 
-L 374.1 166.379126 
-L 374.85 172.293761 
-L 376.8 188.618072 
-L 377.325 191.181514 
-L 377.7 192.157939 
-L 377.925 192.371892 
-L 378.15 192.300221 
-L 378.375 191.944017 
-L 378.675 191.038858 
-L 379.125 188.827891 
-L 379.725 184.565925 
-L 380.85 174.447919 
-L 381.9 165.71642 
-L 382.5 162.265307 
-L 382.95 160.721186 
-L 383.25 160.243728 
-L 383.475 160.185281 
-L 383.7 160.384593 
-L 384 161.045103 
-L 384.375 162.477619 
-L 384.9 165.499599 
-L 385.65 171.381131 
-L 387.6 187.619645 
-L 388.125 190.170776 
-L 388.5 191.142879 
-L 388.725 191.356139 
-L 388.8 191.364139 
-L 388.8 191.364139 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p9398ef438c)" d="M 53.925 66.522716 
-L 55.275 69.069931 
-L 57 72.846316 
-L 59.625 79.214848 
-L 63 87.937786 
-L 65.55 95.163347 
-L 71.25 111.640641 
-L 75.45 122.512475 
-L 79.875 133.679187 
-L 81.9 138.10883 
-L 84.375 142.931943 
-L 90.375 154.014325 
-L 92.175 156.803893 
-L 94.125 159.40952 
-L 101.1 168.034341 
-L 102.825 169.78102 
-L 104.7 171.346926 
-L 113.55 178.036016 
-L 115.425 178.945197 
-L 119.85 180.979208 
-L 123.225 182.637564 
-L 124.95 183.207772 
-L 127.5 183.767642 
-L 129.975 184.395427 
-L 135 185.826035 
-L 137.025 186.03764 
-L 140.55 186.375014 
-L 146.625 187.261755 
-L 152.925 187.437081 
-L 156.15 187.714176 
-L 158.25 187.637251 
-L 162.225 187.437221 
-L 168.825 187.4791 
-L 173.25 187.109857 
-L 179.475 186.95762 
-L 184.2 186.46603 
-L 190.2 186.194762 
-L 195.15 185.622435 
-L 200.925 185.283885 
-L 206.1 184.654531 
-L 211.65 184.281699 
-L 217.05 183.612124 
-L 222.375 183.226063 
-L 228 182.528247 
-L 233.1 182.142356 
-L 238.95 181.424882 
-L 243.825 181.047623 
-L 249.975 180.31247 
-L 254.55 179.953306 
-L 261 179.204965 
-L 265.35 178.857426 
-L 271.875 178.117049 
-L 276.225 177.76573 
-L 282.675 177.048828 
-L 287.1 176.691407 
-L 293.4 176.002994 
-L 298.05 175.627222 
-L 304.125 174.976845 
-L 309 174.583954 
-L 314.775 173.975597 
-L 319.95 173.562254 
-L 325.575 172.986301 
-L 330.9 172.562343 
-L 336.3 172.022258 
-L 341.85 171.584155 
-L 347.1 171.074396 
-L 352.725 170.636065 
-L 357.975 170.142497 
-L 363.6 169.708648 
-L 368.775 169.234898 
-L 374.475 168.801419 
-L 379.65 168.342491 
-L 385.35 167.913845 
-L 388.8 167.579125 
-L 388.8 167.579125 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p9398ef438c">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qbot_freezing.svg b/python_scripts /plots/model_qbot_freezing.svg
deleted file mode 100644
index 1cf3541eaa549903b0f3770e8ba80a37844e1d7f..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qbot_freezing.svg	
+++ /dev/null
@@ -1,1651 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="mb6ac709faf" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb6ac709faf" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#mb6ac709faf" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#mb6ac709faf" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#mb6ac709faf" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#mb6ac709faf" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#mb6ac709faf" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#mb6ac709faf" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m63ab113c44" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m63ab113c44" y="230.573414"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −100 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-      </defs>
-      <g transform="translate(19.532812 234.372633)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-49"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-       <use x="211.035156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m63ab113c44" y="193.347458"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −80 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(25.895312 197.146677)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-56"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m63ab113c44" y="156.121503"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- −60 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(25.895312 159.920722)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-54"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m63ab113c44" y="118.895547"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- −40 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(25.895312 122.694766)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-52"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m63ab113c44" y="81.669592"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- −20 -->
-      <g transform="translate(25.895312 85.468811)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-50"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m63ab113c44" y="44.443636"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 0 -->
-      <g transform="translate(40.6375 48.242855)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_15">
-     <!-- Qbot [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-     </defs>
-     <g transform="translate(13.453125 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-98"/>
-      <use transform="translate(142.1875 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(203.369141 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="LineCollection_1">
-    <path clip-path="url(#p4014abb627)" d="M 43.2 44.443636 
-L 388.8 44.443636 
-" style="fill:none;stroke:#000000;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p4014abb627)" d="M 53.925 203.788283 
-L 54.975 218.150779 
-L 56.025 229.700525 
-L 56.85 236.751154 
-L 57 236.990694 
-L 57.15 236.658556 
-L 57.375 235.152417 
-L 57.675 231.440208 
-L 58.125 222.85905 
-L 58.875 203.566015 
-L 60 174.887522 
-L 60.525 166.312296 
-L 60.9 163.250554 
-L 61.125 162.808588 
-L 61.275 163.125053 
-L 61.5 164.535734 
-L 61.8 168.172329 
-L 62.325 178.374779 
-L 63.375 197.115769 
-L 64.425 212.142415 
-L 65.475 224.247015 
-L 66.6 234.652842 
-L 67.575 241.812314 
-L 67.725 242.116364 
-L 67.875 241.855472 
-L 68.1 240.462295 
-L 68.4 236.896865 
-L 68.85 228.483597 
-L 69.6 209.178613 
-L 70.875 176.321948 
-L 71.4 168.083884 
-L 71.775 165.312488 
-L 71.925 165.015557 
-L 72 165.047845 
-L 72.15 165.479369 
-L 72.375 167.052843 
-L 72.675 170.878338 
-L 75.075 209.607116 
-L 76.2 222.292062 
-L 77.325 232.424176 
-L 78.375 239.912315 
-L 78.525 240.196349 
-L 78.675 239.928691 
-L 78.9 238.54833 
-L 79.2 235.037939 
-L 79.65 226.771958 
-L 80.4 207.811429 
-L 81.675 175.479 
-L 82.2 167.325466 
-L 82.575 164.545698 
-L 82.725 164.228194 
-L 82.8 164.246442 
-L 82.95 164.642363 
-L 83.175 166.143756 
-L 83.475 169.839168 
-L 85.95 208.472795 
-L 87.075 220.707445 
-L 88.2 230.513507 
-L 89.175 237.303341 
-L 89.325 237.589752 
-L 89.475 237.336414 
-L 89.7 235.998241 
-L 90 232.578304 
-L 90.45 224.506077 
-L 91.2 205.955048 
-L 92.475 174.243087 
-L 93 166.214221 
-L 93.375 163.455924 
-L 93.525 163.130101 
-L 93.6 163.140504 
-L 93.75 163.513351 
-L 93.975 164.961786 
-L 94.275 168.553173 
-L 96.75 206.318873 
-L 97.875 218.337742 
-L 99 228.000048 
-L 99.975 234.711167 
-L 100.125 235.001938 
-L 100.275 234.764202 
-L 100.5 233.46894 
-L 100.8 230.138475 
-L 101.25 222.255321 
-L 102 204.101448 
-L 103.275 172.993483 
-L 103.8 165.08929 
-L 104.175 162.355813 
-L 104.4 162.027641 
-L 104.55 162.380274 
-L 104.775 163.780895 
-L 105.075 167.276648 
-L 107.625 205.103621 
-L 108.75 216.750252 
-L 109.875 226.142191 
-L 110.775 232.212923 
-L 110.925 232.507782 
-L 111.075 232.284786 
-L 111.3 231.030138 
-L 111.6 227.78446 
-L 112.05 220.080712 
-L 112.8 202.304411 
-L 114.075 171.773116 
-L 114.6 163.989253 
-L 114.975 161.280826 
-L 115.2 160.941434 
-L 115.35 161.275452 
-L 115.575 162.631515 
-L 115.875 166.037503 
-L 118.425 203.083626 
-L 119.55 214.541622 
-L 120.675 223.806658 
-L 121.575 229.81172 
-L 121.725 230.110188 
-L 121.875 229.900918 
-L 122.1 228.684447 
-L 122.4 225.518829 
-L 122.85 217.984982 
-L 123.6 200.567249 
-L 124.875 170.585878 
-L 125.4 162.917746 
-L 125.775 160.234176 
-L 126 159.884746 
-L 126.15 160.201479 
-L 126.375 161.515774 
-L 126.675 164.837147 
-L 129.3 201.970291 
-L 130.425 213.089584 
-L 131.55 222.106046 
-L 132.375 227.502446 
-L 132.525 227.804071 
-L 132.675 227.607579 
-L 132.9 226.427019 
-L 133.2 223.337072 
-L 133.65 215.964311 
-L 134.4 198.887491 
-L 135.675 169.431046 
-L 136.2 161.874249 
-L 136.575 159.215255 
-L 136.8 158.856818 
-L 136.95 159.157454 
-L 137.175 160.432503 
-L 137.475 163.673949 
-L 140.1 200.088189 
-L 141.225 211.038138 
-L 142.35 219.939265 
-L 143.175 225.279471 
-L 143.325 225.583844 
-L 143.475 225.399267 
-L 143.7 224.25254 
-L 144 221.234227 
-L 144.45 214.014415 
-L 145.2 197.262165 
-L 146.475 168.307378 
-L 147 160.857763 
-L 147.375 158.223023 
-L 147.6 157.856498 
-L 147.75 158.142114 
-L 147.975 159.380217 
-L 148.275 162.546038 
-L 150.9 198.27544 
-L 152.025 209.062634 
-L 153.15 217.852169 
-L 153.975 223.137525 
-L 154.125 223.444283 
-L 154.275 223.270833 
-L 154.5 222.156034 
-L 154.8 219.205636 
-L 155.25 212.131255 
-L 156 195.688426 
-L 157.275 167.213619 
-L 157.8 159.867266 
-L 158.175 157.256429 
-L 158.4 156.882638 
-L 158.55 157.154215 
-L 158.775 158.357479 
-L 159.075 161.451633 
-L 161.775 197.306247 
-L 162.9 207.793139 
-L 164.025 216.359186 
-L 164.85 221.28629 
-L 165 221.356865 
-L 165.15 220.965223 
-L 165.375 219.55906 
-L 165.75 215.250469 
-L 166.275 205.918489 
-L 167.325 181.716469 
-L 168.15 164.886801 
-L 168.675 158.197738 
-L 168.975 156.314462 
-L 169.2 155.934143 
-L 169.35 156.192573 
-L 169.575 157.362933 
-L 169.875 160.389069 
-L 172.575 195.608042 
-L 173.7 205.947724 
-L 174.9 214.918669 
-L 175.65 219.292129 
-L 175.8 219.368521 
-L 175.95 218.990452 
-L 176.175 217.618104 
-L 176.55 213.397139 
-L 177.075 204.237132 
-L 178.125 180.44198 
-L 178.95 163.867137 
-L 179.475 157.264115 
-L 179.775 155.396155 
-L 180 155.009971 
-L 180.15 155.256071 
-L 180.375 156.395308 
-L 180.675 159.356799 
-L 183.45 194.713199 
-L 184.575 204.776086 
-L 185.775 213.527539 
-L 186.45 217.365531 
-L 186.6 217.447305 
-L 186.75 217.082045 
-L 186.975 215.741805 
-L 187.35 211.604346 
-L 187.875 202.608637 
-L 188.925 179.203212 
-L 189.75 162.873262 
-L 190.275 156.353408 
-L 190.575 154.500585 
-L 190.8 154.109134 
-L 190.95 154.343653 
-L 191.175 155.453407 
-L 191.475 158.353378 
-L 194.25 193.117229 
-L 195.45 203.641372 
-L 196.65 212.182964 
-L 197.25 215.502733 
-L 197.4 215.589494 
-L 197.55 215.236339 
-L 197.775 213.926626 
-L 198.15 209.868844 
-L 198.675 201.030278 
-L 199.725 177.998554 
-L 200.55 161.904164 
-L 201.075 155.464753 
-L 201.375 153.626874 
-L 201.6 153.230695 
-L 201.75 153.454321 
-L 201.975 154.536108 
-L 202.275 157.377458 
-L 203.325 172.196767 
-L 204.45 185.500603 
-L 205.65 197.037991 
-L 206.85 206.401444 
-L 207.975 213.486778 
-L 208.125 213.801214 
-L 208.275 213.673768 
-L 208.5 212.694899 
-L 208.8 210.037382 
-L 209.25 203.595158 
-L 209.925 190.157801 
-L 211.35 160.958881 
-L 211.875 154.597322 
-L 212.175 152.774183 
-L 212.4 152.373765 
-L 212.55 152.587129 
-L 212.775 153.642354 
-L 213.075 156.427777 
-L 214.05 170.021725 
-L 215.175 183.297689 
-L 216.375 194.827805 
-L 217.575 204.200764 
-L 218.7 211.416203 
-L 218.925 212.057161 
-L 219.075 211.937336 
-L 219.3 210.981705 
-L 219.6 208.374912 
-L 220.05 202.04304 
-L 220.725 188.818534 
-L 222.15 160.036495 
-L 222.675 153.750324 
-L 222.975 151.941715 
-L 223.2 151.5375 
-L 223.35 151.741185 
-L 223.575 152.77115 
-L 223.875 155.503156 
-L 224.85 168.869116 
-L 225.975 181.943512 
-L 227.175 193.318651 
-L 228.375 202.582813 
-L 229.5 209.727646 
-L 229.725 210.367125 
-L 229.875 210.254489 
-L 230.1 209.320993 
-L 230.4 206.762716 
-L 230.85 200.53664 
-L 231.525 187.516593 
-L 232.95 159.136133 
-L 233.475 152.923007 
-L 233.775 151.128709 
-L 234 150.721098 
-L 234.15 150.915643 
-L 234.375 151.921556 
-L 234.675 154.602488 
-L 235.575 166.796051 
-L 236.7 179.848533 
-L 237.9 191.219625 
-L 239.1 200.494302 
-L 240.3 208.090486 
-L 240.525 208.728352 
-L 240.675 208.622504 
-L 240.9 207.710117 
-L 241.2 205.198291 
-L 241.65 199.073743 
-L 242.325 186.250272 
-L 243.75 158.256962 
-L 244.275 152.114648 
-L 244.65 150.107043 
-L 244.8 149.923799 
-L 244.95 150.109702 
-L 245.175 151.09269 
-L 245.475 153.724733 
-L 246.375 165.722921 
-L 247.575 179.355872 
-L 248.775 190.436888 
-L 249.975 199.493238 
-L 251.1 206.502146 
-L 251.325 207.13828 
-L 251.475 207.03885 
-L 251.7 206.146616 
-L 252 203.679306 
-L 252.45 197.65228 
-L 253.125 185.017972 
-L 254.55 157.398191 
-L 255.075 151.324562 
-L 255.45 149.331191 
-L 255.6 149.144879 
-L 255.75 149.322602 
-L 255.975 150.283714 
-L 256.275 152.868916 
-L 257.175 164.679365 
-L 258.375 178.118416 
-L 259.575 189.059727 
-L 260.775 198.016762 
-L 261.9 204.960225 
-L 262.125 205.594525 
-L 262.275 205.501168 
-L 262.5 204.628193 
-L 262.8 202.203588 
-L 263.25 196.270319 
-L 263.925 183.818189 
-L 265.35 156.559063 
-L 265.875 150.552091 
-L 266.25 148.572785 
-L 266.4 148.383653 
-L 266.55 148.553624 
-L 266.775 149.49384 
-L 267.075 152.034119 
-L 267.975 163.664009 
-L 269.175 176.916102 
-L 270.375 187.722274 
-L 271.575 196.582871 
-L 272.7 203.462488 
-L 272.925 204.094864 
-L 273.075 204.00726 
-L 273.3 203.152708 
-L 273.6 200.769104 
-L 274.05 194.926049 
-L 274.725 182.649514 
-L 276.15 155.738861 
-L 276.675 149.796611 
-L 277.05 147.831193 
-L 277.2 147.639468 
-L 277.35 147.802085 
-L 277.575 148.72232 
-L 277.875 151.219476 
-L 278.7 161.765183 
-L 279.9 175.006311 
-L 281.1 185.815723 
-L 282.3 194.690009 
-L 283.5 202.006845 
-L 283.725 202.637219 
-L 283.875 202.555071 
-L 284.1 201.718158 
-L 284.4 199.373956 
-L 284.85 193.617777 
-L 285.525 181.51062 
-L 286.95 154.9369 
-L 287.475 149.057522 
-L 287.85 147.105812 
-L 288 146.911703 
-L 288.15 147.067336 
-L 288.375 147.968448 
-L 288.675 150.424173 
-L 289.5 160.81526 
-L 290.7 173.878734 
-L 291.9 184.558874 
-L 293.1 193.340151 
-L 294.3 200.591346 
-L 294.525 201.21965 
-L 294.675 201.142679 
-L 294.9 200.32267 
-L 295.2 198.016364 
-L 295.65 192.343912 
-L 296.325 180.400255 
-L 297.75 154.152527 
-L 298.275 148.334255 
-L 298.65 146.396068 
-L 298.8 146.199766 
-L 298.95 146.348761 
-L 299.175 147.231555 
-L 299.475 149.64744 
-L 300.3 159.889472 
-L 301.5 172.781309 
-L 302.7 183.336195 
-L 303.9 192.027049 
-L 305.1 199.214162 
-L 305.325 199.840337 
-L 305.475 199.768285 
-L 305.7 198.964489 
-L 306 196.694661 
-L 306.45 191.10296 
-L 307.125 179.317243 
-L 308.625 152.369784 
-L 309.15 147.084127 
-L 309.45 145.701414 
-L 309.6 145.503096 
-L 309.75 145.645776 
-L 309.975 146.511006 
-L 310.275 148.888551 
-L 311.1 158.986784 
-L 312.3 171.712686 
-L 313.5 182.146141 
-L 314.7 190.749045 
-L 315.9 197.87358 
-L 316.125 198.497576 
-L 316.275 198.430201 
-L 316.5 197.641969 
-L 316.8 195.407279 
-L 317.25 189.893517 
-L 317.925 178.260473 
-L 319.425 151.629563 
-L 319.95 146.395504 
-L 320.25 145.021327 
-L 320.4 144.821157 
-L 320.55 144.957823 
-L 320.775 145.806198 
-L 321.075 148.146818 
-L 321.9 158.106223 
-L 323.1 170.671598 
-L 324.3 180.987263 
-L 325.5 189.504587 
-L 326.7 196.567996 
-L 326.925 197.189769 
-L 327.075 197.126844 
-L 327.3 196.353565 
-L 327.6 194.152747 
-L 328.05 188.714263 
-L 328.725 177.228895 
-L 330.225 150.904842 
-L 330.75 145.721038 
-L 331.05 144.35531 
-L 331.2 144.153439 
-L 331.35 144.284373 
-L 331.575 145.116561 
-L 331.875 147.42159 
-L 332.7 157.246875 
-L 333.9 169.656857 
-L 335.1 179.858203 
-L 336.3 188.292214 
-L 337.5 195.295897 
-L 337.725 195.915412 
-L 337.875 195.856725 
-L 338.1 195.097822 
-L 338.4 192.929681 
-L 338.85 187.563952 
-L 339.525 176.221518 
-L 341.025 150.195097 
-L 341.55 145.060258 
-L 341.85 143.702887 
-L 342 143.499454 
-L 342.15 143.624921 
-L 342.375 144.441552 
-L 342.675 146.712253 
-L 343.5 156.407879 
-L 344.7 168.667348 
-L 345.9 178.757683 
-L 347.175 187.582892 
-L 348.375 194.356878 
-L 348.6 194.691281 
-L 348.75 194.456467 
-L 348.975 193.45677 
-L 349.275 191.01585 
-L 349.725 185.355841 
-L 350.475 172.452928 
-L 351.75 150.473691 
-L 352.275 144.937002 
-L 352.65 143.063604 
-L 352.8 142.85874 
-L 352.95 142.978988 
-L 353.175 143.780654 
-L 353.475 146.018222 
-L 354.3 155.588422 
-L 355.5 167.702018 
-L 356.7 177.684502 
-L 357.975 186.426509 
-L 359.175 193.145694 
-L 359.4 193.48107 
-L 359.55 193.25217 
-L 359.775 192.268652 
-L 360.075 189.861527 
-L 360.525 184.273388 
-L 361.275 171.523335 
-L 362.55 149.782742 
-L 363.075 144.298035 
-L 363.45 142.437029 
-L 363.6 142.230853 
-L 363.75 142.346114 
-L 363.975 143.133376 
-L 364.275 145.338943 
-L 365.025 153.958247 
-L 366.225 166.077909 
-L 367.425 176.073156 
-L 368.7 184.834303 
-L 369.9 191.66674 
-L 370.125 192.279314 
-L 370.275 192.232197 
-L 370.5 191.513277 
-L 370.8 189.436604 
-L 371.25 184.275259 
-L 371.925 173.33546 
-L 373.425 148.150793 
-L 373.95 143.155614 
-L 374.25 141.822746 
-L 374.475 141.630469 
-L 374.625 141.902178 
-L 374.85 142.920446 
-L 375.15 145.420514 
-L 377.1 165.839995 
-L 378.3 175.6157 
-L 379.575 184.197522 
-L 380.775 190.810635 
-L 381 191.147608 
-L 381.15 190.929837 
-L 381.375 189.976996 
-L 381.675 187.634178 
-L 382.125 182.183102 
-L 382.875 169.725133 
-L 384.15 148.441761 
-L 384.675 143.057141 
-L 385.05 141.220361 
-L 385.275 141.02514 
-L 385.425 141.290547 
-L 385.65 142.292834 
-L 385.95 144.7596 
-L 387.975 165.600917 
-L 388.8 172.365194 
-L 388.8 172.365194 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#p4014abb627)" d="M 53.925 93.486831 
-L 54.9 94.780974 
-L 56.025 96.660007 
-L 57.375 99.394172 
-L 60.075 105.019107 
-L 61.425 107.226734 
-L 64.2 111.599142 
-L 65.775 114.609018 
-L 67.5 118.408097 
-L 70.5 125.160208 
-L 71.625 127.057171 
-L 73.05 128.994447 
-L 75.225 131.976692 
-L 76.875 134.639475 
-L 78.75 138.116415 
-L 80.85 141.977833 
-L 81.9 143.450882 
-L 82.95 144.556993 
-L 87.075 148.457366 
-L 88.65 150.467152 
-L 92.175 155.179625 
-L 93.15 155.964509 
-L 94.275 156.564734 
-L 96.675 157.761407 
-L 98.025 158.712511 
-L 99.45 159.988872 
-L 103.125 163.490655 
-L 104.025 163.901341 
-L 105.15 164.160321 
-L 107.325 164.624976 
-L 108.675 165.169292 
-L 110.025 165.962422 
-L 111.6 167.1646 
-L 113.175 168.295638 
-L 114.15 168.721045 
-L 115.125 168.893786 
-L 116.85 168.890749 
-L 118.425 169.007365 
-L 119.7 169.320563 
-L 121.05 169.88752 
-L 122.775 170.89003 
-L 124.125 171.559208 
-L 125.1 171.793025 
-L 126.15 171.795468 
-L 129.675 171.554885 
-L 131.025 171.794923 
-L 132.375 172.26489 
-L 135.225 173.37712 
-L 136.2 173.442033 
-L 137.4 173.273029 
-L 139.875 172.865213 
-L 141.225 172.885981 
-L 142.575 173.127352 
-L 144.15 173.651557 
-L 145.725 174.109317 
-L 146.775 174.170204 
-L 147.9 173.998831 
-L 151.05 173.369823 
-L 152.475 173.376983 
-L 153.9 173.616203 
-L 157.05 174.298859 
-L 158.1 174.205505 
-L 159.75 173.785831 
-L 161.625 173.386881 
-L 163.05 173.302323 
-L 164.475 173.436722 
-L 168.225 173.989359 
-L 169.425 173.770234 
-L 172.95 172.957591 
-L 174.45 172.915236 
-L 175.95 173.098339 
-L 178.35 173.445078 
-L 179.475 173.351856 
-L 180.975 172.973195 
-L 183.3 172.413048 
-L 184.875 172.275374 
-L 186.375 172.363992 
-L 189.6 172.679766 
-L 190.875 172.463849 
-L 195 171.538619 
-L 196.575 171.509656 
-L 198.45 171.724451 
-L 200.025 171.828947 
-L 201.3 171.675889 
-L 203.4 171.123068 
-L 205.35 170.725142 
-L 207 170.617387 
-L 208.725 170.741612 
-L 210.825 170.885393 
-L 212.1 170.730334 
-L 214.35 170.155055 
-L 216.3 169.779942 
-L 217.95 169.680731 
-L 219.75 169.803101 
-L 221.7 169.893613 
-L 223.05 169.711765 
-L 228.15 168.724882 
-L 229.875 168.752173 
-L 232.725 168.866152 
-L 234.15 168.637699 
-L 238.35 167.785208 
-L 240.15 167.728082 
-L 244.2 167.764357 
-L 246.075 167.355602 
-L 248.55 166.865806 
-L 250.425 166.727869 
-L 252.525 166.819628 
-L 254.325 166.823324 
-L 255.825 166.592656 
-L 259.95 165.809748 
-L 261.825 165.739942 
-L 265.8 165.733812 
-L 267.825 165.323211 
-L 270.375 164.870706 
-L 272.325 164.753587 
-L 277.125 164.650122 
-L 282.375 163.804113 
-L 284.4 163.815441 
-L 286.8 163.816508 
-L 288.525 163.556238 
-L 292.2 162.925041 
-L 294.225 162.828295 
-L 298.35 162.763252 
-L 301.125 162.251496 
-L 303.525 161.942212 
-L 305.625 161.89853 
-L 308.625 161.87704 
-L 310.575 161.570636 
-L 313.8 161.067507 
-L 315.975 160.967523 
-L 319.875 160.895888 
-L 322.65 160.425367 
-L 325.2 160.11531 
-L 327.45 160.073109 
-L 330.225 160.034024 
-L 332.325 159.723568 
-L 335.55 159.266511 
-L 337.8 159.178498 
-L 341.4 159.103114 
-L 344.175 158.669934 
-L 346.875 158.360299 
-L 349.275 158.318958 
-L 351.9 158.260988 
-L 354.225 157.930559 
-L 357.375 157.533121 
-L 359.775 157.462982 
-L 362.85 157.392212 
-L 365.475 157.018603 
-L 368.475 156.681432 
-L 370.95 156.633627 
-L 373.65 156.556258 
-L 376.35 156.18481 
-L 379.35 155.863346 
-L 381.975 155.818877 
-L 384.525 155.731105 
-L 387.6 155.318367 
-L 388.8 155.176809 
-L 388.8 155.176809 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_16">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_17"/>
-    <g id="text_16">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_18">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_19"/>
-    <g id="text_17">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p4014abb627">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qbot_freezing_2.svg b/python_scripts /plots/model_qbot_freezing_2.svg
deleted file mode 100644
index d9ff12a2f6d2b40c21b74b365583f97e760dd169..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qbot_freezing_2.svg	
+++ /dev/null
@@ -1,1914 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m0959a8341b" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0959a8341b" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m0959a8341b" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m0959a8341b" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m0959a8341b" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m0959a8341b" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m0959a8341b" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m0959a8341b" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mde103a1c56" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mde103a1c56" y="251.760682"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −250 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-      </defs>
-      <g transform="translate(19.532812 255.559901)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-50"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-53"/>
-       <use x="211.035156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mde103a1c56" y="210.297273"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −200 -->
-      <g transform="translate(19.532812 214.096492)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-50"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-       <use x="211.035156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mde103a1c56" y="168.833864"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- −150 -->
-      <g transform="translate(19.532812 172.633083)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-49"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-53"/>
-       <use x="211.035156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mde103a1c56" y="127.370455"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- −100 -->
-      <g transform="translate(19.532812 131.169673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-49"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-       <use x="211.035156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mde103a1c56" y="85.907046"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- −50 -->
-      <g transform="translate(25.895312 89.706264)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-53"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mde103a1c56" y="44.443636"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 0 -->
-      <g transform="translate(40.6375 48.242855)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_15">
-     <!-- Qbot [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-     </defs>
-     <g transform="translate(13.453125 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-98"/>
-      <use transform="translate(142.1875 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(203.369141 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="LineCollection_1">
-    <path clip-path="url(#p2990bb82d9)" d="M 43.2 44.443636 
-L 388.8 44.443636 
-" style="fill:none;stroke:#000000;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p2990bb82d9)" d="M 53.925 233.279294 
-L 54.225 233.435805 
-L 54.6 233.368061 
-L 55.125 232.979312 
-L 55.95 232.031408 
-L 56.7 231.026998 
-L 56.85 229.161077 
-L 57.15 220.048218 
-L 57.6 197.32851 
-L 59.55 88.019569 
-L 59.925 78.870377 
-L 60.225 76.118801 
-L 60.3 76.095785 
-L 60.45 76.860525 
-L 60.675 80.038866 
-L 60.975 88.013765 
-L 61.425 107.508722 
-L 62.025 145.295876 
-L 62.55 176.462429 
-L 63.075 195.23572 
-L 63.6 206.453217 
-L 64.125 213.083656 
-L 64.65 216.926389 
-L 65.1 218.838149 
-L 65.55 219.93282 
-L 66 220.488124 
-L 66.45 220.68606 
-L 66.9 220.646492 
-L 67.5 220.357435 
-L 67.65 219.034886 
-L 67.875 214.374703 
-L 68.25 201.063501 
-L 68.925 166.933263 
-L 70.125 105.902825 
-L 70.65 89.29017 
-L 71.025 83.429235 
-L 71.25 82.58397 
-L 71.4 83.173053 
-L 71.625 85.799483 
-L 71.925 92.518007 
-L 72.375 109.123751 
-L 73.05 145.271517 
-L 73.65 170.300245 
-L 74.25 186.188547 
-L 74.85 196.207484 
-L 75.45 202.465493 
-L 75.975 205.929621 
-L 76.5 208.143918 
-L 77.025 209.506861 
-L 77.55 210.288271 
-L 78.075 210.671401 
-L 78.3 210.746191 
-L 78.45 209.795229 
-L 78.675 206.158876 
-L 79.05 195.333939 
-L 79.65 169.959106 
-L 81.15 103.675047 
-L 81.675 90.800494 
-L 81.975 87.42091 
-L 82.125 86.911145 
-L 82.2 86.958779 
-L 82.35 87.664793 
-L 82.575 90.254357 
-L 82.875 96.527374 
-L 83.325 111.652892 
-L 84.675 164.436633 
-L 85.275 177.55816 
-L 85.875 186.467877 
-L 86.475 192.479568 
-L 87.075 196.495827 
-L 87.675 199.13594 
-L 88.275 200.825007 
-L 88.875 201.855312 
-L 89.1 202.115174 
-L 89.25 201.43663 
-L 89.475 198.519598 
-L 89.85 189.45666 
-L 90.45 167.507454 
-L 92.1 102.948589 
-L 92.55 93.396315 
-L 92.85 90.272308 
-L 93 89.761982 
-L 93.075 89.776787 
-L 93.225 90.351972 
-L 93.45 92.583715 
-L 93.75 98.087465 
-L 94.2 111.488187 
-L 95.475 155.156924 
-L 96.15 168.902667 
-L 96.825 178.2995 
-L 97.5 184.688421 
-L 98.175 188.994915 
-L 98.85 191.85735 
-L 99.45 193.548982 
-L 99.9 194.432035 
-L 99.975 194.312573 
-L 100.125 193.372474 
-L 100.35 190.364829 
-L 100.725 181.787777 
-L 101.325 161.688294 
-L 102.9 105.240711 
-L 103.425 94.786238 
-L 103.725 92.020742 
-L 103.875 91.591959 
-L 103.95 91.622431 
-L 104.1 92.178213 
-L 104.325 94.253647 
-L 104.625 99.314816 
-L 105.075 111.579938 
-L 106.2 146.326319 
-L 106.875 159.76668 
-L 107.55 169.324237 
-L 108.225 176.097271 
-L 108.9 180.871203 
-L 109.575 184.207833 
-L 110.25 186.509369 
-L 110.7 187.614709 
-L 110.775 187.558597 
-L 110.925 186.818846 
-L 111.15 184.268247 
-L 111.525 176.757963 
-L 112.125 158.756561 
-L 113.85 103.045479 
-L 114.3 95.41857 
-L 114.6 93.047127 
-L 114.75 92.738682 
-L 114.9 93.031345 
-L 115.125 94.608523 
-L 115.425 98.825436 
-L 115.8 107.371973 
-L 117.3 146.881526 
-L 118.05 158.855203 
-L 118.8 167.31031 
-L 119.55 173.257755 
-L 120.3 177.414718 
-L 121.05 180.290807 
-L 121.5 181.557291 
-L 121.575 181.548963 
-L 121.725 180.962476 
-L 121.95 178.766314 
-L 122.325 172.096891 
-L 122.85 158.09314 
-L 124.8 100.913236 
-L 125.25 94.884594 
-L 125.55 93.449916 
-L 125.625 93.433756 
-L 125.775 93.820589 
-L 126 95.45499 
-L 126.3 99.58843 
-L 126.75 109.793968 
-L 127.725 134.743999 
-L 128.475 148.073759 
-L 129.225 157.736265 
-L 129.975 164.726773 
-L 130.725 169.76623 
-L 131.475 173.37816 
-L 132.225 175.943596 
-L 132.375 176.182028 
-L 132.525 175.714796 
-L 132.75 173.799249 
-L 133.125 167.806651 
-L 133.65 155.009669 
-L 135.675 100.122082 
-L 136.125 94.859584 
-L 136.35 93.859931 
-L 136.5 93.833112 
-L 136.65 94.32764 
-L 136.875 96.052957 
-L 137.175 100.17205 
-L 137.625 110.064986 
-L 138.375 128.049245 
-L 139.125 141.348739 
-L 139.875 151.184636 
-L 140.625 158.451833 
-L 141.375 163.809064 
-L 142.125 167.742912 
-L 142.875 170.613843 
-L 143.175 171.365769 
-L 143.325 170.992791 
-L 143.55 169.303453 
-L 143.925 163.865504 
-L 144.45 152.07431 
-L 146.55 99.201673 
-L 146.925 95.13131 
-L 147.225 93.924122 
-L 147.3 93.921943 
-L 147.45 94.28435 
-L 147.675 95.750663 
-L 147.975 99.417408 
-L 148.425 108.430698 
-L 149.25 126.480729 
-L 150.075 139.66008 
-L 150.9 149.288102 
-L 151.725 156.315801 
-L 152.55 161.433064 
-L 153.375 165.142768 
-L 153.975 167.020937 
-L 154.125 166.723515 
-L 154.35 165.219434 
-L 154.65 161.459364 
-L 155.1 152.800015 
-L 155.925 131.545298 
-L 156.975 105.597139 
-L 157.5 97.317407 
-L 157.875 94.340058 
-L 158.1 93.871466 
-L 158.25 94.131144 
-L 158.475 95.390579 
-L 158.775 98.688017 
-L 159.225 106.969592 
-L 160.05 123.784001 
-L 160.875 136.241897 
-L 161.7 145.481267 
-L 162.525 152.331599 
-L 163.35 157.402012 
-L 164.175 161.142296 
-L 164.775 163.080793 
-L 164.85 163.032149 
-L 165 162.522897 
-L 165.225 160.797414 
-L 165.6 155.68615 
-L 166.125 144.97173 
-L 168.15 99.100851 
-L 168.6 94.653299 
-L 168.825 93.791644 
-L 168.975 93.752385 
-L 169.125 94.149979 
-L 169.35 95.571756 
-L 169.65 98.996991 
-L 170.1 107.270326 
-L 170.925 122.613777 
-L 171.75 134.12651 
-L 172.575 142.775915 
-L 173.4 149.274356 
-L 174.225 154.150635 
-L 175.05 157.799673 
-L 175.575 159.489628 
-L 175.65 159.462322 
-L 175.8 159.018447 
-L 176.025 157.441818 
-L 176.4 152.687669 
-L 176.925 142.620515 
-L 179.025 97.910061 
-L 179.4 94.486718 
-L 179.7 93.487866 
-L 179.85 93.601393 
-L 180.075 94.554563 
-L 180.375 97.288334 
-L 180.75 102.992898 
-L 181.875 122.63182 
-L 182.7 133.062097 
-L 183.525 140.98723 
-L 184.35 147.010069 
-L 185.175 151.582621 
-L 186 155.04594 
-L 186.375 156.201016 
-L 186.45 156.191237 
-L 186.6 155.802305 
-L 186.825 154.35282 
-L 187.2 149.907503 
-L 187.725 140.406337 
-L 189.9 96.77119 
-L 190.275 93.843006 
-L 190.5 93.202071 
-L 190.65 93.262928 
-L 190.8 93.721485 
-L 191.025 95.159405 
-L 191.4 99.53198 
-L 193.5 130.507913 
-L 194.4 138.766075 
-L 195.3 144.954942 
-L 196.2 149.588862 
-L 197.1 153.049817 
-L 197.25 153.180933 
-L 197.4 152.838622 
-L 197.625 151.49879 
-L 198 147.323004 
-L 198.525 138.320881 
-L 200.7 96.442017 
-L 201.075 93.5483 
-L 201.3 92.875639 
-L 201.45 92.893374 
-L 201.6 93.29142 
-L 201.825 94.606718 
-L 202.125 97.690844 
-L 202.575 104.92766 
-L 203.475 118.612142 
-L 204.375 128.937578 
-L 205.275 136.745458 
-L 206.175 142.654142 
-L 207.075 147.122924 
-L 207.9 150.249716 
-L 208.05 150.39952 
-L 208.2 150.097114 
-L 208.425 148.852668 
-L 208.8 144.914038 
-L 209.325 136.355205 
-L 211.575 95.339656 
-L 211.95 92.896593 
-L 212.175 92.46589 
-L 212.325 92.629763 
-L 212.55 93.563409 
-L 212.85 96.092176 
-L 213.225 101.258251 
-L 214.125 114.921395 
-L 215.025 125.309438 
-L 215.925 133.228427 
-L 216.825 139.272855 
-L 217.725 143.886356 
-L 218.625 147.402934 
-L 218.85 147.820083 
-L 219 147.552097 
-L 219.225 146.391274 
-L 219.6 142.662842 
-L 220.125 134.500405 
-L 221.4 109.145192 
-L 222.075 98.250647 
-L 222.525 93.74891 
-L 222.825 92.297625 
-L 222.975 92.07697 
-L 223.125 92.204079 
-L 223.35 93.056236 
-L 223.65 95.4289 
-L 224.025 100.329452 
-L 224.925 113.37975 
-L 225.825 123.374415 
-L 226.725 131.050751 
-L 227.625 136.955352 
-L 228.525 141.498372 
-L 229.425 144.990425 
-L 229.65 145.419784 
-L 229.8 145.181699 
-L 230.025 144.094697 
-L 230.325 141.418445 
-L 230.775 135.250156 
-L 231.6 119.941254 
-L 232.725 99.762146 
-L 233.25 93.921214 
-L 233.625 91.915645 
-L 233.85 91.682292 
-L 234 91.947456 
-L 234.225 92.98478 
-L 234.525 95.557575 
-L 234.975 101.769059 
-L 235.875 113.733175 
-L 236.775 122.962092 
-L 237.675 130.100973 
-L 238.575 135.631423 
-L 239.475 139.917254 
-L 240.3 142.990653 
-L 240.45 143.17914 
-L 240.6 142.967195 
-L 240.825 141.945777 
-L 241.125 139.399084 
-L 241.575 133.492559 
-L 242.325 120.193638 
-L 243.525 99.219534 
-L 244.05 93.51529 
-L 244.425 91.523568 
-L 244.65 91.263217 
-L 244.8 91.495622 
-L 245.025 92.462011 
-L 245.325 94.901025 
-L 245.775 100.839032 
-L 246.675 112.335065 
-L 247.575 121.256342 
-L 248.55 128.704139 
-L 249.525 134.391823 
-L 250.5 138.737545 
-L 251.175 141.032264 
-L 251.325 141.034024 
-L 251.475 140.659403 
-L 251.7 139.438817 
-L 252.075 135.851637 
-L 252.6 128.301176 
-L 254.775 93.708858 
-L 255.15 91.373579 
-L 255.375 90.859195 
-L 255.525 90.904919 
-L 255.675 91.26772 
-L 255.9 92.410825 
-L 256.275 95.89744 
-L 258.075 117.019158 
-L 259.05 124.886916 
-L 260.025 130.930147 
-L 261 135.577331 
-L 261.9 138.907707 
-L 262.05 139.112269 
-L 262.2 138.943633 
-L 262.425 138.033448 
-L 262.725 135.709387 
-L 263.175 130.257054 
-L 263.925 117.871861 
-L 265.125 98.133644 
-L 265.65 92.682435 
-L 266.025 90.724955 
-L 266.25 90.42309 
-L 266.4 90.60179 
-L 266.625 91.449081 
-L 266.925 93.659753 
-L 267.375 99.125244 
-L 268.35 110.580614 
-L 269.325 119.386962 
-L 270.3 126.181021 
-L 271.275 131.433486 
-L 272.25 135.497261 
-L 272.85 137.259141 
-L 273 137.108556 
-L 273.225 136.245875 
-L 273.525 134.018132 
-L 273.975 128.764135 
-L 274.725 116.781778 
-L 275.925 97.596576 
-L 276.45 92.262424 
-L 276.825 90.324119 
-L 277.05 90.006327 
-L 277.2 90.162867 
-L 277.425 90.959788 
-L 277.725 93.072299 
-L 278.175 98.332245 
-L 279.15 109.4035 
-L 280.125 117.957537 
-L 281.1 124.591097 
-L 282.075 129.74683 
-L 283.05 133.757828 
-L 283.65 135.511172 
-L 283.8 135.376694 
-L 284.025 134.557077 
-L 284.325 132.417361 
-L 284.775 127.345664 
-L 285.525 115.735706 
-L 286.725 97.066226 
-L 287.25 91.84332 
-L 287.625 89.924986 
-L 287.85 89.593778 
-L 288 89.730667 
-L 288.225 90.482197 
-L 288.525 92.505335 
-L 288.975 97.576781 
-L 289.95 108.293387 
-L 290.925 116.612086 
-L 291.9 123.094002 
-L 292.875 128.156681 
-L 293.85 132.115376 
-L 294.45 133.858839 
-L 294.6 133.738794 
-L 294.825 132.958373 
-L 295.125 130.899414 
-L 295.575 125.995876 
-L 296.325 114.731285 
-L 297.6 95.659503 
-L 298.125 90.920575 
-L 298.5 89.346275 
-L 298.65 89.186485 
-L 298.8 89.305871 
-L 299.025 90.01632 
-L 299.325 91.957759 
-L 299.775 96.855689 
-L 300.75 107.243786 
-L 301.725 115.342445 
-L 302.7 121.680902 
-L 303.675 126.654122 
-L 304.65 130.561229 
-L 305.25 132.293773 
-L 305.4 132.186709 
-L 305.625 131.442098 
-L 305.925 129.457487 
-L 306.375 124.709573 
-L 307.125 113.76623 
-L 308.4 95.165423 
-L 308.925 90.515842 
-L 309.3 88.953222 
-L 309.525 88.802818 
-L 309.675 89.044041 
-L 309.9 89.925148 
-L 310.2 92.066347 
-L 310.8 98.719566 
-L 311.775 108.244171 
-L 312.75 115.707526 
-L 313.725 121.577069 
-L 314.7 126.203904 
-L 315.675 129.855475 
-L 316.05 130.808582 
-L 316.2 130.713234 
-L 316.425 130.001455 
-L 316.725 128.085518 
-L 317.175 123.482063 
-L 317.925 112.838359 
-L 319.2 94.680087 
-L 319.725 90.115874 
-L 320.1 88.565626 
-L 320.325 88.401976 
-L 320.475 88.625677 
-L 320.7 89.467602 
-L 321 91.533218 
-L 321.6 97.983865 
-L 322.575 107.247835 
-L 323.55 114.534461 
-L 324.525 120.28722 
-L 325.575 125.148325 
-L 326.625 128.932456 
-L 326.85 129.396717 
-L 327 129.311978 
-L 327.225 128.630397 
-L 327.525 126.778083 
-L 327.975 122.309104 
-L 328.725 111.945599 
-L 330 94.204007 
-L 330.525 89.721414 
-L 330.9 88.184036 
-L 331.125 88.008746 
-L 331.275 88.216534 
-L 331.5 89.022474 
-L 331.8 91.018163 
-L 332.4 97.280312 
-L 333.375 106.300426 
-L 334.35 113.420414 
-L 335.4 119.444409 
-L 336.45 124.146332 
-L 337.5 127.82202 
-L 337.725 128.052132 
-L 337.875 127.829537 
-L 338.1 126.969442 
-L 338.475 124.281628 
-L 339 118.434739 
-L 340.125 102.267977 
-L 340.875 92.965503 
-L 341.4 88.911752 
-L 341.7 87.808844 
-L 341.925 87.623304 
-L 342.075 87.816591 
-L 342.3 88.589381 
-L 342.6 90.520185 
-L 343.125 95.840078 
-L 344.1 104.792467 
-L 345.075 111.879989 
-L 346.125 117.896104 
-L 347.175 122.608787 
-L 348.225 126.306978 
-L 348.45 126.770279 
-L 348.6 126.703954 
-L 348.825 126.076004 
-L 349.125 124.337863 
-L 349.575 120.111826 
-L 350.325 110.257713 
-L 351.6 93.280777 
-L 352.125 88.951042 
-L 352.5 87.440316 
-L 352.725 87.245733 
-L 352.875 87.425769 
-L 353.1 88.167929 
-L 353.4 90.038365 
-L 353.925 95.213695 
-L 354.9 103.945134 
-L 355.95 111.350289 
-L 357 117.154599 
-L 358.05 121.718244 
-L 359.1 125.312897 
-L 359.325 125.552305 
-L 359.475 125.353241 
-L 359.7 124.551985 
-L 360.075 122.016055 
-L 360.6 116.464242 
-L 361.65 102.05425 
-L 362.475 92.089916 
-L 363 88.165354 
-L 363.3 87.078623 
-L 363.525 86.876049 
-L 363.675 87.04394 
-L 363.9 87.757724 
-L 364.2 89.57185 
-L 364.725 94.611683 
-L 365.7 103.135131 
-L 366.75 110.385992 
-L 367.8 116.087823 
-L 368.85 120.585855 
-L 369.9 124.141049 
-L 370.125 124.384195 
-L 370.275 124.195556 
-L 370.5 123.420732 
-L 370.875 120.95361 
-L 371.4 115.536271 
-L 372.45 101.439566 
-L 373.275 91.665902 
-L 373.8 87.802184 
-L 374.1 86.723857 
-L 374.325 86.514214 
-L 374.475 86.670944 
-L 374.7 87.358371 
-L 375 89.11985 
-L 375.525 94.032405 
-L 376.575 102.925599 
-L 377.625 109.90969 
-L 378.675 115.420129 
-L 379.725 119.781667 
-L 380.7 123.019114 
-L 380.925 123.265493 
-L 381.075 123.086507 
-L 381.3 122.336379 
-L 381.675 119.933892 
-L 382.2 114.643346 
-L 383.25 100.843232 
-L 384.075 91.251052 
-L 384.6 87.44585 
-L 384.9 86.376052 
-L 385.125 86.160148 
-L 385.275 86.306597 
-L 385.5 86.969484 
-L 385.8 88.68163 
-L 386.325 93.474383 
-L 387.375 102.170424 
-L 388.425 109.019138 
-L 388.8 111.100597 
-L 388.8 111.100597 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#p2990bb82d9)" d="M 53.925 221.406461 
-L 54.375 223.138076 
-L 54.825 223.986249 
-L 55.2 224.25464 
-L 55.575 224.256316 
-L 56.025 224.02076 
-L 56.7 223.367067 
-L 56.85 222.767999 
-L 57.075 220.061575 
-L 57.375 212.824908 
-L 57.9 192.792804 
-L 59.775 113.918601 
-L 60.3 102.467766 
-L 60.675 98.460646 
-L 60.9 97.826436 
-L 61.05 98.182606 
-L 61.275 99.954508 
-L 61.575 104.805975 
-L 61.95 115.26412 
-L 62.7 146.190947 
-L 63.375 169.1707 
-L 63.975 183.194652 
-L 64.575 192.687225 
-L 65.175 198.993147 
-L 65.775 203.102828 
-L 66.375 205.709408 
-L 66.9 207.135223 
-L 67.425 207.998292 
-L 67.575 208.121679 
-L 67.725 207.900298 
-L 67.875 207.126247 
-L 68.1 204.726101 
-L 68.475 197.442621 
-L 69 181.908383 
-L 70.95 118.48741 
-L 71.475 109.73547 
-L 71.85 106.898024 
-L 72 106.618898 
-L 72.15 106.852646 
-L 72.375 108.203662 
-L 72.675 111.969096 
-L 73.05 119.919869 
-L 74.85 163.548907 
-L 75.6 174.821271 
-L 76.35 182.699333 
-L 77.025 187.65956 
-L 77.7 191.147394 
-L 78.375 193.534421 
-L 78.6 193.790602 
-L 78.75 193.523564 
-L 78.975 192.292582 
-L 79.275 188.992156 
-L 79.725 180.774819 
-L 80.4 163.437365 
-L 81.825 126.010308 
-L 82.35 117.23454 
-L 82.725 113.585346 
-L 83.025 112.420054 
-L 83.175 112.458564 
-L 83.325 112.927812 
-L 83.55 114.464431 
-L 83.925 119.207703 
-L 84.75 134.261185 
-L 85.8 152.105131 
-L 86.625 162.660455 
-L 87.45 170.492202 
-L 88.275 176.198777 
-L 89.025 179.982468 
-L 89.4 181.270892 
-L 89.625 181.425 
-L 89.775 181.151618 
-L 90 180.103811 
-L 90.3 177.47784 
-L 90.75 171.109135 
-L 91.425 157.648471 
-L 92.925 126.445763 
-L 93.45 119.576775 
-L 93.825 116.821563 
-L 94.05 116.134121 
-L 94.2 116.102161 
-L 94.35 116.422709 
-L 94.575 117.575922 
-L 94.95 120.988884 
-L 95.7 130.615143 
-L 97.05 147.766751 
-L 98.025 157.259174 
-L 98.925 163.907857 
-L 99.825 168.916959 
-L 100.35 170.883303 
-L 100.575 171.103848 
-L 100.725 170.956396 
-L 100.95 170.247837 
-L 101.25 168.363563 
-L 101.7 163.636462 
-L 102.3 154.579523 
-L 104.175 124.173981 
-L 104.7 119.701425 
-L 105 118.521782 
-L 105.225 118.361561 
-L 105.375 118.611791 
-L 105.6 119.470237 
-L 105.975 121.911324 
-L 106.65 128.112274 
-L 108.6 146.676122 
-L 109.65 154.236874 
-L 110.625 159.679619 
-L 111.225 162.056929 
-L 111.525 162.464153 
-L 111.675 162.389994 
-L 111.9 161.896141 
-L 112.2 160.502171 
-L 112.575 157.621098 
-L 113.175 150.838668 
-L 115.425 122.456332 
-L 115.875 120.10585 
-L 116.1 119.661885 
-L 116.25 119.645761 
-L 116.475 120.000391 
-L 116.775 121.067416 
-L 117.225 123.590388 
-L 118.125 130.260289 
-L 119.85 143.045771 
-L 120.975 149.701646 
-L 121.875 153.906832 
-L 122.25 154.950244 
-L 122.475 155.186446 
-L 122.625 155.152842 
-L 122.85 154.795856 
-L 123.15 153.733101 
-L 123.525 151.492414 
-L 124.05 146.899628 
-L 125.025 135.859879 
-L 126 125.603888 
-L 126.525 121.952444 
-L 126.9 120.537686 
-L 127.125 120.216361 
-L 127.35 120.258155 
-L 127.575 120.616446 
-L 127.95 121.782125 
-L 128.55 124.659721 
-L 129.75 131.925539 
-L 131.325 141.081018 
-L 132.525 146.7734 
-L 133.05 148.497208 
-L 133.35 148.959796 
-L 133.575 148.987547 
-L 133.8 148.717712 
-L 134.1 147.882821 
-L 134.475 146.100191 
-L 135 142.413887 
-L 135.9 134.160402 
-L 136.95 124.943845 
-L 137.475 121.859254 
-L 137.85 120.625581 
-L 138.15 120.246613 
-L 138.375 120.277531 
-L 138.675 120.676407 
-L 139.05 121.638414 
-L 139.65 123.92194 
-L 140.775 129.360882 
-L 142.8 139.055708 
-L 143.7 142.518936 
-L 144.15 143.511631 
-L 144.45 143.707982 
-L 144.675 143.57546 
-L 144.975 143.01023 
-L 145.35 141.691282 
-L 145.875 138.833034 
-L 146.7 132.767124 
-L 147.975 123.505498 
-L 148.5 121.099948 
-L 148.875 120.178859 
-L 149.175 119.899499 
-L 149.4 119.925509 
-L 149.7 120.230193 
-L 150.075 120.968253 
-L 150.675 122.748125 
-L 151.65 126.505878 
-L 154.35 137.25625 
-L 154.875 138.62527 
-L 155.25 139.084554 
-L 155.475 139.106121 
-L 155.7 138.923666 
-L 156 138.358871 
-L 156.375 137.155581 
-L 156.9 134.667148 
-L 157.8 129.06396 
-L 158.925 122.372554 
-L 159.45 120.379103 
-L 159.9 119.491207 
-L 160.2 119.287873 
-L 160.5 119.354103 
-L 160.875 119.756681 
-L 161.325 120.612263 
-L 162 122.428007 
-L 163.2 126.45154 
-L 165.375 133.77955 
-L 165.9 134.838053 
-L 166.275 135.121731 
-L 166.5 135.072262 
-L 166.8 134.738702 
-L 167.175 133.898664 
-L 167.7 132.014141 
-L 168.45 128.309983 
-L 169.875 121.113681 
-L 170.4 119.470399 
-L 170.85 118.711517 
-L 171.225 118.496369 
-L 171.525 118.561197 
-L 171.9 118.892648 
-L 172.425 119.730479 
-L 173.175 121.456862 
-L 174.375 124.889232 
-L 176.4 130.691323 
-L 176.85 131.404918 
-L 177.225 131.618863 
-L 177.525 131.509204 
-L 177.825 131.142876 
-L 178.2 130.336914 
-L 178.725 128.64107 
-L 179.625 124.760246 
-L 180.75 120.040081 
-L 181.35 118.441627 
-L 181.8 117.798692 
-L 182.175 117.595371 
-L 182.55 117.6552 
-L 183 118.018499 
-L 183.525 118.761225 
-L 184.275 120.24492 
-L 185.475 123.188797 
-L 187.35 127.795516 
-L 187.8 128.372389 
-L 188.175 128.522445 
-L 188.475 128.403116 
-L 188.85 127.950425 
-L 189.3 126.989609 
-L 189.9 125.133745 
-L 192.075 117.755154 
-L 192.6 116.941365 
-L 193.05 116.637156 
-L 193.425 116.628045 
-L 193.875 116.866779 
-L 194.4 117.426395 
-L 195.15 118.614989 
-L 196.2 120.755694 
-L 198.375 125.314519 
-L 198.825 125.7127 
-L 199.2 125.749672 
-L 199.575 125.500257 
-L 200.025 124.832735 
-L 200.55 123.612767 
-L 201.45 120.832201 
-L 202.575 117.469727 
-L 203.175 116.314975 
-L 203.7 115.757088 
-L 204.15 115.587512 
-L 204.6 115.665812 
-L 205.125 116.019408 
-L 205.8 116.799563 
-L 206.7 118.236977 
-L 208.125 121.003286 
-L 209.1 122.711629 
-L 209.625 123.211255 
-L 210 123.3023 
-L 210.375 123.150062 
-L 210.825 122.648848 
-L 211.35 121.672959 
-L 212.175 119.56143 
-L 213.525 116.109619 
-L 214.125 115.155624 
-L 214.65 114.691143 
-L 215.1 114.546661 
-L 215.55 114.60825 
-L 216.075 114.901514 
-L 216.75 115.559447 
-L 217.65 116.791344 
-L 219 119.073593 
-L 219.975 120.562516 
-L 220.5 120.9992 
-L 220.875 121.082358 
-L 221.25 120.956537 
-L 221.7 120.531862 
-L 222.225 119.699692 
-L 223.05 117.891791 
-L 224.4 114.923722 
-L 225.075 114.008256 
-L 225.6 113.622744 
-L 226.125 113.500175 
-L 226.65 113.607548 
-L 227.25 113.965572 
-L 228 114.690423 
-L 229.05 116.066285 
-L 231 118.756874 
-L 231.525 119.047273 
-L 231.975 119.026229 
-L 232.425 118.744328 
-L 232.95 118.109918 
-L 233.7 116.774555 
-L 235.425 113.54016 
-L 236.1 112.824099 
-L 236.7 112.515322 
-L 237.225 112.475003 
-L 237.825 112.655647 
-L 238.5 113.097343 
-L 239.4 113.984948 
-L 240.6 115.516301 
-L 241.65 116.781396 
-L 242.25 117.17372 
-L 242.7 117.226712 
-L 243.15 117.053408 
-L 243.675 116.576591 
-L 244.35 115.611528 
-L 246.525 112.174318 
-L 247.2 111.653066 
-L 247.8 111.461114 
-L 248.4 111.497544 
-L 249.075 111.770568 
-L 249.9 112.371018 
-L 250.95 113.443178 
-L 252.675 115.277746 
-L 253.2 115.52273 
-L 253.65 115.53035 
-L 254.1 115.340275 
-L 254.625 114.883846 
-L 255.375 113.894227 
-L 257.25 111.257699 
-L 257.925 110.729578 
-L 258.6 110.481551 
-L 259.275 110.488133 
-L 260.025 110.749561 
-L 260.85 111.285031 
-L 261.9 112.243177 
-L 263.475 113.72632 
-L 264.075 113.978988 
-L 264.6 113.960822 
-L 265.125 113.708224 
-L 265.725 113.162745 
-L 266.7 111.90708 
-L 267.9 110.421087 
-L 268.65 109.825504 
-L 269.325 109.545686 
-L 270 109.493167 
-L 270.75 109.667606 
-L 271.575 110.092692 
-L 272.625 110.902636 
-L 274.425 112.376222 
-L 275.025 112.558048 
-L 275.55 112.502131 
-L 276.15 112.188596 
-L 276.9 111.486459 
-L 279.225 109.036178 
-L 279.975 108.665104 
-L 280.725 108.545485 
-L 281.475 108.650316 
-L 282.375 109.023446 
-L 283.425 109.723506 
-L 285.3 111.075598 
-L 285.9 111.225021 
-L 286.5 111.141041 
-L 287.1 110.824534 
-L 287.925 110.092637 
-L 289.875 108.220619 
-L 290.7 107.793515 
-L 291.45 107.639105 
-L 292.275 107.703566 
-L 293.175 108.011502 
-L 294.225 108.618129 
-L 296.25 109.88433 
-L 296.925 109.977828 
-L 297.525 109.837495 
-L 298.2 109.443884 
-L 299.25 108.511937 
-L 300.525 107.42311 
-L 301.425 106.948735 
-L 302.25 106.762085 
-L 303.075 106.796249 
-L 303.975 107.050419 
-L 305.025 107.577429 
-L 307.125 108.737193 
-L 307.8 108.806913 
-L 308.475 108.63912 
-L 309.225 108.201278 
-L 312.225 106.102137 
-L 313.125 105.907657 
-L 314.025 105.946756 
-L 315 106.215628 
-L 316.125 106.759345 
-L 317.85 107.618329 
-L 318.6 107.710334 
-L 319.275 107.569954 
-L 320.025 107.186313 
-L 321.6 106.029921 
-L 322.65 105.427346 
-L 323.625 105.127853 
-L 324.525 105.076899 
-L 325.5 105.23994 
-L 326.625 105.661593 
-L 328.95 106.64763 
-L 329.7 106.646614 
-L 330.45 106.412207 
-L 331.425 105.839523 
-L 333.3 104.688106 
-L 334.275 104.365978 
-L 335.25 104.272966 
-L 336.3 104.406602 
-L 337.425 104.775154 
-L 339.825 105.677211 
-L 340.575 105.662013 
-L 341.4 105.404573 
-L 342.525 104.769595 
-L 344.1 103.905396 
-L 345.15 103.585517 
-L 346.2 103.503385 
-L 347.325 103.656081 
-L 348.6 104.077309 
-L 350.4 104.714023 
-L 351.225 104.756793 
-L 352.05 104.569223 
-L 353.1 104.067694 
-L 355.05 103.091621 
-L 356.175 102.808095 
-L 357.3 102.7687 
-L 358.5 102.968478 
-L 359.925 103.45245 
-L 361.275 103.845547 
-L 362.175 103.86213 
-L 363.075 103.632771 
-L 364.35 103.026425 
-L 365.925 102.337394 
-L 367.05 102.082013 
-L 368.175 102.047433 
-L 369.375 102.231069 
-L 370.95 102.722831 
-L 372.225 103.025087 
-L 373.125 103.006706 
-L 374.025 102.767571 
-L 375.675 102.028823 
-L 377.1 101.52944 
-L 378.3 101.348407 
-L 379.5 101.3911 
-L 380.85 101.672681 
-L 383.175 102.235878 
-L 384.075 102.18777 
-L 385.05 101.915088 
-L 388.425 100.750519 
-L 388.8 100.701615 
-L 388.8 100.701615 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_16">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_17"/>
-    <g id="text_16">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_18">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_19"/>
-    <g id="text_17">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p2990bb82d9">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qbot_melting_cold.svg b/python_scripts /plots/model_qbot_melting_cold.svg
deleted file mode 100644
index b419fabdcdff4595ab47f175d5011a6f6e233dc9..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qbot_melting_cold.svg	
+++ /dev/null
@@ -1,1301 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m037e5e0006" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m037e5e0006" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m037e5e0006" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m037e5e0006" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m037e5e0006" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m037e5e0006" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m037e5e0006" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m037e5e0006" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m3857600a60" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3857600a60" y="234.279934"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −40 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(25.895312 238.079153)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-52"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3857600a60" y="187.183219"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −30 -->
-      <g transform="translate(25.895312 190.982438)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-51"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3857600a60" y="140.086504"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- −20 -->
-      <g transform="translate(25.895312 143.885723)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-50"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3857600a60" y="92.98979"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- −10 -->
-      <g transform="translate(25.895312 96.789008)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-49"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3857600a60" y="45.893075"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0 -->
-      <g transform="translate(40.6375 49.692293)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- Qbot [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-     </defs>
-     <g transform="translate(19.815625 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-98"/>
-      <use transform="translate(142.1875 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(203.369141 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="LineCollection_1">
-    <path clip-path="url(#pac73680397)" d="M 43.2 45.893075 
-L 388.8 45.893075 
-" style="fill:none;stroke:#000000;"/>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#pac73680397)" d="M 53.925 54.202028 
-L 55.2 56.966464 
-L 56.55 59.352963 
-L 56.85 59.720932 
-L 57.075 59.666869 
-L 57.3 59.326339 
-L 57.675 58.181746 
-L 58.2 55.585812 
-L 59.1 49.625275 
-L 59.85 44.749246 
-L 61.425 44.750886 
-L 61.65 44.975106 
-L 61.95 45.706943 
-L 63.975 52.329767 
-L 65.175 55.305274 
-L 66.45 57.896719 
-L 67.575 59.764066 
-L 67.8 59.809664 
-L 68.025 59.560751 
-L 68.325 58.8057 
-L 68.775 56.891335 
-L 69.45 52.777289 
-L 70.725 44.738285 
-L 72.3 44.787085 
-L 72.525 45.106638 
-L 72.825 45.96651 
-L 73.95 49.931962 
-L 75.15 53.374068 
-L 76.425 56.349692 
-L 77.7 58.781929 
-L 78.45 59.906378 
-L 78.675 59.851438 
-L 78.9 59.506148 
-L 79.275 58.345811 
-L 79.8 55.714432 
-L 80.7 49.672939 
-L 81.45 44.731 
-L 83.1 44.779522 
-L 83.325 45.101269 
-L 83.625 45.967028 
-L 84.75 49.95953 
-L 85.95 53.424968 
-L 87.225 56.420624 
-L 88.5 58.869115 
-L 89.25 60.001011 
-L 89.475 59.945623 
-L 89.7 59.597902 
-L 90.075 58.429527 
-L 90.6 55.780053 
-L 91.5 49.697237 
-L 92.25 44.722481 
-L 93.9 44.771852 
-L 94.125 45.095825 
-L 94.425 45.967554 
-L 95.55 49.987484 
-L 96.75 53.476578 
-L 98.025 56.492541 
-L 99.3 58.957508 
-L 100.05 60.096955 
-L 100.275 60.04111 
-L 100.5 59.690923 
-L 100.875 58.514395 
-L 101.4 55.846572 
-L 102.3 49.721855 
-L 103.05 44.714413 
-L 104.7 44.764075 
-L 104.925 45.090304 
-L 105.225 45.968087 
-L 106.35 50.015831 
-L 107.55 53.528913 
-L 108.825 56.565466 
-L 110.1 59.047136 
-L 110.85 60.194235 
-L 111.075 60.137927 
-L 111.3 59.785237 
-L 111.675 58.600441 
-L 112.2 55.914008 
-L 113.1 49.746798 
-L 113.85 44.70623 
-L 115.5 44.756187 
-L 115.725 45.084705 
-L 116.025 45.968628 
-L 117.15 50.044581 
-L 118.35 53.581988 
-L 119.625 56.639419 
-L 120.9 59.138024 
-L 121.65 60.292881 
-L 121.875 60.236102 
-L 122.1 59.880874 
-L 122.475 58.68769 
-L 123 55.982381 
-L 123.9 49.772074 
-L 124.65 44.697931 
-L 126.3 44.748186 
-L 126.525 45.079025 
-L 126.825 45.969177 
-L 127.95 50.073742 
-L 129.15 53.635819 
-L 130.425 56.714423 
-L 131.7 59.2302 
-L 132.45 60.392922 
-L 132.675 60.335664 
-L 132.9 59.97786 
-L 133.275 58.776167 
-L 133.8 56.05171 
-L 134.7 49.797689 
-L 135.45 44.689514 
-L 137.1 44.740069 
-L 137.325 45.073264 
-L 137.625 45.969734 
-L 138.75 50.103323 
-L 139.95 53.690424 
-L 141.225 56.7905 
-L 142.5 59.323691 
-L 143.25 60.494389 
-L 143.475 60.436644 
-L 143.7 60.076225 
-L 144.075 58.865898 
-L 144.6 56.122016 
-L 145.5 49.823649 
-L 146.25 44.680974 
-L 147.9 44.731834 
-L 148.125 45.067419 
-L 148.425 45.9703 
-L 149.55 50.133333 
-L 150.75 53.745818 
-L 152.025 56.867675 
-L 153.3 59.418527 
-L 154.05 60.597311 
-L 154.275 60.539071 
-L 154.5 60.175999 
-L 154.875 58.956911 
-L 155.4 56.193319 
-L 156.3 49.849963 
-L 157.05 44.672311 
-L 158.7 44.723479 
-L 158.925 45.061489 
-L 159.225 45.970874 
-L 160.35 50.163781 
-L 161.55 53.802019 
-L 162.825 56.94597 
-L 164.1 59.514736 
-L 164.85 60.701722 
-L 165.075 60.642978 
-L 165.3 60.277213 
-L 165.675 59.049234 
-L 166.2 56.265643 
-L 167.1 49.876637 
-L 167.85 44.66352 
-L 169.5 44.715 
-L 169.725 45.055471 
-L 170.025 45.971457 
-L 171.15 50.194679 
-L 172.35 53.859045 
-L 173.625 57.025411 
-L 174.9 59.612349 
-L 175.65 60.807654 
-L 175.875 60.748398 
-L 176.1 60.379898 
-L 176.475 59.142896 
-L 177 56.339007 
-L 177.9 49.903678 
-L 178.65 44.6546 
-L 180.3 44.706396 
-L 180.525 45.049364 
-L 180.825 45.972049 
-L 181.95 50.226035 
-L 183.15 53.916915 
-L 184.425 57.106024 
-L 185.7 59.711397 
-L 186.45 60.915141 
-L 186.675 60.855364 
-L 186.9 60.484087 
-L 187.275 59.237925 
-L 187.8 56.413437 
-L 188.7 49.931096 
-L 189.45 44.645547 
-L 191.1 44.697662 
-L 191.325 45.043165 
-L 191.625 45.97265 
-L 192.75 50.25786 
-L 193.95 53.975648 
-L 195.225 57.187835 
-L 196.5 59.811914 
-L 197.25 61.024218 
-L 197.475 60.96391 
-L 197.7 60.589815 
-L 198.075 59.334354 
-L 198.6 56.488955 
-L 199.5 49.958897 
-L 200.25 44.636358 
-L 201.9 44.688796 
-L 202.125 45.036873 
-L 202.425 45.97326 
-L 203.55 50.290164 
-L 204.75 54.035264 
-L 206.025 57.270871 
-L 207.3 59.913931 
-L 208.05 61.134921 
-L 208.275 61.074073 
-L 208.5 60.697115 
-L 208.875 59.432213 
-L 209.4 56.565585 
-L 210.3 49.98709 
-L 211.05 44.62703 
-L 212.7 44.679796 
-L 212.925 45.030486 
-L 213.225 45.97388 
-L 214.35 50.32296 
-L 215.55 54.095782 
-L 216.825 57.355161 
-L 218.1 60.017483 
-L 218.85 61.247287 
-L 219.075 61.185889 
-L 219.3 60.806023 
-L 219.675 59.531534 
-L 220.2 56.643353 
-L 221.1 50.015683 
-L 221.85 44.61756 
-L 223.5 44.670657 
-L 223.725 45.024 
-L 224.025 45.97451 
-L 225.15 50.356258 
-L 226.35 54.157224 
-L 227.625 57.440733 
-L 228.9 60.122606 
-L 229.65 61.361353 
-L 229.875 61.299397 
-L 230.1 60.916577 
-L 230.4 59.948872 
-L 230.85 57.663956 
-L 231.6 52.37889 
-L 232.65 44.607944 
-L 234.3 44.661377 
-L 234.525 45.017415 
-L 234.825 45.97515 
-L 235.95 50.39007 
-L 237.15 54.219611 
-L 238.425 57.527617 
-L 239.7 60.229335 
-L 240.45 61.47716 
-L 240.675 61.414635 
-L 240.9 61.028814 
-L 241.2 60.053649 
-L 241.65 57.751256 
-L 242.4 52.425999 
-L 243.45 44.59818 
-L 245.1 44.651952 
-L 245.325 45.010727 
-L 245.625 45.9758 
-L 246.75 50.424408 
-L 247.95 54.282965 
-L 249.225 57.615844 
-L 250.5 60.33771 
-L 251.25 61.594749 
-L 251.475 61.531643 
-L 251.7 61.142774 
-L 252 60.16003 
-L 252.45 57.839886 
-L 253.2 52.473811 
-L 254.25 44.588263 
-L 255.9 44.642379 
-L 256.125 45.003934 
-L 256.425 45.976461 
-L 257.55 50.459285 
-L 258.75 54.34731 
-L 260.025 57.705446 
-L 261.3 60.447767 
-L 262.05 61.71416 
-L 262.275 61.650465 
-L 262.5 61.258496 
-L 262.8 60.268053 
-L 263.25 57.929878 
-L 264 52.522341 
-L 265.05 44.57819 
-L 266.7 44.632654 
-L 266.925 44.997033 
-L 267.225 45.977133 
-L 268.35 50.494714 
-L 269.55 54.41267 
-L 270.75 57.616121 
-L 272.025 60.411601 
-L 272.85 61.835438 
-L 273 61.830396 
-L 273.225 61.543076 
-L 273.525 60.674645 
-L 273.975 58.475668 
-L 274.65 53.75373 
-L 275.925 44.567902 
-L 277.5 44.622774 
-L 277.725 44.990023 
-L 278.025 45.977816 
-L 279.15 50.530708 
-L 280.35 54.479067 
-L 281.55 57.707189 
-L 282.825 60.524022 
-L 283.65 61.958627 
-L 283.8 61.953472 
-L 284.025 61.663794 
-L 284.325 60.788426 
-L 284.775 58.572059 
-L 285.45 53.81301 
-L 286.725 44.557501 
-L 288.3 44.612735 
-L 288.525 44.982899 
-L 288.825 45.97851 
-L 289.95 50.56728 
-L 291.15 54.546529 
-L 292.35 57.799711 
-L 293.625 60.638232 
-L 294.45 62.083772 
-L 294.6 62.078503 
-L 294.825 61.786427 
-L 295.125 60.904009 
-L 295.575 58.669969 
-L 296.25 53.873208 
-L 297.525 44.546932 
-L 299.1 44.602532 
-L 299.325 44.97566 
-L 299.625 45.979215 
-L 300.75 50.604445 
-L 301.95 54.615081 
-L 303.15 57.893723 
-L 304.425 60.754276 
-L 305.25 62.210923 
-L 305.4 62.205535 
-L 305.625 61.911021 
-L 305.925 61.021435 
-L 306.375 58.769434 
-L 307.05 53.934347 
-L 308.325 44.536191 
-L 309.9 44.592163 
-L 310.125 44.968303 
-L 310.425 45.979933 
-L 311.55 50.642219 
-L 312.75 54.684749 
-L 313.95 57.989262 
-L 315.225 60.872198 
-L 316.05 62.340127 
-L 316.2 62.334618 
-L 316.425 62.037624 
-L 316.725 61.140751 
-L 317.175 58.87049 
-L 317.85 53.996449 
-L 319.125 44.525274 
-L 320.7 44.581622 
-L 320.925 44.960824 
-L 321.225 45.980663 
-L 322.35 50.680615 
-L 323.55 54.755563 
-L 324.75 58.086365 
-L 326.025 60.992046 
-L 326.85 62.471436 
-L 327 62.465802 
-L 327.225 62.166285 
-L 327.525 61.262003 
-L 327.975 58.973179 
-L 328.65 54.059536 
-L 329.925 44.514177 
-L 331.5 44.570905 
-L 331.725 44.953221 
-L 332.025 45.981406 
-L 333.15 50.71965 
-L 334.35 54.82755 
-L 335.55 58.185073 
-L 336.825 61.113866 
-L 337.65 62.604902 
-L 337.8 62.59914 
-L 338.025 62.297057 
-L 338.325 61.385239 
-L 338.775 59.077539 
-L 339.45 54.123634 
-L 340.725 44.502893 
-L 342.3 44.560008 
-L 342.525 44.945491 
-L 342.825 45.982161 
-L 343.95 50.75934 
-L 345.15 54.90074 
-L 346.35 58.285425 
-L 347.625 61.237709 
-L 348.45 62.74058 
-L 348.6 62.734687 
-L 348.825 62.429991 
-L 349.125 61.510509 
-L 349.575 59.183613 
-L 350.25 54.188766 
-L 351.525 44.49142 
-L 353.1 44.548926 
-L 353.325 44.937629 
-L 353.625 45.98293 
-L 354.75 50.799702 
-L 355.95 54.975165 
-L 357.15 58.387463 
-L 358.425 61.363627 
-L 359.25 62.878525 
-L 359.4 62.872497 
-L 359.625 62.565143 
-L 359.925 61.637864 
-L 360.375 59.291443 
-L 361.05 54.254959 
-L 362.325 44.479752 
-L 363.9 44.537654 
-L 364.125 44.929633 
-L 364.425 45.983713 
-L 365.55 50.840753 
-L 366.75 55.050856 
-L 367.95 58.491232 
-L 369.225 61.491672 
-L 370.05 63.018796 
-L 370.2 63.012629 
-L 370.425 62.702569 
-L 370.725 61.767357 
-L 371.175 59.401075 
-L 371.85 54.322238 
-L 373.125 44.467884 
-L 374.7 44.526188 
-L 374.925 44.921499 
-L 375.225 45.984509 
-L 376.35 50.882511 
-L 377.55 55.127845 
-L 378.75 58.596776 
-L 380.025 61.6219 
-L 380.85 63.161452 
-L 381 63.155143 
-L 381.225 62.842328 
-L 381.525 61.899044 
-L 381.975 59.512554 
-L 382.65 54.390632 
-L 383.925 44.45581 
-L 385.5 44.514522 
-L 385.725 44.913224 
-L 386.025 45.98532 
-L 387.15 50.924995 
-L 388.35 55.206169 
-L 388.8 56.599206 
-L 388.8 56.599206 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#pac73680397)" d="M 53.925 239.961697 
-L 79.2 235.010391 
-L 105.3 230.124841 
-L 132.225 225.311626 
-L 160.05 220.564099 
-L 188.85 215.876992 
-L 218.625 211.257802 
-L 249.45 206.702256 
-L 281.325 202.217491 
-L 314.325 197.799861 
-L 348.525 193.446713 
-L 384.075 189.147417 
-L 388.8 188.592403 
-L 388.8 188.592403 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pac73680397">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qbot_melting_icon.svg b/python_scripts /plots/model_qbot_melting_icon.svg
deleted file mode 100644
index ddb421c033aee8afe2dbfbe678a47ad465eb1ce0..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qbot_melting_icon.svg	
+++ /dev/null
@@ -1,1061 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m6a143904a9" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m6a143904a9" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m6a143904a9" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m6a143904a9" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m6a143904a9" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m6a143904a9" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m6a143904a9" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m6a143904a9" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m04e6060498" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m04e6060498" y="224.578924"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −20 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-      </defs>
-      <g transform="translate(25.895312 228.378143)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-50"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m04e6060498" y="182.002363"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −15 -->
-      <g transform="translate(25.895312 185.801582)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-49"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m04e6060498" y="139.425801"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- −10 -->
-      <g transform="translate(25.895312 143.22502)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-49"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m04e6060498" y="96.84924"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- −5 -->
-      <g transform="translate(32.257812 100.648459)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m04e6060498" y="54.272678"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0 -->
-      <g transform="translate(40.6375 58.071897)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- Qbot [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-     </defs>
-     <g transform="translate(19.815625 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-98"/>
-      <use transform="translate(142.1875 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(203.369141 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="LineCollection_1">
-    <path clip-path="url(#p5eb7eb592e)" d="M 43.2 54.272678 
-L 388.8 54.272678 
-" style="fill:none;stroke:#000000;"/>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#p5eb7eb592e)" d="M 53.925 225.378801 
-L 56.7 225.326111 
-L 57.3 67.604237 
-L 57.45 45.486638 
-L 61.35 45.449395 
-L 61.5 67.678874 
-L 62.025 201.781947 
-L 62.175 225.923665 
-L 67.5 225.822131 
-L 68.1 67.645274 
-L 68.25 45.456383 
-L 72.15 45.418882 
-L 72.3 67.720263 
-L 72.825 202.21627 
-L 72.975 226.423151 
-L 78.3 226.32072 
-L 78.9 67.686537 
-L 79.05 45.425939 
-L 82.95 45.388178 
-L 83.1 67.761879 
-L 83.625 202.652875 
-L 83.775 226.925233 
-L 89.1 226.821894 
-L 89.7 67.728027 
-L 89.85 45.395305 
-L 93.75 45.357282 
-L 93.9 67.803726 
-L 94.425 203.091779 
-L 94.575 227.429929 
-L 99.9 227.325672 
-L 100.5 67.769746 
-L 100.65 45.36448 
-L 104.55 45.326192 
-L 104.7 67.845804 
-L 105.225 203.532997 
-L 105.375 227.937258 
-L 110.7 227.832073 
-L 111.3 67.811695 
-L 111.45 45.333461 
-L 115.35 45.294905 
-L 115.5 67.888115 
-L 116.025 203.976546 
-L 116.175 228.447238 
-L 121.5 228.341115 
-L 122.1 67.853877 
-L 122.25 45.302247 
-L 126.15 45.263421 
-L 126.3 67.930662 
-L 126.825 204.422444 
-L 126.975 228.959889 
-L 132.3 228.852817 
-L 132.9 67.896292 
-L 133.05 45.270836 
-L 136.95 45.231737 
-L 137.1 67.973445 
-L 137.625 204.870706 
-L 137.775 229.475228 
-L 143.1 229.367197 
-L 143.7 67.938944 
-L 143.85 45.239227 
-L 147.75 45.199852 
-L 147.9 68.016467 
-L 148.425 205.32135 
-L 148.575 229.993276 
-L 153.9 229.884275 
-L 154.5 67.981832 
-L 154.65 45.207417 
-L 158.55 45.167764 
-L 158.7 68.059729 
-L 159.225 205.774393 
-L 159.375 230.514052 
-L 164.7 230.404069 
-L 165.3 68.024961 
-L 165.45 45.175405 
-L 169.35 45.135471 
-L 169.5 68.103234 
-L 170.025 206.229853 
-L 170.175 231.037575 
-L 175.5 230.9266 
-L 176.1 68.06833 
-L 176.25 45.14319 
-L 180.15 45.102971 
-L 180.3 68.146983 
-L 180.825 206.687746 
-L 180.975 231.563864 
-L 186.3 231.451885 
-L 186.9 68.111942 
-L 187.05 45.110768 
-L 190.95 45.070263 
-L 191.1 68.190978 
-L 191.625 207.14809 
-L 191.775 232.09294 
-L 197.1 231.979946 
-L 197.7 68.1558 
-L 197.85 45.07814 
-L 201.75 45.037345 
-L 201.9 68.235221 
-L 202.425 207.610904 
-L 202.575 232.624822 
-L 207.9 232.510802 
-L 208.5 68.199904 
-L 208.65 45.045301 
-L 212.55 45.004214 
-L 212.7 68.279713 
-L 213.225 208.076204 
-L 213.375 233.159531 
-L 218.7 233.044472 
-L 219.3 68.244256 
-L 219.45 45.012252 
-L 223.35 44.970869 
-L 223.5 68.324457 
-L 224.025 208.54401 
-L 224.175 233.697086 
-L 229.5 233.580977 
-L 230.1 68.288859 
-L 230.25 44.97899 
-L 234.15 44.937308 
-L 234.3 68.369455 
-L 234.825 209.014338 
-L 234.975 234.237509 
-L 240.3 234.120337 
-L 240.9 68.333714 
-L 241.05 44.945512 
-L 244.95 44.903529 
-L 245.1 68.414709 
-L 245.625 209.487208 
-L 245.775 234.780819 
-L 251.1 234.662573 
-L 251.7 68.378824 
-L 251.85 44.911818 
-L 255.75 44.86953 
-L 255.9 68.46022 
-L 256.425 209.962638 
-L 256.575 235.327038 
-L 261.9 235.207706 
-L 262.5 68.42419 
-L 262.65 44.877905 
-L 266.55 44.835309 
-L 266.7 68.50599 
-L 267.225 210.440647 
-L 267.375 235.876187 
-L 272.7 235.755755 
-L 273.3 68.469814 
-L 273.45 44.84377 
-L 277.35 44.800864 
-L 277.5 68.552022 
-L 278.025 210.921253 
-L 278.175 236.428286 
-L 283.5 236.306743 
-L 284.1 68.515699 
-L 284.25 44.809414 
-L 288.15 44.766193 
-L 288.3 68.598318 
-L 288.825 211.404476 
-L 288.975 236.983358 
-L 294.3 236.86069 
-L 294.9 68.561845 
-L 295.05 44.774832 
-L 298.95 44.731294 
-L 299.1 68.644879 
-L 299.625 211.890335 
-L 299.775 237.541424 
-L 305.1 237.417617 
-L 305.7 68.608256 
-L 305.85 44.740023 
-L 309.75 44.696165 
-L 309.9 68.691708 
-L 310.425 212.378849 
-L 310.575 238.102504 
-L 315.9 237.977547 
-L 316.5 68.654934 
-L 316.65 44.704985 
-L 320.55 44.660804 
-L 320.7 68.738807 
-L 321.225 212.870037 
-L 321.375 238.666622 
-L 326.7 238.5405 
-L 327.3 68.701879 
-L 327.45 44.669716 
-L 331.35 44.625208 
-L 331.5 68.786177 
-L 332.025 213.363919 
-L 332.175 239.2338 
-L 337.5 239.1065 
-L 338.1 68.749095 
-L 338.25 44.634215 
-L 342.15 44.589376 
-L 342.3 68.833821 
-L 342.825 213.860516 
-L 342.975 239.804059 
-L 348.3 239.675567 
-L 348.9 68.796584 
-L 349.05 44.598477 
-L 352.95 44.553304 
-L 353.1 68.881742 
-L 353.625 214.359846 
-L 353.775 240.377422 
-L 359.1 240.247724 
-L 359.7 68.844347 
-L 359.85 44.562503 
-L 363.75 44.516992 
-L 363.9 68.92994 
-L 364.425 214.861931 
-L 364.575 240.953912 
-L 369.9 240.822994 
-L 370.5 68.892387 
-L 370.65 44.526288 
-L 374.55 44.480437 
-L 374.7 68.978419 
-L 375.225 215.36679 
-L 375.375 241.533552 
-L 380.7 241.401399 
-L 381.3 68.940706 
-L 381.45 44.489832 
-L 385.35 44.443636 
-L 385.5 69.027181 
-L 386.025 215.874445 
-L 386.175 242.116364 
-L 388.8 242.050811 
-L 388.8 242.050811 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p5eb7eb592e)" d="M 53.925 54.276606 
-L 111.225 54.432092 
-L 192.6 54.991043 
-L 241.275 55.498552 
-L 331.95 56.764818 
-L 362.475 57.286961 
-L 388.8 57.763555 
-L 388.8 57.763555 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p5eb7eb592e">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qbot_melting_snow.svg b/python_scripts /plots/model_qbot_melting_snow.svg
deleted file mode 100644
index 73eec509f4715e66f498e9f73b2cdf4c4deea0f6..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qbot_melting_snow.svg	
+++ /dev/null
@@ -1,1427 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="mb0861d5bb0" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mb0861d5bb0" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#mb0861d5bb0" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#mb0861d5bb0" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#mb0861d5bb0" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#mb0861d5bb0" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#mb0861d5bb0" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#mb0861d5bb0" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m16b32a2ca1" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m16b32a2ca1" y="232.119833"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −2.5 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-      </defs>
-      <g transform="translate(22.717187 235.919052)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-50"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m16b32a2ca1" y="196.924235"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −2.0 -->
-      <g transform="translate(22.717187 200.723454)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-50"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m16b32a2ca1" y="161.728637"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- −1.5 -->
-      <g transform="translate(22.717187 165.527856)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-49"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m16b32a2ca1" y="126.53304"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- −1.0 -->
-      <g transform="translate(22.717187 130.332258)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-49"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m16b32a2ca1" y="91.337442"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- −0.5 -->
-      <g transform="translate(22.717187 95.136661)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m16b32a2ca1" y="56.141844"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 0.0 -->
-      <g transform="translate(31.096875 59.941063)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_15">
-     <!-- Qbot [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-M 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 75.984375 
-L 18.109375 75.984375 
-z
-" id="DejaVuSans-98"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-     </defs>
-     <g transform="translate(16.6375 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-98"/>
-      <use transform="translate(142.1875 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(203.369141 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="LineCollection_1">
-    <path clip-path="url(#pc54c2517a3)" d="M 43.2 56.141844 
-L 388.8 56.141844 
-" style="fill:none;stroke:#000000;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#pc54c2517a3)" d="M 53.925 134.996688 
-L 55.125 159.664328 
-L 56.4 181.332706 
-L 56.85 187.176835 
-L 56.925 187.387498 
-L 57 187.306323 
-L 57.15 186.290506 
-L 57.375 182.728659 
-L 57.75 171.86833 
-L 58.275 148.314296 
-L 59.325 86.915864 
-L 60.075 47.201491 
-L 60.225 45.357631 
-L 61.35 45.36372 
-L 61.5 46.23123 
-L 61.725 49.548831 
-L 62.025 57.705072 
-L 63.15 94.457146 
-L 64.35 126.443073 
-L 65.55 152.690994 
-L 66.825 175.682844 
-L 67.65 187.505253 
-L 67.725 187.716396 
-L 67.8 187.634964 
-L 67.95 186.616478 
-L 68.175 183.045486 
-L 68.55 172.157508 
-L 69.075 148.543768 
-L 70.125 86.990257 
-L 70.875 47.175915 
-L 71.025 45.330371 
-L 72.15 45.336417 
-L 72.3 46.206137 
-L 72.525 49.532158 
-L 72.825 57.709068 
-L 73.95 94.554066 
-L 75.15 126.620552 
-L 76.35 152.934308 
-L 77.625 175.983573 
-L 78.45 187.835352 
-L 78.525 188.046976 
-L 78.6 187.965285 
-L 78.75 186.944116 
-L 78.975 183.363932 
-L 79.35 172.448161 
-L 79.875 148.774407 
-L 80.925 87.065017 
-L 81.675 47.150193 
-L 81.825 45.302971 
-L 82.95 45.308973 
-L 83.1 46.180915 
-L 83.325 49.5154 
-L 83.625 57.713086 
-L 84.75 94.651487 
-L 85.95 126.798946 
-L 87.15 153.178873 
-L 88.425 176.285847 
-L 89.25 188.167144 
-L 89.325 188.379253 
-L 89.4 188.297301 
-L 89.55 187.273434 
-L 89.775 183.684009 
-L 90.15 172.740301 
-L 90.675 149.006221 
-L 91.725 87.140146 
-L 92.475 47.124322 
-L 92.625 45.275429 
-L 93.75 45.281386 
-L 93.9 46.155562 
-L 94.125 49.498555 
-L 94.425 57.717124 
-L 95.55 94.749412 
-L 96.75 126.978261 
-L 97.95 153.4247 
-L 99.225 176.589678 
-L 100.05 188.500644 
-L 100.125 188.713238 
-L 100.2 188.631025 
-L 100.35 187.604446 
-L 100.575 184.005731 
-L 100.95 173.033939 
-L 101.475 149.239219 
-L 102.525 87.215648 
-L 103.275 47.098302 
-L 103.425 45.247745 
-L 104.55 45.253656 
-L 104.7 46.130078 
-L 104.925 49.481622 
-L 105.225 57.721184 
-L 106.35 94.847846 
-L 107.55 127.158506 
-L 108.75 153.671799 
-L 110.025 176.895078 
-L 110.85 188.835864 
-L 110.925 189.048947 
-L 111 188.966469 
-L 111.15 187.937163 
-L 111.375 184.32911 
-L 111.75 173.329088 
-L 112.275 149.473412 
-L 113.325 87.291525 
-L 114.075 47.072132 
-L 114.225 45.219916 
-L 115.35 45.225782 
-L 115.5 46.10446 
-L 115.725 49.464601 
-L 116.025 57.725265 
-L 117.15 94.946792 
-L 118.35 127.339687 
-L 119.55 153.920179 
-L 120.825 177.202059 
-L 121.65 189.172817 
-L 121.725 189.386391 
-L 121.8 189.303648 
-L 121.95 188.271601 
-L 122.175 184.654159 
-L 122.55 173.625759 
-L 123.075 149.708807 
-L 124.125 87.36778 
-L 124.875 47.045809 
-L 125.025 45.191942 
-L 126.15 45.197761 
-L 126.3 46.078709 
-L 126.525 49.447492 
-L 126.825 57.729368 
-L 127.95 95.046255 
-L 129.15 127.521812 
-L 130.35 154.169851 
-L 131.625 177.510634 
-L 132.45 189.511518 
-L 132.525 189.725585 
-L 132.6 189.642575 
-L 132.75 188.607771 
-L 132.975 184.980891 
-L 133.35 173.923963 
-L 133.875 149.945415 
-L 134.925 87.444416 
-L 135.675 47.019333 
-L 135.825 45.163821 
-L 136.95 45.169594 
-L 137.1 46.052823 
-L 137.325 49.430292 
-L 137.625 57.733492 
-L 138.75 95.146239 
-L 139.95 127.704889 
-L 141.15 154.420825 
-L 142.425 177.820815 
-L 143.25 189.851981 
-L 143.325 190.066543 
-L 143.4 189.983264 
-L 143.55 188.945688 
-L 143.775 185.309321 
-L 144.15 174.223713 
-L 144.675 150.183246 
-L 145.725 87.521435 
-L 146.475 46.992702 
-L 146.625 45.135553 
-L 147.75 45.141279 
-L 147.9 46.026801 
-L 148.125 49.413003 
-L 148.425 57.737638 
-L 149.55 95.246747 
-L 150.75 127.888925 
-L 151.95 154.673112 
-L 153.225 178.132616 
-L 154.05 190.194218 
-L 154.125 190.409278 
-L 154.2 190.325728 
-L 154.35 189.285366 
-L 154.575 185.63946 
-L 154.95 174.525022 
-L 155.475 150.422307 
-L 156.525 87.598842 
-L 157.275 46.965915 
-L 157.425 45.107137 
-L 158.55 45.112814 
-L 158.7 46.000642 
-L 158.925 49.395623 
-L 159.225 57.741806 
-L 160.35 95.347784 
-L 161.55 128.073927 
-L 162.75 154.926721 
-L 164.025 178.446048 
-L 164.85 190.538245 
-L 164.925 190.753804 
-L 165 190.669983 
-L 165.15 189.626819 
-L 165.375 185.971322 
-L 165.75 174.827901 
-L 166.275 150.66261 
-L 167.325 87.676637 
-L 168.075 46.93897 
-L 168.225 45.078571 
-L 169.35 45.084199 
-L 169.5 45.974344 
-L 169.725 49.378151 
-L 170.025 57.745997 
-L 171.15 95.449354 
-L 172.35 128.259904 
-L 173.55 155.181664 
-L 174.825 178.761126 
-L 175.65 190.884075 
-L 175.725 191.100137 
-L 175.8 191.016041 
-L 175.95 189.97006 
-L 176.175 186.304922 
-L 176.55 175.132363 
-L 177.075 150.904165 
-L 178.125 87.754826 
-L 178.875 46.911867 
-L 179.025 45.049853 
-L 180.15 45.055433 
-L 180.3 45.947907 
-L 180.525 49.360586 
-L 180.825 57.75021 
-L 181.95 95.551462 
-L 183.15 128.446863 
-L 184.35 155.437951 
-L 185.625 179.077861 
-L 186.45 191.231723 
-L 186.525 191.44829 
-L 186.6 191.363918 
-L 186.75 190.315105 
-L 186.975 186.640273 
-L 187.35 175.43842 
-L 187.875 151.14698 
-L 188.925 87.83341 
-L 189.675 46.884604 
-L 189.825 45.020983 
-L 190.95 45.026513 
-L 191.1 45.92133 
-L 191.325 49.342928 
-L 191.625 57.754445 
-L 192.75 95.654112 
-L 193.95 128.634812 
-L 195.15 155.695592 
-L 196.425 179.396268 
-L 197.25 191.581203 
-L 197.325 191.798277 
-L 197.4 191.713628 
-L 197.55 190.661966 
-L 197.775 186.977389 
-L 198.15 175.746086 
-L 198.675 151.391066 
-L 199.725 87.912393 
-L 200.475 46.857178 
-L 200.625 44.99196 
-L 201.75 44.99744 
-L 201.9 45.894612 
-L 202.125 49.325177 
-L 202.425 57.758703 
-L 203.55 95.757308 
-L 204.75 128.823759 
-L 205.95 155.9546 
-L 207.225 179.71636 
-L 208.05 191.932531 
-L 208.125 192.150114 
-L 208.2 192.065186 
-L 208.35 191.01066 
-L 208.575 187.316285 
-L 208.95 176.055372 
-L 209.475 151.636434 
-L 210.525 87.991777 
-L 211.275 46.82959 
-L 211.425 44.962782 
-L 212.55 44.968211 
-L 212.7 45.86775 
-L 212.925 49.307331 
-L 213.225 57.762985 
-L 214.35 95.861054 
-L 215.55 129.013712 
-L 216.75 156.214984 
-L 218.025 180.03815 
-L 218.85 192.285721 
-L 218.925 192.503815 
-L 219 192.418606 
-L 219.15 191.3612 
-L 219.375 187.656973 
-L 219.75 176.366293 
-L 220.275 151.883093 
-L 221.325 88.071566 
-L 222.075 46.801837 
-L 222.225 44.933448 
-L 223.35 44.938825 
-L 223.5 45.840745 
-L 223.725 49.289389 
-L 224.025 57.767289 
-L 225.15 95.965356 
-L 226.35 129.20468 
-L 227.55 156.476755 
-L 228.825 180.361652 
-L 229.65 192.640787 
-L 229.725 192.859396 
-L 229.8 192.773904 
-L 229.95 191.713602 
-L 230.175 187.99947 
-L 230.55 176.678861 
-L 231.075 152.131054 
-L 232.125 88.151764 
-L 232.875 46.773918 
-L 233.025 44.903957 
-L 234.15 44.909282 
-L 234.3 45.813595 
-L 234.525 49.271351 
-L 234.825 57.771617 
-L 235.95 96.070217 
-L 237.15 129.39667 
-L 238.35 156.739926 
-L 239.625 180.68688 
-L 240.45 192.997746 
-L 240.525 193.216872 
-L 240.6 193.131095 
-L 240.75 192.067881 
-L 240.975 188.34379 
-L 241.35 176.99309 
-L 241.875 152.380327 
-L 242.925 88.232372 
-L 243.675 46.745832 
-L 243.825 44.874307 
-L 244.95 44.879579 
-L 245.1 45.786298 
-L 245.325 49.253216 
-L 245.625 57.775968 
-L 246.75 96.175643 
-L 247.95 129.589691 
-L 249.15 157.004508 
-L 250.425 181.013849 
-L 251.25 193.356612 
-L 251.325 193.576257 
-L 251.4 193.490194 
-L 251.55 192.424051 
-L 251.775 188.689946 
-L 252.15 177.308992 
-L 252.675 152.630922 
-L 253.725 88.313395 
-L 254.475 46.717577 
-L 254.625 44.844498 
-L 255.75 44.849716 
-L 255.9 45.758854 
-L 256.125 49.234983 
-L 256.425 57.780343 
-L 257.55 96.281637 
-L 258.75 129.783751 
-L 259.95 157.270511 
-L 261.225 181.342571 
-L 262.05 193.717401 
-L 262.125 193.937568 
-L 262.2 193.851216 
-L 262.35 192.782129 
-L 262.575 189.037955 
-L 262.95 177.626582 
-L 263.475 152.882852 
-L 264.525 88.394835 
-L 265.275 46.689151 
-L 265.425 44.814527 
-L 266.55 44.819691 
-L 266.7 45.731262 
-L 266.925 49.216652 
-L 267.225 57.784742 
-L 268.35 96.388205 
-L 269.55 129.978859 
-L 270.75 157.537948 
-L 272.025 181.673062 
-L 272.85 194.080129 
-L 272.925 194.30082 
-L 273 194.214178 
-L 273.15 193.14213 
-L 273.375 189.387831 
-L 273.75 177.945874 
-L 274.275 153.136125 
-L 275.325 88.476696 
-L 276.075 46.660552 
-L 276.225 44.784394 
-L 277.35 44.789503 
-L 277.5 45.70352 
-L 277.725 49.198221 
-L 278.025 57.789165 
-L 279.15 96.49535 
-L 280.35 130.175023 
-L 281.55 157.806831 
-L 282.825 182.005335 
-L 283.65 194.444812 
-L 283.725 194.666029 
-L 283.8 194.579095 
-L 283.95 193.504069 
-L 284.175 189.73959 
-L 284.55 178.26688 
-L 285.075 153.390754 
-L 286.125 88.558982 
-L 286.875 46.631781 
-L 287.025 44.754097 
-L 288.15 44.759151 
-L 288.3 45.675626 
-L 288.525 49.17969 
-L 288.825 57.793612 
-L 289.95 96.603079 
-L 291.15 130.372253 
-L 292.35 158.077171 
-L 293.625 182.339407 
-L 294.45 194.811465 
-L 294.525 195.033212 
-L 294.6 194.945984 
-L 294.75 193.867962 
-L 294.975 190.093247 
-L 295.35 178.589615 
-L 295.875 153.646749 
-L 296.925 88.641695 
-L 297.675 46.602833 
-L 297.825 44.723634 
-L 298.95 44.728632 
-L 299.1 45.64758 
-L 299.325 49.161058 
-L 299.625 57.798084 
-L 300.75 96.711396 
-L 301.95 130.570556 
-L 303.15 158.34898 
-L 304.425 182.67529 
-L 305.25 195.180105 
-L 305.325 195.402384 
-L 305.4 195.31486 
-L 305.55 194.233826 
-L 305.775 190.448817 
-L 306.15 178.914094 
-L 306.675 153.904122 
-L 307.725 88.724839 
-L 308.475 46.57371 
-L 308.625 44.693006 
-L 309.75 44.697947 
-L 309.9 45.619381 
-L 310.125 49.142323 
-L 310.425 57.802581 
-L 311.55 96.820305 
-L 312.75 130.769942 
-L 313.95 158.62227 
-L 315.225 183.013001 
-L 316.05 195.550748 
-L 316.125 195.773561 
-L 316.2 195.685739 
-L 316.35 194.601676 
-L 316.575 190.806317 
-L 316.95 179.240331 
-L 317.475 154.162883 
-L 318.525 88.808417 
-L 319.275 46.544407 
-L 319.425 44.662209 
-L 320.55 44.667093 
-L 320.7 45.591027 
-L 320.925 49.123487 
-L 321.225 57.807102 
-L 322.35 96.929812 
-L 323.55 130.97042 
-L 324.75 158.897054 
-L 326.025 183.352555 
-L 326.85 195.923411 
-L 326.925 196.146761 
-L 327 196.058639 
-L 327.15 194.97153 
-L 327.375 191.165762 
-L 327.75 179.568339 
-L 328.275 154.423044 
-L 329.325 88.892433 
-L 330.075 46.514925 
-L 330.225 44.631243 
-L 331.35 44.636068 
-L 331.5 45.562516 
-L 331.725 49.104546 
-L 332.025 57.811649 
-L 333.15 97.039921 
-L 334.35 131.171999 
-L 335.55 159.173345 
-L 336.825 183.693966 
-L 337.65 196.29811 
-L 337.725 196.522 
-L 337.8 196.433577 
-L 337.95 195.343403 
-L 338.175 191.527168 
-L 338.55 179.898135 
-L 339.075 154.684617 
-L 340.125 88.97689 
-L 340.875 46.48526 
-L 341.025 44.600106 
-L 342.15 44.604872 
-L 342.3 45.533848 
-L 342.525 49.085501 
-L 342.825 57.816221 
-L 343.95 97.150639 
-L 345.15 131.374688 
-L 346.35 159.451154 
-L 347.625 184.037251 
-L 348.45 196.674863 
-L 348.525 196.899296 
-L 348.6 196.810568 
-L 348.75 195.717313 
-L 348.975 191.890552 
-L 349.35 180.229732 
-L 349.875 154.947614 
-L 350.925 89.061792 
-L 351.675 46.455413 
-L 351.825 44.568797 
-L 352.95 44.573504 
-L 353.1 45.505022 
-L 353.325 49.066351 
-L 353.625 57.820819 
-L 354.75 97.261968 
-L 355.95 131.578497 
-L 357.15 159.730495 
-L 358.425 184.382424 
-L 359.25 197.053687 
-L 359.325 197.278664 
-L 359.4 197.18963 
-L 359.55 196.093276 
-L 359.775 192.255931 
-L 360.15 180.563146 
-L 360.675 155.212045 
-L 361.725 89.147143 
-L 362.475 46.42538 
-L 362.625 44.537314 
-L 363.75 44.541961 
-L 363.9 45.476035 
-L 364.125 49.047094 
-L 364.425 57.825442 
-L 365.55 97.373916 
-L 366.75 131.783434 
-L 367.95 160.01138 
-L 369.225 184.729503 
-L 370.05 197.434599 
-L 370.125 197.660123 
-L 370.2 197.570782 
-L 370.35 196.47131 
-L 370.575 192.62332 
-L 370.95 180.898391 
-L 371.475 155.477923 
-L 372.525 89.232945 
-L 373.275 46.39516 
-L 373.425 44.505656 
-L 374.55 44.510242 
-L 374.7 45.446886 
-L 374.925 49.02773 
-L 375.225 57.830092 
-L 376.35 97.486487 
-L 377.55 131.98951 
-L 378.75 160.293822 
-L 380.025 185.078502 
-L 380.85 197.817616 
-L 380.925 198.043691 
-L 381 197.954039 
-L 381.15 196.851432 
-L 381.375 192.992737 
-L 381.75 181.235484 
-L 382.275 155.745261 
-L 383.325 89.319203 
-L 384.075 46.364751 
-L 384.225 44.473822 
-L 385.35 44.478346 
-L 385.5 45.417575 
-L 385.725 49.008259 
-L 386.025 57.834768 
-L 387.15 97.599687 
-L 388.35 132.196734 
-L 388.8 143.485727 
-L 388.8 143.485727 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#pc54c2517a3)" d="M 53.925 241.915659 
-L 291.6 237.55173 
-L 388.8 235.828548 
-L 388.8 235.828548 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_16">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_17"/>
-    <g id="text_16">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_18">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_19"/>
-    <g id="text_17">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pc54c2517a3">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qtop_abbot.svg b/python_scripts /plots/model_qtop_abbot.svg
deleted file mode 100644
index 5a9fafdbf9073f729b17f328eff3481175c396ac..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qtop_abbot.svg	
+++ /dev/null
@@ -1,868 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="mafeeb1bac7" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mafeeb1bac7" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#mafeeb1bac7" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#mafeeb1bac7" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#mafeeb1bac7" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#mafeeb1bac7" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#mafeeb1bac7" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#mafeeb1bac7" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m52ea3d456f" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m52ea3d456f" y="222.349091"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −0.04 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(16.354687 226.14831)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m52ea3d456f" y="182.814545"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −0.02 -->
-      <g transform="translate(16.354687 186.613764)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m52ea3d456f" y="143.28"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0.00 -->
-      <g transform="translate(24.734375 147.079219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m52ea3d456f" y="103.745455"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 0.02 -->
-      <g transform="translate(24.734375 107.544673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m52ea3d456f" y="64.210909"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0.04 -->
-      <g transform="translate(24.734375 68.010128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- Qtop [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-     </defs>
-     <g transform="translate(10.254687 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(117.919922 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(179.101562 0.765625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#p582fc7f622)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p582fc7f622)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p582fc7f622">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qtop_freezing.svg b/python_scripts /plots/model_qtop_freezing.svg
deleted file mode 100644
index 0c17e0c305bd044f6d6a6b0d710099e059468b20..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qtop_freezing.svg	
+++ /dev/null
@@ -1,868 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m64b064e7b4" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m64b064e7b4" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m64b064e7b4" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m64b064e7b4" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m64b064e7b4" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m64b064e7b4" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m64b064e7b4" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m64b064e7b4" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m0e470d2bc6" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0e470d2bc6" y="222.349091"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −0.04 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(16.354687 226.14831)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0e470d2bc6" y="182.814545"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −0.02 -->
-      <g transform="translate(16.354687 186.613764)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0e470d2bc6" y="143.28"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0.00 -->
-      <g transform="translate(24.734375 147.079219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0e470d2bc6" y="103.745455"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 0.02 -->
-      <g transform="translate(24.734375 107.544673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m0e470d2bc6" y="64.210909"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0.04 -->
-      <g transform="translate(24.734375 68.010128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- Qtop [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-     </defs>
-     <g transform="translate(10.254687 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(117.919922 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(179.101562 0.765625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#p627daa2af2)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p627daa2af2)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p627daa2af2">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qtop_freezing_2.svg b/python_scripts /plots/model_qtop_freezing_2.svg
deleted file mode 100644
index 9657b595be54f9e8afa4b82a51fa3f59082bd560..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qtop_freezing_2.svg	
+++ /dev/null
@@ -1,868 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m3a17f00447" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m3a17f00447" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m3a17f00447" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m3a17f00447" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m3a17f00447" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m3a17f00447" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m3a17f00447" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m3a17f00447" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m57f1903678" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m57f1903678" y="222.349091"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- −0.04 -->
-      <defs>
-       <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-       <path d="M 10.6875 12.40625 
-L 21 12.40625 
-L 21 0 
-L 10.6875 0 
-z
-" id="DejaVuSans-46"/>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(16.354687 226.14831)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m57f1903678" y="182.814545"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- −0.02 -->
-      <g transform="translate(16.354687 186.613764)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-8722"/>
-       <use x="83.789062" xlink:href="#DejaVuSans-48"/>
-       <use x="147.412109" xlink:href="#DejaVuSans-46"/>
-       <use x="179.199219" xlink:href="#DejaVuSans-48"/>
-       <use x="242.822266" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m57f1903678" y="143.28"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0.00 -->
-      <g transform="translate(24.734375 147.079219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m57f1903678" y="103.745455"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 0.02 -->
-      <g transform="translate(24.734375 107.544673)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-50"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m57f1903678" y="64.210909"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 0.04 -->
-      <g transform="translate(24.734375 68.010128)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-46"/>
-       <use x="95.410156" xlink:href="#DejaVuSans-48"/>
-       <use x="159.033203" xlink:href="#DejaVuSans-52"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- Qtop [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-     </defs>
-     <g transform="translate(10.254687 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(117.919922 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(179.101562 0.765625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#p42ec6a1d5e)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p42ec6a1d5e)" d="M 53.925 143.28 
-L 388.8 143.28 
-L 388.8 143.28 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p42ec6a1d5e">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qtop_melting_cold.svg b/python_scripts /plots/model_qtop_melting_cold.svg
deleted file mode 100644
index f2cabc92e08cc152b058f5067ff954ce9f5c4b5c..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qtop_melting_cold.svg	
+++ /dev/null
@@ -1,1197 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m88ef0bd2c2" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m88ef0bd2c2" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m88ef0bd2c2" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m88ef0bd2c2" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m88ef0bd2c2" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m88ef0bd2c2" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m88ef0bd2c2" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m88ef0bd2c2" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="md3470116ad" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#md3470116ad" y="242.116364"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 0 -->
-      <g transform="translate(40.6375 245.915582)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#md3470116ad" y="198.911681"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 50 -->
-      <g transform="translate(34.275 202.7109)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#md3470116ad" y="155.706998"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 100 -->
-      <g transform="translate(27.9125 159.506217)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#md3470116ad" y="112.502315"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 150 -->
-      <g transform="translate(27.9125 116.301534)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#md3470116ad" y="69.297633"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 200 -->
-      <g transform="translate(27.9125 73.096851)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- Qtop [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-     </defs>
-     <g transform="translate(21.8125 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(117.919922 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(179.101562 0.765625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#p3271ab7d8e)" d="M 53.925 242.116364 
-L 59.85 242.116364 
-L 59.925 45.922915 
-L 60 49.438248 
-L 60.375 83.764253 
-L 60.9 155.267763 
-L 61.5 242.116364 
-L 70.65 242.116364 
-L 70.725 45.314464 
-L 70.8 49.43967 
-L 71.175 83.765682 
-L 71.7 155.2692 
-L 72.3 242.116364 
-L 81.45 242.116364 
-L 81.525 44.69777 
-L 81.6 49.441112 
-L 81.975 83.767132 
-L 82.5 155.270657 
-L 83.1 242.116364 
-L 92.175 242.116364 
-L 92.25 241.739973 
-L 92.325 44.443636 
-L 92.4 49.442574 
-L 92.775 83.768601 
-L 93.3 155.272135 
-L 93.9 242.116364 
-L 102.975 242.116364 
-L 103.05 241.095517 
-L 103.125 44.445117 
-L 103.2 49.444056 
-L 103.575 83.770092 
-L 104.1 155.273633 
-L 104.7 242.116364 
-L 113.775 242.116364 
-L 113.85 240.442134 
-L 113.925 44.446619 
-L 114 49.44556 
-L 114.375 83.771603 
-L 114.9 155.275152 
-L 115.5 242.116364 
-L 124.575 242.116364 
-L 124.65 239.779637 
-L 124.725 44.448142 
-L 124.8 49.447084 
-L 125.175 83.773136 
-L 125.7 155.276694 
-L 126.3 242.116364 
-L 135.375 242.116364 
-L 135.45 239.107831 
-L 135.525 44.449687 
-L 135.6 49.448631 
-L 135.975 83.774691 
-L 136.5 155.278258 
-L 137.1 242.116364 
-L 146.175 242.116364 
-L 146.25 238.426515 
-L 146.325 44.451254 
-L 146.4 49.4502 
-L 146.775 83.776269 
-L 147.3 155.279844 
-L 147.9 242.116364 
-L 156.975 242.116364 
-L 157.05 237.735484 
-L 157.125 44.452844 
-L 157.2 49.451792 
-L 157.575 83.77787 
-L 158.1 155.281454 
-L 158.7 242.116364 
-L 167.775 242.116364 
-L 167.85 237.034527 
-L 167.925 44.454457 
-L 168 49.453407 
-L 168.375 83.779494 
-L 168.9 155.283087 
-L 169.5 242.116364 
-L 178.575 242.116364 
-L 178.65 236.323425 
-L 178.725 44.456094 
-L 178.8 49.455047 
-L 179.175 83.781142 
-L 179.7 155.284745 
-L 180.3 242.116364 
-L 189.375 242.116364 
-L 189.45 235.601954 
-L 189.525 44.457756 
-L 189.6 49.45671 
-L 189.975 83.782815 
-L 190.5 155.286427 
-L 191.1 242.116364 
-L 200.175 242.116364 
-L 200.25 234.869883 
-L 200.325 44.459443 
-L 200.4 49.458399 
-L 200.775 83.784513 
-L 201.3 155.288135 
-L 201.9 242.116364 
-L 210.975 242.116364 
-L 211.05 234.126974 
-L 211.125 44.461155 
-L 211.2 49.460113 
-L 211.575 83.786237 
-L 212.1 155.289869 
-L 212.7 242.116364 
-L 221.775 242.116364 
-L 221.85 233.37298 
-L 221.925 44.462893 
-L 222 49.461853 
-L 222.375 83.787988 
-L 222.9 155.291629 
-L 223.5 242.116364 
-L 232.575 242.116364 
-L 232.65 232.60765 
-L 232.725 44.464658 
-L 232.8 49.463621 
-L 233.175 83.789765 
-L 233.7 155.293417 
-L 234.3 242.116364 
-L 243.375 242.116364 
-L 243.45 231.830722 
-L 243.525 44.46645 
-L 243.6 49.465415 
-L 243.975 83.79157 
-L 244.5 155.295233 
-L 245.1 242.116364 
-L 254.175 242.116364 
-L 254.25 231.041928 
-L 254.325 44.46827 
-L 254.4 49.467238 
-L 254.775 83.793403 
-L 255.3 155.297077 
-L 255.9 242.116364 
-L 264.975 242.116364 
-L 265.05 230.24099 
-L 265.125 44.470119 
-L 265.2 49.469089 
-L 265.575 83.795265 
-L 266.1 155.29895 
-L 266.7 242.116364 
-L 275.775 242.116364 
-L 275.85 229.427623 
-L 275.925 44.471997 
-L 276 49.470969 
-L 276.375 83.797157 
-L 276.9 155.300854 
-L 277.5 242.116364 
-L 286.575 242.116364 
-L 286.65 228.601529 
-L 286.725 44.473905 
-L 286.8 49.47288 
-L 287.175 83.79908 
-L 287.7 155.302787 
-L 288.3 242.116364 
-L 297.375 242.116364 
-L 297.45 227.762406 
-L 297.525 44.475844 
-L 297.6 49.474822 
-L 297.975 83.801033 
-L 298.5 155.304753 
-L 299.1 242.116364 
-L 308.175 242.116364 
-L 308.25 226.909939 
-L 308.325 44.477815 
-L 308.4 49.476795 
-L 308.775 83.803018 
-L 309.3 155.30675 
-L 309.9 242.116364 
-L 318.975 242.116364 
-L 319.05 226.043801 
-L 319.125 44.479818 
-L 319.2 49.478801 
-L 319.575 83.805036 
-L 320.1 155.308781 
-L 320.7 242.116364 
-L 329.775 242.116364 
-L 329.85 225.163658 
-L 329.925 44.481854 
-L 330 49.48084 
-L 330.375 83.807088 
-L 330.9 155.310846 
-L 331.5 242.116364 
-L 340.575 242.116364 
-L 340.65 224.269163 
-L 340.725 44.483924 
-L 340.8 49.482913 
-L 341.175 83.809174 
-L 341.7 155.312945 
-L 342.3 242.116364 
-L 351.375 242.116364 
-L 351.45 223.359957 
-L 351.525 44.486029 
-L 351.6 49.485021 
-L 351.975 83.811295 
-L 352.5 155.31508 
-L 353.1 242.116364 
-L 362.175 242.116364 
-L 362.25 222.435669 
-L 362.325 44.48817 
-L 362.4 49.487164 
-L 362.775 83.813453 
-L 363.3 155.317251 
-L 363.9 242.116364 
-L 372.975 242.116364 
-L 373.05 221.495916 
-L 373.125 44.490348 
-L 373.2 49.489345 
-L 373.575 83.815647 
-L 374.1 155.31946 
-L 374.7 242.116364 
-L 383.775 242.116364 
-L 383.85 220.540301 
-L 383.925 44.492563 
-L 384 49.491563 
-L 384.375 83.81788 
-L 384.9 155.321707 
-L 385.5 242.116364 
-L 388.8 242.116364 
-L 388.8 242.116364 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#p3271ab7d8e)" d="M 53.925 242.116364 
-L 60 242.116364 
-L 60.075 212.126892 
-L 60.15 71.033593 
-L 60.225 77.920331 
-L 60.675 131.33429 
-L 61.5 242.116364 
-L 70.8 242.116364 
-L 70.875 214.714984 
-L 70.95 71.098856 
-L 71.025 77.985715 
-L 71.475 131.400281 
-L 72.3 242.116364 
-L 81.6 242.116364 
-L 81.675 217.308487 
-L 81.75 71.164587 
-L 81.825 78.05157 
-L 82.275 131.466754 
-L 83.1 242.116364 
-L 92.4 242.116364 
-L 92.475 219.90821 
-L 92.55 71.230806 
-L 92.625 78.117914 
-L 93.075 131.533729 
-L 93.9 242.116364 
-L 103.2 242.116364 
-L 103.275 222.514953 
-L 103.35 71.297533 
-L 103.425 78.184769 
-L 103.875 131.601226 
-L 104.7 242.116364 
-L 114 242.116364 
-L 114.075 225.129505 
-L 114.15 71.364789 
-L 114.225 78.252156 
-L 114.675 131.669268 
-L 115.5 242.116364 
-L 124.8 242.116364 
-L 124.875 227.752645 
-L 124.95 71.432594 
-L 125.025 78.320094 
-L 125.475 131.737873 
-L 126.3 242.116364 
-L 135.6 242.116364 
-L 135.675 230.385142 
-L 135.75 71.500968 
-L 135.825 78.388604 
-L 136.275 131.807065 
-L 137.1 242.116364 
-L 146.4 242.116364 
-L 146.475 233.02776 
-L 146.55 71.569934 
-L 146.625 78.457708 
-L 147.075 131.876863 
-L 147.9 242.116364 
-L 157.2 242.116364 
-L 157.275 235.681253 
-L 157.35 71.63951 
-L 157.425 78.527426 
-L 157.875 131.947289 
-L 158.7 242.116364 
-L 168 242.116364 
-L 168.075 238.346369 
-L 168.15 71.709719 
-L 168.225 78.597779 
-L 168.675 132.018365 
-L 169.5 242.116364 
-L 178.8 242.116364 
-L 178.875 241.02385 
-L 178.95 71.780582 
-L 179.025 78.668789 
-L 179.475 132.090112 
-L 180.3 242.116364 
-L 189.675 242.116364 
-L 189.75 73.426675 
-L 189.825 78.740478 
-L 190.275 132.162554 
-L 191.1 242.116364 
-L 200.475 242.116364 
-L 200.55 76.163577 
-L 200.625 78.812868 
-L 201.075 132.235713 
-L 201.9 242.116364 
-L 211.275 242.116364 
-L 211.425 78.885983 
-L 211.875 132.309611 
-L 212.7 242.116364 
-L 222.075 242.116364 
-L 222.225 78.959844 
-L 222.675 132.384273 
-L 223.5 242.116364 
-L 232.875 242.116364 
-L 233.025 79.034472 
-L 233.475 132.459719 
-L 234.3 242.116364 
-L 243.675 242.116364 
-L 243.825 79.109892 
-L 244.275 132.535974 
-L 245.1 242.116364 
-L 254.475 242.116364 
-L 254.625 79.186126 
-L 255.075 132.61306 
-L 255.9 242.116364 
-L 265.275 242.116364 
-L 265.425 79.263197 
-L 265.875 132.691002 
-L 266.7 242.116364 
-L 276.075 242.116364 
-L 276.225 79.341128 
-L 276.675 132.769823 
-L 277.5 242.116364 
-L 286.875 242.116364 
-L 287.025 79.419943 
-L 287.475 132.849548 
-L 288.3 242.116364 
-L 297.675 242.116364 
-L 297.825 79.499667 
-L 298.275 132.930202 
-L 299.1 242.116364 
-L 308.475 242.116364 
-L 308.625 79.580324 
-L 309.075 133.011809 
-L 309.9 242.116364 
-L 319.275 242.116364 
-L 319.425 79.661939 
-L 319.875 133.094396 
-L 320.7 242.116364 
-L 330.075 242.116364 
-L 330.225 79.744537 
-L 330.675 133.177987 
-L 331.5 242.116364 
-L 340.875 242.116364 
-L 341.025 79.828143 
-L 341.475 133.262609 
-L 342.3 242.116364 
-L 351.675 242.116364 
-L 351.825 79.912784 
-L 352.275 133.348289 
-L 353.1 242.116364 
-L 362.475 242.116364 
-L 362.625 79.998486 
-L 363.075 133.435054 
-L 363.9 242.116364 
-L 373.275 242.116364 
-L 373.425 80.085277 
-L 373.875 133.522932 
-L 374.7 242.116364 
-L 384.075 242.116364 
-L 384.225 80.173182 
-L 384.675 133.61195 
-L 385.5 242.116364 
-L 388.8 242.116364 
-L 388.8 242.116364 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="p3271ab7d8e">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qtop_melting_icon.svg b/python_scripts /plots/model_qtop_melting_icon.svg
deleted file mode 100644
index 6d700b281cf718b8608c2d81f105e5269173a7c2..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qtop_melting_icon.svg	
+++ /dev/null
@@ -1,1592 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m04f5314094" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m04f5314094" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m04f5314094" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m04f5314094" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m04f5314094" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m04f5314094" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m04f5314094" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m04f5314094" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mdee38b3339" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdee38b3339" y="242.116364"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 0 -->
-      <g transform="translate(40.6375 245.915582)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdee38b3339" y="202.113468"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 50 -->
-      <g transform="translate(34.275 205.912686)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdee38b3339" y="162.110572"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 100 -->
-      <g transform="translate(27.9125 165.909791)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdee38b3339" y="122.107676"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 150 -->
-      <g transform="translate(27.9125 125.906895)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdee38b3339" y="82.10478"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 200 -->
-      <g transform="translate(27.9125 85.903999)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mdee38b3339" y="42.101884"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 250 -->
-      <g transform="translate(27.9125 45.901103)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_15">
-     <!-- Qtop [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-     </defs>
-     <g transform="translate(21.8125 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(117.919922 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(179.101562 0.765625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#pd93e81e926)" d="M 53.925 242.116364 
-L 57.375 242.116364 
-L 57.525 222.080597 
-L 58.275 112.643487 
-L 58.8 64.348573 
-L 59.175 47.269572 
-L 59.4 44.446473 
-L 59.475 44.760684 
-L 59.625 47.270176 
-L 59.85 55.692363 
-L 60.225 81.73665 
-L 60.675 131.152717 
-L 61.575 242.116364 
-L 68.175 242.116364 
-L 68.325 222.08344 
-L 69.075 112.646332 
-L 69.6 64.351422 
-L 69.975 47.272424 
-L 70.2 44.449327 
-L 70.275 44.763539 
-L 70.425 47.273032 
-L 70.65 55.695221 
-L 71.025 81.739512 
-L 71.475 131.155582 
-L 72.375 242.116364 
-L 78.975 242.116364 
-L 79.125 222.0863 
-L 79.875 112.649195 
-L 80.4 64.354289 
-L 80.775 47.275295 
-L 81 44.4522 
-L 81.075 44.766412 
-L 81.225 47.275907 
-L 81.45 55.698098 
-L 81.825 81.742391 
-L 82.275 131.158464 
-L 83.175 242.116364 
-L 89.775 242.116364 
-L 89.925 222.089178 
-L 90.675 112.652076 
-L 91.2 64.357174 
-L 91.575 47.278183 
-L 91.8 44.45509 
-L 91.875 44.769303 
-L 92.025 47.278799 
-L 92.25 55.700992 
-L 92.625 81.745289 
-L 93.075 131.161365 
-L 93.975 242.116364 
-L 100.575 242.116364 
-L 100.725 222.092074 
-L 101.475 112.654975 
-L 102 64.360076 
-L 102.375 47.281089 
-L 102.6 44.457998 
-L 102.675 44.772212 
-L 102.825 47.281709 
-L 103.05 55.703905 
-L 103.425 81.748205 
-L 103.875 131.164284 
-L 104.775 242.116364 
-L 111.375 242.116364 
-L 111.525 222.094989 
-L 112.275 112.657892 
-L 112.8 64.362997 
-L 113.175 47.284013 
-L 113.4 44.460925 
-L 113.475 44.775139 
-L 113.625 47.284638 
-L 113.85 55.706835 
-L 114.225 81.751139 
-L 114.675 131.167221 
-L 115.575 242.116364 
-L 122.175 242.116364 
-L 122.325 222.097922 
-L 123.075 112.660828 
-L 123.6 64.365937 
-L 123.975 47.286956 
-L 124.2 44.46387 
-L 124.275 44.778085 
-L 124.425 47.287585 
-L 124.65 55.709785 
-L 125.025 81.754092 
-L 125.475 131.170177 
-L 126.375 242.116364 
-L 132.975 242.116364 
-L 133.125 222.100873 
-L 133.875 112.663782 
-L 134.4 64.368895 
-L 134.775 47.289917 
-L 135 44.466833 
-L 135.075 44.781049 
-L 135.225 47.290551 
-L 135.45 55.712753 
-L 135.825 81.757063 
-L 136.275 131.173151 
-L 137.175 242.116364 
-L 143.775 242.116364 
-L 143.925 222.103843 
-L 144.675 112.666754 
-L 145.2 64.371871 
-L 145.575 47.292898 
-L 145.8 44.469816 
-L 145.875 44.784032 
-L 146.025 47.293536 
-L 146.25 55.71574 
-L 146.625 81.760053 
-L 147.075 131.176145 
-L 147.975 242.116364 
-L 154.575 242.116364 
-L 154.725 222.106831 
-L 155.475 112.669746 
-L 156 64.374867 
-L 156.375 47.295897 
-L 156.6 44.472817 
-L 156.675 44.787034 
-L 156.825 47.296539 
-L 157.05 55.718745 
-L 157.425 81.763062 
-L 157.875 131.179157 
-L 158.775 242.116364 
-L 165.375 242.116364 
-L 165.525 222.109839 
-L 166.275 112.672756 
-L 166.8 64.377882 
-L 167.175 47.298915 
-L 167.4 44.475837 
-L 167.475 44.790056 
-L 167.625 47.299562 
-L 167.85 55.72177 
-L 168.225 81.766091 
-L 168.675 131.182189 
-L 169.575 242.116364 
-L 176.175 242.116364 
-L 176.325 222.112866 
-L 177.075 112.675786 
-L 177.6 64.380915 
-L 177.975 47.301952 
-L 178.2 44.478877 
-L 178.275 44.793096 
-L 178.425 47.302604 
-L 178.65 55.724815 
-L 179.025 81.769139 
-L 179.475 131.18524 
-L 180.375 242.116364 
-L 186.975 242.116364 
-L 187.125 222.115912 
-L 187.875 112.678835 
-L 188.4 64.383969 
-L 188.775 47.305009 
-L 189 44.481936 
-L 189.075 44.796156 
-L 189.225 47.305666 
-L 189.45 55.727879 
-L 189.825 81.772206 
-L 190.275 131.188311 
-L 191.175 242.116364 
-L 197.775 242.116364 
-L 197.925 222.118978 
-L 198.675 112.681904 
-L 199.2 64.387042 
-L 199.575 47.308086 
-L 199.8 44.485015 
-L 199.875 44.799236 
-L 200.025 47.308747 
-L 200.25 55.730962 
-L 200.625 81.775293 
-L 201.075 131.191401 
-L 201.975 242.116364 
-L 208.575 242.116364 
-L 208.725 222.122063 
-L 209.475 112.684992 
-L 210 64.390134 
-L 210.375 47.311182 
-L 210.6 44.488114 
-L 210.675 44.802335 
-L 210.825 47.311848 
-L 211.05 55.734065 
-L 211.425 81.7784 
-L 211.875 131.194512 
-L 212.775 242.116364 
-L 219.375 242.116364 
-L 219.525 222.125168 
-L 220.275 112.6881 
-L 220.8 64.393247 
-L 221.175 47.314298 
-L 221.4 44.491233 
-L 221.475 44.805454 
-L 221.625 47.314969 
-L 221.85 55.737189 
-L 222.225 81.781527 
-L 222.675 131.197642 
-L 223.575 242.116364 
-L 230.175 242.116364 
-L 230.325 222.128294 
-L 231.075 112.691228 
-L 231.6 64.396379 
-L 231.975 47.317435 
-L 232.2 44.494371 
-L 232.275 44.808594 
-L 232.425 47.31811 
-L 232.65 55.740332 
-L 233.025 81.784674 
-L 233.475 131.200793 
-L 234.375 242.116364 
-L 240.975 242.116364 
-L 241.125 222.131439 
-L 241.875 112.694377 
-L 242.4 64.399532 
-L 242.775 47.320591 
-L 243 44.49753 
-L 243.075 44.811754 
-L 243.225 47.321272 
-L 243.45 55.743496 
-L 243.825 81.787842 
-L 244.275 131.203964 
-L 245.175 242.116364 
-L 251.775 242.116364 
-L 251.925 222.134605 
-L 252.675 112.697545 
-L 253.2 64.402705 
-L 253.575 47.323768 
-L 253.8 44.50071 
-L 253.875 44.814934 
-L 254.025 47.324454 
-L 254.25 55.746681 
-L 254.625 81.79103 
-L 255.075 131.207156 
-L 255.975 242.116364 
-L 262.575 242.116364 
-L 262.725 222.137791 
-L 263.475 112.700735 
-L 264 64.405899 
-L 264.375 47.326966 
-L 264.6 44.50391 
-L 264.675 44.818136 
-L 264.825 47.327657 
-L 265.05 55.749886 
-L 265.425 81.794239 
-L 265.875 131.210368 
-L 266.775 242.116364 
-L 273.375 242.116364 
-L 273.525 222.140998 
-L 274.275 112.703945 
-L 274.8 64.409114 
-L 275.175 47.330185 
-L 275.4 44.507132 
-L 275.475 44.821358 
-L 275.625 47.33088 
-L 275.85 55.753112 
-L 276.225 81.797469 
-L 276.675 131.213602 
-L 277.575 242.116364 
-L 284.175 242.116364 
-L 284.325 222.144226 
-L 285.075 112.707176 
-L 285.6 64.41235 
-L 285.975 47.333425 
-L 286.2 44.510374 
-L 286.275 44.824601 
-L 286.425 47.334125 
-L 286.65 55.75636 
-L 287.025 81.80072 
-L 287.475 131.216857 
-L 288.375 242.116364 
-L 294.975 242.116364 
-L 295.125 222.147475 
-L 295.875 112.710429 
-L 296.4 64.415607 
-L 296.775 47.336686 
-L 297 44.513637 
-L 297.075 44.827865 
-L 297.225 47.337391 
-L 297.45 55.759628 
-L 297.825 81.803993 
-L 298.275 131.220133 
-L 299.175 242.116364 
-L 305.775 242.116364 
-L 305.925 222.150746 
-L 306.675 112.713702 
-L 307.2 64.418885 
-L 307.575 47.339968 
-L 307.8 44.516922 
-L 307.875 44.831151 
-L 308.025 47.340679 
-L 308.25 55.762919 
-L 308.625 81.807287 
-L 309.075 131.223431 
-L 309.975 242.116364 
-L 316.575 242.116364 
-L 316.725 222.154038 
-L 317.475 112.716997 
-L 318 64.422185 
-L 318.375 47.343272 
-L 318.6 44.520229 
-L 318.675 44.834459 
-L 318.825 47.343988 
-L 319.05 55.76623 
-L 319.425 81.810603 
-L 319.875 131.226751 
-L 320.775 242.116364 
-L 327.375 242.116364 
-L 327.525 222.157352 
-L 328.275 112.720314 
-L 328.8 64.425507 
-L 329.175 47.346598 
-L 329.4 44.523558 
-L 329.475 44.837788 
-L 329.625 47.34732 
-L 329.85 55.769564 
-L 330.225 81.81394 
-L 330.675 131.230092 
-L 331.575 242.116364 
-L 338.175 242.116364 
-L 338.325 222.160687 
-L 339.075 112.723653 
-L 339.6 64.42885 
-L 339.975 47.349946 
-L 340.2 44.526908 
-L 340.275 44.84114 
-L 340.425 47.350673 
-L 340.65 55.77292 
-L 341.025 81.8173 
-L 341.475 131.233456 
-L 342.375 242.116364 
-L 348.975 242.116364 
-L 349.125 222.164045 
-L 349.875 112.727014 
-L 350.4 64.432216 
-L 350.775 47.353316 
-L 351 44.530281 
-L 351.075 44.844514 
-L 351.225 47.354049 
-L 351.45 55.776298 
-L 351.825 81.820683 
-L 352.275 131.236842 
-L 353.175 242.116364 
-L 359.775 242.116364 
-L 359.925 222.167425 
-L 360.675 112.730398 
-L 361.2 64.435605 
-L 361.575 47.356709 
-L 361.8 44.533677 
-L 361.875 44.84791 
-L 362.025 47.357447 
-L 362.25 55.779699 
-L 362.625 81.824088 
-L 363.075 131.240251 
-L 363.975 242.116364 
-L 370.575 242.116364 
-L 370.725 222.170828 
-L 371.475 112.733804 
-L 372 64.439016 
-L 372.375 47.360124 
-L 372.6 44.537095 
-L 372.675 44.851329 
-L 372.825 47.360867 
-L 373.05 55.783123 
-L 373.425 81.827515 
-L 373.875 131.243683 
-L 374.775 242.116364 
-L 381.375 242.116364 
-L 381.525 222.174253 
-L 382.275 112.737233 
-L 382.8 64.442449 
-L 383.175 47.363562 
-L 383.4 44.540536 
-L 383.475 44.854771 
-L 383.625 47.364311 
-L 383.85 55.786569 
-L 384.225 81.830966 
-L 384.675 131.247138 
-L 385.575 242.116364 
-L 388.8 242.116364 
-L 388.8 242.116364 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#pd93e81e926)" d="M 53.925 242.116364 
-L 57.525 242.116364 
-L 57.6 238.567784 
-L 58.35 151.168803 
-L 58.875 114.301602 
-L 59.175 103.963011 
-L 59.4 101.616473 
-L 59.475 101.876152 
-L 59.625 103.95681 
-L 59.85 110.943944 
-L 60.225 132.55542 
-L 60.675 173.564847 
-L 61.35 242.116364 
-L 68.325 242.116364 
-L 68.4 238.611918 
-L 69.15 151.213006 
-L 69.675 114.345572 
-L 69.975 104.006842 
-L 70.2 101.6602 
-L 70.275 101.919843 
-L 70.425 104.000433 
-L 70.65 110.987465 
-L 71.025 132.598778 
-L 71.475 173.608027 
-L 72.15 242.116364 
-L 79.125 242.116364 
-L 79.2 238.656972 
-L 79.95 151.25813 
-L 80.475 114.390454 
-L 80.775 104.05158 
-L 81 101.70483 
-L 81.075 101.964437 
-L 81.225 104.044955 
-L 81.45 111.031882 
-L 81.825 132.643026 
-L 82.275 173.652091 
-L 82.95 242.116364 
-L 89.925 242.116364 
-L 90 238.702969 
-L 90.75 151.304197 
-L 91.275 114.436271 
-L 91.575 104.097248 
-L 91.8 101.750385 
-L 91.875 102.009955 
-L 92.025 104.090399 
-L 92.25 111.077216 
-L 92.625 132.688186 
-L 93.075 173.697061 
-L 93.75 242.116364 
-L 100.725 242.116364 
-L 100.8 238.749932 
-L 101.55 151.35123 
-L 102.075 114.483044 
-L 102.375 104.143867 
-L 102.6 101.796888 
-L 102.675 102.05642 
-L 102.825 104.136787 
-L 103.05 111.123491 
-L 103.425 132.73428 
-L 103.875 173.742958 
-L 104.55 242.116364 
-L 111.525 242.116364 
-L 111.6 238.797885 
-L 112.35 151.399253 
-L 112.875 114.530798 
-L 113.175 104.191461 
-L 113.4 101.844361 
-L 113.475 102.103853 
-L 113.625 104.184141 
-L 113.85 111.170727 
-L 114.225 132.78133 
-L 114.675 173.789803 
-L 115.35 242.116364 
-L 122.325 242.116364 
-L 122.4 238.846852 
-L 123.15 151.448288 
-L 123.675 114.579555 
-L 123.975 104.240053 
-L 124.2 101.892828 
-L 124.275 102.152278 
-L 124.425 104.232484 
-L 124.65 111.218949 
-L 125.025 132.829357 
-L 125.475 173.837619 
-L 126.15 242.116364 
-L 133.125 242.116364 
-L 133.2 238.896856 
-L 133.95 151.498361 
-L 134.475 114.62934 
-L 134.775 104.289666 
-L 135 101.942312 
-L 135.075 102.201719 
-L 135.225 104.281839 
-L 135.45 111.268178 
-L 135.825 132.878386 
-L 136.275 173.886429 
-L 136.95 242.116364 
-L 143.925 242.116364 
-L 144 238.947922 
-L 144.75 151.549495 
-L 145.275 114.680175 
-L 145.575 104.340324 
-L 145.8 101.992836 
-L 145.875 102.252199 
-L 146.025 104.33223 
-L 146.25 111.318439 
-L 146.625 132.928439 
-L 147.075 173.936255 
-L 147.75 242.116364 
-L 154.725 242.116364 
-L 154.8 239.000075 
-L 155.55 151.601716 
-L 156.075 114.732087 
-L 156.375 104.392051 
-L 156.6 102.044424 
-L 156.675 102.303741 
-L 156.825 104.383681 
-L 157.05 111.369755 
-L 157.425 132.979539 
-L 157.875 173.987121 
-L 158.55 242.116364 
-L 165.525 242.116364 
-L 165.6 239.053341 
-L 166.35 151.655048 
-L 166.875 114.785099 
-L 167.175 104.444872 
-L 167.4 102.097102 
-L 167.475 102.356371 
-L 167.625 104.436216 
-L 167.85 111.422149 
-L 168.225 133.031711 
-L 168.675 174.039049 
-L 169.35 242.116364 
-L 176.325 242.116364 
-L 176.4 239.107744 
-L 177.15 151.709517 
-L 177.675 114.839236 
-L 177.975 104.498812 
-L 178.2 102.150892 
-L 178.275 102.410112 
-L 178.425 104.489858 
-L 178.65 111.475647 
-L 179.025 133.084977 
-L 179.475 174.092064 
-L 180.15 242.116364 
-L 187.125 242.116364 
-L 187.2 239.163311 
-L 187.95 151.765149 
-L 188.475 114.894524 
-L 188.775 104.553895 
-L 189 102.205821 
-L 189.075 102.464989 
-L 189.225 104.544634 
-L 189.45 111.530272 
-L 189.825 133.139363 
-L 190.275 174.146188 
-L 190.95 242.116364 
-L 197.925 242.116364 
-L 198 239.220068 
-L 198.75 151.82197 
-L 199.275 114.950988 
-L 199.575 104.610146 
-L 199.8 102.261912 
-L 199.875 102.521027 
-L 200.025 104.600566 
-L 200.25 111.586049 
-L 200.625 133.194891 
-L 201.075 174.201446 
-L 201.75 242.116364 
-L 208.725 242.116364 
-L 208.8 239.278039 
-L 209.55 151.880004 
-L 210.075 115.008653 
-L 210.375 104.667592 
-L 210.6 102.319192 
-L 210.675 102.578251 
-L 210.825 104.657681 
-L 211.05 111.643002 
-L 211.425 133.251588 
-L 211.875 174.257863 
-L 212.55 242.116364 
-L 219.525 242.116364 
-L 219.6 239.337253 
-L 220.35 151.93928 
-L 220.875 115.067546 
-L 221.175 104.726256 
-L 221.4 102.377684 
-L 221.475 102.636687 
-L 221.625 104.716003 
-L 221.85 111.701157 
-L 222.225 133.309476 
-L 222.675 174.315461 
-L 223.35 242.116364 
-L 230.325 242.116364 
-L 230.4 239.397735 
-L 231.15 151.999822 
-L 231.675 115.127692 
-L 231.975 104.786166 
-L 232.2 102.437416 
-L 232.275 102.696359 
-L 232.425 104.775558 
-L 232.65 111.760539 
-L 233.025 133.368582 
-L 233.475 174.374266 
-L 234.15 242.116364 
-L 241.125 242.116364 
-L 241.2 239.459512 
-L 241.95 152.061658 
-L 242.475 115.189117 
-L 242.775 104.847346 
-L 243 102.498411 
-L 243.075 102.757293 
-L 243.225 104.83637 
-L 243.45 111.821171 
-L 243.825 133.428928 
-L 244.275 174.434301 
-L 244.95 242.116364 
-L 251.925 242.116364 
-L 252 239.522609 
-L 252.75 152.124813 
-L 253.275 115.251846 
-L 253.575 104.909822 
-L 253.8 102.560696 
-L 253.875 102.819514 
-L 254.025 104.898465 
-L 254.25 111.88308 
-L 254.625 133.490541 
-L 255.075 174.495591 
-L 255.75 242.116364 
-L 262.725 242.116364 
-L 262.8 239.587055 
-L 263.55 152.189314 
-L 264.075 115.315907 
-L 264.375 104.973619 
-L 264.6 102.624295 
-L 264.675 102.883048 
-L 264.825 104.961868 
-L 265.05 111.94629 
-L 265.425 133.553444 
-L 265.875 174.55816 
-L 266.55 242.116364 
-L 273.525 242.116364 
-L 273.6 239.652875 
-L 274.35 152.255188 
-L 274.875 115.381323 
-L 275.175 105.038763 
-L 275.4 102.689234 
-L 275.475 102.947918 
-L 275.625 105.026603 
-L 275.85 112.010825 
-L 276.225 133.617661 
-L 276.675 174.622032 
-L 277.35 242.116364 
-L 284.325 242.116364 
-L 284.4 239.720095 
-L 285.15 152.32246 
-L 285.675 115.448122 
-L 285.975 105.10528 
-L 286.2 102.755537 
-L 286.275 103.014151 
-L 286.425 105.092695 
-L 286.65 112.076711 
-L 287.025 133.683217 
-L 287.475 174.68723 
-L 288.15 242.116364 
-L 295.125 242.116364 
-L 295.2 239.788741 
-L 295.95 152.391156 
-L 296.475 115.516327 
-L 296.775 105.173193 
-L 297 102.82323 
-L 297.075 103.081771 
-L 297.225 105.16017 
-L 297.45 112.143971 
-L 297.825 133.750136 
-L 298.275 174.753778 
-L 298.95 242.116364 
-L 305.925 242.116364 
-L 306 239.858839 
-L 306.75 152.461301 
-L 307.275 115.585965 
-L 307.575 105.242528 
-L 307.8 102.892337 
-L 307.875 103.150802 
-L 308.025 105.22905 
-L 308.25 112.212629 
-L 308.625 133.818441 
-L 309.075 174.821698 
-L 309.75 242.116364 
-L 316.725 242.116364 
-L 316.8 239.930414 
-L 317.55 152.532921 
-L 318.075 115.657059 
-L 318.375 105.313309 
-L 318.6 102.962881 
-L 318.675 103.221267 
-L 318.825 105.299359 
-L 319.05 112.282709 
-L 319.425 133.888154 
-L 319.875 174.891014 
-L 320.55 242.116364 
-L 327.525 242.116364 
-L 327.6 240.00349 
-L 328.35 152.606041 
-L 328.875 115.729634 
-L 329.175 105.385559 
-L 329.4 103.034886 
-L 329.475 103.293191 
-L 329.625 105.371122 
-L 329.85 112.354233 
-L 330.225 133.9593 
-L 330.675 174.961748 
-L 331.35 242.116364 
-L 338.325 242.116364 
-L 338.4 240.078093 
-L 339.15 152.680683 
-L 339.675 115.803713 
-L 339.975 105.459301 
-L 340.2 103.108375 
-L 340.275 103.366596 
-L 340.425 105.444359 
-L 340.65 112.427224 
-L 341.025 134.031899 
-L 341.475 175.033921 
-L 342.15 242.116364 
-L 349.125 242.116364 
-L 349.2 240.154245 
-L 349.95 152.756873 
-L 350.475 115.879318 
-L 350.775 105.534559 
-L 351 103.18337 
-L 351.075 103.441504 
-L 351.225 105.519094 
-L 351.45 112.501704 
-L 351.825 134.105973 
-L 352.275 175.107554 
-L 352.95 242.116364 
-L 359.925 242.116364 
-L 360 240.23197 
-L 360.75 152.834631 
-L 361.275 115.956473 
-L 361.575 105.611353 
-L 361.8 103.259893 
-L 361.875 103.517936 
-L 362.025 105.595347 
-L 362.25 112.577693 
-L 362.625 134.181542 
-L 363.075 175.182666 
-L 363.75 242.116364 
-L 370.725 242.116364 
-L 370.8 240.311288 
-L 371.55 152.91398 
-L 372.075 116.035197 
-L 372.375 105.689704 
-L 372.6 103.337963 
-L 372.675 103.595913 
-L 372.825 105.673139 
-L 373.05 112.655212 
-L 373.425 134.258625 
-L 373.875 175.259278 
-L 374.55 242.116364 
-L 381.525 242.116364 
-L 381.6 240.392221 
-L 382.35 152.994941 
-L 382.875 116.115511 
-L 383.175 105.769633 
-L 383.4 103.417601 
-L 383.475 103.675454 
-L 383.625 105.752488 
-L 383.85 112.734279 
-L 384.225 134.337242 
-L 384.675 175.337406 
-L 385.35 242.116364 
-L 388.8 242.116364 
-L 388.8 242.116364 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_16">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_17"/>
-    <g id="text_16">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_18">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_19"/>
-    <g id="text_17">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pd93e81e926">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/model_qtop_melting_snow.svg b/python_scripts /plots/model_qtop_melting_snow.svg
deleted file mode 100644
index 6bfeae73ad1cae6cd9f531aadbfa41dabc3a0fb6..0000000000000000000000000000000000000000
--- a/python_scripts /plots/model_qtop_melting_snow.svg	
+++ /dev/null
@@ -1,1174 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m7ba2f9fbb5" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m7ba2f9fbb5" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="108" xlink:href="#m7ba2f9fbb5" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 5 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(104.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="162" xlink:href="#m7ba2f9fbb5" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(155.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="216" xlink:href="#m7ba2f9fbb5" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 15 -->
-      <g transform="translate(209.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="270" xlink:href="#m7ba2f9fbb5" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(263.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="324" xlink:href="#m7ba2f9fbb5" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 25 -->
-      <g transform="translate(317.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="378" xlink:href="#m7ba2f9fbb5" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(371.6375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_8">
-     <!-- time [days] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(192.810937 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-100"/>
-      <use x="360.205078" xlink:href="#DejaVuSans-97"/>
-      <use x="421.484375" xlink:href="#DejaVuSans-121"/>
-      <use x="480.664062" xlink:href="#DejaVuSans-115"/>
-      <use x="532.763672" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_8">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mbd181f2861" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbd181f2861" y="242.116364"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 0 -->
-      <g transform="translate(40.6375 245.915582)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbd181f2861" y="196.060682"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 50 -->
-      <g transform="translate(34.275 199.859901)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbd181f2861" y="150.005"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 100 -->
-      <g transform="translate(27.9125 153.804219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbd181f2861" y="103.949319"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 150 -->
-      <g transform="translate(27.9125 107.748537)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mbd181f2861" y="57.893637"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 200 -->
-      <g transform="translate(27.9125 61.692856)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_14">
-     <!-- Qtop [Wm$^{-2}$] -->
-     <defs>
-      <path d="M 39.40625 66.21875 
-Q 28.65625 66.21875 22.328125 58.203125 
-Q 16.015625 50.203125 16.015625 36.375 
-Q 16.015625 22.609375 22.328125 14.59375 
-Q 28.65625 6.59375 39.40625 6.59375 
-Q 50.140625 6.59375 56.421875 14.59375 
-Q 62.703125 22.609375 62.703125 36.375 
-Q 62.703125 50.203125 56.421875 58.203125 
-Q 50.140625 66.21875 39.40625 66.21875 
-z
-M 53.21875 1.3125 
-L 66.21875 -12.890625 
-L 54.296875 -12.890625 
-L 43.5 -1.21875 
-Q 41.890625 -1.3125 41.03125 -1.359375 
-Q 40.1875 -1.421875 39.40625 -1.421875 
-Q 24.03125 -1.421875 14.8125 8.859375 
-Q 5.609375 19.140625 5.609375 36.375 
-Q 5.609375 53.65625 14.8125 63.9375 
-Q 24.03125 74.21875 39.40625 74.21875 
-Q 54.734375 74.21875 63.90625 63.9375 
-Q 73.09375 53.65625 73.09375 36.375 
-Q 73.09375 23.6875 67.984375 14.640625 
-Q 62.890625 5.609375 53.21875 1.3125 
-z
-" id="DejaVuSans-81"/>
-      <path d="M 30.609375 48.390625 
-Q 23.390625 48.390625 19.1875 42.75 
-Q 14.984375 37.109375 14.984375 27.296875 
-Q 14.984375 17.484375 19.15625 11.84375 
-Q 23.34375 6.203125 30.609375 6.203125 
-Q 37.796875 6.203125 41.984375 11.859375 
-Q 46.1875 17.53125 46.1875 27.296875 
-Q 46.1875 37.015625 41.984375 42.703125 
-Q 37.796875 48.390625 30.609375 48.390625 
-z
-M 30.609375 56 
-Q 42.328125 56 49.015625 48.375 
-Q 55.71875 40.765625 55.71875 27.296875 
-Q 55.71875 13.875 49.015625 6.21875 
-Q 42.328125 -1.421875 30.609375 -1.421875 
-Q 18.84375 -1.421875 12.171875 6.21875 
-Q 5.515625 13.875 5.515625 27.296875 
-Q 5.515625 40.765625 12.171875 48.375 
-Q 18.84375 56 30.609375 56 
-z
-" id="DejaVuSans-111"/>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 3.328125 72.90625 
-L 13.28125 72.90625 
-L 28.609375 11.28125 
-L 43.890625 72.90625 
-L 54.984375 72.90625 
-L 70.3125 11.28125 
-L 85.59375 72.90625 
-L 95.609375 72.90625 
-L 77.296875 0 
-L 64.890625 0 
-L 49.515625 63.28125 
-L 33.984375 0 
-L 21.578125 0 
-z
-" id="DejaVuSans-87"/>
-      <path d="M 10.59375 35.5 
-L 73.1875 35.5 
-L 73.1875 27.203125 
-L 10.59375 27.203125 
-z
-" id="DejaVuSans-8722"/>
-     </defs>
-     <g transform="translate(21.8125 176.08)rotate(-90)scale(0.1 -0.1)">
-      <use transform="translate(0 0.765625)" xlink:href="#DejaVuSans-81"/>
-      <use transform="translate(78.710938 0.765625)" xlink:href="#DejaVuSans-116"/>
-      <use transform="translate(117.919922 0.765625)" xlink:href="#DejaVuSans-111"/>
-      <use transform="translate(179.101562 0.765625)" xlink:href="#DejaVuSans-112"/>
-      <use transform="translate(242.578125 0.765625)" xlink:href="#DejaVuSans-32"/>
-      <use transform="translate(274.365234 0.765625)" xlink:href="#DejaVuSans-91"/>
-      <use transform="translate(313.378906 0.765625)" xlink:href="#DejaVuSans-87"/>
-      <use transform="translate(412.255859 0.765625)" xlink:href="#DejaVuSans-109"/>
-      <use transform="translate(510.625 39.046875)scale(0.7)" xlink:href="#DejaVuSans-8722"/>
-      <use transform="translate(569.277344 39.046875)scale(0.7)" xlink:href="#DejaVuSans-50"/>
-      <use transform="translate(616.547852 0.765625)" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_13">
-    <path clip-path="url(#pc73a91eaaa)" d="M 53.925 242.116364 
-L 60.075 242.116364 
-L 60.225 79.125898 
-L 60.3 86.567974 
-L 60.825 154.101985 
-L 61.5 242.116364 
-L 70.875 242.116364 
-L 71.025 79.126255 
-L 71.1 86.568331 
-L 71.625 154.102343 
-L 72.3 242.116364 
-L 81.675 242.116364 
-L 81.825 79.126613 
-L 81.9 86.568689 
-L 82.425 154.102703 
-L 83.1 242.116364 
-L 92.475 242.116364 
-L 92.625 79.126974 
-L 92.7 86.56905 
-L 93.225 154.103064 
-L 93.9 242.116364 
-L 103.275 242.116364 
-L 103.425 79.127336 
-L 103.5 86.569412 
-L 104.025 154.103428 
-L 104.7 242.116364 
-L 114.075 242.116364 
-L 114.225 79.1277 
-L 114.3 86.569777 
-L 114.825 154.103793 
-L 115.5 242.116364 
-L 124.875 242.116364 
-L 125.025 79.128066 
-L 125.1 86.570143 
-L 125.625 154.104161 
-L 126.3 242.116364 
-L 135.675 242.116364 
-L 135.825 79.128434 
-L 135.9 86.570511 
-L 136.425 154.10453 
-L 137.1 242.116364 
-L 146.475 242.116364 
-L 146.625 79.128804 
-L 146.7 86.570881 
-L 147.225 154.104901 
-L 147.9 242.116364 
-L 157.275 242.116364 
-L 157.425 79.129176 
-L 157.5 86.571253 
-L 158.025 154.105275 
-L 158.7 242.116364 
-L 168.075 242.116364 
-L 168.225 79.12955 
-L 168.3 86.571627 
-L 168.825 154.10565 
-L 169.5 242.116364 
-L 178.875 242.116364 
-L 179.025 79.129926 
-L 179.1 86.572003 
-L 179.625 154.106027 
-L 180.3 242.116364 
-L 189.675 242.116364 
-L 189.825 79.130303 
-L 189.9 86.572381 
-L 190.425 154.106406 
-L 191.1 242.116364 
-L 200.475 242.116364 
-L 200.625 79.130683 
-L 200.7 86.572761 
-L 201.225 154.106787 
-L 201.9 242.116364 
-L 211.275 242.116364 
-L 211.425 79.131065 
-L 211.5 86.573143 
-L 212.025 154.107171 
-L 212.7 242.116364 
-L 222.075 242.116364 
-L 222.225 79.131449 
-L 222.3 86.573528 
-L 222.825 154.107556 
-L 223.5 242.116364 
-L 232.875 242.116364 
-L 233.025 79.131835 
-L 233.1 86.573914 
-L 233.625 154.107943 
-L 234.3 242.116364 
-L 243.675 242.116364 
-L 243.825 79.132223 
-L 243.9 86.574302 
-L 244.425 154.108333 
-L 245.1 242.116364 
-L 254.475 242.116364 
-L 254.625 79.132613 
-L 254.7 86.574692 
-L 255.225 154.108724 
-L 255.9 242.116364 
-L 265.275 242.116364 
-L 265.425 79.133005 
-L 265.5 86.575085 
-L 266.025 154.109118 
-L 266.7 242.116364 
-L 276.075 242.116364 
-L 276.225 79.133399 
-L 276.3 86.575479 
-L 276.825 154.109514 
-L 277.5 242.116364 
-L 286.875 242.116364 
-L 287.025 79.133796 
-L 287.1 86.575876 
-L 287.625 154.109912 
-L 288.3 242.116364 
-L 297.675 242.116364 
-L 297.825 79.134194 
-L 297.9 86.576275 
-L 298.425 154.110312 
-L 299.1 242.116364 
-L 308.475 242.116364 
-L 308.625 79.134595 
-L 308.7 86.576676 
-L 309.225 154.110714 
-L 309.9 242.116364 
-L 319.275 242.116364 
-L 319.425 79.134998 
-L 319.5 86.577079 
-L 320.025 154.111119 
-L 320.7 242.116364 
-L 330.075 242.116364 
-L 330.225 79.135403 
-L 330.3 86.577484 
-L 330.825 154.111525 
-L 331.5 242.116364 
-L 340.875 242.116364 
-L 341.025 79.135811 
-L 341.1 86.577892 
-L 341.625 154.111934 
-L 342.3 242.116364 
-L 351.675 242.116364 
-L 351.825 79.136221 
-L 351.9 86.578302 
-L 352.425 154.112346 
-L 353.1 242.116364 
-L 362.475 242.116364 
-L 362.625 79.136633 
-L 362.7 86.578714 
-L 363.225 154.112759 
-L 363.9 242.116364 
-L 373.275 242.116364 
-L 373.425 79.137047 
-L 373.5 86.579129 
-L 374.025 154.113175 
-L 374.7 242.116364 
-L 384.075 242.116364 
-L 384.225 79.137463 
-L 384.3 86.579546 
-L 384.825 154.113593 
-L 385.5 242.116364 
-L 388.8 242.116364 
-L 388.8 242.116364 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#pc73a91eaaa)" d="M 53.925 242.116364 
-L 60.075 242.116364 
-L 60.15 222.817518 
-L 60.225 81.336967 
-L 60.3 88.780436 
-L 60.825 156.322129 
-L 61.425 242.116364 
-L 70.875 242.116364 
-L 70.95 222.714381 
-L 71.025 81.348713 
-L 71.1 88.792198 
-L 71.625 156.333972 
-L 72.225 242.116364 
-L 81.675 242.116364 
-L 81.75 222.610161 
-L 81.825 81.360587 
-L 81.9 88.804086 
-L 82.425 156.345945 
-L 83.025 242.116364 
-L 92.475 242.116364 
-L 92.55 222.504841 
-L 92.625 81.37259 
-L 92.7 88.816105 
-L 93.225 156.358047 
-L 93.825 242.116364 
-L 103.275 242.116364 
-L 103.35 222.398402 
-L 103.425 81.384724 
-L 103.5 88.828254 
-L 104.025 156.370283 
-L 104.625 242.116364 
-L 114.075 242.116364 
-L 114.15 222.290829 
-L 114.225 81.396991 
-L 114.3 88.840537 
-L 114.825 156.382653 
-L 115.425 242.116364 
-L 124.875 242.116364 
-L 124.95 222.182102 
-L 125.025 81.409394 
-L 125.1 88.852956 
-L 125.625 156.395161 
-L 126.225 242.116364 
-L 135.675 242.116364 
-L 135.75 222.072204 
-L 135.825 81.421935 
-L 135.9 88.865513 
-L 136.425 156.407809 
-L 137.025 242.116364 
-L 146.475 242.116364 
-L 146.55 221.961114 
-L 146.625 81.434616 
-L 146.7 88.878211 
-L 147.225 156.420598 
-L 147.825 242.116364 
-L 157.275 242.116364 
-L 157.35 221.848814 
-L 157.425 81.447439 
-L 157.5 88.891051 
-L 158.025 156.433532 
-L 158.625 242.116364 
-L 168.075 242.116364 
-L 168.15 221.735284 
-L 168.225 81.460407 
-L 168.3 88.904037 
-L 168.825 156.446612 
-L 169.425 242.116364 
-L 178.875 242.116364 
-L 178.95 221.620505 
-L 179.025 81.473523 
-L 179.1 88.91717 
-L 179.625 156.459842 
-L 180.225 242.116364 
-L 189.675 242.116364 
-L 189.75 221.504454 
-L 189.825 81.486788 
-L 189.9 88.930453 
-L 190.425 156.473223 
-L 191.025 242.116364 
-L 200.475 242.116364 
-L 200.55 221.387112 
-L 200.625 81.500206 
-L 200.7 88.943889 
-L 201.225 156.486759 
-L 201.825 242.116364 
-L 211.275 242.116364 
-L 211.35 221.268457 
-L 211.425 81.513779 
-L 211.5 88.95748 
-L 212.025 156.500452 
-L 212.625 242.116364 
-L 222.075 242.116364 
-L 222.15 221.148466 
-L 222.225 81.52751 
-L 222.3 88.97123 
-L 222.825 156.514304 
-L 223.425 242.116364 
-L 232.875 242.116364 
-L 232.95 221.027117 
-L 233.025 81.541401 
-L 233.1 88.98514 
-L 233.625 156.52832 
-L 234.225 242.116364 
-L 243.675 242.116364 
-L 243.75 220.904388 
-L 243.825 81.555456 
-L 243.9 88.999214 
-L 244.425 156.542501 
-L 245.025 242.116364 
-L 254.475 242.116364 
-L 254.55 220.780254 
-L 254.625 81.569677 
-L 254.7 89.013455 
-L 255.225 156.55685 
-L 255.825 242.116364 
-L 265.275 242.116364 
-L 265.35 220.654692 
-L 265.425 81.584067 
-L 265.5 89.027865 
-L 266.025 156.571371 
-L 266.625 242.116364 
-L 276.075 242.116364 
-L 276.15 220.527676 
-L 276.225 81.598629 
-L 276.3 89.042448 
-L 276.825 156.586066 
-L 277.425 242.116364 
-L 286.875 242.116364 
-L 286.95 220.399183 
-L 287.025 81.613367 
-L 287.1 89.057206 
-L 287.625 156.600939 
-L 288.225 242.116364 
-L 297.675 242.116364 
-L 297.75 220.269185 
-L 297.825 81.628283 
-L 297.9 89.072144 
-L 298.425 156.615993 
-L 299.025 242.116364 
-L 308.475 242.116364 
-L 308.55 220.137656 
-L 308.625 81.643381 
-L 308.7 89.087263 
-L 309.225 156.631231 
-L 309.825 242.116364 
-L 319.275 242.116364 
-L 319.35 220.004571 
-L 319.425 81.658664 
-L 319.5 89.102568 
-L 320.025 156.646657 
-L 320.625 242.116364 
-L 330.075 242.116364 
-L 330.15 219.869899 
-L 330.225 81.674135 
-L 330.3 89.118062 
-L 330.825 156.662274 
-L 331.425 242.116364 
-L 340.875 242.116364 
-L 340.95 219.733615 
-L 341.025 81.689799 
-L 341.1 89.133748 
-L 341.625 156.678086 
-L 342.225 242.116364 
-L 351.675 242.116364 
-L 351.75 219.595688 
-L 351.825 81.705658 
-L 351.9 89.14963 
-L 352.425 156.694095 
-L 353.025 242.116364 
-L 362.475 242.116364 
-L 362.55 219.456089 
-L 362.625 81.721716 
-L 362.7 89.165712 
-L 363.225 156.710307 
-L 363.825 242.116364 
-L 373.275 242.116364 
-L 373.35 219.314787 
-L 373.425 81.737977 
-L 373.5 89.181997 
-L 374.025 156.726725 
-L 374.625 242.116364 
-L 384.075 242.116364 
-L 384.15 219.171751 
-L 384.225 81.754445 
-L 384.3 89.19849 
-L 384.825 156.743353 
-L 385.425 242.116364 
-L 388.8 242.116364 
-L 388.8 242.116364 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 307.035938 71.91625 
-L 381.8 71.91625 
-Q 383.8 71.91625 383.8 69.91625 
-L 383.8 41.56 
-Q 383.8 39.56 381.8 39.56 
-L 307.035938 39.56 
-Q 305.035938 39.56 305.035938 41.56 
-L 305.035938 69.91625 
-Q 305.035938 71.91625 307.035938 71.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_15">
-     <path d="M 309.035938 47.658437 
-L 329.035938 47.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_16"/>
-    <g id="text_15">
-     <!-- Semtner -->
-     <defs>
-      <path d="M 53.515625 70.515625 
-L 53.515625 60.890625 
-Q 47.90625 63.578125 42.921875 64.890625 
-Q 37.9375 66.21875 33.296875 66.21875 
-Q 25.25 66.21875 20.875 63.09375 
-Q 16.5 59.96875 16.5 54.203125 
-Q 16.5 49.359375 19.40625 46.890625 
-Q 22.3125 44.4375 30.421875 42.921875 
-L 36.375 41.703125 
-Q 47.40625 39.59375 52.65625 34.296875 
-Q 57.90625 29 57.90625 20.125 
-Q 57.90625 9.515625 50.796875 4.046875 
-Q 43.703125 -1.421875 29.984375 -1.421875 
-Q 24.8125 -1.421875 18.96875 -0.25 
-Q 13.140625 0.921875 6.890625 3.21875 
-L 6.890625 13.375 
-Q 12.890625 10.015625 18.65625 8.296875 
-Q 24.421875 6.59375 29.984375 6.59375 
-Q 38.421875 6.59375 43.015625 9.90625 
-Q 47.609375 13.234375 47.609375 19.390625 
-Q 47.609375 24.75 44.3125 27.78125 
-Q 41.015625 30.8125 33.5 32.328125 
-L 27.484375 33.5 
-Q 16.453125 35.6875 11.515625 40.375 
-Q 6.59375 45.0625 6.59375 53.421875 
-Q 6.59375 63.09375 13.40625 68.65625 
-Q 20.21875 74.21875 32.171875 74.21875 
-Q 37.3125 74.21875 42.625 73.28125 
-Q 47.953125 72.359375 53.515625 70.515625 
-z
-" id="DejaVuSans-83"/>
-      <path d="M 54.890625 33.015625 
-L 54.890625 0 
-L 45.90625 0 
-L 45.90625 32.71875 
-Q 45.90625 40.484375 42.875 44.328125 
-Q 39.84375 48.1875 33.796875 48.1875 
-Q 26.515625 48.1875 22.3125 43.546875 
-Q 18.109375 38.921875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.34375 51.125 25.703125 53.5625 
-Q 30.078125 56 35.796875 56 
-Q 45.21875 56 50.046875 50.171875 
-Q 54.890625 44.34375 54.890625 33.015625 
-z
-" id="DejaVuSans-110"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-     </defs>
-     <g transform="translate(337.035938 51.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-83"/>
-      <use x="63.476562" xlink:href="#DejaVuSans-101"/>
-      <use x="125" xlink:href="#DejaVuSans-109"/>
-      <use x="222.412109" xlink:href="#DejaVuSans-116"/>
-      <use x="261.621094" xlink:href="#DejaVuSans-110"/>
-      <use x="325" xlink:href="#DejaVuSans-101"/>
-      <use x="386.523438" xlink:href="#DejaVuSans-114"/>
-     </g>
-    </g>
-    <g id="line2d_17">
-     <path d="M 309.035938 62.336562 
-L 329.035938 62.336562 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_18"/>
-    <g id="text_16">
-     <!-- Winton -->
-     <g transform="translate(337.035938 65.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-87"/>
-      <use x="98.845703" xlink:href="#DejaVuSans-105"/>
-      <use x="126.628906" xlink:href="#DejaVuSans-110"/>
-      <use x="190.007812" xlink:href="#DejaVuSans-116"/>
-      <use x="229.216797" xlink:href="#DejaVuSans-111"/>
-      <use x="290.398438" xlink:href="#DejaVuSans-110"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pc73a91eaaa">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/surface_albedo_July.pdf b/python_scripts /plots/surface_albedo_July.pdf
deleted file mode 100644
index 11a5f25ad5cd94d29a350b460d1ab19186bc8d96..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/surface_albedo_July.pdf and /dev/null differ
diff --git a/python_scripts /plots/surface_albedo_July_multi.pdf b/python_scripts /plots/surface_albedo_July_multi.pdf
deleted file mode 100644
index 58fac4ba9ce9b3eebdbd045911e1281709904ef1..0000000000000000000000000000000000000000
Binary files a/python_scripts /plots/surface_albedo_July_multi.pdf and /dev/null differ
diff --git a/python_scripts /plots/winton_icelat_Jor_overview.svg b/python_scripts /plots/winton_icelat_Jor_overview.svg
deleted file mode 100644
index b9175076ce75132a86461957042482bcbcbbced0..0000000000000000000000000000000000000000
--- a/python_scripts /plots/winton_icelat_Jor_overview.svg	
+++ /dev/null
@@ -1,2202 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="m8491d94ae1" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m8491d94ae1" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="120.96" xlink:href="#m8491d94ae1" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 10 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(114.5975 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="187.92" xlink:href="#m8491d94ae1" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 20 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-      </defs>
-      <g transform="translate(181.5575 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="254.88" xlink:href="#m8491d94ae1" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(248.5175 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="321.84" xlink:href="#m8491d94ae1" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 40 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(315.4775 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#m8491d94ae1" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 50 -->
-      <defs>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(382.4375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_7">
-     <!-- time [years] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(190.853125 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-121"/>
-      <use x="355.908203" xlink:href="#DejaVuSans-101"/>
-      <use x="417.431641" xlink:href="#DejaVuSans-97"/>
-      <use x="478.710938" xlink:href="#DejaVuSans-114"/>
-      <use x="519.824219" xlink:href="#DejaVuSans-115"/>
-      <use x="571.923828" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_7">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="mc31555ab8a" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mc31555ab8a" y="252"/>
-      </g>
-     </g>
-     <g id="text_8">
-      <!-- 0 -->
-      <g transform="translate(40.6375 255.799219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_8">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mc31555ab8a" y="216.929032"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 10 -->
-      <g transform="translate(34.275 220.728251)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mc31555ab8a" y="181.858065"/>
-      </g>
-     </g>
-     <g id="text_10">
-      <!-- 20 -->
-      <g transform="translate(34.275 185.657283)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_10">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mc31555ab8a" y="146.787097"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 30 -->
-      <g transform="translate(34.275 150.586316)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mc31555ab8a" y="111.716129"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 40 -->
-      <g transform="translate(34.275 115.515348)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mc31555ab8a" y="76.645161"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 50 -->
-      <g transform="translate(34.275 80.44438)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mc31555ab8a" y="41.574194"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 60 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(34.275 45.373412)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_15">
-     <!-- ice latitude [°] -->
-     <defs>
-      <path d="M 48.78125 52.59375 
-L 48.78125 44.1875 
-Q 44.96875 46.296875 41.140625 47.34375 
-Q 37.3125 48.390625 33.40625 48.390625 
-Q 24.65625 48.390625 19.8125 42.84375 
-Q 14.984375 37.3125 14.984375 27.296875 
-Q 14.984375 17.28125 19.8125 11.734375 
-Q 24.65625 6.203125 33.40625 6.203125 
-Q 37.3125 6.203125 41.140625 7.25 
-Q 44.96875 8.296875 48.78125 10.40625 
-L 48.78125 2.09375 
-Q 45.015625 0.34375 40.984375 -0.53125 
-Q 36.96875 -1.421875 32.421875 -1.421875 
-Q 20.0625 -1.421875 12.78125 6.34375 
-Q 5.515625 14.109375 5.515625 27.296875 
-Q 5.515625 40.671875 12.859375 48.328125 
-Q 20.21875 56 33.015625 56 
-Q 37.15625 56 41.109375 55.140625 
-Q 45.0625 54.296875 48.78125 52.59375 
-z
-" id="DejaVuSans-99"/>
-      <path d="M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 0 
-L 9.421875 0 
-z
-" id="DejaVuSans-108"/>
-      <path d="M 8.5 21.578125 
-L 8.5 54.6875 
-L 17.484375 54.6875 
-L 17.484375 21.921875 
-Q 17.484375 14.15625 20.5 10.265625 
-Q 23.53125 6.390625 29.59375 6.390625 
-Q 36.859375 6.390625 41.078125 11.03125 
-Q 45.3125 15.671875 45.3125 23.6875 
-L 45.3125 54.6875 
-L 54.296875 54.6875 
-L 54.296875 0 
-L 45.3125 0 
-L 45.3125 8.40625 
-Q 42.046875 3.421875 37.71875 1 
-Q 33.40625 -1.421875 27.6875 -1.421875 
-Q 18.265625 -1.421875 13.375 4.4375 
-Q 8.5 10.296875 8.5 21.578125 
-z
-M 31.109375 56 
-z
-" id="DejaVuSans-117"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 25 67.921875 
-Q 21.09375 67.921875 18.40625 65.203125 
-Q 15.71875 62.5 15.71875 58.59375 
-Q 15.71875 54.734375 18.40625 52.078125 
-Q 21.09375 49.421875 25 49.421875 
-Q 28.90625 49.421875 31.59375 52.078125 
-Q 34.28125 54.734375 34.28125 58.59375 
-Q 34.28125 62.453125 31.5625 65.1875 
-Q 28.859375 67.921875 25 67.921875 
-z
-M 25 74.21875 
-Q 28.125 74.21875 31 73.015625 
-Q 33.890625 71.828125 35.984375 69.578125 
-Q 38.234375 67.390625 39.359375 64.59375 
-Q 40.484375 61.8125 40.484375 58.59375 
-Q 40.484375 52.15625 35.96875 47.6875 
-Q 31.453125 43.21875 24.90625 43.21875 
-Q 18.3125 43.21875 13.90625 47.609375 
-Q 9.515625 52 9.515625 58.59375 
-Q 9.515625 65.140625 14 69.671875 
-Q 18.5 74.21875 25 74.21875 
-z
-" id="DejaVuSans-176"/>
-     </defs>
-     <g transform="translate(28.195312 179.256563)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-105"/>
-      <use x="27.783203" xlink:href="#DejaVuSans-99"/>
-      <use x="82.763672" xlink:href="#DejaVuSans-101"/>
-      <use x="144.287109" xlink:href="#DejaVuSans-32"/>
-      <use x="176.074219" xlink:href="#DejaVuSans-108"/>
-      <use x="203.857422" xlink:href="#DejaVuSans-97"/>
-      <use x="265.136719" xlink:href="#DejaVuSans-116"/>
-      <use x="304.345703" xlink:href="#DejaVuSans-105"/>
-      <use x="332.128906" xlink:href="#DejaVuSans-116"/>
-      <use x="371.337891" xlink:href="#DejaVuSans-117"/>
-      <use x="434.716797" xlink:href="#DejaVuSans-100"/>
-      <use x="498.193359" xlink:href="#DejaVuSans-101"/>
-      <use x="559.716797" xlink:href="#DejaVuSans-32"/>
-      <use x="591.503906" xlink:href="#DejaVuSans-91"/>
-      <use x="630.517578" xlink:href="#DejaVuSans-176"/>
-      <use x="680.517578" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_14">
-    <path clip-path="url(#pca12f76519)" d="M 54 145.437352 
-L 54.5487 145.242407 
-L 55.6647 146.145095 
-L 56.2227 146.043091 
-L 57.3387 145.52763 
-L 57.8967 145.396414 
-L 58.4547 146.125322 
-L 59.0127 147.153066 
-L 59.5707 147.854428 
-L 60.6867 146.372196 
-L 61.2447 146.719375 
-L 62.9187 148.212698 
-L 64.0347 147.448945 
-L 65.1507 148.02586 
-L 65.7087 148.706037 
-L 66.2667 149.018325 
-L 66.8247 148.504042 
-L 67.3827 148.429269 
-L 67.9407 148.676858 
-L 68.4987 149.047825 
-L 69.0567 149.706081 
-L 69.6147 150.127631 
-L 70.1727 149.843806 
-L 70.7307 149.170325 
-L 71.2887 149.048768 
-L 72.4047 150.057033 
-L 72.9627 150.551997 
-L 73.5207 150.017305 
-L 74.0787 149.910605 
-L 75.1947 150.705008 
-L 76.3107 152.113966 
-L 77.4267 151.143896 
-L 77.9847 151.074275 
-L 78.5427 151.404155 
-L 79.1007 152.051863 
-L 79.6587 152.934496 
-L 80.7747 151.818936 
-L 81.3327 151.785664 
-L 81.8907 152.14202 
-L 82.4487 152.727551 
-L 83.0067 153.721066 
-L 83.5647 153.22174 
-L 84.6807 153.25724 
-L 86.3547 154.918108 
-L 86.9127 154.221101 
-L 88.0287 154.299265 
-L 89.7027 156.065971 
-L 90.8187 155.638107 
-L 91.3767 155.758446 
-L 91.9347 156.130489 
-L 92.4927 156.793776 
-L 93.0507 157.831835 
-L 93.6087 157.915404 
-L 94.1667 157.183873 
-L 94.7247 157.07037 
-L 95.2827 157.43551 
-L 96.3987 159.027111 
-L 98.0727 157.977119 
-L 99.7467 159.382458 
-L 100.8627 158.509517 
-L 101.4207 159.001558 
-L 101.9787 159.95758 
-L 103.0947 161.225917 
-L 104.2107 160.237639 
-L 104.7687 160.307007 
-L 105.3267 160.592966 
-L 106.4427 161.577123 
-L 107.0007 161.07399 
-L 107.5587 161.183687 
-L 108.1167 161.474055 
-L 108.6747 162.008613 
-L 109.2327 162.834362 
-L 109.7907 163.276414 
-L 110.9067 162.4529 
-L 111.4647 162.41231 
-L 112.0227 162.825017 
-L 113.1387 164.472547 
-L 114.2547 163.653448 
-L 115.3707 164.303503 
-L 115.9287 164.801545 
-L 116.4867 165.512726 
-L 117.0447 165.299366 
-L 117.6027 164.88114 
-L 118.1607 165.544795 
-L 118.7187 165.724956 
-L 119.8347 166.763162 
-L 120.9507 165.798017 
-L 121.5087 165.915152 
-L 122.0667 166.647947 
-L 122.6247 166.999139 
-L 123.1827 166.937337 
-L 123.7407 166.425288 
-L 124.2987 166.51954 
-L 124.8567 166.937016 
-L 125.4147 167.777093 
-L 125.9727 168.264847 
-L 126.5307 168.290975 
-L 127.6467 167.6882 
-L 128.2047 167.849177 
-L 129.8787 169.388575 
-L 130.4367 169.35434 
-L 130.9947 169.639322 
-L 131.5527 170.119644 
-L 132.1107 170.262948 
-L 132.6687 170.712312 
-L 133.2267 171.326265 
-L 133.7847 171.610719 
-L 134.3427 171.062836 
-L 134.9007 171.212775 
-L 136.5747 172.130073 
-L 137.1327 171.757696 
-L 138.2487 172.157793 
-L 139.3647 173.27219 
-L 139.9227 173.934661 
-L 141.0387 173.93058 
-L 141.5967 174.096674 
-L 143.2707 175.446446 
-L 144.3867 175.575555 
-L 144.9447 175.465189 
-L 146.0607 176.302216 
-L 146.6187 177.014254 
-L 147.1767 177.28759 
-L 147.7347 177.052055 
-L 148.8507 177.692216 
-L 149.4087 178.479636 
-L 149.9667 178.90645 
-L 151.0827 178.822942 
-L 152.1987 179.71775 
-L 152.7567 180.587166 
-L 153.8727 180.131608 
-L 154.4307 180.205557 
-L 154.9887 180.130256 
-L 155.5467 180.447642 
-L 156.1047 181.002167 
-L 156.6627 181.355855 
-L 157.2207 181.109784 
-L 157.7787 181.133524 
-L 158.3367 181.365949 
-L 159.4527 182.39657 
-L 161.1267 183.231603 
-L 161.6847 183.515301 
-L 162.2427 184.185317 
-L 162.8007 184.588753 
-L 163.3587 184.817833 
-L 163.9167 185.390012 
-L 165.0327 185.91065 
-L 166.7067 187.810345 
-L 167.2647 188.153544 
-L 167.8227 187.856448 
-L 168.3807 187.884864 
-L 168.9387 188.132005 
-L 169.4967 188.671293 
-L 170.0547 189.369517 
-L 170.6127 189.801583 
-L 171.1707 190.456501 
-L 171.7287 190.932248 
-L 172.2867 191.713653 
-L 172.8447 192.093329 
-L 173.9607 193.226522 
-L 174.5187 192.88042 
-L 175.0767 192.899351 
-L 175.6347 193.13207 
-L 176.7507 194.224707 
-L 177.3087 194.972699 
-L 177.8667 196.024745 
-L 178.4247 196.117883 
-L 178.9827 196.046709 
-L 179.5407 196.443386 
-L 180.0987 197.156992 
-L 181.2147 198.256121 
-L 181.7727 198.919106 
-L 182.3307 199.206915 
-L 182.8887 199.699518 
-L 184.0047 201.181369 
-L 184.5627 201.725249 
-L 186.2367 202.71049 
-L 186.7947 203.440194 
-L 187.92 205.333511 
-L 188.4687 206.068222 
-L 189.0267 206.447747 
-L 189.5847 206.595255 
-L 190.1427 206.878987 
-L 190.7007 207.62235 
-L 191.2587 208.845227 
-L 192.3747 209.65658 
-L 192.9327 209.928729 
-L 193.4907 210.352634 
-L 194.0487 211.377655 
-L 194.6067 212.754211 
-L 195.7227 213.940988 
-L 196.8387 214.656893 
-L 198.5127 217.908687 
-L 199.0707 218.478103 
-L 200.1867 218.914604 
-L 200.7447 219.61625 
-L 201.3027 221.097506 
-L 201.8607 222.151111 
-L 202.4187 222.850536 
-L 202.9767 223.22591 
-L 203.5347 223.374405 
-L 204.0927 224.247416 
-L 204.6507 226.404827 
-L 205.2087 228.093046 
-L 205.7667 228.908121 
-L 206.8827 229.574085 
-L 207.4407 231.477651 
-L 207.9987 233.881499 
-L 208.5567 235.73068 
-L 209.6727 238.184038 
-L 210.2307 242.01997 
-L 210.7887 249.44006 
-L 211.3467 251.991197 
-L 218.6007 252 
-L 388.2327 252 
-L 388.2327 252 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_15">
-    <path clip-path="url(#pca12f76519)" d="M 54 198.877312 
-L 55.6647 199.572222 
-L 56.2227 200.116286 
-L 57.3387 201.577928 
-L 57.8967 201.678993 
-L 58.4547 202.375368 
-L 59.5707 203.332584 
-L 60.1287 204.120856 
-L 61.2447 205.017467 
-L 62.3607 205.780611 
-L 63.4767 207.421037 
-L 64.0347 208.380407 
-L 65.1507 209.322786 
-L 66.2667 210.311033 
-L 66.8247 211.212886 
-L 67.3827 212.555841 
-L 69.0567 214.229402 
-L 69.6147 214.449077 
-L 70.7307 216.681145 
-L 71.2887 217.913477 
-L 71.8467 218.452601 
-L 72.9627 218.905982 
-L 73.5207 219.519209 
-L 74.3484 220.758912 
-L 74.6367 222.041146 
-L 75.1947 222.612826 
-L 76.3107 222.833023 
-L 76.8687 223.910027 
-L 77.9847 227.562364 
-L 78.5427 228.409122 
-L 79.6587 228.646835 
-L 80.2167 229.654989 
-L 81.0444 232.287886 
-L 81.3327 234.029509 
-L 81.8907 234.959728 
-L 82.4487 235.597882 
-L 83.0067 237.67357 
-L 83.5647 242.199329 
-L 84.1227 249.585233 
-L 84.6807 251.996287 
-L 101.4207 252 
-L 240.9207 252 
-L 240.9207 252 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_16">
-    <path clip-path="url(#pca12f76519)" d="M 54 145.415237 
-L 54.5487 144.853393 
-L 55.1067 145.026083 
-L 56.2227 146.375908 
-L 56.7807 146.139891 
-L 57.3387 145.314296 
-L 57.8967 145.071135 
-L 58.4547 145.3449 
-L 59.0127 145.841912 
-L 59.5707 146.151303 
-L 60.6867 145.19971 
-L 61.2447 145.289232 
-L 61.8027 145.612912 
-L 62.3607 146.263288 
-L 62.9187 146.509198 
-L 64.0347 145.425974 
-L 64.5927 145.146209 
-L 65.1507 145.343508 
-L 66.2667 146.85122 
-L 67.3827 145.609988 
-L 67.9407 145.532139 
-L 68.4987 145.834005 
-L 69.0567 146.783939 
-L 69.6147 146.994263 
-L 70.1727 146.816075 
-L 70.7307 146.411181 
-L 71.2887 146.438346 
-L 71.8467 146.921256 
-L 72.4047 147.619153 
-L 72.9627 147.877914 
-L 74.0787 146.294527 
-L 74.6367 146.027472 
-L 75.1947 146.416091 
-L 76.3107 147.726489 
-L 77.4267 146.76919 
-L 77.9847 146.653358 
-L 79.1007 147.734884 
-L 79.6587 148.534297 
-L 80.2167 148.316876 
-L 80.7747 147.706488 
-L 81.3327 147.263191 
-L 81.8907 147.536113 
-L 82.4487 148.221849 
-L 83.0067 148.551529 
-L 83.5647 148.275724 
-L 84.1227 147.751019 
-L 84.6807 147.905065 
-L 85.2387 148.242739 
-L 86.3547 149.353095 
-L 86.9127 148.921478 
-L 87.4707 148.148153 
-L 88.0287 147.77702 
-L 88.5867 147.973149 
-L 89.1447 148.826524 
-L 89.7027 149.452886 
-L 90.2607 148.531334 
-L 90.8187 147.914711 
-L 91.3767 147.686474 
-L 92.4927 148.519561 
-L 93.0507 148.577282 
-L 93.6087 148.395997 
-L 94.7247 147.608718 
-L 95.8407 148.393455 
-L 96.3987 148.483887 
-L 98.0727 147.112114 
-L 98.6307 147.228688 
-L 99.1887 147.863626 
-L 99.7467 148.298541 
-L 100.3047 147.531925 
-L 100.8627 147.199128 
-L 101.4207 147.315568 
-L 102.5367 148.755551 
-L 103.0947 149.062247 
-L 104.2107 148.565195 
-L 105.3267 148.701569 
-L 105.8847 149.669444 
-L 106.4427 150.337781 
-L 107.0007 149.896169 
-L 107.5587 149.307609 
-L 108.1167 149.353704 
-L 108.6747 149.593915 
-L 109.2327 150.285645 
-L 109.7907 150.570266 
-L 110.3487 149.988133 
-L 110.9067 149.603414 
-L 111.4647 149.399686 
-L 112.5807 150.5488 
-L 113.1387 150.794617 
-L 113.6967 150.313372 
-L 114.2547 149.653109 
-L 114.8127 149.309033 
-L 115.3707 149.810366 
-L 116.4867 151.57726 
-L 117.0447 151.442772 
-L 117.6027 150.498677 
-L 118.1607 150.765117 
-L 119.8347 152.551383 
-L 120.3927 152.066432 
-L 120.9507 151.140793 
-L 121.5087 151.074676 
-L 122.6247 152.167633 
-L 123.1827 152.722052 
-L 123.7407 152.754756 
-L 124.8567 152.471406 
-L 125.9727 153.359425 
-L 126.5307 153.231894 
-L 127.6467 151.717105 
-L 128.2047 151.643784 
-L 129.3207 152.874561 
-L 129.8787 153.104725 
-L 130.4367 152.697443 
-L 130.9947 152.43018 
-L 131.5527 152.900207 
-L 132.1107 153.185076 
-L 132.6687 153.777958 
-L 133.2267 153.884525 
-L 133.7847 153.39564 
-L 134.3427 153.17347 
-L 134.9007 153.26023 
-L 136.0167 154.001874 
-L 136.5747 153.962996 
-L 137.1327 153.163764 
-L 137.6907 152.683683 
-L 138.2487 152.824398 
-L 138.8067 153.242069 
-L 139.3647 153.927945 
-L 139.9227 153.784788 
-L 140.4807 152.770677 
-L 141.0387 152.318536 
-L 141.5967 152.210251 
-L 142.7127 153.674636 
-L 143.2707 154.072259 
-L 144.3867 153.128358 
-L 144.9447 153.100919 
-L 145.5027 153.555808 
-L 146.6187 155.17812 
-L 147.1767 154.772925 
-L 147.7347 154.151955 
-L 148.2927 154.463801 
-L 149.4087 155.321257 
-L 149.9667 155.606774 
-L 150.5247 154.850514 
-L 151.0827 154.536279 
-L 151.6407 154.415886 
-L 152.1987 155.050991 
-L 153.3147 155.851601 
-L 154.4307 155.004621 
-L 154.9887 155.039893 
-L 155.5467 155.309524 
-L 156.6627 156.258836 
-L 157.2207 155.61252 
-L 157.7787 155.195866 
-L 158.3367 155.315771 
-L 160.0107 156.421766 
-L 160.5687 155.850149 
-L 161.1267 155.609851 
-L 162.8007 156.766611 
-L 163.3587 156.724977 
-L 164.4747 156.123459 
-L 165.0327 156.412916 
-L 165.5907 156.485669 
-L 166.7067 157.217005 
-L 167.8227 156.333689 
-L 168.9387 157.045473 
-L 170.0547 158.112723 
-L 170.6127 157.339793 
-L 171.1707 157.203908 
-L 171.7287 157.217447 
-L 172.2867 157.413877 
-L 173.4027 158.246796 
-L 174.5187 157.333017 
-L 175.0767 157.460568 
-L 176.1927 157.968155 
-L 176.7507 157.931364 
-L 177.3087 157.316795 
-L 177.8667 157.025766 
-L 178.9827 157.919758 
-L 180.0987 159.238953 
-L 180.6567 159.156247 
-L 181.7727 158.838996 
-L 182.3307 159.075294 
-L 182.8887 159.60624 
-L 183.4467 159.897985 
-L 184.5627 158.842708 
-L 185.1207 158.65567 
-L 186.7947 159.729109 
-L 187.9107 158.906297 
-L 189.0267 159.791974 
-L 190.1427 160.781322 
-L 190.7007 160.450364 
-L 191.2587 159.671073 
-L 192.3747 160.039162 
-L 193.4907 160.618766 
-L 194.0487 159.741537 
-L 194.6067 159.154588 
-L 195.1647 159.286507 
-L 196.2807 160.420885 
-L 196.8387 160.590022 
-L 197.3967 160.387164 
-L 197.9547 159.870834 
-L 198.5127 159.839033 
-L 199.0707 160.452726 
-L 199.6287 161.283317 
-L 200.1867 161.82013 
-L 200.7447 161.08666 
-L 201.3027 160.961698 
-L 201.8607 160.63777 
-L 202.4187 161.081542 
-L 202.9767 161.331165 
-L 204.0927 161.53284 
-L 204.6507 161.159726 
-L 205.7667 162.439716 
-L 206.3247 162.740304 
-L 206.8827 163.290836 
-L 207.4407 162.702008 
-L 207.9987 161.86066 
-L 209.1147 161.700018 
-L 209.6727 162.187404 
-L 210.2307 162.963076 
-L 211.3467 162.237673 
-L 211.9047 162.509204 
-L 213.0207 163.34314 
-L 213.5787 163.260133 
-L 214.1367 162.44896 
-L 214.6947 162.197123 
-L 215.2527 162.535639 
-L 215.8107 163.327353 
-L 216.3687 163.862032 
-L 216.9267 163.950926 
-L 217.4847 163.80902 
-L 218.0427 163.379141 
-L 218.6007 163.11703 
-L 219.1587 163.818104 
-L 220.2747 164.733308 
-L 220.8327 164.39354 
-L 221.3907 163.783587 
-L 221.9487 163.937072 
-L 223.6227 165.065162 
-L 224.1807 164.428753 
-L 224.7387 164.326447 
-L 225.8547 165.190538 
-L 226.4127 165.850581 
-L 226.9707 166.204797 
-L 228.0867 165.156182 
-L 228.6447 165.299306 
-L 229.2027 165.68765 
-L 229.7607 166.245708 
-L 230.3187 166.617156 
-L 231.4347 165.735191 
-L 231.9927 165.851477 
-L 232.5507 166.323578 
-L 233.6667 167.614905 
-L 234.7827 166.593135 
-L 235.3407 166.734265 
-L 235.8987 167.32694 
-L 236.4567 167.734242 
-L 237.0147 167.698849 
-L 237.5727 167.501589 
-L 238.6887 167.760283 
-L 239.2467 168.576058 
-L 240.3627 169.117353 
-L 240.9207 168.819915 
-L 241.4787 168.713549 
-L 242.0367 168.805185 
-L 243.1527 169.894009 
-L 243.7107 169.93983 
-L 244.2687 169.49765 
-L 245.3847 168.994959 
-L 246.5007 169.819256 
-L 247.0587 170.06615 
-L 247.6167 169.949068 
-L 248.1747 169.544702 
-L 249.2907 170.230579 
-L 250.4067 171.522923 
-L 250.9647 170.799366 
-L 252.0807 170.556807 
-L 252.6387 170.792095 
-L 253.1967 171.261192 
-L 253.7547 171.51014 
-L 254.3127 171.613449 
-L 254.8707 171.34244 
-L 256.5447 172.747987 
-L 257.1027 172.714547 
-L 258.2187 172.287364 
-L 258.7767 172.236165 
-L 259.8927 173.059318 
-L 260.4507 173.224141 
-L 261.5667 172.905044 
-L 262.1247 172.851295 
-L 262.6827 172.972859 
-L 263.2407 173.457549 
-L 264.9147 173.135442 
-L 265.4727 173.220957 
-L 266.0307 173.561922 
-L 267.1467 174.916603 
-L 267.7047 174.695149 
-L 268.2627 174.66579 
-L 268.8207 174.422735 
-L 269.3787 174.619139 
-L 270.4947 175.768513 
-L 271.0527 175.753931 
-L 271.6107 175.454085 
-L 272.1687 175.726786 
-L 272.7267 176.426857 
-L 273.8427 176.965977 
-L 274.4007 176.287834 
-L 274.9587 176.000677 
-L 275.5167 176.097625 
-L 276.0747 176.351676 
-L 277.1907 177.381046 
-L 277.7487 177.330053 
-L 278.3067 176.643736 
-L 278.8647 176.48124 
-L 280.5387 177.838116 
-L 281.0967 177.820784 
-L 281.6547 177.554431 
-L 282.2127 177.476013 
-L 283.3287 178.295173 
-L 283.8867 178.943643 
-L 285.0027 179.306414 
-L 285.5607 179.169953 
-L 286.6767 179.565329 
-L 287.7927 180.751896 
-L 288.9087 180.515745 
-L 290.0247 181.3316 
-L 290.5827 181.895036 
-L 291.6987 181.346744 
-L 292.2567 181.122253 
-L 293.9307 182.716356 
-L 295.6047 183.588308 
-L 296.7207 184.440954 
-L 297.2787 184.575648 
-L 297.8367 184.493023 
-L 298.3947 184.114096 
-L 299.5107 184.7606 
-L 300.0687 185.273331 
-L 300.6267 185.436261 
-L 301.1847 185.405518 
-L 301.7427 184.956949 
-L 302.3007 185.104949 
-L 302.8587 185.67977 
-L 305.0907 186.664128 
-L 305.6487 186.73977 
-L 308.4387 188.989461 
-L 308.9967 189.252375 
-L 309.5547 189.354306 
-L 310.6707 190.647567 
-L 314.5767 193.036996 
-L 315.1347 193.102102 
-L 320.1567 197.515262 
-L 321.2727 198.207416 
-L 322.3887 198.304467 
-L 323.5047 199.070334 
-L 324.0627 199.562817 
-L 324.6207 200.418262 
-L 325.7367 201.029219 
-L 326.2947 201.047915 
-L 328.5267 203.184092 
-L 329.0847 203.411561 
-L 329.6427 203.910954 
-L 330.2007 204.166038 
-L 331.8747 205.516034 
-L 332.9907 206.742583 
-L 334.1067 207.254672 
-L 335.2227 208.657981 
-L 335.7807 209.666647 
-L 337.4547 210.628084 
-L 339.1287 213.190631 
-L 340.8027 213.930463 
-L 343.0347 216.104304 
-L 343.5927 216.257341 
-L 344.1507 216.56032 
-L 344.7087 217.473207 
-L 345.2667 219.269342 
-L 345.8247 220.464465 
-L 346.3827 221.123651 
-L 346.9407 221.519548 
-L 347.4987 221.653122 
-L 348.0567 222.696017 
-L 349.1727 225.502886 
-L 349.7307 226.276116 
-L 350.2887 226.527817 
-L 350.8467 226.630658 
-L 351.4047 227.60456 
-L 352.2324 229.620605 
-L 352.5207 231.435211 
-L 353.0787 232.238892 
-L 353.6367 232.616581 
-L 354.1947 233.465507 
-L 355.8687 241.496384 
-L 356.4267 245.604903 
-L 356.9847 251.333715 
-L 357.5427 252 
-L 388.2327 252 
-L 388.2327 252 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_17">
-    <path clip-path="url(#pca12f76519)" d="M 54 115.584807 
-L 54.5487 114.576054 
-L 55.1067 114.764249 
-L 56.2227 116.665697 
-L 56.7807 116.064105 
-L 57.3387 114.347187 
-L 57.8967 113.361365 
-L 58.4547 113.752673 
-L 59.0127 114.748503 
-L 59.5707 115.443784 
-L 60.1287 115.16927 
-L 60.6867 113.719896 
-L 61.2447 112.790651 
-L 61.8027 112.920918 
-L 62.9187 114.365021 
-L 63.4767 113.474868 
-L 64.0347 111.113547 
-L 64.5927 110.089703 
-L 65.1507 110.597404 
-L 65.7087 111.685305 
-L 66.2667 112.436763 
-L 66.8247 112.004142 
-L 67.3827 109.999773 
-L 67.9407 109.20422 
-L 68.4987 109.481797 
-L 69.0567 110.447873 
-L 69.6147 110.778804 
-L 70.1727 109.763482 
-L 70.7307 107.922852 
-L 71.2887 107.650118 
-L 71.8467 108.388799 
-L 72.4047 109.340092 
-L 72.9627 109.626553 
-L 73.5207 108.709469 
-L 74.0787 106.536919 
-L 74.6367 106.211513 
-L 75.1947 106.651385 
-L 75.7527 107.728088 
-L 76.3107 108.029252 
-L 76.8687 107.00997 
-L 77.4267 105.348399 
-L 77.9847 104.876512 
-L 79.1007 106.916213 
-L 79.6587 106.99116 
-L 80.7747 103.90075 
-L 81.3327 103.167955 
-L 81.8907 103.745399 
-L 82.4487 104.624086 
-L 83.0067 105.187254 
-L 83.5647 104.821713 
-L 84.1227 103.492384 
-L 84.6807 103.752489 
-L 85.2387 104.781658 
-L 85.7967 105.456457 
-L 86.3547 105.280529 
-L 86.9127 103.522834 
-L 87.4707 101.255738 
-L 88.0287 101.172844 
-L 88.5867 102.122411 
-L 89.1447 102.793464 
-L 89.7027 102.50026 
-L 90.8187 100.01175 
-L 91.9347 101.931272 
-L 92.4927 102.27411 
-L 93.0507 102.427562 
-L 93.6087 101.332798 
-L 94.1667 99.76703 
-L 94.7247 100.223385 
-L 95.2827 101.232232 
-L 95.8407 101.585786 
-L 96.3987 101.660143 
-L 97.5147 99.651627 
-L 98.6307 101.247497 
-L 99.1887 101.550761 
-L 99.7467 101.331273 
-L 100.3047 99.884119 
-L 100.8627 97.852204 
-L 101.4207 98.250054 
-L 102.5367 99.515233 
-L 103.0947 99.759565 
-L 103.6527 98.514307 
-L 104.2107 97.601437 
-L 105.3267 99.418507 
-L 105.8847 99.783098 
-L 106.4427 99.713811 
-L 107.0007 98.269172 
-L 107.5587 96.304591 
-L 108.1167 96.753186 
-L 109.2327 97.988585 
-L 109.7907 97.526798 
-L 110.9067 94.760202 
-L 111.4647 95.999374 
-L 112.0227 96.965583 
-L 112.5807 97.305331 
-L 113.1387 96.611227 
-L 114.2547 93.221499 
-L 114.8127 94.387009 
-L 115.3707 95.200288 
-L 115.9287 95.549829 
-L 116.4867 95.620467 
-L 117.6027 93.464212 
-L 118.7187 94.816098 
-L 119.2767 95.723027 
-L 119.8347 95.986744 
-L 120.3927 93.856163 
-L 120.9507 92.458001 
-L 122.0667 94.380467 
-L 122.6247 94.623447 
-L 123.1827 93.977867 
-L 123.7407 92.062265 
-L 124.2987 90.731464 
-L 125.4147 92.610877 
-L 125.9727 93.102605 
-L 126.5307 92.285606 
-L 127.0887 90.622871 
-L 127.6467 89.935402 
-L 128.2047 91.23467 
-L 128.7627 91.965538 
-L 129.3207 92.31651 
-L 129.8787 92.062425 
-L 130.4367 90.308154 
-L 130.9947 89.566557 
-L 131.5527 90.930643 
-L 132.1107 91.665391 
-L 132.6687 91.853547 
-L 133.2267 90.749003 
-L 133.7847 89.218622 
-L 134.3427 88.012723 
-L 134.9007 88.38193 
-L 135.4587 89.360996 
-L 136.0167 89.516655 
-L 136.5747 88.757732 
-L 137.1327 86.803252 
-L 137.6907 86.656423 
-L 138.2487 87.90528 
-L 138.8067 88.766763 
-L 139.3647 89.094991 
-L 139.9227 88.708981 
-L 140.4807 86.844029 
-L 141.0387 85.990306 
-L 142.1547 87.772779 
-L 142.7127 87.78181 
-L 143.2707 87.135534 
-L 143.8287 86.152561 
-L 144.3867 86.201674 
-L 144.9447 87.65945 
-L 145.5027 88.666343 
-L 146.0607 89.005596 
-L 146.6187 88.816584 
-L 147.1767 86.553194 
-L 147.7347 85.04668 
-L 148.8507 86.99716 
-L 149.4087 87.633509 
-L 149.9667 86.592273 
-L 150.5247 84.36764 
-L 151.0827 83.580636 
-L 152.1987 86.231815 
-L 152.7567 86.228163 
-L 153.3147 84.689995 
-L 153.8727 82.804816 
-L 154.4307 82.193685 
-L 154.9887 83.429579 
-L 155.5467 84.174106 
-L 156.1047 84.613724 
-L 156.6627 84.555541 
-L 157.2207 82.770379 
-L 157.7787 82.123448 
-L 158.3367 83.62825 
-L 158.8947 84.542524 
-L 159.4527 84.785117 
-L 160.0107 83.332839 
-L 160.5687 81.116795 
-L 161.1267 80.364695 
-L 161.6847 81.723069 
-L 162.2427 82.460533 
-L 162.8007 82.778902 
-L 163.3587 82.217673 
-L 163.9167 79.983782 
-L 164.4747 79.46293 
-L 165.0327 81.00186 
-L 165.5907 82.177805 
-L 166.1487 82.573381 
-L 166.7067 81.209441 
-L 167.2647 78.586771 
-L 167.8227 78.142819 
-L 168.3807 79.887484 
-L 168.9387 80.671946 
-L 169.4967 80.890859 
-L 170.0547 80.431494 
-L 170.6127 78.839625 
-L 171.1707 78.851224 
-L 171.7287 80.24865 
-L 172.2867 81.121812 
-L 172.8447 81.214405 
-L 173.4027 79.627874 
-L 173.9607 76.663182 
-L 174.5187 75.776227 
-L 175.0767 77.294875 
-L 175.6347 78.334908 
-L 176.1927 78.433119 
-L 176.7507 77.166843 
-L 177.3087 75.457163 
-L 177.8667 75.95875 
-L 178.4247 77.633098 
-L 178.9827 78.380863 
-L 179.5407 78.177857 
-L 180.0987 76.710047 
-L 180.6567 74.310317 
-L 181.2147 74.377049 
-L 181.7727 75.888071 
-L 182.3307 76.599233 
-L 182.8887 76.971597 
-L 183.4467 75.670242 
-L 184.0047 73.667318 
-L 184.5627 74.35686 
-L 185.1207 76.085551 
-L 185.6787 76.882536 
-L 186.2367 76.558321 
-L 187.3527 72.807829 
-L 187.9107 72.379275 
-L 189.0267 74.660004 
-L 189.5847 75.260351 
-L 190.1427 75.025947 
-L 190.7007 73.357352 
-L 191.2587 73.138934 
-L 192.3747 75.742406 
-L 192.9327 76.083585 
-L 193.4907 74.902597 
-L 194.0487 72.865022 
-L 194.6067 71.52471 
-L 195.7227 74.961382 
-L 196.2807 75.204496 
-L 196.8387 74.489482 
-L 197.3967 72.144028 
-L 197.9547 71.38877 
-L 199.0707 73.94907 
-L 199.6287 73.967452 
-L 200.1867 73.014755 
-L 200.7447 70.874808 
-L 201.3027 71.236884 
-L 202.4187 73.965686 
-L 202.9767 74.309286 
-L 203.5347 73.144299 
-L 204.0927 70.57628 
-L 204.6507 69.467576 
-L 205.7667 71.848363 
-L 206.3247 72.316624 
-L 206.8827 71.130579 
-L 207.4407 68.494878 
-L 207.9987 68.422099 
-L 208.5567 70.214686 
-L 209.1147 71.33032 
-L 209.6727 71.390871 
-L 210.2307 69.996964 
-L 210.7887 67.739353 
-L 211.3467 67.421199 
-L 211.9047 69.353457 
-L 212.4627 70.642678 
-L 213.0207 70.72921 
-L 213.5787 69.681338 
-L 214.1367 67.811129 
-L 214.6947 67.658092 
-L 215.2527 69.601415 
-L 215.8107 70.732849 
-L 216.3687 70.868694 
-L 216.9267 69.334446 
-L 217.4847 66.716138 
-L 218.0427 65.799402 
-L 219.1587 68.529943 
-L 219.7167 68.843602 
-L 220.2747 67.799249 
-L 220.8327 65.761835 
-L 221.3907 66.174883 
-L 221.9487 68.162622 
-L 222.5067 69.46098 
-L 223.0647 69.548396 
-L 223.6227 68.893156 
-L 224.1807 66.885148 
-L 224.7387 65.828995 
-L 225.2967 67.350895 
-L 225.8547 68.333894 
-L 226.4127 68.557101 
-L 226.9707 67.344741 
-L 227.5287 65.09691 
-L 228.0867 64.916741 
-L 229.2027 67.989398 
-L 229.7607 68.479252 
-L 230.3187 67.655122 
-L 230.8767 65.295019 
-L 231.4347 64.558411 
-L 232.5507 67.171261 
-L 233.1087 67.551786 
-L 233.6667 66.814135 
-L 234.2247 64.870732 
-L 234.7827 64.193044 
-L 235.8987 67.063417 
-L 236.4567 67.345797 
-L 237.0147 66.430988 
-L 237.5727 64.02109 
-L 238.1307 63.085102 
-L 238.6887 64.327311 
-L 239.2467 65.271419 
-L 239.8047 65.518935 
-L 240.3627 64.679714 
-L 240.9207 62.875474 
-L 241.4787 62.497398 
-L 242.5947 65.013829 
-L 243.1527 65.088294 
-L 243.7107 63.848266 
-L 244.2687 61.78348 
-L 244.8267 61.266294 
-L 245.3847 63.069998 
-L 245.9427 64.325331 
-L 246.5007 64.528871 
-L 247.0587 63.010838 
-L 247.6167 60.246436 
-L 248.1747 59.938356 
-L 248.7327 61.888635 
-L 249.2907 63.253431 
-L 249.8487 63.253605 
-L 250.4067 61.962966 
-L 250.9647 59.7462 
-L 251.5227 59.967922 
-L 252.0807 62.157303 
-L 252.6387 63.28673 
-L 253.1967 63.20488 
-L 253.7547 61.873946 
-L 254.3127 59.089208 
-L 254.3127 59.089208 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_18">
-    <path clip-path="url(#pca12f76519)" d="M 54 198.783639 
-L 54.5487 198.628361 
-L 55.6647 199.406656 
-L 56.7807 200.628813 
-L 57.3387 201.077983 
-L 57.8967 201.088917 
-L 58.4547 201.347343 
-L 59.0127 201.450421 
-L 60.1287 202.174971 
-L 60.6867 202.030778 
-L 61.2447 202.162814 
-L 62.3607 203.168272 
-L 62.9187 203.725293 
-L 64.5927 207.210693 
-L 65.1507 207.679627 
-L 66.2667 208.345522 
-L 67.3827 209.267235 
-L 68.4987 209.650406 
-L 69.0567 209.827755 
-L 69.6147 210.133089 
-L 71.2887 213.127829 
-L 71.8467 213.817739 
-L 72.4047 214.180169 
-L 72.9627 214.28095 
-L 74.6367 216.26099 
-L 75.1947 216.723247 
-L 75.7527 216.951786 
-L 76.3107 217.05755 
-L 76.8687 217.899673 
-L 77.4267 219.114539 
-L 78.5427 220.679832 
-L 79.6587 221.003368 
-L 80.2167 221.607568 
-L 81.0444 222.879972 
-L 81.3327 223.923693 
-L 81.8907 224.60419 
-L 83.0067 224.886518 
-L 83.5647 225.694938 
-L 84.6807 228.895028 
-L 85.2387 229.712159 
-L 85.7967 230.015677 
-L 86.3547 230.068633 
-L 86.9127 231.401041 
-L 87.4707 233.941869 
-L 88.0287 235.33318 
-L 88.5867 236.243392 
-L 89.1447 236.896377 
-L 89.7027 239.395754 
-L 91.0884 251.12294 
-L 91.3767 252 
-L 307.8807 252 
-L 307.8807 252 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_19">
-    <path clip-path="url(#pca12f76519)" d="M 54 198.663225 
-L 54.5487 198.291925 
-L 55.1067 198.000624 
-L 55.6647 198.250448 
-L 56.2227 198.592443 
-L 56.7807 198.848223 
-L 57.3387 198.802663 
-L 57.8967 198.739095 
-L 58.4547 199.02282 
-L 59.0127 199.226384 
-L 59.5707 199.599079 
-L 60.1287 199.943987 
-L 60.6867 199.635639 
-L 61.2447 199.283808 
-L 61.8027 199.569442 
-L 62.3607 199.920568 
-L 62.9187 200.040787 
-L 63.4767 200.374558 
-L 64.0347 200.898835 
-L 64.5927 201.009546 
-L 65.1507 200.77001 
-L 65.7087 200.754146 
-L 66.2667 201.10655 
-L 66.8247 201.333041 
-L 67.3827 200.834926 
-L 67.9407 200.858355 
-L 68.4987 200.741758 
-L 69.0567 200.932903 
-L 69.6147 201.448357 
-L 70.1727 201.817721 
-L 71.0004 201.788814 
-L 71.2887 201.386422 
-L 71.8467 201.424239 
-L 72.4047 201.689054 
-L 72.9627 202.180781 
-L 73.5207 202.717159 
-L 74.0787 202.744889 
-L 74.6367 202.534766 
-L 75.1947 202.410771 
-L 75.7527 202.575049 
-L 76.3107 203.120491 
-L 76.8687 203.430806 
-L 77.4267 203.416236 
-L 77.9847 203.065552 
-L 78.5427 203.134388 
-L 79.1007 203.455278 
-L 79.6587 203.688298 
-L 80.2167 204.24358 
-L 80.7747 204.300994 
-L 81.3327 204.037361 
-L 81.8907 203.861122 
-L 82.4487 204.088082 
-L 83.0067 204.647531 
-L 83.5647 205.255698 
-L 84.1227 205.575859 
-L 84.6807 205.824964 
-L 85.2387 206.049516 
-L 85.7967 206.285125 
-L 86.3547 206.621862 
-L 86.9127 207.362841 
-L 87.4707 207.933451 
-L 88.0287 207.928946 
-L 88.5867 207.706003 
-L 89.1447 207.896894 
-L 89.7027 208.336706 
-L 90.2607 208.928752 
-L 91.0884 208.976165 
-L 91.3767 209.677414 
-L 91.9347 210.083926 
-L 92.4927 210.127249 
-L 93.0507 210.42259 
-L 93.6087 211.205266 
-L 94.1667 211.711165 
-L 94.7247 212.050618 
-L 95.2827 212.263209 
-L 95.8407 212.416567 
-L 96.3987 212.725581 
-L 96.9567 213.707828 
-L 97.5147 214.750535 
-L 98.0727 214.690031 
-L 98.6307 214.476915 
-L 99.1887 214.578836 
-L 99.7467 214.84056 
-L 100.3047 215.656257 
-L 100.872 216.393005 
-L 101.4207 216.027943 
-L 101.9787 216.151416 
-L 102.5367 216.375934 
-L 103.0947 216.674382 
-L 103.6527 217.556157 
-L 104.2107 218.214808 
-L 104.7687 218.578496 
-L 105.3267 218.553358 
-L 105.8847 218.584533 
-L 106.4427 219.006959 
-L 107.0007 220.085528 
-L 107.5587 220.998629 
-L 108.1167 221.704512 
-L 108.6747 222.164951 
-L 109.2327 222.33841 
-L 109.7907 222.474048 
-L 110.3487 222.963999 
-L 110.9067 223.72737 
-L 111.4647 224.80279 
-L 112.0227 225.460451 
-L 112.5807 225.576863 
-L 113.1387 225.603849 
-L 113.6967 226.065014 
-L 114.2547 227.092307 
-L 114.8127 228.677137 
-L 115.3707 229.232195 
-L 115.9287 229.27717 
-L 116.4867 229.328171 
-L 117.0447 230.146732 
-L 117.8724 231.943909 
-L 118.1607 233.466288 
-L 118.7187 234.432965 
-L 119.2767 234.769956 
-L 119.8347 235.316811 
-L 120.3927 238.043859 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_20">
-    <path clip-path="url(#pca12f76519)" d="M 54 193.328005 
-L 54.5487 193.673759 
-L 55.1067 194.420494 
-L 56.7807 195.942026 
-L 57.8967 197.897102 
-L 59.5707 199.097539 
-L 60.6867 200.438143 
-L 61.2447 200.617525 
-L 61.8027 201.050561 
-L 62.3607 201.342911 
-L 62.9187 202.087001 
-L 63.4767 203.019777 
-L 64.0347 203.697533 
-L 64.5927 203.530114 
-L 66.2667 204.972813 
-L 66.8247 205.970469 
-L 67.3827 206.719909 
-L 67.9407 207.028264 
-L 69.6147 208.33089 
-L 71.0004 210.381271 
-L 71.2887 211.237793 
-L 71.8467 212.109139 
-L 72.9627 212.605321 
-L 74.6367 214.997001 
-L 75.1947 215.141359 
-L 76.3107 215.732465 
-L 76.8687 216.633059 
-L 77.9847 219.041556 
-L 78.5427 219.488081 
-L 79.1007 219.647044 
-L 79.6587 220.018512 
-L 80.2167 220.739928 
-L 80.7747 222.420734 
-L 81.3327 223.469737 
-L 81.8907 224.077884 
-L 83.0067 224.320485 
-L 83.5647 225.237408 
-L 84.1227 227.236194 
-L 84.6807 228.558119 
-L 85.2387 229.443196 
-L 86.3547 229.960324 
-L 86.9127 231.578771 
-L 87.4707 233.974782 
-L 88.0287 235.799172 
-L 88.5867 237.220583 
-L 89.1447 239.187716 
-L 89.7027 243.775483 
-L 90.2607 250.595426 
-L 90.828 252 
-L 204.0927 252 
-L 204.0927 252 
-" style="fill:none;stroke:#ff7f0e;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_21">
-    <path clip-path="url(#pca12f76519)" d="M 54 201.94153 
-L 54.5487 201.55664 
-L 55.1067 201.598093 
-L 56.2227 202.296896 
-L 56.7807 203.305823 
-L 57.3387 203.933503 
-L 57.8967 203.994757 
-L 59.5707 205.221259 
-L 60.1287 205.973827 
-L 60.6867 206.99462 
-L 61.2447 207.101535 
-L 62.3607 207.771741 
-L 62.9187 208.135209 
-L 63.4767 209.028991 
-L 64.044 210.315184 
-L 64.5927 210.76598 
-L 66.2667 211.689579 
-L 66.8247 212.527632 
-L 67.392 213.917977 
-L 69.0567 214.580551 
-L 69.6147 214.793464 
-L 71.2887 217.882867 
-L 71.8467 218.213189 
-L 72.9627 218.460093 
-L 73.5207 219.242495 
-L 74.6367 221.345072 
-L 75.1947 221.973514 
-L 75.7527 222.199818 
-L 76.3107 222.298886 
-L 76.8687 222.935797 
-L 77.4267 224.411037 
-L 77.9847 226.239271 
-L 78.5427 226.988322 
-L 79.6587 227.116422 
-L 80.2167 228.310902 
-L 80.7747 230.368333 
-L 81.3327 231.884748 
-L 81.8907 233.059662 
-L 82.4487 233.467504 
-L 83.0067 234.26614 
-L 84.1227 240.20907 
-L 84.6807 243.867771 
-L 85.2387 249.830588 
-L 85.7967 251.979867 
-L 89.1447 252 
-L 314.5767 252 
-L 314.5767 252 
-" style="fill:none;stroke:#2ca02c;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 58 56.238125 
-L 384.8 56.238125 
-Q 386.8 56.238125 386.8 54.238125 
-L 386.8 38.56 
-Q 386.8 36.56 384.8 36.56 
-L 58 36.56 
-Q 56 36.56 56 38.56 
-L 56 54.238125 
-Q 56 56.238125 58 56.238125 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_22">
-     <path d="M 61 45.658437 
-L 81 45.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_23"/>
-    <g id="text_16">
-     <!-- 3000ppmv -->
-     <defs>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 8.796875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-L 35.6875 0 
-L 23.484375 0 
-z
-" id="DejaVuSans-118"/>
-     </defs>
-     <g transform="translate(82 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-51"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_24">
-     <path d="M 140.877083 45.658437 
-L 160.877083 45.658437 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_25"/>
-    <g id="text_17">
-     <!-- 4219ppmv -->
-     <defs>
-      <path d="M 10.984375 1.515625 
-L 10.984375 10.5 
-Q 14.703125 8.734375 18.5 7.8125 
-Q 22.3125 6.890625 25.984375 6.890625 
-Q 35.75 6.890625 40.890625 13.453125 
-Q 46.046875 20.015625 46.78125 33.40625 
-Q 43.953125 29.203125 39.59375 26.953125 
-Q 35.25 24.703125 29.984375 24.703125 
-Q 19.046875 24.703125 12.671875 31.3125 
-Q 6.296875 37.9375 6.296875 49.421875 
-Q 6.296875 60.640625 12.9375 67.421875 
-Q 19.578125 74.21875 30.609375 74.21875 
-Q 43.265625 74.21875 49.921875 64.515625 
-Q 56.59375 54.828125 56.59375 36.375 
-Q 56.59375 19.140625 48.40625 8.859375 
-Q 40.234375 -1.421875 26.421875 -1.421875 
-Q 22.703125 -1.421875 18.890625 -0.6875 
-Q 15.09375 0.046875 10.984375 1.515625 
-z
-M 30.609375 32.421875 
-Q 37.25 32.421875 41.125 36.953125 
-Q 45.015625 41.5 45.015625 49.421875 
-Q 45.015625 57.28125 41.125 61.84375 
-Q 37.25 66.40625 30.609375 66.40625 
-Q 23.96875 66.40625 20.09375 61.84375 
-Q 16.21875 57.28125 16.21875 49.421875 
-Q 16.21875 41.5 20.09375 36.953125 
-Q 23.96875 32.421875 30.609375 32.421875 
-z
-" id="DejaVuSans-57"/>
-     </defs>
-     <g transform="translate(161.877083 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-52"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-50"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-49"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-57"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_26">
-     <path d="M 220.754167 45.658437 
-L 240.754167 45.658437 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_27"/>
-    <g id="text_18">
-     <!-- 5000ppmv -->
-     <g transform="translate(241.754167 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-53"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_28">
-     <path d="M 300.63125 45.658437 
-L 320.63125 45.658437 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_29"/>
-    <g id="text_19">
-     <!-- 10000ppmv -->
-     <g transform="translate(321.63125 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-48"/>
-      <use x="318.115234" xlink:href="#DejaVuSans-112"/>
-      <use x="381.591797" xlink:href="#DejaVuSans-112"/>
-      <use x="445.068359" xlink:href="#DejaVuSans-109"/>
-      <use x="542.480469" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pca12f76519">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>
diff --git a/python_scripts /plots/winton_icelat_overview.svg b/python_scripts /plots/winton_icelat_overview.svg
deleted file mode 100644
index 63368cbc4133371f58279a2e590272fa80ec91e9..0000000000000000000000000000000000000000
--- a/python_scripts /plots/winton_icelat_overview.svg	
+++ /dev/null
@@ -1,5632 +0,0 @@
-<?xml version="1.0" encoding="utf-8" standalone="no"?>
-<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
-  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<!-- Created with matplotlib (https://matplotlib.org/) -->
-<svg height="288pt" version="1.1" viewBox="0 0 432 288" width="432pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
- <defs>
-  <style type="text/css">
-*{stroke-linecap:butt;stroke-linejoin:round;}
-  </style>
- </defs>
- <g id="figure_1">
-  <g id="patch_1">
-   <path d="M 0 288 
-L 432 288 
-L 432 0 
-L 0 0 
-z
-" style="fill:#ffffff;"/>
-  </g>
-  <g id="axes_1">
-   <g id="patch_2">
-    <path d="M 54 252 
-L 388.8 252 
-L 388.8 34.56 
-L 54 34.56 
-z
-" style="fill:#ffffff;"/>
-   </g>
-   <g id="matplotlib.axis_1">
-    <g id="xtick_1">
-     <g id="line2d_1">
-      <defs>
-       <path d="M 0 0 
-L 0 3.5 
-" id="mf53283dd06" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#mf53283dd06" y="252"/>
-      </g>
-     </g>
-     <g id="text_1">
-      <!-- 0 -->
-      <defs>
-       <path d="M 31.78125 66.40625 
-Q 24.171875 66.40625 20.328125 58.90625 
-Q 16.5 51.421875 16.5 36.375 
-Q 16.5 21.390625 20.328125 13.890625 
-Q 24.171875 6.390625 31.78125 6.390625 
-Q 39.453125 6.390625 43.28125 13.890625 
-Q 47.125 21.390625 47.125 36.375 
-Q 47.125 51.421875 43.28125 58.90625 
-Q 39.453125 66.40625 31.78125 66.40625 
-z
-M 31.78125 74.21875 
-Q 44.046875 74.21875 50.515625 64.515625 
-Q 56.984375 54.828125 56.984375 36.375 
-Q 56.984375 17.96875 50.515625 8.265625 
-Q 44.046875 -1.421875 31.78125 -1.421875 
-Q 19.53125 -1.421875 13.0625 8.265625 
-Q 6.59375 17.96875 6.59375 36.375 
-Q 6.59375 54.828125 13.0625 64.515625 
-Q 19.53125 74.21875 31.78125 74.21875 
-z
-" id="DejaVuSans-48"/>
-      </defs>
-      <g transform="translate(50.81875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_2">
-     <g id="line2d_2">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="95.85" xlink:href="#mf53283dd06" y="252"/>
-      </g>
-     </g>
-     <g id="text_2">
-      <!-- 25 -->
-      <defs>
-       <path d="M 19.1875 8.296875 
-L 53.609375 8.296875 
-L 53.609375 0 
-L 7.328125 0 
-L 7.328125 8.296875 
-Q 12.9375 14.109375 22.625 23.890625 
-Q 32.328125 33.6875 34.8125 36.53125 
-Q 39.546875 41.84375 41.421875 45.53125 
-Q 43.3125 49.21875 43.3125 52.78125 
-Q 43.3125 58.59375 39.234375 62.25 
-Q 35.15625 65.921875 28.609375 65.921875 
-Q 23.96875 65.921875 18.8125 64.3125 
-Q 13.671875 62.703125 7.8125 59.421875 
-L 7.8125 69.390625 
-Q 13.765625 71.78125 18.9375 73 
-Q 24.125 74.21875 28.421875 74.21875 
-Q 39.75 74.21875 46.484375 68.546875 
-Q 53.21875 62.890625 53.21875 53.421875 
-Q 53.21875 48.921875 51.53125 44.890625 
-Q 49.859375 40.875 45.40625 35.40625 
-Q 44.1875 33.984375 37.640625 27.21875 
-Q 31.109375 20.453125 19.1875 8.296875 
-z
-" id="DejaVuSans-50"/>
-       <path d="M 10.796875 72.90625 
-L 49.515625 72.90625 
-L 49.515625 64.59375 
-L 19.828125 64.59375 
-L 19.828125 46.734375 
-Q 21.96875 47.46875 24.109375 47.828125 
-Q 26.265625 48.1875 28.421875 48.1875 
-Q 40.625 48.1875 47.75 41.5 
-Q 54.890625 34.8125 54.890625 23.390625 
-Q 54.890625 11.625 47.5625 5.09375 
-Q 40.234375 -1.421875 26.90625 -1.421875 
-Q 22.3125 -1.421875 17.546875 -0.640625 
-Q 12.796875 0.140625 7.71875 1.703125 
-L 7.71875 11.625 
-Q 12.109375 9.234375 16.796875 8.0625 
-Q 21.484375 6.890625 26.703125 6.890625 
-Q 35.15625 6.890625 40.078125 11.328125 
-Q 45.015625 15.765625 45.015625 23.390625 
-Q 45.015625 31 40.078125 35.4375 
-Q 35.15625 39.890625 26.703125 39.890625 
-Q 22.75 39.890625 18.8125 39.015625 
-Q 14.890625 38.140625 10.796875 36.28125 
-z
-" id="DejaVuSans-53"/>
-      </defs>
-      <g transform="translate(89.4875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_3">
-     <g id="line2d_3">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="137.7" xlink:href="#mf53283dd06" y="252"/>
-      </g>
-     </g>
-     <g id="text_3">
-      <!-- 50 -->
-      <g transform="translate(131.3375 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_4">
-     <g id="line2d_4">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="179.55" xlink:href="#mf53283dd06" y="252"/>
-      </g>
-     </g>
-     <g id="text_4">
-      <!-- 75 -->
-      <defs>
-       <path d="M 8.203125 72.90625 
-L 55.078125 72.90625 
-L 55.078125 68.703125 
-L 28.609375 0 
-L 18.3125 0 
-L 43.21875 64.59375 
-L 8.203125 64.59375 
-z
-" id="DejaVuSans-55"/>
-      </defs>
-      <g transform="translate(173.1875 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-55"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_5">
-     <g id="line2d_5">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="221.4" xlink:href="#mf53283dd06" y="252"/>
-      </g>
-     </g>
-     <g id="text_5">
-      <!-- 100 -->
-      <defs>
-       <path d="M 12.40625 8.296875 
-L 28.515625 8.296875 
-L 28.515625 63.921875 
-L 10.984375 60.40625 
-L 10.984375 69.390625 
-L 28.421875 72.90625 
-L 38.28125 72.90625 
-L 38.28125 8.296875 
-L 54.390625 8.296875 
-L 54.390625 0 
-L 12.40625 0 
-z
-" id="DejaVuSans-49"/>
-      </defs>
-      <g transform="translate(211.85625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_6">
-     <g id="line2d_6">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="263.25" xlink:href="#mf53283dd06" y="252"/>
-      </g>
-     </g>
-     <g id="text_6">
-      <!-- 125 -->
-      <g transform="translate(253.70625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-50"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_7">
-     <g id="line2d_7">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="305.1" xlink:href="#mf53283dd06" y="252"/>
-      </g>
-     </g>
-     <g id="text_7">
-      <!-- 150 -->
-      <g transform="translate(295.55625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-53"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_8">
-     <g id="line2d_8">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="346.95" xlink:href="#mf53283dd06" y="252"/>
-      </g>
-     </g>
-     <g id="text_8">
-      <!-- 175 -->
-      <g transform="translate(337.40625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-55"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      </g>
-     </g>
-    </g>
-    <g id="xtick_9">
-     <g id="line2d_9">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="388.8" xlink:href="#mf53283dd06" y="252"/>
-      </g>
-     </g>
-     <g id="text_9">
-      <!-- 200 -->
-      <g transform="translate(379.25625 266.598437)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-       <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_10">
-     <!-- time [years] -->
-     <defs>
-      <path d="M 18.3125 70.21875 
-L 18.3125 54.6875 
-L 36.8125 54.6875 
-L 36.8125 47.703125 
-L 18.3125 47.703125 
-L 18.3125 18.015625 
-Q 18.3125 11.328125 20.140625 9.421875 
-Q 21.96875 7.515625 27.59375 7.515625 
-L 36.8125 7.515625 
-L 36.8125 0 
-L 27.59375 0 
-Q 17.1875 0 13.234375 3.875 
-Q 9.28125 7.765625 9.28125 18.015625 
-L 9.28125 47.703125 
-L 2.6875 47.703125 
-L 2.6875 54.6875 
-L 9.28125 54.6875 
-L 9.28125 70.21875 
-z
-" id="DejaVuSans-116"/>
-      <path d="M 9.421875 54.6875 
-L 18.40625 54.6875 
-L 18.40625 0 
-L 9.421875 0 
-z
-M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 64.59375 
-L 9.421875 64.59375 
-z
-" id="DejaVuSans-105"/>
-      <path d="M 52 44.1875 
-Q 55.375 50.25 60.0625 53.125 
-Q 64.75 56 71.09375 56 
-Q 79.640625 56 84.28125 50.015625 
-Q 88.921875 44.046875 88.921875 33.015625 
-L 88.921875 0 
-L 79.890625 0 
-L 79.890625 32.71875 
-Q 79.890625 40.578125 77.09375 44.375 
-Q 74.3125 48.1875 68.609375 48.1875 
-Q 61.625 48.1875 57.5625 43.546875 
-Q 53.515625 38.921875 53.515625 30.90625 
-L 53.515625 0 
-L 44.484375 0 
-L 44.484375 32.71875 
-Q 44.484375 40.625 41.703125 44.40625 
-Q 38.921875 48.1875 33.109375 48.1875 
-Q 26.21875 48.1875 22.15625 43.53125 
-Q 18.109375 38.875 18.109375 30.90625 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 21.1875 51.21875 25.484375 53.609375 
-Q 29.78125 56 35.6875 56 
-Q 41.65625 56 45.828125 52.96875 
-Q 50 49.953125 52 44.1875 
-z
-" id="DejaVuSans-109"/>
-      <path d="M 56.203125 29.59375 
-L 56.203125 25.203125 
-L 14.890625 25.203125 
-Q 15.484375 15.921875 20.484375 11.0625 
-Q 25.484375 6.203125 34.421875 6.203125 
-Q 39.59375 6.203125 44.453125 7.46875 
-Q 49.3125 8.734375 54.109375 11.28125 
-L 54.109375 2.78125 
-Q 49.265625 0.734375 44.1875 -0.34375 
-Q 39.109375 -1.421875 33.890625 -1.421875 
-Q 20.796875 -1.421875 13.15625 6.1875 
-Q 5.515625 13.8125 5.515625 26.8125 
-Q 5.515625 40.234375 12.765625 48.109375 
-Q 20.015625 56 32.328125 56 
-Q 43.359375 56 49.78125 48.890625 
-Q 56.203125 41.796875 56.203125 29.59375 
-z
-M 47.21875 32.234375 
-Q 47.125 39.59375 43.09375 43.984375 
-Q 39.0625 48.390625 32.421875 48.390625 
-Q 24.90625 48.390625 20.390625 44.140625 
-Q 15.875 39.890625 15.1875 32.171875 
-z
-" id="DejaVuSans-101"/>
-      <path id="DejaVuSans-32"/>
-      <path d="M 8.59375 75.984375 
-L 29.296875 75.984375 
-L 29.296875 69 
-L 17.578125 69 
-L 17.578125 -6.203125 
-L 29.296875 -6.203125 
-L 29.296875 -13.1875 
-L 8.59375 -13.1875 
-z
-" id="DejaVuSans-91"/>
-      <path d="M 32.171875 -5.078125 
-Q 28.375 -14.84375 24.75 -17.8125 
-Q 21.140625 -20.796875 15.09375 -20.796875 
-L 7.90625 -20.796875 
-L 7.90625 -13.28125 
-L 13.1875 -13.28125 
-Q 16.890625 -13.28125 18.9375 -11.515625 
-Q 21 -9.765625 23.484375 -3.21875 
-L 25.09375 0.875 
-L 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 11.921875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-z
-" id="DejaVuSans-121"/>
-      <path d="M 34.28125 27.484375 
-Q 23.390625 27.484375 19.1875 25 
-Q 14.984375 22.515625 14.984375 16.5 
-Q 14.984375 11.71875 18.140625 8.90625 
-Q 21.296875 6.109375 26.703125 6.109375 
-Q 34.1875 6.109375 38.703125 11.40625 
-Q 43.21875 16.703125 43.21875 25.484375 
-L 43.21875 27.484375 
-z
-M 52.203125 31.203125 
-L 52.203125 0 
-L 43.21875 0 
-L 43.21875 8.296875 
-Q 40.140625 3.328125 35.546875 0.953125 
-Q 30.953125 -1.421875 24.3125 -1.421875 
-Q 15.921875 -1.421875 10.953125 3.296875 
-Q 6 8.015625 6 15.921875 
-Q 6 25.140625 12.171875 29.828125 
-Q 18.359375 34.515625 30.609375 34.515625 
-L 43.21875 34.515625 
-L 43.21875 35.40625 
-Q 43.21875 41.609375 39.140625 45 
-Q 35.0625 48.390625 27.6875 48.390625 
-Q 23 48.390625 18.546875 47.265625 
-Q 14.109375 46.140625 10.015625 43.890625 
-L 10.015625 52.203125 
-Q 14.9375 54.109375 19.578125 55.046875 
-Q 24.21875 56 28.609375 56 
-Q 40.484375 56 46.34375 49.84375 
-Q 52.203125 43.703125 52.203125 31.203125 
-z
-" id="DejaVuSans-97"/>
-      <path d="M 41.109375 46.296875 
-Q 39.59375 47.171875 37.8125 47.578125 
-Q 36.03125 48 33.890625 48 
-Q 26.265625 48 22.1875 43.046875 
-Q 18.109375 38.09375 18.109375 28.8125 
-L 18.109375 0 
-L 9.078125 0 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.1875 
-Q 20.953125 51.171875 25.484375 53.578125 
-Q 30.03125 56 36.53125 56 
-Q 37.453125 56 38.578125 55.875 
-Q 39.703125 55.765625 41.0625 55.515625 
-z
-" id="DejaVuSans-114"/>
-      <path d="M 44.28125 53.078125 
-L 44.28125 44.578125 
-Q 40.484375 46.53125 36.375 47.5 
-Q 32.28125 48.484375 27.875 48.484375 
-Q 21.1875 48.484375 17.84375 46.4375 
-Q 14.5 44.390625 14.5 40.28125 
-Q 14.5 37.15625 16.890625 35.375 
-Q 19.28125 33.59375 26.515625 31.984375 
-L 29.59375 31.296875 
-Q 39.15625 29.25 43.1875 25.515625 
-Q 47.21875 21.78125 47.21875 15.09375 
-Q 47.21875 7.46875 41.1875 3.015625 
-Q 35.15625 -1.421875 24.609375 -1.421875 
-Q 20.21875 -1.421875 15.453125 -0.5625 
-Q 10.6875 0.296875 5.421875 2 
-L 5.421875 11.28125 
-Q 10.40625 8.6875 15.234375 7.390625 
-Q 20.0625 6.109375 24.8125 6.109375 
-Q 31.15625 6.109375 34.5625 8.28125 
-Q 37.984375 10.453125 37.984375 14.40625 
-Q 37.984375 18.0625 35.515625 20.015625 
-Q 33.0625 21.96875 24.703125 23.78125 
-L 21.578125 24.515625 
-Q 13.234375 26.265625 9.515625 29.90625 
-Q 5.8125 33.546875 5.8125 39.890625 
-Q 5.8125 47.609375 11.28125 51.796875 
-Q 16.75 56 26.8125 56 
-Q 31.78125 56 36.171875 55.265625 
-Q 40.578125 54.546875 44.28125 53.078125 
-z
-" id="DejaVuSans-115"/>
-      <path d="M 30.421875 75.984375 
-L 30.421875 -13.1875 
-L 9.71875 -13.1875 
-L 9.71875 -6.203125 
-L 21.390625 -6.203125 
-L 21.390625 69 
-L 9.71875 69 
-L 9.71875 75.984375 
-z
-" id="DejaVuSans-93"/>
-     </defs>
-     <g transform="translate(190.853125 280.276563)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-116"/>
-      <use x="39.208984" xlink:href="#DejaVuSans-105"/>
-      <use x="66.992188" xlink:href="#DejaVuSans-109"/>
-      <use x="164.404297" xlink:href="#DejaVuSans-101"/>
-      <use x="225.927734" xlink:href="#DejaVuSans-32"/>
-      <use x="257.714844" xlink:href="#DejaVuSans-91"/>
-      <use x="296.728516" xlink:href="#DejaVuSans-121"/>
-      <use x="355.908203" xlink:href="#DejaVuSans-101"/>
-      <use x="417.431641" xlink:href="#DejaVuSans-97"/>
-      <use x="478.710938" xlink:href="#DejaVuSans-114"/>
-      <use x="519.824219" xlink:href="#DejaVuSans-115"/>
-      <use x="571.923828" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="matplotlib.axis_2">
-    <g id="ytick_1">
-     <g id="line2d_10">
-      <defs>
-       <path d="M 0 0 
-L -3.5 0 
-" id="m387a902099" style="stroke:#000000;stroke-width:0.8;"/>
-      </defs>
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="252"/>
-      </g>
-     </g>
-     <g id="text_11">
-      <!-- 0 -->
-      <g transform="translate(40.6375 255.799219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_2">
-     <g id="line2d_11">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="227.84"/>
-      </g>
-     </g>
-     <g id="text_12">
-      <!-- 10 -->
-      <g transform="translate(34.275 231.639219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-49"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_3">
-     <g id="line2d_12">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="203.68"/>
-      </g>
-     </g>
-     <g id="text_13">
-      <!-- 20 -->
-      <g transform="translate(34.275 207.479219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-50"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_4">
-     <g id="line2d_13">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="179.52"/>
-      </g>
-     </g>
-     <g id="text_14">
-      <!-- 30 -->
-      <defs>
-       <path d="M 40.578125 39.3125 
-Q 47.65625 37.796875 51.625 33 
-Q 55.609375 28.21875 55.609375 21.1875 
-Q 55.609375 10.40625 48.1875 4.484375 
-Q 40.765625 -1.421875 27.09375 -1.421875 
-Q 22.515625 -1.421875 17.65625 -0.515625 
-Q 12.796875 0.390625 7.625 2.203125 
-L 7.625 11.71875 
-Q 11.71875 9.328125 16.59375 8.109375 
-Q 21.484375 6.890625 26.8125 6.890625 
-Q 36.078125 6.890625 40.9375 10.546875 
-Q 45.796875 14.203125 45.796875 21.1875 
-Q 45.796875 27.640625 41.28125 31.265625 
-Q 36.765625 34.90625 28.71875 34.90625 
-L 20.21875 34.90625 
-L 20.21875 43.015625 
-L 29.109375 43.015625 
-Q 36.375 43.015625 40.234375 45.921875 
-Q 44.09375 48.828125 44.09375 54.296875 
-Q 44.09375 59.90625 40.109375 62.90625 
-Q 36.140625 65.921875 28.71875 65.921875 
-Q 24.65625 65.921875 20.015625 65.03125 
-Q 15.375 64.15625 9.8125 62.3125 
-L 9.8125 71.09375 
-Q 15.4375 72.65625 20.34375 73.4375 
-Q 25.25 74.21875 29.59375 74.21875 
-Q 40.828125 74.21875 47.359375 69.109375 
-Q 53.90625 64.015625 53.90625 55.328125 
-Q 53.90625 49.265625 50.4375 45.09375 
-Q 46.96875 40.921875 40.578125 39.3125 
-z
-" id="DejaVuSans-51"/>
-      </defs>
-      <g transform="translate(34.275 183.319219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-51"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_5">
-     <g id="line2d_14">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="155.36"/>
-      </g>
-     </g>
-     <g id="text_15">
-      <!-- 40 -->
-      <defs>
-       <path d="M 37.796875 64.3125 
-L 12.890625 25.390625 
-L 37.796875 25.390625 
-z
-M 35.203125 72.90625 
-L 47.609375 72.90625 
-L 47.609375 25.390625 
-L 58.015625 25.390625 
-L 58.015625 17.1875 
-L 47.609375 17.1875 
-L 47.609375 0 
-L 37.796875 0 
-L 37.796875 17.1875 
-L 4.890625 17.1875 
-L 4.890625 26.703125 
-z
-" id="DejaVuSans-52"/>
-      </defs>
-      <g transform="translate(34.275 159.159219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-52"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_6">
-     <g id="line2d_15">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="131.2"/>
-      </g>
-     </g>
-     <g id="text_16">
-      <!-- 50 -->
-      <g transform="translate(34.275 134.999219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-53"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_7">
-     <g id="line2d_16">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="107.04"/>
-      </g>
-     </g>
-     <g id="text_17">
-      <!-- 60 -->
-      <defs>
-       <path d="M 33.015625 40.375 
-Q 26.375 40.375 22.484375 35.828125 
-Q 18.609375 31.296875 18.609375 23.390625 
-Q 18.609375 15.53125 22.484375 10.953125 
-Q 26.375 6.390625 33.015625 6.390625 
-Q 39.65625 6.390625 43.53125 10.953125 
-Q 47.40625 15.53125 47.40625 23.390625 
-Q 47.40625 31.296875 43.53125 35.828125 
-Q 39.65625 40.375 33.015625 40.375 
-z
-M 52.59375 71.296875 
-L 52.59375 62.3125 
-Q 48.875 64.0625 45.09375 64.984375 
-Q 41.3125 65.921875 37.59375 65.921875 
-Q 27.828125 65.921875 22.671875 59.328125 
-Q 17.53125 52.734375 16.796875 39.40625 
-Q 19.671875 43.65625 24.015625 45.921875 
-Q 28.375 48.1875 33.59375 48.1875 
-Q 44.578125 48.1875 50.953125 41.515625 
-Q 57.328125 34.859375 57.328125 23.390625 
-Q 57.328125 12.15625 50.6875 5.359375 
-Q 44.046875 -1.421875 33.015625 -1.421875 
-Q 20.359375 -1.421875 13.671875 8.265625 
-Q 6.984375 17.96875 6.984375 36.375 
-Q 6.984375 53.65625 15.1875 63.9375 
-Q 23.390625 74.21875 37.203125 74.21875 
-Q 40.921875 74.21875 44.703125 73.484375 
-Q 48.484375 72.75 52.59375 71.296875 
-z
-" id="DejaVuSans-54"/>
-      </defs>
-      <g transform="translate(34.275 110.839219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-54"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_8">
-     <g id="line2d_17">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="82.88"/>
-      </g>
-     </g>
-     <g id="text_18">
-      <!-- 70 -->
-      <g transform="translate(34.275 86.679219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-55"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_9">
-     <g id="line2d_18">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="58.72"/>
-      </g>
-     </g>
-     <g id="text_19">
-      <!-- 80 -->
-      <defs>
-       <path d="M 31.78125 34.625 
-Q 24.75 34.625 20.71875 30.859375 
-Q 16.703125 27.09375 16.703125 20.515625 
-Q 16.703125 13.921875 20.71875 10.15625 
-Q 24.75 6.390625 31.78125 6.390625 
-Q 38.8125 6.390625 42.859375 10.171875 
-Q 46.921875 13.96875 46.921875 20.515625 
-Q 46.921875 27.09375 42.890625 30.859375 
-Q 38.875 34.625 31.78125 34.625 
-z
-M 21.921875 38.8125 
-Q 15.578125 40.375 12.03125 44.71875 
-Q 8.5 49.078125 8.5 55.328125 
-Q 8.5 64.0625 14.71875 69.140625 
-Q 20.953125 74.21875 31.78125 74.21875 
-Q 42.671875 74.21875 48.875 69.140625 
-Q 55.078125 64.0625 55.078125 55.328125 
-Q 55.078125 49.078125 51.53125 44.71875 
-Q 48 40.375 41.703125 38.8125 
-Q 48.828125 37.15625 52.796875 32.3125 
-Q 56.78125 27.484375 56.78125 20.515625 
-Q 56.78125 9.90625 50.3125 4.234375 
-Q 43.84375 -1.421875 31.78125 -1.421875 
-Q 19.734375 -1.421875 13.25 4.234375 
-Q 6.78125 9.90625 6.78125 20.515625 
-Q 6.78125 27.484375 10.78125 32.3125 
-Q 14.796875 37.15625 21.921875 38.8125 
-z
-M 18.3125 54.390625 
-Q 18.3125 48.734375 21.84375 45.5625 
-Q 25.390625 42.390625 31.78125 42.390625 
-Q 38.140625 42.390625 41.71875 45.5625 
-Q 45.3125 48.734375 45.3125 54.390625 
-Q 45.3125 60.0625 41.71875 63.234375 
-Q 38.140625 66.40625 31.78125 66.40625 
-Q 25.390625 66.40625 21.84375 63.234375 
-Q 18.3125 60.0625 18.3125 54.390625 
-z
-" id="DejaVuSans-56"/>
-      </defs>
-      <g transform="translate(34.275 62.519219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-56"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="ytick_10">
-     <g id="line2d_19">
-      <g>
-       <use style="stroke:#000000;stroke-width:0.8;" x="54" xlink:href="#m387a902099" y="34.56"/>
-      </g>
-     </g>
-     <g id="text_20">
-      <!-- 90 -->
-      <defs>
-       <path d="M 10.984375 1.515625 
-L 10.984375 10.5 
-Q 14.703125 8.734375 18.5 7.8125 
-Q 22.3125 6.890625 25.984375 6.890625 
-Q 35.75 6.890625 40.890625 13.453125 
-Q 46.046875 20.015625 46.78125 33.40625 
-Q 43.953125 29.203125 39.59375 26.953125 
-Q 35.25 24.703125 29.984375 24.703125 
-Q 19.046875 24.703125 12.671875 31.3125 
-Q 6.296875 37.9375 6.296875 49.421875 
-Q 6.296875 60.640625 12.9375 67.421875 
-Q 19.578125 74.21875 30.609375 74.21875 
-Q 43.265625 74.21875 49.921875 64.515625 
-Q 56.59375 54.828125 56.59375 36.375 
-Q 56.59375 19.140625 48.40625 8.859375 
-Q 40.234375 -1.421875 26.421875 -1.421875 
-Q 22.703125 -1.421875 18.890625 -0.6875 
-Q 15.09375 0.046875 10.984375 1.515625 
-z
-M 30.609375 32.421875 
-Q 37.25 32.421875 41.125 36.953125 
-Q 45.015625 41.5 45.015625 49.421875 
-Q 45.015625 57.28125 41.125 61.84375 
-Q 37.25 66.40625 30.609375 66.40625 
-Q 23.96875 66.40625 20.09375 61.84375 
-Q 16.21875 57.28125 16.21875 49.421875 
-Q 16.21875 41.5 20.09375 36.953125 
-Q 23.96875 32.421875 30.609375 32.421875 
-z
-" id="DejaVuSans-57"/>
-      </defs>
-      <g transform="translate(34.275 38.359219)scale(0.1 -0.1)">
-       <use xlink:href="#DejaVuSans-57"/>
-       <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      </g>
-     </g>
-    </g>
-    <g id="text_21">
-     <!-- ice latitude [°] -->
-     <defs>
-      <path d="M 48.78125 52.59375 
-L 48.78125 44.1875 
-Q 44.96875 46.296875 41.140625 47.34375 
-Q 37.3125 48.390625 33.40625 48.390625 
-Q 24.65625 48.390625 19.8125 42.84375 
-Q 14.984375 37.3125 14.984375 27.296875 
-Q 14.984375 17.28125 19.8125 11.734375 
-Q 24.65625 6.203125 33.40625 6.203125 
-Q 37.3125 6.203125 41.140625 7.25 
-Q 44.96875 8.296875 48.78125 10.40625 
-L 48.78125 2.09375 
-Q 45.015625 0.34375 40.984375 -0.53125 
-Q 36.96875 -1.421875 32.421875 -1.421875 
-Q 20.0625 -1.421875 12.78125 6.34375 
-Q 5.515625 14.109375 5.515625 27.296875 
-Q 5.515625 40.671875 12.859375 48.328125 
-Q 20.21875 56 33.015625 56 
-Q 37.15625 56 41.109375 55.140625 
-Q 45.0625 54.296875 48.78125 52.59375 
-z
-" id="DejaVuSans-99"/>
-      <path d="M 9.421875 75.984375 
-L 18.40625 75.984375 
-L 18.40625 0 
-L 9.421875 0 
-z
-" id="DejaVuSans-108"/>
-      <path d="M 8.5 21.578125 
-L 8.5 54.6875 
-L 17.484375 54.6875 
-L 17.484375 21.921875 
-Q 17.484375 14.15625 20.5 10.265625 
-Q 23.53125 6.390625 29.59375 6.390625 
-Q 36.859375 6.390625 41.078125 11.03125 
-Q 45.3125 15.671875 45.3125 23.6875 
-L 45.3125 54.6875 
-L 54.296875 54.6875 
-L 54.296875 0 
-L 45.3125 0 
-L 45.3125 8.40625 
-Q 42.046875 3.421875 37.71875 1 
-Q 33.40625 -1.421875 27.6875 -1.421875 
-Q 18.265625 -1.421875 13.375 4.4375 
-Q 8.5 10.296875 8.5 21.578125 
-z
-M 31.109375 56 
-z
-" id="DejaVuSans-117"/>
-      <path d="M 45.40625 46.390625 
-L 45.40625 75.984375 
-L 54.390625 75.984375 
-L 54.390625 0 
-L 45.40625 0 
-L 45.40625 8.203125 
-Q 42.578125 3.328125 38.25 0.953125 
-Q 33.9375 -1.421875 27.875 -1.421875 
-Q 17.96875 -1.421875 11.734375 6.484375 
-Q 5.515625 14.40625 5.515625 27.296875 
-Q 5.515625 40.1875 11.734375 48.09375 
-Q 17.96875 56 27.875 56 
-Q 33.9375 56 38.25 53.625 
-Q 42.578125 51.265625 45.40625 46.390625 
-z
-M 14.796875 27.296875 
-Q 14.796875 17.390625 18.875 11.75 
-Q 22.953125 6.109375 30.078125 6.109375 
-Q 37.203125 6.109375 41.296875 11.75 
-Q 45.40625 17.390625 45.40625 27.296875 
-Q 45.40625 37.203125 41.296875 42.84375 
-Q 37.203125 48.484375 30.078125 48.484375 
-Q 22.953125 48.484375 18.875 42.84375 
-Q 14.796875 37.203125 14.796875 27.296875 
-z
-" id="DejaVuSans-100"/>
-      <path d="M 25 67.921875 
-Q 21.09375 67.921875 18.40625 65.203125 
-Q 15.71875 62.5 15.71875 58.59375 
-Q 15.71875 54.734375 18.40625 52.078125 
-Q 21.09375 49.421875 25 49.421875 
-Q 28.90625 49.421875 31.59375 52.078125 
-Q 34.28125 54.734375 34.28125 58.59375 
-Q 34.28125 62.453125 31.5625 65.1875 
-Q 28.859375 67.921875 25 67.921875 
-z
-M 25 74.21875 
-Q 28.125 74.21875 31 73.015625 
-Q 33.890625 71.828125 35.984375 69.578125 
-Q 38.234375 67.390625 39.359375 64.59375 
-Q 40.484375 61.8125 40.484375 58.59375 
-Q 40.484375 52.15625 35.96875 47.6875 
-Q 31.453125 43.21875 24.90625 43.21875 
-Q 18.3125 43.21875 13.90625 47.609375 
-Q 9.515625 52 9.515625 58.59375 
-Q 9.515625 65.140625 14 69.671875 
-Q 18.5 74.21875 25 74.21875 
-z
-" id="DejaVuSans-176"/>
-     </defs>
-     <g transform="translate(28.195312 179.256563)rotate(-90)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-105"/>
-      <use x="27.783203" xlink:href="#DejaVuSans-99"/>
-      <use x="82.763672" xlink:href="#DejaVuSans-101"/>
-      <use x="144.287109" xlink:href="#DejaVuSans-32"/>
-      <use x="176.074219" xlink:href="#DejaVuSans-108"/>
-      <use x="203.857422" xlink:href="#DejaVuSans-97"/>
-      <use x="265.136719" xlink:href="#DejaVuSans-116"/>
-      <use x="304.345703" xlink:href="#DejaVuSans-105"/>
-      <use x="332.128906" xlink:href="#DejaVuSans-116"/>
-      <use x="371.337891" xlink:href="#DejaVuSans-117"/>
-      <use x="434.716797" xlink:href="#DejaVuSans-100"/>
-      <use x="498.193359" xlink:href="#DejaVuSans-101"/>
-      <use x="559.716797" xlink:href="#DejaVuSans-32"/>
-      <use x="591.503906" xlink:href="#DejaVuSans-91"/>
-      <use x="630.517578" xlink:href="#DejaVuSans-176"/>
-      <use x="680.517578" xlink:href="#DejaVuSans-93"/>
-     </g>
-    </g>
-   </g>
-   <g id="line2d_20">
-    <path clip-path="url(#padb4825fa6)" d="M 54.067425 55.032352 
-L 54.346425 75.757397 
-L 54.764925 81.25122 
-L 54.904425 77.816357 
-L 55.043925 78.855293 
-L 55.462425 88.122642 
-L 55.601925 88.740466 
-L 55.741425 86.916964 
-L 55.880925 86.702224 
-L 56.299425 91.97117 
-L 56.438925 91.560085 
-L 56.578425 90.280714 
-L 56.717925 90.253987 
-L 57.136425 95.528609 
-L 57.275925 95.227531 
-L 57.554925 92.093488 
-L 57.973425 97.650305 
-L 58.391925 95.578617 
-L 58.810425 99.835252 
-L 59.228925 97.196761 
-L 59.647425 101.634488 
-L 59.786925 101.535523 
-L 60.065925 99.975994 
-L 60.484425 104.193976 
-L 60.623925 103.761722 
-L 60.763425 102.56269 
-L 60.902925 102.528387 
-L 61.321425 105.819097 
-L 61.739925 104.028562 
-L 62.018925 106.239001 
-L 62.158425 107.51887 
-L 62.297925 107.07716 
-L 62.437425 105.789458 
-L 62.576925 105.708308 
-L 62.995425 108.490675 
-L 63.413925 106.336906 
-L 63.832425 109.371228 
-L 64.111425 107.026729 
-L 64.250925 106.953855 
-L 64.669425 110.081953 
-L 64.808925 109.842569 
-L 64.948425 109.107052 
-L 65.087925 109.188174 
-L 65.506425 112.551242 
-L 65.924925 109.893507 
-L 66.064425 110.674092 
-L 66.343425 113.797914 
-L 66.482925 113.308611 
-L 66.761925 111.104622 
-L 67.180425 114.531016 
-L 67.598925 112.502414 
-L 68.017425 114.9735 
-L 68.296425 113.484089 
-L 68.435925 113.75503 
-L 68.854425 116.505324 
-L 69.272925 113.452302 
-L 69.691425 116.270207 
-L 69.970425 114.690587 
-L 70.109925 114.753719 
-L 70.388925 116.651375 
-L 70.528425 116.510485 
-L 70.807425 114.342192 
-L 70.946925 114.116945 
-L 71.086425 114.815532 
-L 71.365425 117.218307 
-L 71.644425 116.271792 
-L 71.783925 116.15904 
-L 72.202425 118.528903 
-L 72.620925 117.199837 
-L 72.760425 117.813247 
-L 73.039425 119.514255 
-L 73.318425 117.158401 
-L 73.457925 117.217984 
-L 73.597425 117.779128 
-L 73.876425 119.303884 
-L 74.22285 117.657031 
-L 74.573925 119.610077 
-L 74.713425 119.628196 
-L 75.131925 116.106627 
-L 75.550425 119.301036 
-L 75.829425 117.938432 
-L 75.968925 118.076917 
-L 76.387425 120.866002 
-L 76.805925 118.354687 
-L 77.224425 120.956239 
-L 77.503425 119.088213 
-L 77.642925 119.22808 
-L 78.061425 122.068869 
-L 78.340425 119.685734 
-L 78.479925 119.723143 
-L 78.898425 122.415393 
-L 79.316925 120.007549 
-L 79.735425 122.305755 
-L 80.153925 119.241213 
-L 80.572425 121.605943 
-L 80.804925 119.564364 
-L 80.990925 119.643661 
-L 81.409425 122.244301 
-L 81.688425 119.648454 
-L 81.827925 119.851452 
-L 82.246425 122.343229 
-L 82.525425 120.326452 
-L 82.664925 120.688763 
-L 83.083425 124.313252 
-L 83.222925 123.905273 
-L 83.362425 122.393799 
-L 83.501925 122.114443 
-L 83.920425 124.139801 
-L 84.199425 122.883572 
-L 84.338925 123.057327 
-L 84.617925 124.386475 
-L 84.757425 124.29693 
-L 85.175925 121.613187 
-L 85.594425 124.733598 
-L 86.012925 122.842356 
-L 86.431425 124.652863 
-L 86.710425 122.656076 
-L 86.849925 122.789741 
-L 87.128925 124.945684 
-L 87.268425 125.315673 
-L 87.686925 123.104514 
-L 88.105425 125.491363 
-L 88.384425 123.589569 
-L 88.523925 123.551699 
-L 88.942425 126.580832 
-L 89.081925 126.084718 
-L 89.360925 124.160012 
-L 89.500425 124.933362 
-L 89.779425 127.413498 
-L 90.197925 124.974725 
-L 90.616425 127.788694 
-L 90.755925 127.115618 
-L 90.895425 125.68827 
-L 91.034925 125.49728 
-L 91.453425 127.9388 
-L 91.732425 126.281652 
-L 91.871925 126.331116 
-L 92.150925 128.241556 
-L 92.290425 128.174645 
-L 92.569425 126.009937 
-L 92.708925 126.256234 
-L 93.127425 129.161187 
-L 93.266925 128.711366 
-L 93.545925 126.17208 
-L 93.964425 128.998694 
-L 94.382925 126.432809 
-L 94.801425 129.147795 
-L 95.080425 127.252314 
-L 95.219925 127.36796 
-L 95.638425 129.61944 
-L 95.917425 127.754603 
-L 96.056925 127.830849 
-L 96.475425 129.941375 
-L 96.754425 127.450031 
-L 96.893925 127.534241 
-L 97.172925 129.265838 
-L 97.312425 129.224125 
-L 97.591425 126.502687 
-L 97.730925 126.550538 
-L 98.149425 129.129584 
-L 98.567925 126.915449 
-L 98.986425 129.555691 
-L 99.125925 129.026896 
-L 99.265425 127.987407 
-L 99.404925 128.043212 
-L 99.823425 130.308737 
-L 100.241925 128.359875 
-L 100.660425 130.659436 
-L 100.939425 127.913649 
-L 101.078925 128.091182 
-L 101.497425 130.022921 
-L 101.776425 127.50462 
-L 101.915925 127.594239 
-L 102.334425 129.46879 
-L 102.613425 126.816539 
-L 102.752925 127.198435 
-L 103.171425 129.808531 
-L 103.310925 129.154367 
-L 103.450425 127.859908 
-L 103.589925 127.997056 
-L 104.008425 129.973438 
-L 104.287425 128.730923 
-L 104.426925 128.903029 
-L 104.566425 129.461528 
-L 104.845425 131.403229 
-L 105.263925 128.709634 
-L 105.682425 131.375147 
-L 105.821925 130.884369 
-L 105.961425 129.755943 
-L 106.100925 129.835719 
-L 106.519425 132.453086 
-L 106.658925 131.912817 
-L 106.937925 130.519707 
-L 107.356425 132.43269 
-L 107.495925 131.845243 
-L 107.774925 130.324921 
-L 107.914425 130.761036 
-L 108.193425 132.340785 
-L 108.611925 130.381831 
-L 109.030425 132.291368 
-L 109.448925 130.572821 
-L 109.588425 131.079349 
-L 109.867425 132.471122 
-L 110.285925 130.432263 
-L 110.564925 132.407742 
-L 110.704425 133.340285 
-L 110.983425 130.909087 
-L 111.122925 130.784225 
-L 111.541425 133.101776 
-L 111.959925 131.314503 
-L 112.378425 133.230887 
-L 112.72485 130.404328 
-L 112.796925 130.344856 
-L 113.215425 132.802274 
-L 113.56185 130.266618 
-L 113.633925 130.617852 
-L 114.052425 133.049022 
-L 114.191925 132.185196 
-L 114.331425 130.603115 
-L 114.470925 130.495229 
-L 114.749925 132.347163 
-L 114.889425 132.301957 
-L 115.168425 129.650886 
-L 115.307925 130.011926 
-L 115.726425 132.746248 
-L 116.005425 130.021667 
-L 116.144925 130.202952 
-L 116.563425 132.239701 
-L 116.842425 130.896212 
-L 116.981925 131.202479 
-L 117.400425 133.736291 
-L 117.818925 131.444582 
-L 118.237425 133.91059 
-L 118.655925 131.4018 
-L 118.934925 133.295475 
-L 119.074425 134.032494 
-L 119.492925 131.590744 
-L 119.911425 134.31843 
-L 120.050925 133.958432 
-L 120.329925 132.401668 
-L 120.748425 134.7973 
-L 120.887925 134.131588 
-L 121.027425 132.823029 
-L 121.166925 132.598879 
-L 121.585425 135.277802 
-L 121.724925 134.634955 
-L 122.003925 132.833941 
-L 122.143425 133.364432 
-L 122.422425 135.327727 
-L 122.70375 133.462198 
-L 122.840925 133.551633 
-L 123.259425 135.478063 
-L 123.677925 133.572941 
-L 123.817425 134.16637 
-L 124.096425 136.043032 
-L 124.514925 133.29377 
-L 124.933425 135.604916 
-L 125.072925 135.06779 
-L 125.351925 133.460014 
-L 125.770425 135.796846 
-L 126.188925 133.107785 
-L 126.607425 135.59641 
-L 126.746925 135.280087 
-L 127.025925 133.754558 
-L 127.444425 136.314609 
-L 127.583925 135.603589 
-L 127.862925 133.843836 
-L 128.002425 134.290818 
-L 128.281425 136.17641 
-L 128.420925 135.847029 
-L 128.560425 134.899896 
-L 128.699925 134.781651 
-L 129.118425 137.366374 
-L 129.536925 134.354761 
-L 129.955425 136.908904 
-L 130.094925 136.612563 
-L 130.373925 134.692253 
-L 130.792425 136.992063 
-L 130.931925 136.678542 
-L 131.071425 135.596631 
-L 131.210925 135.501353 
-L 131.629425 137.842433 
-L 131.768925 137.761413 
-L 132.047925 136.339272 
-L 132.326925 138.104527 
-L 132.466425 138.901498 
-L 132.884925 136.991786 
-L 133.163925 138.966196 
-L 133.303425 138.710388 
-L 133.582425 136.371584 
-L 133.721925 136.312084 
-L 134.140425 138.370021 
-L 134.558925 137.147229 
-L 134.837925 138.58912 
-L 134.977425 139.494687 
-L 135.116925 139.169609 
-L 135.256425 137.996779 
-L 135.395925 137.792232 
-L 135.814425 140.137266 
-L 136.232925 137.625527 
-L 136.372425 137.993995 
-L 136.651425 139.381326 
-L 136.790925 139.083557 
-L 136.930425 138.433641 
-L 137.069925 138.603387 
-L 137.488425 141.161641 
-L 137.627925 140.799836 
-L 137.906925 138.332474 
-L 138.325425 140.221126 
-L 138.464925 139.877155 
-L 138.604425 138.596097 
-L 138.743925 138.48222 
-L 139.022925 140.010468 
-L 139.162425 140.260166 
-L 139.580925 138.001027 
-L 139.999425 140.698567 
-L 140.138925 140.397203 
-L 140.278425 139.529276 
-L 140.417925 139.822216 
-L 140.836425 141.963183 
-L 141.254925 140.141875 
-L 141.394425 140.660956 
-L 141.673425 142.953107 
-L 141.812925 142.574187 
-L 142.091925 140.397028 
-L 142.510425 142.523673 
-L 142.649925 142.093594 
-L 142.928925 140.577585 
-L 143.347425 143.047288 
-L 143.486925 142.81218 
-L 143.765925 141.369146 
-L 144.184425 143.781229 
-L 144.323925 143.072347 
-L 144.602925 140.956596 
-L 144.881925 142.542032 
-L 145.021425 143.549642 
-L 145.160925 143.224297 
-L 145.439925 141.322392 
-L 145.858425 143.964938 
-L 145.997925 143.559881 
-L 146.276925 141.597941 
-L 146.695425 144.441716 
-L 146.834925 143.986292 
-L 147.113925 142.543377 
-L 147.532425 144.925812 
-L 147.671925 144.725265 
-L 147.950925 143.182455 
-L 148.369425 145.875294 
-L 148.787925 143.627879 
-L 149.206425 146.197791 
-L 149.345925 145.786182 
-L 149.624925 143.890267 
-L 150.043425 146.355842 
-L 150.182925 145.941062 
-L 150.461925 144.753033 
-L 150.740925 145.803232 
-L 150.880425 146.538748 
-L 151.298925 144.380575 
-L 151.438425 145.000961 
-L 151.717425 146.923668 
-L 151.856925 146.581494 
-L 152.135925 144.952419 
-L 152.414925 146.553919 
-L 152.693925 147.737025 
-L 152.972925 146.854167 
-L 153.251925 148.308344 
-L 153.391425 148.960739 
-L 153.530925 148.972877 
-L 153.809925 147.635388 
-L 153.949425 147.857565 
-L 154.367925 149.785331 
-L 154.646925 148.4888 
-L 154.786425 148.942841 
-L 155.065425 150.485163 
-L 155.204925 150.149366 
-L 155.483925 148.542964 
-L 155.623425 148.912381 
-L 155.902425 150.941213 
-L 156.041925 150.8621 
-L 156.320925 149.052027 
-L 156.739425 151.1146 
-L 156.878925 150.71546 
-L 157.157925 149.112237 
-L 157.576425 150.845087 
-L 157.715925 150.311712 
-L 157.855425 149.095399 
-L 157.994925 149.062524 
-L 158.413425 151.9852 
-L 158.552925 151.425549 
-L 158.831925 149.737232 
-L 158.971425 150.289132 
-L 159.389925 152.777793 
-L 159.668925 151.264853 
-L 159.808425 151.629238 
-L 160.087425 153.836913 
-L 160.226925 153.344624 
-L 160.505925 151.153833 
-L 160.784925 152.65223 
-L 161.063925 153.60762 
-L 161.342925 152.332572 
-L 161.482425 152.678036 
-L 161.761425 154.353367 
-L 161.900925 153.896082 
-L 162.179925 152.057465 
-L 162.319425 152.363013 
-L 162.598425 153.404815 
-L 162.737925 152.889495 
-L 163.016925 151.537213 
-L 163.574925 154.184524 
-L 163.853925 153.09323 
-L 163.993425 153.377167 
-L 164.272425 154.750774 
-L 164.411925 154.451032 
-L 164.690925 153.369406 
-L 164.830425 153.877686 
-L 165.109425 156.063794 
-L 165.248925 155.98658 
-L 165.527925 154.465603 
-L 165.667425 154.842338 
-L 165.946425 156.757266 
-L 166.085925 156.681877 
-L 166.364925 155.350719 
-L 166.504425 155.664636 
-L 166.783425 157.581582 
-L 166.922925 157.340843 
-L 167.201925 155.576399 
-L 167.620425 157.005922 
-L 168.038925 155.668571 
-L 168.317925 157.096657 
-L 168.457425 158.059899 
-L 168.596925 158.037927 
-L 168.875925 156.993922 
-L 169.015425 157.283047 
-L 169.294425 158.699806 
-L 169.433925 158.588565 
-L 169.712925 157.702131 
-L 169.852425 158.135961 
-L 170.131425 159.621123 
-L 170.270925 159.263438 
-L 170.549925 157.683312 
-L 170.689425 158.177757 
-L 170.968425 159.965454 
-L 171.107925 159.749792 
-L 171.386925 158.666544 
-L 171.526425 159.154585 
-L 171.805425 160.950908 
-L 171.944925 160.594753 
-L 172.223925 159.169091 
-L 172.363425 159.615216 
-L 172.642425 161.600031 
-L 172.781925 161.609791 
-L 173.060925 160.563721 
-L 173.339925 161.746542 
-L 173.479425 162.549375 
-L 173.897925 161.050075 
-L 174.037425 161.26252 
-L 174.316425 163.276708 
-L 174.455925 163.227972 
-L 174.734925 162.008332 
-L 174.874425 162.329078 
-L 175.153425 164.25018 
-L 175.292925 163.863565 
-L 175.571925 162.673703 
-L 175.711425 162.969215 
-L 175.990425 164.794376 
-L 176.408925 163.963913 
-L 176.548425 164.33603 
-L 176.827425 165.515515 
-L 176.966925 165.430356 
-L 177.245925 164.678121 
-L 177.385425 165.023217 
-L 177.664425 167.024593 
-L 177.803925 166.908081 
-L 178.082925 166.442878 
-L 178.361925 167.70225 
-L 178.501425 168.472927 
-L 178.919925 167.018335 
-L 179.198925 168.019457 
-L 179.477925 169.660688 
-L 179.756925 169.281077 
-L 179.896425 169.448261 
-L 180.175425 170.394555 
-L 180.314925 170.246596 
-L 180.593925 169.336624 
-L 180.733425 169.701295 
-L 181.012425 171.272261 
-L 181.151925 171.374138 
-L 181.291425 170.80716 
-L 181.430925 170.854523 
-L 181.570425 171.135915 
-L 181.849425 172.290359 
-L 181.988925 172.263742 
-L 182.267925 171.809544 
-L 182.546925 172.644164 
-L 182.686425 173.433697 
-L 182.965425 173.016466 
-L 183.104925 173.133872 
-L 183.383925 174.216162 
-L 183.523425 174.939693 
-L 183.802425 174.472302 
-L 183.941925 174.401797 
-L 184.220925 175.437484 
-L 184.360425 176.021167 
-L 184.499925 175.963569 
-L 184.778925 175.712618 
-L 185.197425 177.724557 
-L 185.336925 177.553682 
-L 185.476425 177.07325 
-L 185.615925 177.064126 
-L 185.755425 177.449386 
-L 186.034425 179.017319 
-L 186.452925 178.348142 
-L 186.592425 178.508902 
-L 186.871425 179.288758 
-L 187.010925 179.34178 
-L 187.150425 179.207982 
-L 187.289925 179.323923 
-L 187.708425 180.98796 
-L 187.987425 180.688702 
-L 188.126925 180.763446 
-L 188.545425 182.465021 
-L 188.684925 182.089161 
-L 188.824425 182.100737 
-L 188.963925 182.240267 
-L 189.242925 182.937679 
-L 189.382425 183.434512 
-L 189.521925 183.427254 
-L 189.800925 183.257374 
-L 190.079925 184.124933 
-L 190.219425 184.580431 
-L 190.498425 184.066211 
-L 191.056425 185.950693 
-L 191.195925 185.851567 
-L 191.474925 185.823803 
-L 191.893425 187.526673 
-L 192.172425 186.846643 
-L 192.311925 187.087903 
-L 192.730425 188.276599 
-L 192.869925 187.968756 
-L 193.009425 187.936863 
-L 193.567425 189.584232 
-L 193.706925 189.478618 
-L 193.846425 189.497308 
-L 193.985925 189.679413 
-L 194.404425 191.053782 
-L 194.683425 190.557525 
-L 194.822925 190.722861 
-L 195.241425 192.095842 
-L 195.380925 192.150859 
-L 195.520425 192.074078 
-L 195.938925 192.954148 
-L 196.078425 193.388521 
-L 196.357425 193.161086 
-L 197.752425 196.837025 
-L 197.891925 196.687057 
-L 198.031425 196.485496 
-L 198.170925 196.531868 
-L 198.728925 197.860486 
-L 198.868425 197.697316 
-L 199.147425 198.249221 
-L 199.565925 199.688914 
-L 199.844925 199.507869 
-L 200.123925 200.286412 
-L 200.402925 201.003229 
-L 200.681925 201.100318 
-L 201.100425 202.529565 
-L 201.239925 202.415389 
-L 201.379425 202.492866 
-L 201.518925 202.219611 
-L 202.076925 203.634186 
-L 202.774425 206.09423 
-L 202.913925 206.38012 
-L 203.053425 206.159367 
-L 203.192925 206.232042 
-L 204.169425 209.44505 
-L 205.843425 213.587781 
-L 206.540925 215.664263 
-L 206.819925 216.151585 
-L 207.098925 217.439781 
-L 207.656925 219.727155 
-L 207.796425 220.03654 
-L 208.354425 222.346234 
-L 208.633425 222.852228 
-L 209.191425 225.586301 
-L 209.470425 226.119041 
-L 210.028425 229.263113 
-L 210.307425 229.630782 
-L 210.586425 231.736121 
-L 210.865425 233.548855 
-L 211.144425 233.95796 
-L 211.283925 234.71723 
-L 211.562925 237.048922 
-L 211.981425 239.375245 
-L 212.399925 246.901229 
-L 212.539425 251.5789 
-L 212.678925 252 
-L 219.653925 252 
-L 219.653925 252 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_21">
-    <path clip-path="url(#padb4825fa6)" d="M 54.067425 54.7566 
-L 54.346425 75.164604 
-L 54.485925 76.85211 
-L 54.625425 76.494425 
-L 54.764925 75.445646 
-L 54.904425 73.537612 
-L 55.043925 75.478751 
-L 55.462425 84.868216 
-L 55.601925 85.294525 
-L 55.880925 81.588629 
-L 56.299425 88.83403 
-L 56.438925 88.276978 
-L 56.717925 84.675079 
-L 57.136425 91.247616 
-L 57.415425 89.103755 
-L 57.554925 89.472112 
-L 57.973425 94.699418 
-L 58.112925 94.075677 
-L 58.391925 91.890656 
-L 58.810425 96.850892 
-L 58.949925 96.158489 
-L 59.228925 93.800681 
-L 59.647425 97.623937 
-L 59.926425 95.603464 
-L 60.065925 94.716229 
-L 60.484425 99.420767 
-L 60.623925 98.948892 
-L 60.763425 97.660259 
-L 60.902925 97.934628 
-L 61.321425 100.946435 
-L 61.739925 98.089637 
-L 62.158425 101.32305 
-L 62.437425 99.18518 
-L 62.576925 99.044502 
-L 62.995425 102.984151 
-L 63.134925 102.245962 
-L 63.274425 100.764975 
-L 63.413925 100.538115 
-L 63.832425 103.629136 
-L 64.111425 101.460825 
-L 64.250925 101.598461 
-L 64.669425 104.7302 
-L 64.948425 101.685131 
-L 65.087925 101.960579 
-L 65.366925 104.357308 
-L 65.506425 105.083875 
-L 65.785425 103.110572 
-L 65.924925 103.181509 
-L 66.343425 106.673191 
-L 66.761925 103.526955 
-L 67.180425 106.06261 
-L 67.459425 103.885221 
-L 67.598925 103.925109 
-L 68.017425 106.774331 
-L 68.435925 104.974542 
-L 68.854425 107.967327 
-L 68.993925 106.987356 
-L 69.133425 105.207743 
-L 69.272925 104.8585 
-L 69.691425 107.673197 
-L 70.109925 105.908965 
-L 70.528425 108.006994 
-L 70.807425 106.431032 
-L 70.946925 106.357993 
-L 71.365425 108.842747 
-L 71.644425 107.000683 
-L 71.783925 107.140734 
-L 72.202425 109.34557 
-L 72.481425 107.426633 
-L 72.620925 107.308047 
-L 73.039425 110.417519 
-L 73.318425 107.554141 
-L 73.457925 107.559219 
-L 73.876425 110.202853 
-L 74.294925 107.561827 
-L 74.713425 110.371677 
-L 74.992425 108.082291 
-L 75.131925 107.760347 
-L 75.550425 110.476485 
-L 75.829425 108.768307 
-L 75.968925 108.651886 
-L 76.387425 111.048007 
-L 76.666425 108.923795 
-L 76.805925 109.195022 
-L 77.224425 111.587935 
-L 77.503425 109.383707 
-L 77.642925 109.909912 
-L 78.061425 113.433805 
-L 78.200925 112.948907 
-L 78.479925 111.177791 
-L 78.898425 114.341565 
-L 79.316925 111.376448 
-L 79.735425 113.953199 
-L 80.014425 112.325664 
-L 80.153925 112.398601 
-L 80.572425 114.193155 
-L 80.851425 111.503596 
-L 80.990925 111.697968 
-L 81.269925 113.166854 
-L 81.409425 113.098589 
-L 81.75585 110.595587 
-L 81.827925 110.943743 
-L 82.246425 114.587373 
-L 82.59285 111.878571 
-L 82.804425 113.01955 
-L 83.083425 114.86754 
-L 83.222925 114.423019 
-L 83.36475 113.414681 
-L 83.501925 113.461583 
-L 83.920425 116.445593 
-L 84.338925 114.032478 
-L 84.757425 116.980839 
-L 85.036425 115.658576 
-L 85.175925 115.513124 
-L 85.594425 117.876665 
-L 86.012925 114.009004 
-L 86.431425 116.156017 
-L 86.710425 114.671481 
-L 86.849925 115.126048 
-L 87.268425 117.830989 
-L 87.686925 114.803883 
-L 87.965925 116.333901 
-L 88.105425 116.544761 
-L 88.384425 114.123258 
-L 88.523925 114.329971 
-L 88.942425 117.478308 
-L 89.081925 116.928777 
-L 89.221425 115.76978 
-L 89.360925 115.883444 
-L 89.639925 117.710338 
-L 89.779425 117.791239 
-L 90.058425 115.434214 
-L 90.197925 115.576366 
-L 90.616425 119.086268 
-L 90.895425 116.919072 
-L 91.034925 117.015908 
-L 91.453425 119.655799 
-L 91.732425 117.401002 
-L 91.871925 117.823431 
-L 92.150925 119.684462 
-L 92.290425 119.642878 
-L 92.569425 117.314286 
-L 92.708925 117.401085 
-L 93.127425 119.462672 
-L 93.406425 117.417693 
-L 93.545925 117.639916 
-L 93.964425 120.175194 
-L 94.382925 118.295813 
-L 94.801425 120.650884 
-L 95.080425 118.498987 
-L 95.219925 118.764112 
-L 95.638425 121.48708 
-L 96.056925 118.189835 
-L 96.335925 120.078865 
-L 96.475425 120.235275 
-L 96.893925 117.907383 
-L 97.312425 120.362091 
-L 97.591425 117.800335 
-L 97.730925 117.945879 
-L 98.149425 120.690072 
-L 98.428425 119.214569 
-L 98.567925 119.506219 
-L 98.986425 121.823088 
-L 99.265425 119.053025 
-L 99.404925 119.046325 
-L 99.823425 121.323186 
-L 99.962925 120.759554 
-L 100.102425 119.686748 
-L 100.241925 119.93909 
-L 100.660425 122.613866 
-L 100.799925 122.089559 
-L 101.078925 120.089159 
-L 101.497425 122.757041 
-L 101.636925 122.327312 
-L 101.776425 120.952857 
-L 101.915925 120.736531 
-L 102.334425 123.245883 
-L 102.473925 122.762801 
-L 102.752925 121.09582 
-L 103.031925 122.966039 
-L 103.171425 124.149118 
-L 103.310925 123.902757 
-L 103.589925 122.003635 
-L 103.729425 122.696112 
-L 104.008425 124.580008 
-L 104.426925 121.629711 
-L 104.845425 123.654774 
-L 104.984925 123.043161 
-L 105.124425 121.840433 
-L 105.263925 121.687636 
-L 105.682425 124.45663 
-L 105.821925 123.565597 
-L 105.961425 121.81765 
-L 106.100925 121.574533 
-L 106.519425 124.154602 
-L 106.798425 123.201147 
-L 106.937925 123.353078 
-L 107.356425 125.549288 
-L 107.495925 124.6442 
-L 107.635425 122.990748 
-L 107.774925 122.870245 
-L 108.193425 124.829135 
-L 108.472425 122.937487 
-L 108.611925 123.21229 
-L 109.030425 125.383413 
-L 109.309425 123.143103 
-L 109.448925 123.184567 
-L 109.867425 125.705734 
-L 110.146425 124.270479 
-L 110.285925 124.353112 
-L 110.704425 127.088697 
-L 111.122925 124.16309 
-L 111.541425 126.152191 
-L 111.820425 124.673646 
-L 111.959925 124.720566 
-L 112.238925 126.526447 
-L 112.378425 126.431869 
-L 112.657425 124.712336 
-L 112.796925 124.838839 
-L 113.215425 126.746283 
-L 113.633925 123.637622 
-L 114.052425 125.671828 
-L 114.191925 125.127208 
-L 114.331425 123.988957 
-L 114.470925 123.824714 
-L 114.889425 127.071914 
-L 115.168425 124.191937 
-L 115.307925 124.344228 
-L 115.726425 126.691815 
-L 116.144925 124.286266 
-L 116.423925 126.229479 
-L 116.563425 127.327445 
-L 116.981925 125.159567 
-L 117.400425 126.790724 
-L 117.818925 124.525964 
-L 118.237425 126.84534 
-L 118.516425 125.256329 
-L 118.655925 125.37991 
-L 119.074425 128.015452 
-L 119.213925 127.287732 
-L 119.353425 125.84279 
-L 119.492925 125.904014 
-L 119.771925 127.654716 
-L 119.911425 128.592126 
-L 120.050925 128.180562 
-L 120.329925 126.499931 
-L 120.469425 127.141294 
-L 120.748425 129.418193 
-L 120.887925 128.99756 
-L 121.166925 127.934837 
-L 121.585425 129.83947 
-L 122.003925 127.304008 
-L 122.282925 128.839464 
-L 122.422425 129.704866 
-L 122.561925 128.97981 
-L 122.840925 127.200463 
-L 122.980425 127.665665 
-L 123.259425 130.104771 
-L 123.398925 129.640877 
-L 123.538425 128.10191 
-L 123.677925 128.007332 
-L 124.096425 129.983466 
-L 124.514925 127.01481 
-L 124.933425 129.410405 
-L 125.072925 129.186974 
-L 125.212425 128.165816 
-L 125.351925 128.135052 
-L 125.770425 129.797785 
-L 126.188925 126.352646 
-L 126.607425 129.669383 
-L 126.746925 128.950096 
-L 126.886425 127.41747 
-L 127.025925 127.384301 
-L 127.444425 129.424727 
-L 127.723425 128.04723 
-L 127.862925 128.331931 
-L 128.281425 130.652109 
-L 128.560425 127.27518 
-L 128.699925 127.016819 
-L 128.839425 127.583963 
-L 129.118425 129.420746 
-L 129.536925 127.638007 
-L 129.955425 129.906666 
-L 130.234425 127.365647 
-L 130.373925 127.407544 
-L 130.792425 129.496651 
-L 131.071425 128.205207 
-L 131.210925 128.251906 
-L 131.629425 130.319262 
-L 132.047925 127.270065 
-L 132.466425 129.933633 
-L 132.745425 127.933998 
-L 132.884925 128.383174 
-L 133.303425 130.990716 
-L 133.442925 130.257513 
-L 133.721925 128.341378 
-L 134.000925 130.231403 
-L 134.140425 131.056751 
-L 134.279925 130.91458 
-L 134.558925 129.022398 
-L 134.977425 131.541271 
-L 135.395925 129.11034 
-L 135.674925 130.973039 
-L 135.814425 131.760333 
-L 136.232925 129.520549 
-L 136.651425 131.762213 
-L 136.790925 131.067313 
-L 137.069925 128.983422 
-L 137.209425 129.533396 
-L 137.488425 131.764637 
-L 137.627925 131.15014 
-L 137.767425 129.868336 
-L 137.906925 129.885625 
-L 138.325425 132.4387 
-L 138.743925 130.640165 
-L 139.162425 132.374084 
-L 139.441425 129.008574 
-L 139.580925 129.124893 
-L 139.999425 131.325286 
-L 140.278425 129.076977 
-L 140.417925 129.090544 
-L 140.836425 131.407883 
-L 141.115425 128.716021 
-L 141.254925 128.67169 
-L 141.673425 130.952561 
-L 142.091925 129.086765 
-L 142.231425 129.613975 
-L 142.510425 131.412777 
-L 142.789425 128.994924 
-L 142.928925 129.1655 
-L 143.347425 132.107373 
-L 143.626425 130.074421 
-L 143.765925 130.236435 
-L 144.044925 132.223711 
-L 144.184425 132.517176 
-L 144.602925 129.950785 
-L 144.742425 130.600461 
-L 145.021425 132.499463 
-L 145.160925 131.776664 
-L 145.300425 130.457977 
-L 145.439925 130.431406 
-L 145.858425 132.619717 
-L 145.997925 131.860229 
-L 146.276925 129.840714 
-L 146.416425 130.282102 
-L 146.695425 132.12058 
-L 146.834925 131.669082 
-L 146.974425 130.308055 
-L 147.113925 130.049104 
-L 147.532425 132.20972 
-L 147.671925 131.497595 
-L 147.811425 130.034699 
-L 147.950925 130.114724 
-L 148.369425 132.483224 
-L 148.648425 131.172139 
-L 148.787925 131.320024 
-L 149.206425 133.711822 
-L 149.345925 132.982167 
-L 149.624925 130.950321 
-L 149.764425 131.397625 
-L 150.043425 132.697991 
-L 150.461925 130.066412 
-L 150.880425 132.847203 
-L 151.019925 132.302381 
-L 151.298925 130.917963 
-L 151.717425 132.662886 
-L 152.135925 130.058652 
-L 152.275425 130.630828 
-L 152.554425 132.489776 
-L 152.972925 129.594685 
-L 153.391425 131.650963 
-L 153.530925 131.277564 
-L 153.670425 130.526242 
-L 153.809925 130.516408 
-L 154.228425 133.131379 
-L 154.646925 129.986203 
-L 155.065425 132.230181 
-L 155.344425 130.085122 
-L 155.483925 130.233845 
-L 155.902425 132.4808 
-L 156.320925 129.793444 
-L 156.739425 132.395033 
-L 157.157925 129.948103 
-L 157.576425 132.180993 
-L 157.715925 131.592301 
-L 157.855425 130.239725 
-L 157.994925 129.997106 
-L 158.273925 131.440242 
-L 158.413425 131.342346 
-L 158.831925 128.687975 
-L 159.250425 131.269648 
-L 159.389925 130.596369 
-L 159.529425 129.301514 
-L 159.668925 129.547811 
-L 160.087425 132.117272 
-L 160.505925 129.777748 
-L 160.924425 132.477187 
-L 161.203425 130.190916 
-L 161.342925 130.082145 
-L 161.761425 132.502329 
-L 161.900925 131.912034 
-L 162.179925 130.277171 
-L 162.319425 130.922451 
-L 162.598425 132.934168 
-L 163.016925 130.691389 
-L 163.435425 132.824623 
-L 163.714425 130.335234 
-L 163.853925 130.656413 
-L 164.272425 132.845461 
-L 164.690925 129.693539 
-L 165.109425 132.310584 
-L 165.388425 130.126641 
-L 165.527925 130.220592 
-L 165.946425 131.977174 
-L 166.364925 129.574842 
-L 166.783425 131.963829 
-L 167.201925 130.124024 
-L 167.620425 132.218457 
-L 167.899425 130.308977 
-L 168.038925 130.410678 
-L 168.178425 131.063285 
-L 168.457425 132.909229 
-L 168.736425 130.136696 
-L 168.875925 130.183202 
-L 169.294425 132.728294 
-L 169.433925 132.142017 
-L 169.712925 130.404669 
-L 170.131425 132.811112 
-L 170.270925 132.218439 
-L 170.410425 130.725618 
-L 170.549925 130.598101 
-L 170.968425 132.702673 
-L 171.247425 130.450115 
-L 171.386925 130.737323 
-L 171.665925 132.435253 
-L 171.805425 132.220715 
-L 172.084425 130.04939 
-L 172.223925 130.137885 
-L 172.642425 132.119152 
-L 172.921425 129.479048 
-L 173.060925 129.584565 
-L 173.479425 132.586372 
-L 173.618925 132.304851 
-L 173.758425 131.266302 
-L 173.897925 131.190553 
-L 174.316425 133.7416 
-L 174.455925 133.067685 
-L 174.734925 131.468185 
-L 175.153425 133.714882 
-L 175.292925 133.37597 
-L 175.571925 131.743458 
-L 175.990425 133.778751 
-L 176.408925 131.494516 
-L 176.827425 133.548454 
-L 177.245925 130.768483 
-L 177.664425 133.146282 
-L 178.082925 131.153061 
-L 178.501425 133.802031 
-L 178.640925 133.063492 
-L 178.919925 131.290384 
-L 179.198925 132.766901 
-L 179.338425 133.4055 
-L 179.477925 133.166023 
-L 179.617425 131.997589 
-L 179.756925 131.814728 
-L 179.896425 132.308492 
-L 180.175425 133.681519 
-L 180.454425 131.576643 
-L 180.593925 131.662235 
-L 181.012425 134.199005 
-L 181.291425 132.318288 
-L 181.430925 132.36484 
-L 181.849425 134.289214 
-L 182.267925 132.172523 
-L 182.407425 132.65037 
-L 182.546925 133.764908 
-L 182.686425 133.949308 
-L 183.104925 131.848635 
-L 183.523425 133.919281 
-L 183.802425 131.03501 
-L 183.941925 131.016577 
-L 184.360425 133.584784 
-L 184.639425 131.490434 
-L 184.778925 131.460186 
-L 185.197425 134.089525 
-L 185.615925 131.177798 
-L 186.034425 133.218445 
-L 186.313425 131.043876 
-L 186.452925 131.424777 
-L 186.731925 133.562803 
-L 186.871425 133.566905 
-L 187.289925 131.19988 
-L 187.708425 133.165101 
-L 187.987425 130.644865 
-L 188.126925 130.643547 
-L 188.405925 132.517554 
-L 188.545425 132.810366 
-L 188.963925 130.607235 
-L 189.382425 133.277338 
-L 189.800925 131.034143 
-L 189.940425 131.584421 
-L 190.219425 133.855864 
-L 190.358925 133.605834 
-L 190.637925 132.167556 
-L 191.056425 134.537539 
-L 191.474925 132.622436 
-L 191.614425 133.231625 
-L 191.893425 134.758067 
-L 192.172425 133.017613 
-L 192.311925 133.049464 
-L 192.730425 135.458902 
-L 193.148925 132.267534 
-L 193.288425 132.684204 
-L 193.567425 134.208222 
-L 193.846425 132.408654 
-L 193.985925 132.435253 
-L 194.404425 135.002179 
-L 194.543925 134.174665 
-L 194.822925 132.111631 
-L 195.241425 134.399276 
-L 195.380925 133.569679 
-L 195.520425 131.920319 
-L 195.659925 131.972364 
-L 196.078425 133.965685 
-L 196.357425 131.75637 
-L 196.496925 132.071476 
-L 196.915425 134.967784 
-L 197.054925 134.401552 
-L 197.333925 132.924731 
-L 197.473425 133.521782 
-L 197.752425 135.418802 
-L 198.170925 133.851974 
-L 198.589425 136.334581 
-L 199.007925 133.403205 
-L 199.426425 134.841529 
-L 199.705425 132.716239 
-L 199.844925 132.893202 
-L 200.263425 135.455575 
-L 200.681925 133.391869 
-L 201.100425 135.595801 
-L 201.239925 135.258742 
-L 201.518925 133.89413 
-L 201.937425 135.416599 
-L 202.216425 133.018415 
-L 202.355925 133.168696 
-L 202.774425 135.767768 
-L 202.913925 135.310123 
-L 203.192925 133.806197 
-L 203.611425 136.223662 
-L 204.029925 133.838813 
-L 204.448425 135.81303 
-L 204.866925 133.274462 
-L 205.285425 134.771366 
-L 205.564425 133.030092 
-L 205.703925 133.103822 
-L 206.122425 135.882217 
-L 206.261925 135.470404 
-L 206.540925 133.695371 
-L 206.959425 135.515776 
-L 207.238425 132.699622 
-L 207.377925 132.841084 
-L 207.796425 135.00064 
-L 207.935925 134.348402 
-L 208.214925 132.717557 
-L 208.633425 135.351698 
-L 208.772925 135.028925 
-L 208.912425 133.898922 
-L 209.051925 134.066742 
-L 209.470425 136.481157 
-L 209.609925 135.592004 
-L 209.749425 133.795202 
-L 209.888925 133.626636 
-L 210.307425 136.367252 
-L 210.725925 133.331963 
-L 211.144425 136.191285 
-L 211.562925 133.517856 
-L 211.702425 134.092843 
-L 211.981425 135.678665 
-L 212.260425 134.013886 
-L 212.399925 133.928212 
-L 212.539425 134.484757 
-L 212.818425 136.226943 
-L 213.097425 134.781762 
-L 213.236925 134.905822 
-L 213.655425 137.196361 
-L 213.794925 136.804087 
-L 213.934425 135.732885 
-L 214.073925 135.586944 
-L 214.492425 137.651554 
-L 214.910925 135.63416 
-L 215.329425 137.594791 
-L 215.747925 134.420123 
-L 215.887425 134.935997 
-L 216.166425 136.960285 
-L 216.584925 134.607389 
-L 217.003425 137.274128 
-L 217.421925 135.527877 
-L 217.840425 137.667628 
-L 218.258925 135.36838 
-L 218.677425 137.490979 
-L 219.095925 135.434617 
-L 219.235425 135.877885 
-L 219.514425 137.870174 
-L 219.932925 135.464266 
-L 220.072425 135.791878 
-L 220.351425 137.69676 
-L 220.769925 135.364168 
-L 221.188425 137.459883 
-L 221.606925 134.831299 
-L 222.025425 137.669203 
-L 222.304425 135.438774 
-L 222.443925 135.424894 
-L 222.862425 137.58787 
-L 223.280925 135.814366 
-L 223.699425 138.104591 
-L 223.978425 135.463796 
-L 224.117925 135.12576 
-L 224.536425 137.388364 
-L 224.675925 136.92742 
-L 224.954925 135.435087 
-L 225.373425 137.713451 
-L 225.791925 135.432848 
-L 226.210425 137.486785 
-L 226.628925 134.929647 
-L 227.047425 137.709534 
-L 227.465925 135.100701 
-L 227.884425 137.585639 
-L 228.023925 137.209476 
-L 228.163425 135.92663 
-L 228.302925 135.705955 
-L 228.442425 136.170281 
-L 228.721425 137.836498 
-L 229.000425 136.288499 
-L 229.139925 136.316047 
-L 229.558425 138.912373 
-L 229.976925 135.840485 
-L 230.116425 136.431822 
-L 230.395425 138.208993 
-L 230.534925 137.993756 
-L 230.674425 137.109396 
-L 230.813925 137.062217 
-L 231.232425 139.519617 
-L 231.371925 138.97027 
-L 231.650925 137.139607 
-L 232.069425 139.617688 
-L 232.487925 137.887455 
-L 232.906425 139.979741 
-L 233.045925 139.662719 
-L 233.324925 137.995829 
-L 233.743425 140.404558 
-L 234.161925 137.555253 
-L 234.580425 140.169247 
-L 234.719925 139.800936 
-L 234.998925 137.850802 
-L 235.138425 138.567195 
-L 235.417425 140.652421 
-L 235.556925 140.011501 
-L 235.835925 138.190045 
-L 236.254425 140.425184 
-L 236.393925 139.737832 
-L 236.672925 137.652918 
-L 237.091425 139.475388 
-L 237.230925 139.105132 
-L 237.370425 138.13448 
-L 237.509925 138.123614 
-L 237.928425 140.303685 
-L 238.067925 139.766209 
-L 238.346925 137.794306 
-L 238.486425 138.51538 
-L 238.765425 140.72864 
-L 238.904925 140.58869 
-L 239.044425 139.796853 
-L 239.183925 139.832686 
-L 239.323425 140.32209 
-L 239.602425 142.058765 
-L 239.741925 141.547979 
-L 240.020925 139.649023 
-L 240.439425 141.245813 
-L 240.857925 138.962113 
-L 241.276425 140.688761 
-L 241.694925 138.277194 
-L 242.252925 140.645684 
-L 242.531925 139.312591 
-L 242.950425 141.724997 
-L 243.089925 140.947592 
-L 243.368925 138.800192 
-L 243.508425 139.367401 
-L 243.787425 140.756667 
-L 244.066425 138.159124 
-L 244.205925 138.290678 
-L 244.624425 140.583557 
-L 244.903425 139.322618 
-L 245.042925 139.277726 
-L 245.461425 141.65075 
-L 245.879925 139.071566 
-L 246.298425 141.406887 
-L 246.437925 140.780003 
-L 246.577425 139.30038 
-L 246.716925 139.124081 
-L 247.135425 141.521418 
-L 247.274925 140.604837 
-L 247.553925 138.437309 
-L 247.972425 140.861862 
-L 248.111925 140.474574 
-L 248.390925 139.031678 
-L 248.809425 141.679579 
-L 248.948925 141.512782 
-L 249.088425 140.170482 
-L 249.227925 140.000791 
-L 249.646425 142.396414 
-L 249.785925 142.013117 
-L 250.064925 140.34679 
-L 250.483425 142.23606 
-L 250.622925 141.646548 
-L 250.762425 140.130336 
-L 250.901925 139.933273 
-L 251.180925 141.692288 
-L 251.320425 142.395373 
-L 251.459925 142.049899 
-L 251.738925 140.564129 
-L 251.878425 141.050639 
-L 252.157425 142.654305 
-L 252.296925 142.254114 
-L 252.575925 140.557042 
-L 252.715425 141.129144 
-L 252.994425 143.341823 
-L 253.133925 142.765509 
-L 253.412925 140.838121 
-L 253.691925 142.224161 
-L 253.831425 143.148161 
-L 254.249925 140.843706 
-L 254.389425 141.440342 
-L 254.668425 143.675923 
-L 254.807925 143.087259 
-L 255.086925 141.195437 
-L 255.505425 143.441672 
-L 255.923925 141.237519 
-L 256.202925 143.076227 
-L 256.342425 143.869079 
-L 256.481925 143.354615 
-L 256.760925 141.727928 
-L 257.179425 144.058585 
-L 257.318925 143.239762 
-L 257.458425 141.426849 
-L 257.597925 141.169769 
-L 257.876925 142.664083 
-L 258.016425 143.569392 
-L 258.155925 143.335196 
-L 258.434925 141.781447 
-L 258.574425 142.147988 
-L 258.853425 143.789901 
-L 259.132425 141.685745 
-L 259.271925 141.74472 
-L 259.690425 143.465699 
-L 259.829925 142.747933 
-L 259.969425 141.396684 
-L 260.108925 141.365561 
-L 260.527425 143.697609 
-L 260.666925 143.281723 
-L 260.806425 142.030121 
-L 260.945925 141.991763 
-L 261.364425 144.347147 
-L 261.503925 144.140177 
-L 261.643425 143.208878 
-L 261.782925 143.140272 
-L 262.201425 145.0118 
-L 262.340925 144.297729 
-L 262.619925 142.41834 
-L 263.038425 144.497649 
-L 263.177925 143.896119 
-L 263.456925 142.204005 
-L 263.735925 143.929197 
-L 263.875425 144.87867 
-L 264.014925 144.398943 
-L 264.154425 143.320874 
-L 264.293925 143.159958 
-L 264.572925 144.330724 
-L 264.712425 145.031532 
-L 264.991425 143.412245 
-L 265.130925 143.420751 
-L 265.270425 143.739516 
-L 265.549425 145.145657 
-L 265.967925 142.434063 
-L 266.386425 145.017541 
-L 266.804925 142.666627 
-L 266.944425 143.204758 
-L 267.223425 145.134017 
-L 267.362925 144.879426 
-L 267.502425 143.795588 
-L 267.641925 143.907271 
-L 268.060425 146.005143 
-L 268.199925 146.01011 
-L 268.478925 144.508847 
-L 268.618425 144.894633 
-L 268.897425 146.465635 
-L 269.315925 144.782655 
-L 269.734425 147.13826 
-L 269.873925 146.538546 
-L 270.152925 144.127817 
-L 270.292425 144.657608 
-L 270.571425 146.578858 
-L 270.710925 146.566849 
-L 270.989925 145.250843 
-L 271.268925 146.653519 
-L 271.408425 147.304264 
-L 271.547925 146.919318 
-L 271.687425 145.509941 
-L 271.826925 145.307247 
-L 272.384925 148.030058 
-L 272.663925 146.828813 
-L 273.082425 148.134967 
-L 273.500925 145.379871 
-L 273.919425 147.375055 
-L 274.337925 145.689641 
-L 274.477425 146.1323 
-L 274.756425 147.890256 
-L 274.895925 147.397026 
-L 275.174925 145.955319 
-L 275.314425 146.438669 
-L 275.593425 148.002907 
-L 275.732925 147.458628 
-L 276.011925 145.303081 
-L 276.151425 145.852364 
-L 276.430425 147.785263 
-L 276.569925 147.704906 
-L 276.848925 145.838217 
-L 277.267425 147.210203 
-L 277.685925 145.38047 
-L 278.104425 147.370447 
-L 278.243925 146.794916 
-L 278.522925 145.207757 
-L 278.941425 148.091033 
-L 279.080925 147.525317 
-L 279.359925 145.718884 
-L 279.778425 148.139723 
-L 279.917925 147.799613 
-L 280.196925 145.954951 
-L 280.615425 148.207702 
-L 280.754925 147.926033 
-L 281.033925 145.729852 
-L 281.173425 146.140751 
-L 281.452425 147.502774 
-L 281.591925 147.097819 
-L 281.870925 145.308952 
-L 282.289425 147.691027 
-L 282.428925 147.473568 
-L 282.707925 146.581715 
-L 283.126425 148.432239 
-L 283.265925 147.972179 
-L 283.544925 146.284922 
-L 284.102925 149.144475 
-L 284.381925 147.886532 
-L 284.800425 150.437579 
-L 284.939925 149.959234 
-L 285.218925 148.5002 
-L 285.358425 148.9031 
-L 285.637425 150.231235 
-L 285.776925 149.920747 
-L 286.055925 148.634611 
-L 286.195425 149.224657 
-L 286.474425 150.916375 
-L 286.892925 148.314934 
-L 287.032425 148.692618 
-L 287.311425 150.22283 
-L 287.450925 149.785884 
-L 287.590425 148.894815 
-L 287.729925 148.815573 
-L 287.869425 149.408209 
-L 288.148425 151.53479 
-L 288.287925 151.342768 
-L 288.566925 149.357584 
-L 288.706425 149.780686 
-L 288.985425 151.475538 
-L 289.124925 150.950439 
-L 289.403925 149.40056 
-L 289.543425 149.849938 
-L 289.822425 151.844688 
-L 289.961925 151.484266 
-L 290.240925 150.122022 
-L 290.519925 151.666574 
-L 290.659425 152.375667 
-L 290.798925 152.242316 
-L 291.077925 150.337471 
-L 291.496425 152.754061 
-L 291.635925 152.619282 
-L 291.914925 151.476248 
-L 292.054425 151.940104 
-L 292.333425 153.201863 
-L 292.472925 152.498834 
-L 292.751925 150.562063 
-L 293.170425 152.890886 
-L 293.309925 152.810327 
-L 293.588925 151.903746 
-L 293.728425 152.366248 
-L 294.007425 154.432563 
-L 294.146925 154.29477 
-L 294.425925 152.235487 
-L 294.565425 152.61236 
-L 294.844425 154.698232 
-L 294.983925 154.630326 
-L 295.262925 153.268073 
-L 295.402425 153.562783 
-L 295.820925 155.59156 
-L 296.099925 154.843997 
-L 296.239425 155.049613 
-L 296.518425 156.134474 
-L 296.936925 153.498896 
-L 297.076425 153.817826 
-L 297.355425 155.76984 
-L 297.494925 155.498355 
-L 297.773925 154.049017 
-L 297.913425 154.480727 
-L 298.192425 156.36278 
-L 298.331925 155.927854 
-L 298.610925 154.258458 
-L 298.889925 155.354986 
-L 299.029425 155.945982 
-L 299.168925 155.505784 
-L 299.447925 154.179769 
-L 299.866425 156.118005 
-L 300.005925 155.655733 
-L 300.284925 154.21303 
-L 300.424425 154.706794 
-L 300.842925 156.850996 
-L 301.121925 155.854418 
-L 301.261425 156.16098 
-L 301.540425 157.926042 
-L 301.679925 157.76836 
-L 301.958925 156.656338 
-L 302.098425 157.066676 
-L 302.377425 158.349079 
-L 302.516925 157.669294 
-L 302.795925 155.813682 
-L 302.935425 156.254065 
-L 303.214425 158.470163 
-L 303.353925 158.500144 
-L 303.632925 157.428739 
-L 303.772425 157.641857 
-L 304.051425 159.183616 
-L 304.190925 158.892777 
-L 304.469925 157.008705 
-L 304.609425 157.53033 
-L 304.888425 159.31152 
-L 305.306925 157.791714 
-L 305.585925 159.103517 
-L 305.864925 160.59808 
-L 306.004425 160.220008 
-L 306.143925 159.410061 
-L 306.283425 159.520011 
-L 306.701925 161.662978 
-L 306.980925 160.274062 
-L 307.120425 160.604448 
-L 307.399425 161.985927 
-L 307.538925 161.942361 
-L 307.817925 161.076286 
-L 307.957425 161.196605 
-L 308.236425 162.659409 
-L 308.375925 162.456677 
-L 308.654925 161.597211 
-L 308.933925 162.619797 
-L 309.073425 163.135588 
-L 309.491925 161.391715 
-L 309.631425 161.50125 
-L 309.910425 163.567289 
-L 310.049925 163.544018 
-L 310.328925 162.675537 
-L 310.747425 164.26053 
-L 311.165925 162.950745 
-L 311.305425 163.106289 
-L 311.584425 164.569903 
-L 312.002925 163.329416 
-L 312.421425 165.337032 
-L 312.560925 165.142595 
-L 312.839925 164.393586 
-L 312.979425 164.573083 
-L 313.258425 165.718615 
-L 313.676925 164.471021 
-L 313.955925 165.482972 
-L 314.095425 166.090705 
-L 314.374425 165.954829 
-L 314.513925 165.644036 
-L 314.653425 165.980496 
-L 314.932425 167.296493 
-L 315.350925 166.077129 
-L 315.629925 167.329128 
-L 315.908925 168.420256 
-L 316.187925 167.931469 
-L 316.466925 168.903642 
-L 316.606425 169.542977 
-L 317.024925 168.577633 
-L 317.164425 168.85815 
-L 317.443425 170.202211 
-L 317.582925 170.103937 
-L 317.722425 169.83319 
-L 317.861925 169.855512 
-L 318.280425 171.211931 
-L 318.419925 170.811123 
-L 318.838425 170.985274 
-L 319.117425 172.296479 
-L 319.256925 172.14875 
-L 319.396425 171.590648 
-L 319.535925 171.563045 
-L 319.814925 172.266378 
-L 319.954425 172.636293 
-L 320.093925 172.512684 
-L 320.233425 172.188307 
-L 320.651925 173.270615 
-L 320.791425 174.077807 
-L 320.930925 173.910217 
-L 321.209925 173.464618 
-L 321.488925 174.407575 
-L 321.628425 175.352947 
-L 321.907425 174.574077 
-L 322.186425 174.914578 
-L 322.465425 175.835555 
-L 322.744425 175.094365 
-L 322.883925 175.141641 
-L 323.023425 175.437986 
-L 323.302425 176.900817 
-L 323.720925 176.124947 
-L 323.860425 176.329199 
-L 324.139425 177.370909 
-L 324.418425 176.70333 
-L 324.557925 176.851561 
-L 324.976425 177.912326 
-L 325.394925 177.869825 
-L 325.813425 179.118197 
-L 325.952925 179.007684 
-L 326.092425 179.089732 
-L 326.231925 178.98356 
-L 326.650425 180.361767 
-L 326.789925 179.920988 
-L 327.068925 180.029957 
-L 327.347925 180.770704 
-L 327.487425 181.198571 
-L 327.766425 180.43835 
-L 328.184925 181.434693 
-L 328.324425 181.99727 
-L 328.603425 181.697477 
-L 328.742925 181.599301 
-L 329.161425 183.05198 
-L 329.300925 182.967406 
-L 329.440425 182.454072 
-L 329.579925 182.569907 
-L 330.137925 183.597286 
-L 330.277425 183.375223 
-L 330.416925 183.610101 
-L 330.835425 185.127327 
-L 330.974925 185.097221 
-L 331.253925 185.397793 
-L 331.672425 186.600337 
-L 331.951425 185.931675 
-L 332.090925 186.021345 
-L 332.509425 187.325637 
-L 332.788425 186.803911 
-L 333.067425 187.510143 
-L 333.346425 188.19933 
-L 333.485925 188.139193 
-L 333.625425 187.810609 
-L 334.043925 189.203382 
-L 334.183425 189.780641 
-L 334.462425 189.237814 
-L 334.601925 189.449932 
-L 335.020425 190.58881 
-L 335.299425 189.90695 
-L 335.438925 190.135192 
-L 335.857425 191.288503 
-L 336.136425 190.93949 
-L 336.275925 191.065984 
-L 336.694425 192.691156 
-L 336.833925 192.581588 
-L 336.973425 192.615978 
-L 337.670925 194.200976 
-L 337.810425 194.090813 
-L 337.949925 194.187594 
-L 338.368425 195.291376 
-L 338.647425 194.991583 
-L 339.065925 196.141497 
-L 339.205425 197.043502 
-L 339.344925 197.048073 
-L 339.484425 196.879959 
-L 339.763425 197.220884 
-L 340.042425 197.637968 
-L 340.321425 197.681911 
-L 340.460925 198.01674 
-L 340.739925 199.222823 
-L 340.879425 199.483243 
-L 341.158425 199.50463 
-L 341.437425 199.703495 
-L 341.995425 200.909527 
-L 342.134925 200.978225 
-L 342.553425 202.071215 
-L 342.692925 201.935551 
-L 342.832425 202.004093 
-L 343.529925 203.389935 
-L 343.808925 203.576372 
-L 344.227425 204.804869 
-L 345.343425 207.199224 
-L 346.040925 209.509352 
-L 346.598925 210.583075 
-L 347.575425 212.365624 
-L 347.854425 213.367239 
-L 348.133425 214.427916 
-L 348.272925 214.615141 
-L 348.412425 215.049681 
-L 348.830925 216.873491 
-L 349.388925 218.453413 
-L 349.807425 220.315868 
-L 350.086425 220.792998 
-L 350.783925 223.995571 
-L 350.923425 224.193307 
-L 351.481425 226.624143 
-L 351.760425 226.78103 
-L 352.318425 229.157819 
-L 352.597425 229.41982 
-L 352.736925 230.024194 
-L 353.155425 232.788533 
-L 353.434425 233.242526 
-L 353.713425 235.617996 
-L 353.992425 237.540392 
-L 354.271425 238.164395 
-L 354.689925 243.600892 
-L 354.829425 245.985947 
-L 355.108425 251.996551 
-L 359.711925 252 
-L 387.053925 252 
-L 387.053925 252 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_22">
-    <path clip-path="url(#padb4825fa6)" d="M 136.09575 109.468737 
-L 136.232925 109.837306 
-L 136.651425 112.593849 
-L 137.069925 109.282411 
-L 137.488425 111.43253 
-L 137.767425 109.313838 
-L 138.046425 111.181984 
-L 138.325425 112.301259 
-L 138.604425 110.395372 
-L 138.743925 110.727178 
-L 139.162425 113.931191 
-L 139.301925 113.361779 
-L 139.441425 112.319903 
-L 139.580925 112.220008 
-L 139.999425 114.15758 
-L 140.278425 111.120078 
-L 140.417925 111.060145 
-L 140.836425 113.841857 
-L 141.115425 111.731848 
-L 141.254925 111.959638 
-L 141.673425 113.842502 
-L 141.952425 111.677029 
-L 142.091925 111.617363 
-L 142.510425 115.118205 
-L 142.789425 113.37894 
-L 142.928925 113.414644 
-L 143.347425 115.434472 
-L 143.626425 113.210143 
-L 143.765925 113.092617 
-L 144.184425 116.435861 
-L 144.323925 115.74296 
-L 144.463425 114.243089 
-L 144.602925 114.15488 
-L 145.021425 116.433363 
-L 145.439925 113.4094 
-L 145.858425 116.347108 
-L 146.137425 113.990885 
-L 146.276925 114.277457 
-L 146.555925 116.08977 
-L 146.695425 116.188025 
-L 146.974425 114.304027 
-L 147.113925 114.56177 
-L 147.532425 116.895506 
-L 147.811425 114.743581 
-L 147.950925 115.037949 
-L 148.369425 117.567328 
-L 148.648425 115.179171 
-L 148.787925 115.154628 
-L 149.206425 117.760954 
-L 149.485425 115.770093 
-L 149.624925 116.036518 
-L 149.903925 117.945252 
-L 150.043425 117.926285 
-L 150.322425 115.993883 
-L 150.461925 115.783669 
-L 150.880425 118.633784 
-L 151.019925 118.221281 
-L 151.159425 117.264416 
-L 151.298925 117.385122 
-L 151.717425 119.731898 
-L 152.135925 116.642426 
-L 152.414925 118.737136 
-L 152.554425 119.011054 
-L 152.833425 117.108891 
-L 152.972925 117.268066 
-L 153.251925 118.679884 
-L 153.391425 118.350484 
-L 153.670425 116.212642 
-L 153.809925 116.276787 
-L 154.228425 119.241268 
-L 154.646925 116.309524 
-L 155.065425 118.763762 
-L 155.344425 117.310028 
-L 155.483925 117.372284 
-L 155.902425 119.67508 
-L 156.181425 117.350847 
-L 156.320925 117.521192 
-L 156.739425 120.33035 
-L 156.878925 119.673578 
-L 157.157925 118.098363 
-L 157.576425 120.522787 
-L 157.994925 119.016353 
-L 158.413425 121.010136 
-L 158.692425 118.746011 
-L 158.831925 118.635406 
-L 159.250425 121.219365 
-L 159.529425 119.591691 
-L 159.668925 119.626427 
-L 160.087425 122.199841 
-L 160.505925 119.025413 
-L 160.924425 121.294053 
-L 161.342925 118.880146 
-L 161.761425 121.240175 
-L 162.040425 119.690757 
-L 162.319425 120.932415 
-L 162.598425 122.321524 
-L 163.016925 119.07296 
-L 163.435425 121.309786 
-L 163.714425 119.583672 
-L 163.853925 119.83255 
-L 164.132925 122.016059 
-L 164.272425 122.16469 
-L 164.690925 119.333394 
-L 164.969925 121.152721 
-L 165.109425 121.323748 
-L 165.388425 119.314335 
-L 165.806925 122.092978 
-L 165.946425 122.012778 
-L 166.225425 119.324279 
-L 166.364925 119.022436 
-L 166.783425 121.627066 
-L 167.062425 118.837778 
-L 167.201925 119.015948 
-L 167.620425 122.145604 
-L 167.899425 119.649283 
-L 168.038925 119.740691 
-L 168.457425 122.51868 
-L 168.875925 120.186447 
-L 169.294425 122.420627 
-L 169.573425 120.173231 
-L 169.712925 120.576555 
-L 170.131425 122.91946 
-L 170.549925 120.450651 
-L 170.968425 123.321052 
-L 171.107925 123.093952 
-L 171.386925 121.313869 
-L 171.665925 123.398671 
-L 171.805425 124.3435 
-L 172.223925 121.289842 
-L 172.642425 122.866688 
-L 172.921425 119.765943 
-L 173.060925 119.754266 
-L 173.479425 123.064092 
-L 173.618925 122.713743 
-L 173.758425 121.318311 
-L 173.897925 121.166767 
-L 174.316425 123.533008 
-L 174.734925 120.355391 
-L 175.153425 122.457815 
-L 175.432425 120.52192 
-L 175.571925 120.488935 
-L 175.990425 122.917912 
-L 176.408925 120.891937 
-L 176.827425 123.146531 
-L 177.245925 121.422298 
-L 177.664425 123.392459 
-L 178.082925 120.921558 
-L 178.501425 123.500604 
-L 178.780425 121.906542 
-L 178.919925 121.997424 
-L 179.198925 123.766881 
-L 179.338425 124.019924 
-L 179.617425 121.878469 
-L 179.756925 121.945121 
-L 180.175425 124.938606 
-L 180.454425 122.139051 
-L 180.593925 122.301525 
-L 181.012425 123.993068 
-L 181.291425 121.350347 
-L 181.430925 121.539733 
-L 181.849425 124.098521 
-L 182.128425 122.182874 
-L 182.267925 122.479971 
-L 182.546925 124.513098 
-L 182.686425 124.645896 
-L 182.965425 121.722824 
-L 183.104925 121.483734 
-L 183.523425 124.494131 
-L 183.941925 122.213583 
-L 184.360425 124.565908 
-L 184.778925 122.590899 
-L 185.197425 124.996152 
-L 185.336925 124.685812 
-L 185.476425 123.727537 
-L 185.615925 124.000681 
-L 185.894925 125.800091 
-L 186.034425 125.900973 
-L 186.313425 123.326001 
-L 186.452925 123.666239 
-L 186.871425 125.761161 
-L 187.150425 122.925441 
-L 187.289925 122.735208 
-L 187.708425 125.22715 
-L 187.987425 122.953597 
-L 188.126925 122.901728 
-L 188.545425 125.483022 
-L 188.824425 122.960546 
-L 188.963925 123.193332 
-L 189.382425 125.908899 
-L 189.800925 122.87536 
-L 189.940425 123.503995 
-L 190.219425 125.556062 
-L 190.498425 123.458716 
-L 190.637925 123.431177 
-L 191.056425 125.77059 
-L 191.335425 123.572177 
-L 191.474925 123.633171 
-L 191.893425 127.113056 
-L 192.311925 124.771671 
-L 192.730425 127.297944 
-L 193.009425 125.090223 
-L 193.148925 125.022649 
-L 193.567425 127.084605 
-L 193.985925 123.877726 
-L 194.404425 126.138265 
-L 194.683425 123.568749 
-L 194.962425 124.878359 
-L 195.241425 126.034112 
-L 195.520425 124.006404 
-L 195.659925 124.284617 
-L 196.078425 126.480983 
-L 196.357425 123.36987 
-L 196.496925 123.266943 
-L 196.915425 125.800561 
-L 197.333925 124.429644 
-L 197.752425 127.078375 
-L 198.170925 123.774641 
-L 198.589425 125.957902 
-L 198.728925 125.775272 
-L 198.868425 124.755948 
-L 199.007925 124.891722 
-L 199.147425 125.502275 
-L 199.286925 126.667419 
-L 199.426425 126.681308 
-L 199.705425 123.835736 
-L 199.844925 123.761591 
-L 200.263425 126.390515 
-L 200.402925 125.982666 
-L 200.542425 124.691074 
-L 200.681925 124.788352 
-L 200.960925 126.201996 
-L 201.100425 126.301514 
-L 201.379425 124.046522 
-L 201.518925 123.948535 
-L 201.937425 125.997698 
-L 202.355925 123.998238 
-L 202.774425 126.952858 
-L 203.192925 125.135697 
-L 203.611425 127.466418 
-L 204.029925 124.282829 
-L 204.448425 126.806401 
-L 204.727425 124.950734 
-L 204.866925 124.766602 
-L 205.285425 127.143626 
-L 205.703925 124.944449 
-L 206.122425 127.342191 
-L 206.261925 126.823249 
-L 206.401425 125.714766 
-L 206.540925 125.608466 
-L 206.959425 127.746797 
-L 207.377925 125.331018 
-L 207.796425 127.842388 
-L 207.935925 127.342993 
-L 208.075425 126.262178 
-L 208.214925 126.21006 
-L 208.633425 128.068215 
-L 208.912425 125.858762 
-L 209.051925 125.8201 
-L 209.470425 128.044659 
-L 209.749425 125.818026 
-L 209.888925 125.738738 
-L 210.307425 128.007001 
-L 210.446925 127.38043 
-L 210.586425 125.898282 
-L 210.725925 125.681219 
-L 211.144425 127.585714 
-L 211.423425 125.502939 
-L 211.562925 125.621894 
-L 211.981425 127.926441 
-L 212.399925 124.938523 
-L 212.818425 127.414272 
-L 213.097425 124.909759 
-L 213.236925 125.233528 
-L 213.655425 127.322902 
-L 213.934425 124.732631 
-L 214.073925 125.008724 
-L 214.492425 127.068891 
-L 214.910925 124.370264 
-L 215.329425 126.893717 
-L 215.608425 124.404207 
-L 215.747925 124.645546 
-L 216.026925 126.191941 
-L 216.166425 126.32801 
-L 216.445425 124.808859 
-L 216.584925 125.037303 
-L 216.863925 126.725104 
-L 217.003425 126.570178 
-L 217.282425 123.928388 
-L 217.561425 125.281102 
-L 217.840425 126.794033 
-L 218.119425 124.336772 
-L 218.258925 124.804536 
-L 218.537925 126.830133 
-L 218.677425 126.933301 
-L 218.956425 124.491375 
-L 219.095925 124.814776 
-L 219.514425 127.0635 
-L 219.793425 125.489031 
-L 219.932925 125.764055 
-L 220.351425 127.748041 
-L 220.769925 125.61065 
-L 221.188425 128.228229 
-L 221.327925 127.588553 
-L 221.467425 126.167508 
-L 221.606925 126.073152 
-L 222.025425 128.450443 
-L 222.443925 125.852753 
-L 222.862425 128.615443 
-L 223.141425 125.949976 
-L 223.280925 125.77282 
-L 223.699425 128.390648 
-L 223.978425 126.427666 
-L 224.117925 126.455057 
-L 224.536425 128.807621 
-L 224.815425 126.153878 
-L 224.954925 126.169066 
-L 225.373425 128.046078 
-L 225.652425 125.490561 
-L 225.791925 125.710914 
-L 226.070925 127.352164 
-L 226.210425 127.390522 
-L 226.489425 125.671745 
-L 226.628925 126.095879 
-L 226.907925 127.879641 
-L 227.047425 127.907151 
-L 227.326425 125.610401 
-L 227.465925 125.74683 
-L 227.884425 128.176479 
-L 228.163425 125.963727 
-L 228.302925 125.907092 
-L 228.721425 128.350723 
-L 229.139925 125.46306 
-L 229.418925 127.363776 
-L 229.558425 128.203244 
-L 229.837425 126.467214 
-L 229.976925 126.616601 
-L 230.395425 128.585794 
-L 230.813925 126.050268 
-L 231.092925 127.887963 
-L 231.232425 127.799118 
-L 231.511425 124.944255 
-L 231.650925 125.177161 
-L 231.790425 125.872402 
-L 232.069425 127.615142 
-L 232.487925 125.776479 
-L 232.627425 126.241386 
-L 232.906425 127.86306 
-L 233.185425 126.036287 
-L 233.324925 126.099446 
-L 233.743425 128.475926 
-L 234.161925 125.832735 
-L 234.580425 128.742637 
-L 234.998925 125.478654 
-L 235.417425 127.14041 
-L 235.696425 124.751128 
-L 235.835925 125.023267 
-L 236.254425 127.739792 
-L 236.393925 126.793922 
-L 236.533425 124.897068 
-L 236.672925 124.525337 
-L 237.091425 126.284104 
-L 237.370425 124.343583 
-L 237.509925 124.671886 
-L 237.928425 127.176114 
-L 238.207425 124.481772 
-L 238.346925 124.539033 
-L 238.765425 127.120254 
-L 238.904925 126.373447 
-L 239.044425 125.006447 
-L 239.183925 125.049561 
-L 239.602425 127.282295 
-L 239.881425 124.970384 
-L 240.160425 126.015209 
-L 240.439425 127.46122 
-L 240.857925 124.382337 
-L 241.276425 127.606939 
-L 241.694925 125.013304 
-L 242.113425 127.119525 
-L 242.392425 124.925473 
-L 242.531925 125.046639 
-L 242.950425 127.540351 
-L 243.089925 126.749094 
-L 243.229425 125.116407 
-L 243.368925 124.995535 
-L 243.787425 127.017676 
-L 244.066425 125.436056 
-L 244.205925 125.812045 
-L 244.624425 128.231141 
-L 245.042925 125.587111 
-L 245.182425 126.175536 
-L 245.461425 127.866646 
-L 245.740425 125.510146 
-L 245.879925 125.643018 
-L 246.298425 127.897797 
-L 246.437925 127.309271 
-L 246.716925 125.517667 
-L 247.135425 127.776215 
-L 247.553925 125.009516 
-L 247.972425 127.359122 
-L 248.251425 126.055162 
-L 248.390925 126.163389 
-L 248.669925 128.253961 
-L 248.809425 128.475788 
-L 249.227925 126.344443 
-L 249.367425 126.831092 
-L 249.646425 128.762913 
-L 250.064925 126.43397 
-L 250.343925 128.545887 
-L 250.483425 128.463733 
-L 250.901925 125.719034 
-L 251.180925 127.383352 
-L 251.320425 127.203173 
-L 251.599425 125.13566 
-L 251.738925 125.207372 
-L 252.017925 127.076697 
-L 252.157425 127.219679 
-L 252.436425 126.018333 
-L 252.575925 126.130616 
-L 252.994425 128.268523 
-L 253.273425 125.888687 
-L 253.412925 126.105473 
-L 253.831425 128.326558 
-L 254.110425 125.895047 
-L 254.249925 126.000472 
-L 254.668425 128.234118 
-L 254.807925 127.58459 
-L 254.947425 126.290786 
-L 255.086925 126.319559 
-L 255.505425 129.365816 
-L 255.644925 128.800774 
-L 255.784425 127.767884 
-L 255.923925 127.945371 
-L 256.202925 129.407824 
-L 256.342425 129.613892 
-L 256.760925 126.456394 
-L 256.900425 127.015833 
-L 257.179425 128.813621 
-L 257.458425 127.132898 
-L 257.597925 127.422152 
-L 257.876925 129.376765 
-L 258.016425 129.148597 
-L 258.295425 125.503667 
-L 258.434925 125.556412 
-L 258.853425 128.034069 
-L 259.132425 126.582786 
-L 259.271925 126.890519 
-L 259.690425 129.08847 
-L 259.969425 126.230806 
-L 260.108925 126.279044 
-L 260.527425 129.050766 
-L 260.666925 128.410555 
-L 260.806425 127.095038 
-L 260.945925 127.032127 
-L 261.364425 129.531636 
-L 261.782925 127.354578 
-L 262.201425 130.15288 
-L 262.619925 127.900018 
-L 263.038425 130.029446 
-L 263.177925 129.162588 
-L 263.456925 127.08101 
-L 263.596425 127.711065 
-L 263.875425 129.566465 
-L 264.293925 126.970369 
-L 264.712425 129.189905 
-L 265.130925 126.786374 
-L 265.549425 129.243903 
-L 265.967925 126.680267 
-L 266.386425 128.873665 
-L 266.804925 125.990933 
-L 267.223425 128.365948 
-L 267.502425 125.880503 
-L 267.641925 126.04142 
-L 267.781425 126.462237 
-L 268.060425 128.510534 
-L 268.199925 128.145992 
-L 268.339425 126.892242 
-L 268.478925 126.721409 
-L 268.897425 129.572059 
-L 269.036925 128.904218 
-L 269.176425 127.593668 
-L 269.315925 127.450815 
-L 269.734425 129.280206 
-L 270.152925 127.475358 
-L 270.571425 130.094015 
-L 270.850425 127.103941 
-L 270.989925 127.129728 
-L 271.408425 129.646047 
-L 271.547925 128.967487 
-L 271.687425 127.314745 
-L 271.826925 127.345574 
-L 272.245425 129.20689 
-L 272.524425 126.71339 
-L 272.663925 126.713648 
-L 273.082425 128.72684 
-L 273.361425 126.157288 
-L 273.500925 126.260077 
-L 273.779925 128.15248 
-L 273.919425 128.2114 
-L 274.337925 126.446781 
-L 274.756425 129.111787 
-L 275.174925 126.647153 
-L 275.314425 127.284866 
-L 275.593425 129.13269 
-L 275.872425 126.2985 
-L 276.011925 126.193591 
-L 276.430425 128.963893 
-L 276.709425 126.680461 
-L 276.848925 126.676156 
-L 277.267425 129.364406 
-L 277.546425 127.409922 
-L 277.685925 127.599004 
-L 278.104425 129.670987 
-L 278.522925 127.426733 
-L 278.941425 129.732275 
-L 279.220425 126.700266 
-L 279.359925 126.840004 
-L 279.778425 129.107962 
-L 279.917925 128.394436 
-L 280.196925 126.645227 
-L 280.615425 128.952465 
-L 280.894425 126.775923 
-L 281.033925 127.126622 
-L 281.452425 129.381862 
-L 281.870925 127.101673 
-L 282.289425 128.916494 
-L 282.568425 126.688516 
-L 282.707925 126.839469 
-L 282.986925 128.470434 
-L 283.126425 128.533574 
-L 283.405425 125.887176 
-L 283.544925 126.187296 
-L 283.963425 128.809649 
-L 284.102925 128.216497 
-L 284.381925 126.420948 
-L 284.800425 129.242898 
-L 285.079425 127.291087 
-L 285.218925 127.362449 
-L 285.637425 129.856815 
-L 286.055925 126.568307 
-L 286.474425 129.102709 
-L 286.753425 127.019418 
-L 286.892925 127.401618 
-L 287.311425 130.310838 
-L 287.729925 127.998264 
-L 287.869425 128.592863 
-L 288.148425 130.393232 
-L 288.427425 127.831421 
-L 288.566925 127.788095 
-L 288.985425 130.088439 
-L 289.264425 127.157377 
-L 289.403925 127.18027 
-L 289.543425 127.69489 
-L 289.822425 129.043716 
-L 290.101425 126.897956 
-L 290.240925 127.165284 
-L 290.519925 128.867988 
-L 290.659425 129.014776 
-L 291.077925 126.465591 
-L 291.496425 128.503686 
-L 291.635925 127.967629 
-L 291.775425 126.637476 
-L 291.914925 126.546557 
-L 292.333425 129.345043 
-L 292.751925 126.56146 
-L 293.170425 129.003588 
-L 293.309925 128.654198 
-L 293.449425 127.398826 
-L 293.588925 127.240443 
-L 294.007425 129.505895 
-L 294.425925 126.317559 
-L 294.844425 129.092332 
-L 295.123425 127.188611 
-L 295.262925 127.253558 
-L 295.681425 129.355466 
-L 295.820925 128.681441 
-L 296.099925 127.078255 
-L 296.518425 128.954907 
-L 296.797425 127.799754 
-L 296.936925 128.069119 
-L 297.355425 130.127074 
-L 297.494925 129.447012 
-L 297.773925 127.501661 
-L 298.192425 129.931928 
-L 298.610925 128.134057 
-L 299.029425 130.610184 
-L 299.447925 127.670264 
-L 299.587425 128.158185 
-L 299.866425 129.792025 
-L 300.145425 127.273124 
-L 300.284925 127.582912 
-L 300.703425 130.014985 
-L 301.121925 127.426622 
-L 301.540425 129.296132 
-L 301.819425 126.137012 
-L 301.958925 126.55028 
-L 302.237925 128.515566 
-L 302.377425 128.718546 
-L 302.656425 125.95569 
-L 302.795925 126.081907 
-L 303.214425 128.107108 
-L 303.632925 125.575149 
-L 304.051425 127.526822 
-L 304.330425 125.155337 
-L 304.469925 125.43919 
-L 304.888425 128.168673 
-L 305.167425 125.462876 
-L 305.306925 125.591839 
-L 305.725425 128.571841 
-L 306.004425 125.790681 
-L 306.143925 125.818938 
-L 306.422925 128.067874 
-L 306.562425 128.198488 
-L 306.841425 125.656354 
-L 306.980925 125.695578 
-L 307.399425 128.12002 
-L 307.678425 126.04366 
-L 307.817925 126.089059 
-L 308.236425 128.144038 
-L 308.654925 126.598113 
-L 308.794425 127.244112 
-L 309.073425 129.25193 
-L 309.352425 127.502205 
-L 309.491925 127.56812 
-L 309.910425 129.750975 
-L 310.328925 126.999345 
-L 310.747425 129.103778 
-L 311.026425 127.022948 
-L 311.165925 127.166151 
-L 311.584425 129.509729 
-L 311.863425 127.746225 
-L 312.002925 127.905861 
-L 312.281925 129.446975 
-L 312.421425 129.334112 
-L 312.839925 126.924803 
-L 313.258425 128.609784 
-L 313.537425 126.686285 
-L 313.676925 127.091453 
-L 313.955925 128.966805 
-L 314.095425 129.234051 
-L 314.513925 126.380212 
-L 314.932425 129.589773 
-L 315.350925 126.775342 
-L 315.769425 128.73849 
-L 316.048425 126.373014 
-L 316.187925 125.917636 
-L 316.606425 129.121547 
-L 316.745925 128.861905 
-L 316.885425 127.810454 
-L 317.024925 127.953463 
-L 317.443425 129.695014 
-L 317.861925 127.420567 
-L 318.280425 129.169546 
-L 318.559425 126.502503 
-L 318.698925 126.544575 
-L 319.117425 129.484246 
-L 319.256925 128.843012 
-L 319.396425 127.625704 
-L 319.535925 127.486288 
-L 319.954425 130.268213 
-L 320.093925 129.620749 
-L 320.233425 128.226478 
-L 320.372925 128.029627 
-L 320.791425 129.59992 
-L 321.070425 126.919485 
-L 321.209925 127.065168 
-L 321.628425 129.296731 
-L 321.767925 128.590209 
-L 321.907425 127.104733 
-L 322.046925 127.088798 
-L 322.325925 128.933811 
-L 322.465425 128.981017 
-L 322.883925 126.802936 
-L 323.023425 127.425617 
-L 323.302425 129.296169 
-L 323.581425 126.3967 
-L 323.720925 126.644664 
-L 324.139425 129.518475 
-L 324.557925 126.442781 
-L 324.976425 128.237464 
-L 325.255425 126.871505 
-L 325.394925 127.232093 
-L 325.813425 129.759648 
-L 326.231925 126.886408 
-L 326.650425 129.492937 
-L 327.068925 127.181422 
-L 327.487425 129.617071 
-L 327.766425 127.610312 
-L 327.905925 127.55448 
-L 328.324425 130.194648 
-L 328.463925 129.680728 
-L 328.742925 128.185677 
-L 329.161425 130.802233 
-L 329.440425 128.165079 
-L 329.579925 128.190525 
-L 329.998425 130.712153 
-L 330.416925 128.524072 
-L 330.835425 130.824131 
-L 331.253925 128.256348 
-L 331.672425 130.954008 
-L 331.811925 130.348395 
-L 332.090925 128.690178 
-L 332.509425 131.48154 
-L 332.788425 129.038794 
-L 332.927925 129.199785 
-L 333.206925 130.787174 
-L 333.346425 131.117652 
-L 333.764925 128.270053 
-L 334.183425 130.716936 
-L 334.601925 129.109013 
-L 335.020425 131.208977 
-L 335.159925 130.674422 
-L 335.299425 129.434902 
-L 335.438925 129.32085 
-L 335.717925 130.911078 
-L 335.857425 131.136638 
-L 336.136425 129.095576 
-L 336.275925 129.140984 
-L 336.694425 131.213806 
-L 336.973425 129.015938 
-L 337.112925 129.095041 
-L 337.531425 131.42144 
-L 337.670925 130.86636 
-L 337.949925 129.250539 
-L 338.368425 131.59667 
-L 338.786925 128.986436 
-L 339.205425 131.393072 
-L 339.344925 130.758484 
-L 339.484425 129.581681 
-L 339.623925 129.397788 
-L 339.763425 129.963245 
-L 339.902925 131.199788 
-L 340.042425 131.382861 
-L 340.460925 128.220146 
-L 340.879425 130.510721 
-L 341.018925 129.96719 
-L 341.158425 128.926079 
-L 341.297925 128.825667 
-L 341.576925 130.89035 
-L 341.716425 130.848914 
-L 342.134925 128.335341 
-L 342.413925 130.181229 
-L 342.553425 131.234146 
-L 342.971925 128.187152 
-L 343.390425 130.299281 
-L 343.669425 128.409173 
-L 343.808925 128.466028 
-L 344.227425 130.693416 
-L 344.366925 130.116927 
-L 344.506425 129.031541 
-L 344.645925 129.01603 
-L 344.924925 130.562047 
-L 345.064425 130.869761 
-L 345.482925 128.236054 
-L 345.901425 129.726967 
-L 346.319925 127.464188 
-L 346.738425 130.235864 
-L 347.017425 127.888202 
-L 347.156925 127.985628 
-L 347.575425 130.197275 
-L 347.854425 127.343703 
-L 347.993925 127.182565 
-L 348.412425 129.575358 
-L 348.691425 127.063841 
-L 348.830925 127.284313 
-L 349.249425 129.54841 
-L 349.388925 129.007293 
-L 349.528425 127.985554 
-L 349.667925 128.017655 
-L 349.946925 129.869654 
-L 350.086425 129.913274 
-L 350.365425 128.233814 
-L 350.504925 128.387938 
-L 350.923425 130.723102 
-L 351.341925 127.94515 
-L 351.760425 129.947034 
-L 352.039425 127.471533 
-L 352.178925 127.752916 
-L 352.597425 130.243476 
-L 352.736925 130.115508 
-L 353.015925 129.145666 
-L 353.434425 131.121293 
-L 353.852925 128.737117 
-L 354.271425 130.99996 
-L 354.689925 128.556523 
-L 354.829425 129.057678 
-L 355.108425 130.842509 
-L 355.387425 129.116174 
-L 355.526925 129.293551 
-L 355.945425 132.136847 
-L 356.363925 129.307099 
-L 356.782425 132.120083 
-L 356.921925 131.592569 
-L 357.061425 130.568683 
-L 357.200925 130.436475 
-L 357.340425 131.137937 
-L 357.619425 133.175977 
-L 357.898425 130.141433 
-L 358.037925 129.873856 
-L 358.456425 132.105871 
-L 358.735425 130.839956 
-L 358.874925 131.011517 
-L 359.293425 133.197515 
-L 359.711925 130.315262 
-L 360.130425 132.560318 
-L 360.548925 129.937845 
-L 360.967425 132.354794 
-L 361.246425 130.025013 
-L 361.385925 130.105674 
-L 361.664925 131.482802 
-L 361.804425 131.381091 
-L 362.222925 128.636631 
-L 362.641425 130.745986 
-L 362.920425 129.218484 
-L 363.059925 129.359936 
-L 363.478425 131.717311 
-L 363.617925 130.987924 
-L 363.757425 129.009505 
-L 363.896925 128.707846 
-L 364.315425 131.032355 
-L 364.733925 127.969241 
-L 365.152425 130.203588 
-L 365.431425 127.977951 
-L 365.570925 127.977914 
-L 365.989425 130.80839 
-L 366.128925 130.705444 
-L 366.268425 129.923947 
-L 366.407925 129.926629 
-L 366.826425 131.860459 
-L 367.244925 127.786777 
-L 367.663425 130.817744 
-L 367.802925 130.250591 
-L 367.942425 129.017385 
-L 368.081925 129.245138 
-L 368.500425 131.499631 
-L 368.918925 128.424039 
-L 369.337425 130.877402 
-L 369.616425 129.005173 
-L 369.755925 129.308012 
-L 370.034925 131.265906 
-L 370.174425 131.562496 
-L 370.592925 128.898854 
-L 371.011425 130.604875 
-L 371.290425 128.387072 
-L 371.429925 128.585425 
-L 371.569425 129.213729 
-L 371.848425 131.023351 
-L 371.987925 130.42477 
-L 372.127425 129.038591 
-L 372.266925 128.811741 
-L 372.685425 131.20718 
-L 373.103925 128.284154 
-L 373.522425 130.735295 
-L 373.661925 130.221965 
-L 373.801425 128.942143 
-L 373.940925 128.781134 
-L 374.219925 130.748023 
-L 374.359425 130.824131 
-L 374.638425 127.942265 
-L 374.777925 128.052557 
-L 375.196425 130.627787 
-L 375.614925 128.384943 
-L 376.033425 130.388836 
-L 376.312425 128.49411 
-L 376.451925 128.570633 
-L 376.591425 129.142238 
-L 376.730925 130.349915 
-L 376.870425 130.501321 
-L 377.149425 129.388581 
-L 377.288925 129.464634 
-L 377.707425 132.013588 
-L 378.125925 129.118764 
-L 378.544425 131.86256 
-L 378.683925 131.51517 
-L 378.962925 130.409462 
-L 379.381425 132.66166 
-L 379.520925 131.9837 
-L 379.799925 130.164041 
-L 380.078925 131.602983 
-L 380.218425 132.4481 
-L 380.357925 131.858173 
-L 380.636925 130.116687 
-L 381.055425 131.796286 
-L 381.473925 129.188688 
-L 381.892425 131.428352 
-L 382.171425 129.512558 
-L 382.310925 129.416202 
-L 382.589925 130.921769 
-L 382.729425 130.751101 
-L 383.008425 127.926994 
-L 383.147925 127.965739 
-L 383.566425 130.157746 
-L 383.845425 128.065911 
-L 383.984925 128.04217 
-L 384.403425 130.480031 
-L 384.821925 128.389192 
-L 385.240425 130.612147 
-L 385.519425 127.580046 
-L 385.658925 127.990974 
-L 386.077425 130.412162 
-L 386.356425 128.544256 
-L 386.495925 128.752287 
-L 386.914425 131.211981 
-L 387.053925 130.245338 
-L 387.053925 130.245338 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_23">
-    <path clip-path="url(#padb4825fa6)" d="M 136.09575 109.48222 
-L 136.232925 109.684233 
-L 136.651425 111.948366 
-L 136.930425 109.885766 
-L 137.069925 110.027983 
-L 137.488425 111.767939 
-L 137.767425 109.414508 
-L 137.906925 109.718932 
-L 138.185925 111.803302 
-L 138.325425 111.499716 
-L 138.604425 109.40461 
-L 138.743925 109.555748 
-L 139.162425 112.384196 
-L 139.441425 110.727095 
-L 139.580925 110.755029 
-L 139.999425 112.954584 
-L 140.278425 111.150464 
-L 140.417925 111.253881 
-L 140.836425 113.614233 
-L 141.115425 111.014469 
-L 141.254925 110.955263 
-L 141.673425 113.411317 
-L 141.952425 111.517366 
-L 142.091925 111.45264 
-L 142.510425 114.145811 
-L 142.789425 111.658845 
-L 142.928925 111.601815 
-L 143.347425 114.507514 
-L 143.765925 112.53598 
-L 144.044925 114.050523 
-L 144.184425 114.27295 
-L 144.602925 112.268504 
-L 145.021425 114.691499 
-L 145.300425 112.1286 
-L 145.439925 112.191032 
-L 145.579425 112.88984 
-L 145.858425 115.296568 
-L 146.276925 113.080848 
-L 146.555925 115.369064 
-L 146.695425 115.412463 
-L 147.113925 112.83468 
-L 147.392925 114.798731 
-L 147.532425 114.526435 
-L 147.811425 111.983324 
-L 147.950925 112.483585 
-L 148.369425 115.804995 
-L 148.787925 113.293376 
-L 149.206425 115.627084 
-L 149.485425 113.832097 
-L 149.624925 114.205873 
-L 150.043425 116.352407 
-L 150.322425 114.171653 
-L 150.601425 115.77542 
-L 150.740925 116.65672 
-L 150.880425 116.651449 
-L 151.159425 114.425434 
-L 151.298925 114.407674 
-L 151.717425 116.924979 
-L 151.856925 116.409004 
-L 151.996425 114.979426 
-L 152.135925 115.032613 
-L 152.554425 117.513173 
-L 152.693925 116.870447 
-L 152.833425 115.534441 
-L 152.972925 115.406657 
-L 153.391425 118.235944 
-L 153.809925 115.432076 
-L 154.228425 118.330033 
-L 154.367925 117.749305 
-L 154.507425 116.646297 
-L 154.646925 116.621164 
-L 155.065425 119.414682 
-L 155.344425 118.011647 
-L 155.483925 118.067636 
-L 155.623425 118.492314 
-L 155.902425 119.824015 
-L 156.181425 117.37938 
-L 156.320925 117.30318 
-L 156.739425 119.138949 
-L 157.018425 116.644629 
-L 157.157925 116.693189 
-L 157.436925 118.220728 
-L 157.576425 118.517926 
-L 157.855425 116.515748 
-L 157.994925 116.827784 
-L 158.413425 119.656555 
-L 158.552925 118.988981 
-L 158.692425 117.686053 
-L 158.831925 117.849587 
-L 159.110925 119.746866 
-L 159.250425 119.696434 
-L 159.529425 116.764487 
-L 159.668925 116.974324 
-L 160.087425 118.977405 
-L 160.366425 117.030755 
-L 160.505925 117.190004 
-L 160.924425 118.993008 
-L 161.203425 116.481859 
-L 161.342925 116.597072 
-L 161.761425 118.654678 
-L 162.040425 117.271439 
-L 162.179925 117.104273 
-L 162.598425 119.828955 
-L 162.877425 118.040291 
-L 163.016925 118.054198 
-L 163.435425 120.44008 
-L 163.853925 118.140952 
-L 164.132925 120.077372 
-L 164.272425 120.37657 
-L 164.690925 117.979454 
-L 165.109425 120.426615 
-L 165.388425 118.465983 
-L 165.527925 118.654254 
-L 165.946425 121.835023 
-L 166.225425 118.392363 
-L 166.364925 118.413008 
-L 166.783425 120.387224 
-L 167.062425 118.625425 
-L 167.201925 118.866376 
-L 167.620425 121.769366 
-L 167.759925 120.927908 
-L 167.899425 119.331551 
-L 168.038925 119.123723 
-L 168.317925 121.076558 
-L 168.457425 121.07642 
-L 168.736425 118.739182 
-L 168.875925 118.831594 
-L 169.294425 121.200139 
-L 169.573425 118.625711 
-L 169.712925 118.580625 
-L 169.991925 120.131066 
-L 170.131425 120.363971 
-L 170.410425 118.353268 
-L 170.549925 118.570671 
-L 170.828925 119.71882 
-L 170.968425 119.648869 
-L 171.247425 118.205429 
-L 171.386925 118.572975 
-L 171.805425 120.848611 
-L 172.223925 118.894846 
-L 172.642425 121.396041 
-L 172.781925 120.744052 
-L 172.921425 119.421318 
-L 173.060925 119.258291 
-L 173.200425 120.008683 
-L 173.479425 122.200892 
-L 173.618925 121.822083 
-L 173.897925 120.180889 
-L 174.316425 122.337155 
-L 174.595425 119.184993 
-L 174.734925 119.470865 
-L 175.153425 122.248347 
-L 175.571925 120.238574 
-L 175.990425 122.309036 
-L 176.129925 121.361231 
-L 176.269425 119.528458 
-L 176.408925 119.193906 
-L 176.827425 122.001516 
-L 177.106425 119.806504 
-L 177.245925 119.766377 
-L 177.664425 122.209731 
-L 177.943425 119.840015 
-L 178.082925 119.850374 
-L 178.501425 121.486389 
-L 178.780425 119.301202 
-L 179.059425 120.686478 
-L 179.338425 121.945683 
-L 179.617425 118.786453 
-L 179.756925 118.972438 
-L 180.175425 121.520305 
-L 180.454425 120.018166 
-L 180.593925 120.219469 
-L 181.012425 122.955588 
-L 181.430925 119.972942 
-L 181.849425 122.153806 
-L 182.128425 120.015908 
-L 182.267925 120.32647 
-L 182.686425 122.176248 
-L 182.825925 121.742565 
-L 182.965425 120.94188 
-L 183.104925 120.872629 
-L 183.523425 122.876779 
-L 183.802425 120.262509 
-L 183.941925 120.184428 
-L 184.360425 123.367824 
-L 184.778925 120.305761 
-L 185.197425 122.350694 
-L 185.476425 120.326138 
-L 185.615925 120.451194 
-L 185.894925 122.017635 
-L 186.034425 121.993654 
-L 186.452925 119.267203 
-L 186.871425 120.935318 
-L 187.150425 118.692216 
-L 187.289925 119.109825 
-L 187.568925 120.442393 
-L 187.708425 120.455084 
-L 187.987425 118.59526 
-L 188.126925 118.760251 
-L 188.545425 121.405009 
-L 188.824425 120.027899 
-L 188.963925 120.315659 
-L 189.382425 121.955019 
-L 189.521925 121.397543 
-L 189.661425 120.120532 
-L 189.800925 120.026313 
-L 190.219425 122.596475 
-L 190.498425 120.448734 
-L 190.637925 120.333935 
-L 190.916925 121.970254 
-L 191.056425 121.933527 
-L 191.335425 119.50762 
-L 191.474925 119.877516 
-L 191.893425 122.931202 
-L 192.311925 120.371455 
-L 192.730425 122.371901 
-L 193.148925 120.781028 
-L 193.567425 122.528937 
-L 193.846425 119.905902 
-L 193.985925 120.351778 
-L 194.264925 122.296244 
-L 194.404425 122.558586 
-L 194.683425 120.418292 
-L 194.822925 120.524224 
-L 195.241425 122.705513 
-L 195.520425 120.105306 
-L 195.659925 120.192714 
-L 196.078425 122.745051 
-L 196.496925 121.11169 
-L 196.915425 123.588048 
-L 197.054925 123.087003 
-L 197.194425 122.022962 
-L 197.333925 121.913666 
-L 197.752425 123.563173 
-L 198.031425 121.566921 
-L 198.170925 121.534968 
-L 198.589425 123.118035 
-L 198.868425 120.957087 
-L 199.007925 121.244405 
-L 199.426425 123.54251 
-L 199.705425 121.548571 
-L 199.844925 121.635499 
-L 200.263425 124.135828 
-L 200.542425 122.197547 
-L 200.681925 122.188358 
-L 201.100425 124.235162 
-L 201.518925 120.823635 
-L 201.937425 123.239423 
-L 202.216425 121.164113 
-L 202.355925 121.127727 
-L 202.774425 123.333355 
-L 203.053425 120.864914 
-L 203.192925 121.341287 
-L 203.471925 123.22746 
-L 203.611425 123.398708 
-L 203.890425 120.620922 
-L 204.029925 120.462945 
-L 204.448425 122.941874 
-L 204.727425 120.580647 
-L 204.866925 120.739278 
-L 205.285425 123.523414 
-L 205.703925 121.262985 
-L 206.122425 122.908778 
-L 206.401425 121.148132 
-L 206.540925 121.272497 
-L 206.959425 123.678995 
-L 207.098925 122.939976 
-L 207.238425 121.575123 
-L 207.377925 121.654089 
-L 207.796425 124.273456 
-L 208.075425 121.270386 
-L 208.214925 121.273289 
-L 208.633425 123.547588 
-L 208.912425 120.72996 
-L 209.051925 120.735435 
-L 209.330925 122.697052 
-L 209.470425 122.816154 
-L 209.888925 120.714191 
-L 210.307425 123.382229 
-L 210.446925 122.643607 
-L 210.586425 121.297344 
-L 210.725925 121.249723 
-L 211.004925 123.211783 
-L 211.144425 123.259293 
-L 211.562925 120.194778 
-L 211.841925 121.853686 
-L 211.981425 121.997285 
-L 212.260425 120.554325 
-L 212.399925 120.746006 
-L 212.818425 122.677845 
-L 213.097425 119.775049 
-L 213.236925 119.867037 
-L 213.655425 122.543343 
-L 213.794925 121.902173 
-L 213.934425 120.734882 
-L 214.073925 120.667114 
-L 214.492425 122.798054 
-L 214.771425 120.981906 
-L 214.910925 120.897577 
-L 215.329425 124.023823 
-L 215.747925 121.901528 
-L 216.166425 123.72527 
-L 216.445425 121.659628 
-L 216.584925 121.940448 
-L 217.003425 124.112539 
-L 217.282425 121.179688 
-L 217.421925 121.135266 
-L 217.840425 123.34529 
-L 217.979925 122.59665 
-L 218.119425 121.20813 
-L 218.258925 121.2841 
-L 218.677425 123.101436 
-L 218.956425 121.476711 
-L 219.095925 121.804692 
-L 219.514425 124.059029 
-L 219.793425 120.954921 
-L 219.932925 121.32537 
-L 220.351425 123.488088 
-L 220.769925 121.030126 
-L 221.188425 123.116265 
-L 221.467425 120.520593 
-L 221.606925 120.579872 
-L 222.025425 122.812376 
-L 222.304425 121.038043 
-L 222.443925 121.335287 
-L 222.722925 123.197 
-L 222.862425 123.40998 
-L 223.141425 121.232839 
-L 223.280925 121.180721 
-L 223.699425 124.046384 
-L 223.838925 123.535653 
-L 223.978425 122.294364 
-L 224.117925 122.25243 
-L 224.536425 124.163127 
-L 224.815425 121.213632 
-L 224.954925 121.065249 
-L 225.373425 123.141398 
-L 225.652425 121.489817 
-L 225.791925 121.551447 
-L 226.070925 123.005808 
-L 226.210425 123.22699 
-L 226.628925 121.755403 
-L 226.907925 123.54581 
-L 227.047425 123.612904 
-L 227.326425 120.988662 
-L 227.465925 121.334992 
-L 227.884425 124.072374 
-L 228.302925 121.395 
-L 228.721425 123.813359 
-L 229.139925 121.693866 
-L 229.558425 123.717242 
-L 229.837425 121.974466 
-L 229.976925 121.962439 
-L 230.395425 124.158298 
-L 230.674425 121.774748 
-L 230.813925 121.914025 
-L 231.232425 124.172721 
-L 231.511425 122.187234 
-L 231.650925 122.202339 
-L 232.069425 123.838262 
-L 232.348425 121.47743 
-L 232.487925 121.53906 
-L 232.766925 123.715159 
-L 232.906425 123.814843 
-L 233.185425 122.301728 
-L 233.324925 122.387209 
-L 233.743425 124.488518 
-L 234.022425 121.829429 
-L 234.161925 121.908173 
-L 234.580425 124.224572 
-L 234.998925 122.703375 
-L 235.277925 124.973563 
-L 235.417425 125.202487 
-L 235.835925 122.234827 
-L 236.254425 123.985492 
-L 236.533425 121.889418 
-L 236.672925 122.125807 
-L 236.951925 123.495516 
-L 237.091425 124.228941 
-L 237.509925 121.683682 
-L 237.928425 123.96082 
-L 238.346925 122.099586 
-L 238.765425 124.026975 
-L 239.044425 122.778755 
-L 239.183925 122.851757 
-L 239.462925 124.504066 
-L 239.602425 124.821153 
-L 240.020925 122.344538 
-L 240.439425 124.75181 
-L 240.718425 123.002287 
-L 240.857925 122.887332 
-L 241.276425 124.322625 
-L 241.555425 122.586632 
-L 241.694925 122.830016 
-L 242.113425 124.944016 
-L 242.252925 124.169864 
-L 242.392425 122.609046 
-L 242.531925 122.553398 
-L 242.950425 125.059496 
-L 243.368925 122.165603 
-L 243.787425 124.867963 
-L 244.066425 122.986914 
-L 244.624425 125.427614 
-L 244.903425 122.065882 
-L 245.042925 122.061707 
-L 245.461425 124.494315 
-L 245.740425 122.657523 
-L 245.879925 122.672094 
-L 246.158925 125.088601 
-L 246.298425 125.051128 
-L 246.577425 122.865554 
-L 246.716925 123.13644 
-L 247.135425 125.32158 
-L 247.553925 122.538172 
-L 247.972425 124.715276 
-L 248.251425 121.757293 
-L 248.390925 121.872644 
-L 248.809425 123.972396 
-L 249.088425 122.468405 
-L 249.227925 122.628335 
-L 249.646425 124.660743 
-L 249.925425 122.573858 
-L 250.064925 122.87042 
-L 250.483425 124.964789 
-L 250.762425 122.041607 
-L 250.901925 122.291829 
-L 251.180925 124.114161 
-L 251.320425 123.955226 
-L 251.599425 120.978745 
-L 251.738925 121.020845 
-L 252.157425 123.671299 
-L 252.436425 121.440537 
-L 252.575925 121.754823 
-L 252.854925 123.192558 
-L 252.994425 123.041576 
-L 253.273425 120.849689 
-L 253.412925 121.355158 
-L 253.831425 123.799977 
-L 254.110425 121.315159 
-L 254.249925 121.507116 
-L 254.528925 123.355862 
-L 254.668425 123.611854 
-L 254.947425 121.328292 
-L 255.086925 121.771209 
-L 255.365925 123.647309 
-L 255.505425 123.729472 
-L 255.784425 121.005224 
-L 255.923925 121.13392 
-L 256.342425 123.134043 
-L 256.621425 121.395894 
-L 256.760925 121.491153 
-L 257.179425 123.955161 
-L 257.458425 121.300533 
-L 257.597925 121.064374 
-L 258.016425 123.560178 
-L 258.295425 121.556709 
-L 258.434925 121.919574 
-L 258.713925 123.925632 
-L 258.853425 124.302358 
-L 259.132425 122.162562 
-L 259.271925 122.090647 
-L 259.690425 124.406723 
-L 259.969425 122.523601 
-L 260.108925 122.685956 
-L 260.527425 124.946191 
-L 260.806425 122.314317 
-L 260.945925 122.335266 
-L 261.364425 124.695157 
-L 261.782925 122.556319 
-L 262.201425 124.526056 
-L 262.480425 122.669431 
-L 262.619925 122.930031 
-L 262.898925 124.499827 
-L 263.038425 124.44981 
-L 263.317425 122.114959 
-L 263.456925 121.961895 
-L 263.735925 124.195264 
-L 263.875425 124.461293 
-L 264.154425 122.313064 
-L 264.293925 122.398941 
-L 264.712425 124.249023 
-L 264.991425 121.594579 
-L 265.130925 121.660162 
-L 265.549425 124.07442 
-L 265.828425 121.89857 
-L 265.967925 122.123973 
-L 266.386425 124.108548 
-L 266.665425 121.465412 
-L 266.804925 121.804508 
-L 267.083925 123.366405 
-L 267.223425 123.177508 
-L 267.502425 120.963759 
-L 267.641925 121.498075 
-L 267.920925 123.484604 
-L 268.060425 123.681253 
-L 268.339425 121.40147 
-L 268.478925 121.782693 
-L 268.757925 123.704542 
-L 268.897425 124.131626 
-L 269.315925 121.847585 
-L 269.734425 124.181855 
-L 270.013425 122.737714 
-L 270.152925 122.876438 
-L 270.571425 125.541177 
-L 270.989925 122.35768 
-L 271.408425 124.841392 
-L 271.547925 124.433303 
-L 271.687425 123.387593 
-L 271.826925 123.300177 
-L 272.245425 125.286392 
-L 272.524425 122.527131 
-L 272.663925 122.594714 
-L 273.082425 125.22139 
-L 273.361425 123.052921 
-L 273.500925 122.905931 
-L 273.919425 125.335432 
-L 274.198425 122.948206 
-L 274.337925 123.049438 
-L 274.756425 125.356658 
-L 275.174925 122.831481 
-L 275.593425 124.951426 
-L 276.011925 122.16469 
-L 276.430425 124.090659 
-L 276.709425 122.290797 
-L 276.848925 122.577747 
-L 277.267425 125.273038 
-L 277.685925 123.399676 
-L 278.104425 125.81527 
-L 278.522925 123.328213 
-L 278.941425 125.267914 
-L 279.359925 123.17642 
-L 279.778425 125.01665 
-L 279.917925 124.585796 
-L 280.057425 123.641023 
-L 280.196925 123.552012 
-L 280.475925 125.355321 
-L 280.615425 124.871345 
-L 280.894425 122.617727 
-L 281.033925 122.851333 
-L 281.312925 124.456657 
-L 281.452425 124.532858 
-L 281.731425 122.054251 
-L 281.870925 122.101946 
-L 282.289425 124.285907 
-L 282.57075 122.03757 
-L 282.707925 122.146451 
-L 283.126425 124.892156 
-L 283.265925 124.061379 
-L 283.405425 122.551093 
-L 283.544925 122.658196 
-L 283.963425 125.149235 
-L 284.242425 122.903368 
-L 284.381925 123.080487 
-L 284.800425 125.544689 
-L 284.939925 124.978089 
-L 285.218925 123.049585 
-L 285.637425 125.489548 
-L 285.916425 123.621383 
-L 286.055925 123.345217 
-L 286.195425 123.975944 
-L 286.474425 125.569453 
-L 286.753425 122.72813 
-L 286.892925 122.842633 
-L 287.311425 125.120084 
-L 287.590425 123.916702 
-L 287.869425 125.426803 
-L 288.148425 126.486743 
-L 288.566925 122.832126 
-L 288.985425 124.856498 
-L 289.264425 122.834974 
-L 289.403925 123.204779 
-L 289.822425 126.396598 
-L 290.240925 123.938793 
-L 290.659425 125.875849 
-L 290.798925 125.352317 
-L 290.938425 124.319215 
-L 291.217425 125.422416 
-L 291.496425 126.709206 
-L 291.635925 126.115962 
-L 291.914925 123.997234 
-L 292.333425 126.798761 
-L 292.612425 124.77109 
-L 292.751925 124.959684 
-L 293.030925 127.000137 
-L 293.170425 127.217264 
-L 293.449425 124.551936 
-L 293.588925 124.507209 
-L 294.007425 126.585422 
-L 294.425925 124.686337 
-L 294.844425 126.6947 
-L 294.983925 126.117694 
-L 295.123425 124.889428 
-L 295.262925 124.761256 
-L 295.681425 126.734772 
-L 296.099925 124.692844 
-L 296.518425 127.488454 
-L 296.936925 124.419092 
-L 297.355425 126.40963 
-L 297.634425 124.171459 
-L 297.773925 124.097737 
-L 298.052925 125.701458 
-L 298.192425 125.958344 
-L 298.471425 123.827008 
-L 298.610925 123.788014 
-L 299.029425 125.915157 
-L 299.447925 123.297338 
-L 299.866425 125.682592 
-L 300.14775 123.157499 
-L 300.284925 123.534096 
-L 300.703425 125.339128 
-L 300.982425 123.302213 
-L 301.121925 123.541174 
-L 301.540425 125.845242 
-L 301.819425 123.304278 
-L 301.958925 123.377547 
-L 302.377425 126.003891 
-L 302.795925 123.5351 
-L 303.214425 125.910281 
-L 303.632925 123.109786 
-L 303.911925 124.577824 
-L 304.051425 125.271324 
-L 304.330425 122.726885 
-L 304.469925 122.833048 
-L 304.888425 125.618051 
-L 305.027925 124.965195 
-L 305.306925 123.478042 
-L 305.725425 125.962031 
-L 306.143925 122.590272 
-L 306.283425 123.207746 
-L 306.562425 125.527417 
-L 306.701925 125.239205 
-L 306.841425 124.221033 
-L 306.980925 124.304174 
-L 307.259925 126.025421 
-L 307.399425 125.941276 
-L 307.678425 123.212907 
-L 307.817925 123.37329 
-L 308.236425 125.590789 
-L 308.375925 125.082205 
-L 308.515425 123.913144 
-L 308.654925 123.756679 
-L 309.073425 126.146468 
-L 309.212925 125.722831 
-L 309.491925 123.833607 
-L 309.910425 125.891038 
-L 310.049925 125.20563 
-L 310.189425 123.897283 
-L 310.328925 123.858381 
-L 310.607925 125.424453 
-L 310.747425 125.557223 
-L 311.026425 122.893028 
-L 311.165925 123.19829 
-L 311.584425 125.343773 
-L 311.863425 124.159551 
-L 312.002925 124.424428 
-L 312.281925 126.1662 
-L 312.421425 126.331808 
-L 312.839925 123.264021 
-L 313.258425 125.773677 
-L 313.537425 124.428566 
-L 313.676925 124.539623 
-L 314.095425 126.828235 
-L 314.374425 123.877892 
-L 314.513925 123.581025 
-L 314.792925 125.275803 
-L 314.932425 125.142001 
-L 315.211425 123.904471 
-L 315.350925 123.953631 
-L 315.769425 125.865582 
-L 316.048425 123.444089 
-L 316.187925 123.807461 
-L 316.606425 126.445399 
-L 316.745925 126.354655 
-L 316.885425 125.158452 
-L 317.024925 124.945039 
-L 317.164425 125.451291 
-L 317.443425 127.136788 
-L 317.861925 124.837586 
-L 318.280425 126.790771 
-L 318.559425 124.430124 
-L 318.698925 124.10276 
-L 318.838425 124.763146 
-L 319.117425 126.416109 
-L 319.396425 124.020201 
-L 319.535925 124.34855 
-L 319.814925 126.072313 
-L 319.954425 125.975118 
-L 320.372925 123.365594 
-L 320.512425 124.070006 
-L 320.791425 126.176236 
-L 321.070425 124.346928 
-L 321.209925 124.567889 
-L 321.628425 127.301419 
-L 322.046925 124.221752 
-L 322.465425 126.537967 
-L 322.883925 124.53271 
-L 323.302425 126.676977 
-L 323.581425 124.343988 
-L 323.720925 124.516057 
-L 324.139425 126.354074 
-L 324.418425 123.201157 
-L 324.557925 123.132587 
-L 324.976425 125.759899 
-L 325.394925 124.266368 
-L 325.534425 124.86635 
-L 325.813425 126.561091 
-L 326.231925 123.184807 
-L 326.650425 126.030075 
-L 327.068925 123.682183 
-L 327.487425 125.563905 
-L 327.766425 123.881339 
-L 327.905925 124.031177 
-L 328.324425 126.144117 
-L 328.742925 123.705233 
-L 329.161425 125.717089 
-L 329.300925 125.136674 
-L 329.440425 124.03714 
-L 329.579925 123.868943 
-L 329.998425 126.142744 
-L 330.137925 125.362086 
-L 330.277425 123.833027 
-L 330.416925 123.729057 
-L 330.556425 124.448095 
-L 330.835425 126.565423 
-L 331.253925 124.069075 
-L 331.672425 126.708598 
-L 332.090925 123.883209 
-L 332.509425 126.331162 
-L 332.788425 123.757047 
-L 332.927925 123.893559 
-L 333.206925 125.718075 
-L 333.346425 125.877683 
-L 333.625425 123.172005 
-L 333.764925 123.361483 
-L 334.183425 126.124874 
-L 334.462425 123.792779 
-L 334.601925 124.205154 
-L 334.880925 126.087631 
-L 335.020425 126.082709 
-L 335.299425 123.780936 
-L 335.438925 123.874786 
-L 335.857425 127.165524 
-L 336.136425 124.526379 
-L 336.275925 124.808057 
-L 336.694425 126.775333 
-L 337.112925 124.353324 
-L 337.531425 126.735768 
-L 337.949925 124.713802 
-L 338.228925 126.22218 
-L 338.368425 126.278934 
-L 338.786925 123.36211 
-L 339.205425 126.51171 
-L 339.484425 124.085213 
-L 339.623925 124.516453 
-L 339.902925 126.392902 
-L 340.042425 126.402285 
-L 340.321425 124.251641 
-L 340.460925 124.484951 
-L 340.739925 126.427602 
-L 340.879425 126.509028 
-L 341.297925 123.822502 
-L 341.576925 125.472931 
-L 341.716425 125.872679 
-L 341.995425 123.899227 
-L 342.134925 124.202527 
-L 342.413925 125.970077 
-L 342.553425 126.345282 
-L 342.971925 123.689925 
-L 343.390425 125.881563 
-L 343.669425 124.116963 
-L 343.808925 124.35643 
-L 344.227425 126.938278 
-L 344.645925 124.061379 
-L 345.064425 126.271173 
-L 345.482925 123.829654 
-L 345.901425 126.62119 
-L 346.319925 123.743214 
-L 346.738425 125.803612 
-L 347.017425 123.165867 
-L 347.156925 123.352691 
-L 347.435925 125.39214 
-L 347.575425 125.475576 
-L 347.854425 123.930664 
-L 347.993925 124.321979 
-L 348.412425 126.576694 
-L 348.830925 124.035905 
-L 349.249425 126.34989 
-L 349.528425 124.64726 
-L 349.667925 124.869327 
-L 350.086425 127.172685 
-L 350.504925 124.375287 
-L 350.783925 126.110377 
-L 350.923425 125.984509 
-L 351.202425 124.155975 
-L 351.341925 124.319003 
-L 351.620925 126.292021 
-L 351.760425 126.170421 
-L 352.039425 123.100616 
-L 352.318425 124.48274 
-L 352.597425 125.834403 
-L 353.015925 123.017992 
-L 353.294925 125.139217 
-L 353.434425 125.424812 
-L 353.713425 123.163029 
-L 353.852925 123.102837 
-L 354.271425 125.117872 
-L 354.550425 122.900981 
-L 354.689925 123.131094 
-L 355.108425 125.657745 
-L 355.387425 123.243229 
-L 355.526925 123.469342 
-L 355.945425 125.637267 
-L 356.084925 125.138932 
-L 356.224425 124.171523 
-L 356.363925 124.475744 
-L 356.642925 126.192245 
-L 356.782425 126.044839 
-L 357.200925 123.074976 
-L 357.619425 126.36271 
-L 357.758925 125.846237 
-L 357.898425 124.315288 
-L 358.037925 124.166657 
-L 358.456425 127.149958 
-L 358.874925 123.984607 
-L 359.293425 126.672212 
-L 359.432925 125.983035 
-L 359.572425 124.70877 
-L 359.711925 124.653896 
-L 360.130425 126.912278 
-L 360.269925 126.089972 
-L 360.409425 124.258341 
-L 360.548925 124.238802 
-L 360.967425 126.847432 
-L 361.385925 124.135174 
-L 361.804425 126.110561 
-L 362.083425 124.584313 
-L 362.222925 124.684291 
-L 362.641425 127.359813 
-L 363.059925 124.583538 
-L 363.478425 126.637807 
-L 363.896925 124.296653 
-L 364.315425 126.573044 
-L 364.733925 124.298736 
-L 365.152425 126.158486 
-L 365.570925 123.743389 
-L 365.989425 126.533691 
-L 366.268425 123.657603 
-L 366.407925 123.636544 
-L 366.686925 125.210137 
-L 366.826425 125.391163 
-L 367.244925 123.043346 
-L 367.523925 124.735036 
-L 367.663425 124.892202 
-L 367.942425 122.616197 
-L 368.081925 123.003845 
-L 368.500425 124.630615 
-L 368.779425 121.802351 
-L 368.918925 122.176644 
-L 369.337425 124.813743 
-L 369.616425 123.575182 
-L 369.755925 123.996837 
-L 370.174425 126.508401 
-L 370.592925 123.286776 
-L 371.011425 125.23726 
-L 371.290425 123.084579 
-L 371.848425 125.807326 
-L 372.266925 123.488042 
-L 372.685425 125.370325 
-L 373.103925 123.178945 
-L 373.522425 125.555251 
-L 373.940925 123.241183 
-L 374.359425 125.533675 
-L 374.638425 123.20747 
-L 374.777925 123.404984 
-L 375.196425 125.47647 
-L 375.475425 123.399593 
-L 375.614925 123.328987 
-L 376.033425 125.552237 
-L 376.451925 122.934787 
-L 376.870425 124.911768 
-L 377.149425 122.817518 
-L 377.288925 123.039254 
-L 377.428425 123.621411 
-L 377.707425 125.217141 
-L 377.986425 122.695421 
-L 378.125925 123.072294 
-L 378.544425 125.394564 
-L 378.683925 124.644163 
-L 378.823425 123.156918 
-L 378.962925 122.943856 
-L 379.381425 125.894964 
-L 379.520925 125.141042 
-L 379.660425 123.534741 
-L 379.799925 123.604822 
-L 380.218425 125.717485 
-L 380.497425 122.518035 
-L 380.636925 122.417632 
-L 380.915925 123.964894 
-L 381.055425 124.147294 
-L 381.334425 121.234461 
-L 381.473925 121.639527 
-L 381.892425 124.542185 
-L 382.310925 122.578365 
-L 382.729425 125.685671 
-L 382.868925 125.185022 
-L 383.147925 123.586417 
-L 383.426925 125.547804 
-L 383.566425 125.645967 
-L 383.984925 123.99104 
-L 384.263925 125.543822 
-L 384.403425 125.408693 
-L 384.682425 122.779326 
-L 384.821925 122.658076 
-L 385.240425 125.450415 
-L 385.519425 122.88395 
-L 385.658925 122.972518 
-L 385.798425 123.630498 
-L 386.077425 125.254707 
-L 386.495925 122.159483 
-L 386.914425 125.032078 
-L 387.053925 124.314542 
-L 387.053925 124.314542 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_24">
-    <path clip-path="url(#padb4825fa6)" d="M 54.067425 54.879841 
-L 54.346425 74.902326 
-L 54.485925 76.622643 
-L 54.625425 75.862057 
-L 54.904425 67.90971 
-L 55.183425 78.374442 
-L 55.462425 81.010675 
-L 55.601925 80.55832 
-L 55.741425 77.993624 
-L 55.880925 78.740679 
-L 56.299425 85.782345 
-L 56.438925 85.708964 
-L 56.578425 83.148434 
-L 56.717925 82.949878 
-L 57.136425 88.6768 
-L 57.275925 87.672259 
-L 57.415425 84.856953 
-L 57.554925 84.714303 
-L 57.973425 90.496763 
-L 58.112925 90.218025 
-L 58.252425 88.651842 
-L 58.391925 88.759341 
-L 58.810425 93.110158 
-L 58.949925 91.118329 
-L 59.228925 86.155753 
-L 59.647425 91.07046 
-L 59.786925 90.689015 
-L 59.926425 89.00138 
-L 60.065925 88.95987 
-L 60.484425 92.917168 
-L 60.902925 89.223751 
-L 61.321425 93.2195 
-L 61.739925 90.209712 
-L 62.158425 94.055991 
-L 62.437425 91.298895 
-L 62.576925 91.509451 
-L 62.995425 95.340025 
-L 63.413925 90.589903 
-L 63.832425 93.865858 
-L 64.111425 91.655105 
-L 64.250925 92.142998 
-L 64.529925 95.164086 
-L 64.669425 95.545825 
-L 64.948425 92.447505 
-L 65.087925 92.496038 
-L 65.366925 95.138815 
-L 65.506425 95.781284 
-L 65.924925 91.905789 
-L 66.343425 95.825872 
-L 66.482925 95.284451 
-L 66.622425 93.437632 
-L 66.761925 93.107338 
-L 67.180425 96.583987 
-L 67.598925 93.37509 
-L 68.017425 96.946944 
-L 68.435925 93.197713 
-L 68.854425 96.771023 
-L 69.272925 94.15525 
-L 69.691425 97.700626 
-L 69.970425 95.106005 
-L 70.109925 95.384393 
-L 70.388925 97.905228 
-L 70.528425 98.164704 
-L 70.807425 95.226333 
-L 70.946925 95.326938 
-L 71.365425 99.106896 
-L 71.504925 98.036745 
-L 71.783925 95.354016 
-L 72.202425 98.220887 
-L 72.481425 96.768793 
-L 72.620925 97.264741 
-L 72.899925 99.7292 
-L 73.039425 100.097152 
-L 73.457925 96.664335 
-L 73.736925 99.089671 
-L 73.876425 99.452038 
-L 74.294925 97.570639 
-L 74.573925 99.631756 
-L 74.713425 100.047679 
-L 74.992425 98.049251 
-L 75.131925 98.222472 
-L 75.410925 100.470403 
-L 75.550425 100.214531 
-L 75.829425 97.602601 
-L 75.968925 97.875376 
-L 76.247925 100.519692 
-L 76.387425 101.060487 
-L 76.666425 97.507664 
-L 76.805925 97.322914 
-L 77.224425 100.366029 
-L 77.503425 99.05982 
-L 77.642925 99.556404 
-L 78.061425 102.937397 
-L 78.479925 98.660846 
-L 78.898425 101.028064 
-L 79.177425 99.354179 
-L 79.316925 99.83222 
-L 79.595925 102.040715 
-L 79.735425 102.212101 
-L 80.153925 99.190083 
-L 80.572425 102.419109 
-L 80.990925 98.666615 
-L 81.409425 101.757276 
-L 81.548925 101.392246 
-L 81.688425 100.655061 
-L 81.827925 100.581036 
-L 82.246425 103.620077 
-L 82.664925 99.03606 
-L 83.083425 102.437846 
-L 83.362425 100.978194 
-L 83.501925 101.182372 
-L 83.920425 104.429803 
-L 84.199425 101.428724 
-L 84.338925 101.160032 
-L 84.617925 102.842829 
-L 84.757425 102.994888 
-L 85.036425 101.343676 
-L 85.175925 101.246997 
-L 85.594425 103.508624 
-L 86.012925 99.483687 
-L 86.431425 101.887199 
-L 86.710425 100.525203 
-L 86.849925 100.978314 
-L 87.128925 103.240549 
-L 87.268425 103.340767 
-L 87.686925 99.44073 
-L 88.105425 102.487623 
-L 88.384425 100.134248 
-L 88.523925 100.728736 
-L 88.802925 102.936743 
-L 88.942425 102.777328 
-L 89.221425 100.131971 
-L 89.360925 99.728205 
-L 89.779425 102.572063 
-L 90.197925 100.991493 
-L 90.616425 103.448322 
-L 91.034925 99.966907 
-L 91.313925 102.349074 
-L 91.453425 102.711081 
-L 91.871925 100.504411 
-L 92.290425 103.062896 
-L 92.569425 101.409812 
-L 92.708925 101.202372 
-L 93.127425 103.615773 
-L 93.545925 101.387279 
-L 93.964425 103.984388 
-L 94.103925 103.354675 
-L 94.243425 102.062686 
-L 94.382925 101.826307 
-L 94.801425 104.760761 
-L 95.080425 102.190858 
-L 95.219925 102.076437 
-L 95.638425 105.665332 
-L 96.056925 102.234478 
-L 96.335925 104.518464 
-L 96.475425 104.754632 
-L 96.754425 102.404741 
-L 96.893925 102.714362 
-L 97.312425 105.280579 
-L 97.730925 102.199309 
-L 98.149425 105.463928 
-L 98.428425 102.386041 
-L 98.567925 102.390944 
-L 98.986425 104.972736 
-L 99.404925 101.78475 
-L 99.823425 105.094188 
-L 99.962925 104.498658 
-L 100.241925 102.715763 
-L 100.660425 106.092001 
-L 100.939425 103.404286 
-L 101.078925 103.332482 
-L 101.218425 104.111417 
-L 101.497425 106.432102 
-L 101.915925 102.721063 
-L 102.334425 105.023057 
-L 102.613425 103.022482 
-L 102.752925 103.00545 
-L 102.892425 103.608261 
-L 103.171425 105.757449 
-L 103.450425 103.622547 
-L 103.589925 103.789666 
-L 104.008425 105.819033 
-L 104.287425 103.869498 
-L 104.426925 103.903294 
-L 104.845425 107.167203 
-L 104.984925 106.516495 
-L 105.263925 104.556997 
-L 105.682425 107.411399 
-L 106.100925 104.526187 
-L 106.519425 106.397024 
-L 106.798425 104.387749 
-L 106.937925 104.602388 
-L 107.356425 107.419002 
-L 107.635425 104.267006 
-L 107.774925 104.276057 
-L 108.193425 107.862371 
-L 108.332925 107.164945 
-L 108.611925 104.896038 
-L 109.030425 108.346771 
-L 109.169925 107.656562 
-L 109.309425 106.361016 
-L 109.448925 106.445898 
-L 109.867425 108.822674 
-L 110.146425 105.58033 
-L 110.285925 105.552985 
-L 110.564925 107.712394 
-L 110.704425 108.110493 
-L 110.983425 106.223914 
-L 111.122925 106.391476 
-L 111.541425 109.380472 
-L 111.959925 105.614873 
-L 112.378425 108.040624 
-L 112.72485 105.662236 
-L 112.796925 105.714455 
-L 113.075925 107.381335 
-L 113.215425 107.386552 
-L 113.494425 105.511964 
-L 113.633925 105.472463 
-L 114.052425 107.701086 
-L 114.331425 105.304588 
-L 114.470925 105.603141 
-L 114.889425 108.446519 
-L 115.307925 105.618532 
-L 115.726425 108.265778 
-L 116.005425 107.01907 
-L 116.144925 106.93039 
-L 116.423925 108.697498 
-L 116.563425 108.639702 
-L 116.842425 105.733339 
-L 116.981925 105.744805 
-L 117.400425 107.882306 
-L 117.679425 106.393918 
-L 117.958425 107.572113 
-L 118.237425 108.94679 
-L 118.655925 105.154279 
-L 119.074425 108.246765 
-L 119.492925 105.460445 
-L 119.911425 108.753717 
-L 120.190425 106.286594 
-L 120.748425 108.935712 
-L 121.027425 106.497712 
-L 121.166925 106.557701 
-L 121.445925 108.792398 
-L 121.585425 108.877566 
-L 121.864425 105.972908 
-L 122.003925 106.200615 
-L 122.282925 108.367628 
-L 122.422425 108.635942 
-L 122.701425 106.521942 
-L 122.840925 106.893857 
-L 123.119925 108.583667 
-L 123.259425 108.716179 
-L 123.538425 106.575277 
-L 123.677925 106.815454 
-L 124.096425 109.798653 
-L 124.514925 107.802244 
-L 124.793925 109.349312 
-L 124.933425 109.685716 
-L 125.212425 108.395332 
-L 125.351925 108.512462 
-L 125.770425 110.576353 
-L 126.188925 108.588681 
-L 126.607425 110.640047 
-L 127.025925 108.405811 
-L 127.304925 109.888392 
-L 127.444425 109.728425 
-L 127.723425 106.733622 
-L 127.862925 106.723982 
-L 128.141925 108.762252 
-L 128.281425 108.821291 
-L 128.560425 107.34153 
-L 128.699925 107.306692 
-L 129.118425 109.931912 
-L 129.397425 107.283393 
-L 129.536925 107.301946 
-L 129.955425 109.30194 
-L 130.094925 109.042446 
-L 130.234425 108.149026 
-L 130.373925 108.276073 
-L 130.652925 110.07646 
-L 130.792425 110.36917 
-L 130.931925 109.52044 
-L 131.0133 108.236664 
-L 131.210925 107.743859 
-L 131.629425 109.71801 
-L 131.97585 108.177892 
-L 132.187425 109.310631 
-L 132.466425 110.229718 
-L 132.745425 107.642774 
-L 132.884925 107.788742 
-L 133.163925 109.792727 
-L 133.303425 109.999495 
-L 133.582425 107.444126 
-L 133.721925 107.495147 
-L 134.140425 109.591756 
-L 134.419425 108.190628 
-L 134.558925 108.358116 
-L 134.837925 110.592491 
-L 134.977425 110.692064 
-L 135.256425 108.399903 
-L 135.395925 108.505992 
-L 135.814425 110.839746 
-L 136.093425 109.500008 
-L 136.232925 109.713854 
-L 136.511925 111.77886 
-L 136.651425 112.216589 
-L 137.069925 109.145733 
-L 137.488425 111.318515 
-L 137.767425 109.78869 
-L 137.906925 110.053687 
-L 138.325425 112.683422 
-L 138.604425 110.586518 
-L 138.743925 110.433841 
-L 139.162425 112.728112 
-L 139.441425 110.40998 
-L 139.580925 110.352618 
-L 139.859925 112.149531 
-L 139.999425 112.037267 
-L 140.417925 109.146323 
-L 140.836425 112.003388 
-L 141.115425 110.146615 
-L 141.254925 110.399851 
-L 141.673425 113.26381 
-L 141.952425 111.272193 
-L 142.091925 111.388171 
-L 142.231425 111.919492 
-L 142.510425 113.430625 
-L 142.789425 110.945991 
-L 142.928925 111.002856 
-L 143.347425 113.733565 
-L 143.765925 111.364605 
-L 144.184425 113.804153 
-L 144.463425 111.577539 
-L 144.602925 111.639141 
-L 145.021425 114.478971 
-L 145.439925 110.992792 
-L 145.718925 112.885204 
-L 145.858425 113.95378 
-L 146.276925 110.998773 
-L 146.695425 113.206826 
-L 146.974425 111.985084 
-L 147.113925 111.893502 
-L 147.392925 113.656591 
-L 147.532425 113.822097 
-L 147.950925 111.080079 
-L 148.229925 113.247304 
-L 148.369425 113.274713 
-L 148.648425 110.597799 
-L 148.787925 110.733426 
-L 149.206425 113.453528 
-L 149.624925 111.551752 
-L 149.764425 112.214672 
-L 150.043425 114.031455 
-L 150.322425 111.35949 
-L 150.461925 111.479477 
-L 150.880425 114.223311 
-L 151.159425 112.572006 
-L 151.298925 112.801557 
-L 151.577925 114.705075 
-L 151.717425 114.815118 
-L 152.135925 112.419495 
-L 152.554425 114.618395 
-L 152.833425 111.819707 
-L 152.972925 112.301489 
-L 153.251925 114.594488 
-L 153.391425 114.761211 
-L 153.670425 112.821906 
-L 153.809925 112.880089 
-L 154.228425 115.311858 
-L 154.646925 112.804396 
-L 155.065425 115.157485 
-L 155.344425 112.581508 
-L 155.483925 112.479871 
-L 155.902425 114.591539 
-L 156.181425 112.845288 
-L 156.320925 112.850754 
-L 156.599925 114.770658 
-L 156.739425 114.398651 
-L 157.018425 111.463976 
-L 157.157925 111.697591 
-L 157.576425 113.869653 
-L 157.855425 112.115946 
-L 157.994925 112.531279 
-L 158.413425 114.515311 
-L 158.692425 111.945399 
-L 158.831925 112.029193 
-L 159.110925 113.974507 
-L 159.250425 113.928647 
-L 159.529425 111.865899 
-L 159.668925 112.360547 
-L 159.947925 114.237799 
-L 160.087425 114.525624 
-L 160.505925 112.496654 
-L 160.924425 114.805874 
-L 161.203425 112.942843 
-L 161.342925 113.324066 
-L 161.621925 115.360529 
-L 161.761425 115.338788 
-L 162.040425 112.336668 
-L 162.179925 111.959131 
-L 162.598425 114.672864 
-L 162.877425 112.750572 
-L 163.016925 112.95593 
-L 163.435425 115.189217 
-L 163.714425 112.453521 
-L 163.853925 112.531445 
-L 164.272425 115.12461 
-L 164.411925 114.719554 
-L 164.690925 113.594408 
-L 165.109425 116.255645 
-L 165.388425 113.713888 
-L 165.527925 113.848013 
-L 165.946425 116.068858 
-L 166.364925 114.224758 
-L 166.643925 115.459826 
-L 166.783425 115.590863 
-L 167.062425 113.25523 
-L 167.201925 113.517489 
-L 167.480925 115.436223 
-L 167.620425 115.394657 
-L 167.899425 113.477997 
-L 168.038925 113.468246 
-L 168.457425 115.561104 
-L 168.736425 112.612945 
-L 168.875925 112.837233 
-L 169.294425 115.472296 
-L 169.573425 113.628223 
-L 169.712925 113.767122 
-L 170.131425 115.889011 
-L 170.549925 113.301053 
-L 170.968425 116.077411 
-L 171.247425 113.503655 
-L 171.386925 114.004138 
-L 171.665925 116.180919 
-L 171.805425 116.646195 
-L 172.223925 113.369862 
-L 172.642425 115.288891 
-L 172.921425 113.733943 
-L 173.060925 113.800522 
-L 173.339925 115.258155 
-L 173.479425 115.268062 
-L 173.758425 112.6223 
-L 173.897925 113.007597 
-L 174.176925 114.970993 
-L 174.316425 115.378418 
-L 174.595425 112.959073 
-L 174.734925 113.384793 
-L 175.013925 115.091081 
-L 175.153425 115.134306 
-L 175.432425 113.924951 
-L 175.571925 114.093435 
-L 175.990425 116.026998 
-L 176.269425 113.657356 
-L 176.408925 113.755675 
-L 176.827425 116.142506 
-L 177.245925 113.888897 
-L 177.664425 116.741796 
-L 178.082925 114.212104 
-L 178.501425 116.574142 
-L 178.919925 114.70584 
-L 179.198925 116.352472 
-L 179.338425 116.435262 
-L 179.617425 114.581779 
-L 179.756925 114.755055 
-L 179.896425 115.485392 
-L 180.175425 117.197598 
-L 180.454425 114.514472 
-L 180.593925 114.706466 
-L 181.012425 117.437065 
-L 181.430925 113.981521 
-L 181.849425 116.133133 
-L 182.128425 114.129857 
-L 182.267925 114.333335 
-L 182.546925 116.418092 
-L 182.686425 116.561129 
-L 183.104925 113.286067 
-L 183.523425 115.517511 
-L 183.802425 113.794891 
-L 183.941925 114.098605 
-L 184.220925 116.035458 
-L 184.360425 116.2089 
-L 184.778925 113.277091 
-L 184.918425 113.85982 
-L 185.197425 115.760554 
-L 185.336925 115.225778 
-L 185.476425 114.12888 
-L 185.615925 114.304193 
-L 186.034425 116.250677 
-L 186.452925 113.888335 
-L 186.871425 116.105161 
-L 187.150425 113.953098 
-L 187.289925 114.469395 
-L 187.708425 117.271181 
-L 188.126925 114.294958 
-L 188.545425 117.01882 
-L 188.963925 114.905142 
-L 189.242925 116.544318 
-L 189.382425 116.46397 
-L 189.661425 113.762652 
-L 189.800925 114.146355 
-L 190.219425 116.021459 
-L 190.498425 113.673355 
-L 190.637925 113.824567 
-L 191.056425 116.834678 
-L 191.474925 114.423461 
-L 191.893425 116.912851 
-L 192.172425 115.296402 
-L 192.311925 115.234146 
-L 192.730425 117.119978 
-L 193.148925 114.816177 
-L 193.567425 117.393103 
-L 193.846425 114.935593 
-L 193.985925 115.030484 
-L 194.264925 116.649439 
-L 194.404425 116.762035 
-L 194.683425 113.605311 
-L 194.822925 113.770357 
-L 195.241425 116.24206 
-L 195.520425 114.558738 
-L 195.659925 114.726613 
-L 196.078425 117.039934 
-L 196.357425 114.078808 
-L 196.496925 114.098476 
-L 196.915425 117.138798 
-L 197.333925 115.09275 
-L 197.752425 117.165553 
-L 198.031425 114.76711 
-L 198.170925 114.873872 
-L 198.589425 117.408402 
-L 199.007925 113.773398 
-L 199.426425 116.235719 
-L 199.705425 114.210574 
-L 199.844925 114.51967 
-L 200.263425 116.416857 
-L 200.542425 113.929246 
-L 200.681925 114.117729 
-L 200.960925 115.926973 
-L 201.100425 116.244687 
-L 201.379425 114.634754 
-L 201.518925 114.925796 
-L 201.797925 116.73457 
-L 201.937425 116.43564 
-L 202.216425 113.800494 
-L 202.355925 113.784237 
-L 202.634925 115.976879 
-L 202.774425 116.366185 
-L 202.913925 115.783567 
-L 203.053425 114.674873 
-L 203.332425 115.456987 
-L 203.611425 116.815665 
-L 203.890425 114.237725 
-L 204.029925 114.210242 
-L 204.448425 116.652702 
-L 204.727425 115.889361 
-L 204.866925 116.197453 
-L 205.145925 117.857274 
-L 205.285425 118.17472 
-L 205.703925 115.41603 
-L 205.982925 117.358155 
-L 206.122425 117.437176 
-L 206.540925 115.610835 
-L 206.959425 117.477875 
-L 207.238425 115.136914 
-L 207.377925 114.98537 
-L 207.796425 117.003641 
-L 208.075425 114.574729 
-L 208.214925 114.581779 
-L 208.493925 116.670268 
-L 208.633425 116.970987 
-L 208.912425 114.727434 
-L 209.051925 115.090169 
-L 209.330925 117.246463 
-L 209.470425 117.195248 
-L 209.749425 114.668477 
-L 209.888925 114.765405 
-L 210.307425 116.68789 
-L 210.586425 114.518509 
-L 210.725925 114.608184 
-L 211.144425 116.488513 
-L 211.423425 114.618073 
-L 211.702425 116.195039 
-L 211.981425 117.584388 
-L 212.399925 114.716402 
-L 212.818425 116.87793 
-L 213.097425 114.602046 
-L 213.236925 114.9608 
-L 213.655425 117.533883 
-L 213.934425 114.812906 
-L 214.073925 114.870406 
-L 214.492425 116.570059 
-L 214.771425 114.390762 
-L 214.910925 114.524048 
-L 215.329425 116.906049 
-L 215.468925 116.082775 
-L 215.608425 114.476372 
-L 215.747925 114.239071 
-L 216.166425 116.789795 
-L 216.305925 116.514153 
-L 216.445425 115.750075 
-L 216.584925 115.854293 
-L 217.003425 117.841947 
-L 217.282425 114.502731 
-L 217.421925 114.180879 
-L 217.840425 116.787196 
-L 218.119425 114.960708 
-L 218.258925 115.141154 
-L 218.537925 116.701069 
-L 218.677425 116.792449 
-L 218.956425 115.341553 
-L 219.095925 115.551362 
-L 219.374925 117.370238 
-L 219.514425 117.559799 
-L 219.793425 114.667712 
-L 219.932925 114.718945 
-L 220.351425 117.452281 
-L 220.630425 114.413038 
-L 220.769925 114.41748 
-L 221.188425 115.790332 
-L 221.467425 114.65162 
-L 221.606925 115.022125 
-L 221.885925 116.971983 
-L 222.025425 116.954499 
-L 222.304425 113.800826 
-L 222.443925 113.97236 
-L 222.722925 116.129833 
-L 222.862425 116.281911 
-L 223.141425 113.598721 
-L 223.420425 115.477337 
-L 223.699425 117.091546 
-L 223.978425 114.569411 
-L 224.257425 116.034131 
-L 224.536425 117.348699 
-L 224.815425 115.056198 
-L 224.954925 115.266726 
-L 225.373425 117.963307 
-L 225.791925 114.744475 
-L 225.931425 115.327941 
-L 226.210425 116.710912 
-L 226.489425 114.790316 
-L 226.628925 115.14955 
-L 226.907925 116.848862 
-L 227.047425 117.084541 
-L 227.326425 114.555743 
-L 227.465925 114.695435 
-L 227.605425 115.178 
-L 227.744925 116.334177 
-L 227.884425 116.527867 
-L 228.163425 114.805625 
-L 228.302925 114.902691 
-L 228.581925 117.021041 
-L 228.721425 117.410541 
-L 229.000425 115.098703 
-L 229.139925 114.857854 
-L 229.558425 117.847624 
-L 229.837425 115.235925 
-L 229.976925 115.503401 
-L 230.255925 117.526556 
-L 230.395425 117.531505 
-L 230.674425 115.032493 
-L 230.813925 114.673979 
-L 231.232425 117.012654 
-L 231.511425 115.11132 
-L 231.650925 115.181097 
-L 231.929925 117.181432 
-L 232.069425 117.54097 
-L 232.208925 116.774606 
-L 232.487925 114.88871 
-L 232.906425 117.451655 
-L 233.185425 115.106611 
-L 233.324925 115.571694 
-L 233.743425 117.676634 
-L 234.161925 114.977509 
-L 234.440925 116.704488 
-L 234.580425 116.621597 
-L 234.859425 114.18604 
-L 235.138425 116.098341 
-L 235.277925 117.000903 
-L 235.417425 116.905929 
-L 235.696425 113.713428 
-L 235.835925 113.676231 
-L 236.254425 115.784341 
-L 236.533425 114.062339 
-L 236.672925 114.371749 
-L 237.091425 117.002065 
-L 237.509925 114.895346 
-L 237.928425 117.404568 
-L 238.207425 115.316254 
-L 238.346925 115.586265 
-L 238.625925 117.094311 
-L 238.765425 117.021281 
-L 239.044425 115.319286 
-L 239.183925 115.928337 
-L 239.462925 117.988173 
-L 239.602425 118.108731 
-L 239.881425 116.21454 
-L 240.020925 116.517029 
-L 240.439425 119.06202 
-L 240.857925 116.458081 
-L 241.276425 118.535622 
-L 241.555425 116.299321 
-L 241.694925 116.388277 
-L 242.113425 118.653987 
-L 242.531925 116.320058 
-L 242.810925 117.979113 
-L 242.950425 117.890084 
-L 243.229425 115.627802 
-L 243.368925 115.889813 
-L 243.647925 117.643861 
-L 243.787425 117.379325 
-L 244.066425 114.744216 
-L 244.205925 114.766465 
-L 244.484925 116.224208 
-L 244.624425 116.220061 
-L 244.903425 114.255992 
-L 245.042925 114.601815 
-L 245.461425 116.711723 
-L 245.740425 114.43359 
-L 245.879925 114.622653 
-L 246.298425 117.278628 
-L 246.577425 114.933307 
-L 246.716925 115.309278 
-L 247.135425 117.168096 
-L 247.414425 114.950929 
-L 247.553925 115.131246 
-L 247.972425 117.507763 
-L 248.251425 115.533575 
-L 248.390925 115.457835 
-L 248.809425 117.942672 
-L 249.088425 115.850054 
-L 249.227925 116.100046 
-L 249.646425 118.433164 
-L 250.064925 115.341019 
-L 250.483425 117.946736 
-L 250.762425 115.814764 
-L 250.901925 115.781365 
-L 251.320425 118.19565 
-L 251.599425 114.989389 
-L 251.738925 114.867217 
-L 252.157425 118.002292 
-L 252.436425 115.34147 
-L 252.575925 115.346364 
-L 252.854925 117.377242 
-L 252.994425 117.338386 
-L 253.273425 114.115637 
-L 253.412925 114.21932 
-L 253.831425 116.474072 
-L 254.110425 114.378762 
-L 254.249925 114.689149 
-L 254.668425 117.444945 
-L 254.947425 114.517965 
-L 255.086925 114.793717 
-L 255.365925 117.012221 
-L 255.505425 117.224666 
-L 255.784425 115.212101 
-L 255.923925 115.355405 
-L 256.342425 118.325342 
-L 256.621425 116.279303 
-L 256.760925 116.128884 
-L 257.179425 118.344706 
-L 257.597925 116.057034 
-L 257.876925 117.357906 
-L 258.016425 117.486778 
-L 258.295425 115.227695 
-L 258.434925 115.278467 
-L 258.713925 116.784468 
-L 258.853425 116.913514 
-L 259.132425 114.333879 
-L 259.271925 114.73101 
-L 259.690425 117.238279 
-L 259.969425 114.024791 
-L 260.108925 114.093471 
-L 260.527425 116.898529 
-L 260.806425 114.940561 
-L 260.945925 115.131007 
-L 261.364425 116.966499 
-L 261.643425 114.494593 
-L 261.782925 114.806113 
-L 262.201425 117.423729 
-L 262.619925 114.015133 
-L 263.038425 116.63262 
-L 263.456925 114.536979 
-L 263.735925 116.197776 
-L 263.875425 116.114894 
-L 264.154425 113.341513 
-L 264.572925 116.166763 
-L 264.712425 116.258253 
-L 264.991425 114.144686 
-L 265.130925 114.468713 
-L 265.409925 116.586299 
-L 265.549425 116.532153 
-L 265.828425 114.16911 
-L 265.967925 114.234536 
-L 266.386425 116.620592 
-L 266.665425 114.357675 
-L 266.944425 115.812368 
-L 267.223425 117.147139 
-L 267.502425 114.436779 
-L 267.641925 114.640598 
-L 268.060425 117.651344 
-L 268.478925 114.993748 
-L 268.897425 117.088836 
-L 269.176425 115.352023 
-L 269.315925 115.61642 
-L 269.594925 117.22133 
-L 269.734425 117.011097 
-L 269.873925 115.818405 
-L 269.873925 115.818405 
-" style="fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="line2d_25">
-    <path clip-path="url(#padb4825fa6)" d="M 54.067425 54.60525 
-L 54.346425 74.969126 
-L 54.485925 76.475366 
-L 54.625425 76.389728 
-L 54.764925 74.653117 
-L 54.904425 70.806894 
-L 55.183425 78.453481 
-L 55.462425 80.012567 
-L 55.601925 78.973944 
-L 55.741425 75.69891 
-L 55.880925 75.480392 
-L 56.299425 82.63492 
-L 56.438925 81.198484 
-L 56.578425 76.309012 
-L 56.717925 75.787147 
-L 56.996925 79.677701 
-L 57.136425 81.2364 
-L 57.415425 74.669191 
-L 57.554925 75.358829 
-L 57.973425 81.364212 
-L 58.112925 79.417507 
-L 58.391925 74.317036 
-L 58.810425 80.921203 
-L 58.949925 79.331205 
-L 59.089425 75.639373 
-L 59.228925 75.608369 
-L 59.507925 79.112447 
-L 59.647425 79.541742 
-L 59.786925 78.43726 
-L 59.926425 74.785998 
-L 60.065925 75.530234 
-L 60.344925 79.599842 
-L 60.484425 80.043017 
-L 60.902925 73.65547 
-L 61.181925 77.300336 
-L 61.321425 78.611983 
-L 61.460925 76.080779 
-L 61.600425 71.264004 
-L 61.739925 71.865885 
-L 62.018925 76.874156 
-L 62.158425 77.286235 
-L 62.576925 70.746435 
-L 62.855925 74.995724 
-L 62.995425 75.172309 
-L 63.274425 68.367853 
-L 63.413925 69.780621 
-L 63.692925 74.335892 
-L 63.832425 75.464927 
-L 63.971925 74.220909 
-L 64.111425 67.943424 
-L 64.250925 67.919498 
-L 64.529925 72.180603 
-L 64.669425 71.55465 
-L 64.948425 64.182469 
-L 65.366925 72.620885 
-L 65.506425 71.700433 
-L 65.785425 60.989055 
-L 66.064425 70.152978 
-L 66.203925 71.717705 
-L 66.343425 71.14692 
-L 66.482925 69.0254 
-L 66.622425 63.53189 
-L 67.040925 71.61039 
-L 67.180425 70.241012 
-L 67.459425 60.138666 
-L 67.877925 69.810334 
-L 68.017425 69.28012 
-L 68.296425 59.921604 
-L 68.575425 67.620779 
-L 68.714925 68.599109 
-L 68.854425 67.658603 
-L 69.133425 55.933873 
-L 69.412425 67.460895 
-L 69.551925 68.535627 
-L 69.691425 67.247168 
-L 69.970425 50.601686 
-L 70.249425 64.922318 
-L 70.388925 66.357131 
-L 70.528425 66.00422 
-L 70.807425 52.564114 
-L 71.086425 64.840329 
-L 71.225925 66.167146 
-L 71.365425 65.651033 
-L 71.644425 50.013445 
-L 71.923425 64.004668 
-L 72.062925 65.551054 
-L 72.202425 64.710361 
-L 72.341925 57.7091 
-L 72.481425 44.770029 
-L 72.760425 62.54969 
-L 72.899925 63.982273 
-L 73.039425 62.668746 
-L 73.318425 40.069565 
-L 73.597425 60.311509 
-L 73.736925 62.319263 
-L 73.876425 61.305635 
-L 74.155425 37.5379 
-L 74.434425 59.658644 
-L 74.573925 61.77117 
-L 74.713425 61.160515 
-L 74.992425 35.616889 
-L 75.271425 54.610632 
-L 75.410925 57.286366 
-L 75.550425 56.398135 
-L 75.829425 35.645681 
-L 76.247925 57.443025 
-L 76.387425 56.793552 
-L 76.666425 34.56 
-L 77.084925 53.331132 
-L 77.224425 52.837507 
-L 77.503425 34.56 
-L 77.921925 56.338764 
-L 78.061425 55.924214 
-L 78.340425 34.56 
-L 78.479925 37.385149 
-L 78.758925 49.720422 
-L 78.898425 49.53687 
-L 79.177425 34.56 
-L 79.595925 54.198147 
-L 79.735425 53.827928 
-L 80.014425 34.56 
-L 80.153925 37.934902 
-L 80.432925 48.277111 
-L 80.572425 47.449671 
-L 80.711925 37.710484 
-L 80.851425 40.254517 
-L 81.130425 53.412125 
-L 81.269925 55.338444 
-L 81.409425 54.089892 
-L 81.688425 34.56 
-L 81.827925 34.56 
-L 82.106925 45.45305 
-L 82.246425 45.190865 
-L 82.525425 34.56 
-L 82.664925 36.195508 
-L 82.943925 51.279932 
-L 83.083425 50.902856 
-L 83.362425 34.56 
-L 83.501925 35.454129 
-L 83.780925 42.917054 
-L 83.920425 42.205647 
-L 84.059925 35.473097 
-L 84.199425 34.56 
-L 84.338925 38.597259 
-L 84.478425 48.339026 
-L 84.617925 50.214269 
-L 84.757425 50.205329 
-L 85.036425 34.56 
-L 86.012925 34.56 
-L 86.291925 43.502252 
-L 86.431425 42.719862 
-L 86.710425 34.56 
-L 102.473925 34.56 
-L 102.473925 34.56 
-" style="fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:1.5;"/>
-   </g>
-   <g id="patch_3">
-    <path d="M 54 252 
-L 54 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 388.8 252 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 54 252 
-L 388.8 252 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 54 34.56 
-L 388.8 34.56 
-" style="fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;"/>
-   </g>
-   <g id="legend_1">
-    <g id="patch_7">
-     <path d="M 114.38125 67.91625 
-L 384.8 67.91625 
-Q 386.8 67.91625 386.8 65.91625 
-L 386.8 38.56 
-Q 386.8 36.56 384.8 36.56 
-L 114.38125 36.56 
-Q 112.38125 36.56 112.38125 38.56 
-L 112.38125 65.91625 
-Q 112.38125 67.91625 114.38125 67.91625 
-z
-" style="fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;"/>
-    </g>
-    <g id="line2d_26">
-     <path d="M 117.38125 45.658437 
-L 137.38125 45.658437 
-" style="fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_27"/>
-    <g id="text_22">
-     <!-- 1875ppmv -->
-     <defs>
-      <path d="M 18.109375 8.203125 
-L 18.109375 -20.796875 
-L 9.078125 -20.796875 
-L 9.078125 54.6875 
-L 18.109375 54.6875 
-L 18.109375 46.390625 
-Q 20.953125 51.265625 25.265625 53.625 
-Q 29.59375 56 35.59375 56 
-Q 45.5625 56 51.78125 48.09375 
-Q 58.015625 40.1875 58.015625 27.296875 
-Q 58.015625 14.40625 51.78125 6.484375 
-Q 45.5625 -1.421875 35.59375 -1.421875 
-Q 29.59375 -1.421875 25.265625 0.953125 
-Q 20.953125 3.328125 18.109375 8.203125 
-z
-M 48.6875 27.296875 
-Q 48.6875 37.203125 44.609375 42.84375 
-Q 40.53125 48.484375 33.40625 48.484375 
-Q 26.265625 48.484375 22.1875 42.84375 
-Q 18.109375 37.203125 18.109375 27.296875 
-Q 18.109375 17.390625 22.1875 11.75 
-Q 26.265625 6.109375 33.40625 6.109375 
-Q 40.53125 6.109375 44.609375 11.75 
-Q 48.6875 17.390625 48.6875 27.296875 
-z
-" id="DejaVuSans-112"/>
-      <path d="M 2.984375 54.6875 
-L 12.5 54.6875 
-L 29.59375 8.796875 
-L 46.6875 54.6875 
-L 56.203125 54.6875 
-L 35.6875 0 
-L 23.484375 0 
-z
-" id="DejaVuSans-118"/>
-     </defs>
-     <g transform="translate(138.38125 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-49"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-56"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-55"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-53"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_28">
-     <path d="M 117.38125 57.336562 
-L 137.38125 57.336562 
-" style="fill:none;stroke:#d62728;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_29"/>
-    <g id="text_23">
-     <!-- 2625ppmv -->
-     <g transform="translate(138.38125 60.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-50"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-54"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-50"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-53"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_30">
-     <path d="M 212.1875 45.658437 
-L 232.1875 45.658437 
-" style="fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_31"/>
-    <g id="text_24">
-     <!-- 2250ppmv -->
-     <g transform="translate(233.1875 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-50"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-50"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-53"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_32">
-     <path d="M 212.1875 57.336562 
-L 232.1875 57.336562 
-" style="fill:none;stroke:#9467bd;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_33"/>
-    <g id="text_25">
-     <!-- 3000ppmv -->
-     <g transform="translate(233.1875 60.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-51"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_34">
-     <path d="M 306.99375 45.658437 
-L 326.99375 45.658437 
-" style="fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_35"/>
-    <g id="text_26">
-     <!-- 2437ppmv -->
-     <g transform="translate(327.99375 49.158437)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-50"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-52"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-51"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-55"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-    <g id="line2d_36">
-     <path d="M 306.99375 57.336562 
-L 326.99375 57.336562 
-" style="fill:none;stroke:#8c564b;stroke-linecap:square;stroke-width:1.5;"/>
-    </g>
-    <g id="line2d_37"/>
-    <g id="text_27">
-     <!-- 5000ppmv -->
-     <g transform="translate(327.99375 60.836562)scale(0.1 -0.1)">
-      <use xlink:href="#DejaVuSans-53"/>
-      <use x="63.623047" xlink:href="#DejaVuSans-48"/>
-      <use x="127.246094" xlink:href="#DejaVuSans-48"/>
-      <use x="190.869141" xlink:href="#DejaVuSans-48"/>
-      <use x="254.492188" xlink:href="#DejaVuSans-112"/>
-      <use x="317.96875" xlink:href="#DejaVuSans-112"/>
-      <use x="381.445312" xlink:href="#DejaVuSans-109"/>
-      <use x="478.857422" xlink:href="#DejaVuSans-118"/>
-     </g>
-    </g>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="padb4825fa6">
-   <rect height="217.44" width="334.8" x="54" y="34.56"/>
-  </clipPath>
- </defs>
-</svg>