diff --git a/22-01-PAI.ipynb b/22-01-PAI.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# This notebook is an attempt to quickly apply the PAI of Theresa \n",
+    "\n",
+    "This is still using the slightly experimental \"sat data\" version of things, lets hope nothing explodes. It starts with a very short introduction to the model in the hope that Theresa can follow\n",
+    "\n",
+    "\n",
+    "\n",
+    "## Current Status:\n",
+    "\n",
+    "There is still a final issue somewhere, not sure why. Decided to send this off right away now.\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Philipp code\n",
+    "from da_functions import *\n",
+    "from model_functions import *\n",
+    "from misc_functions import *\n",
+    "from plot_functions import *\n",
+    "\n",
+    "#Python packages\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "sns.set(color_codes = True)\n",
+    "sns.set_style('whitegrid')\n",
+    "import pickle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# I need this for some reason so that autocomplete works\n",
+    "%config Completer.use_jedi = False"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Basic run with LETKF, not passing on the weights for PAI calculations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "m_const = set_model_constants_22()\n",
+    "da_const = set_da_constants_22(method='LETKF',ncyc=30)\n",
+    "sat_operator = reflectance_simulator\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 2min 8s, sys: 2.78 s, total: 2min 11s\n",
+      "Wall time: 33.2 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "\n",
+    "#this takes about 30 seconds because LETKF is so poorly implemented\n",
+    "states_1   = run_linear_advection_KF_22(m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x324 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_end=3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x324 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_start=da_const['ncyc']-3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#plotting the \n",
+    "t_step = 25\n",
+    "bg = states_1[0]['bg'][t_step]\n",
+    "an = states_1[0]['an'][t_step]\n",
+    "truth = states_1[0]['bg'][t_step][:,18]\n",
+    "truth = states_1[0]['truth'][t_step]\n",
+    "obs = states_1[0]['obs'][t_step] #truth + np.random.normal(0,da_const[\"used_std_obs_sat\"],size=bg.shape[0])\n",
+    "obs_sat = states_1[0]['obs_sat'][t_step] #truth + np.random.normal(0,da_const[\"used_std_obs_sat\"],size=bg.shape[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x432 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax = plot_ensemble_sat_analysis(bg,an,obs,obs_sat,truth,reflectance_simulator,m_const,da_const,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Now try to calculate the PAI of the using Y_a = H(X_a)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 14 ms, sys: 1.52 ms, total: 15.5 ms\n",
+      "Wall time: 11.2 ms\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "time=19\n",
+    "\n",
+    "\n",
+    "L_obs, L_obs_state = localization_matrices_observation_space(m_const,da_const)\n",
+    "\n",
+    "dY_an, y_ol_an = state_to_observation_space(states_1[0]['an'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_an = (dY_an.T+y_ol_an).T\n",
+    "dY_bg, y_ol_bg = state_to_observation_space(states_1[0]['bg'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_bg = (dY_bg.T+y_ol_bg).T\n",
+    "X_an =states_1[0]['an'][time] \n",
+    "x_ol_an = np.mean(X_an,axis=1)\n",
+    "dX_an = X_an.T-x_ol_an\n",
+    "dX_an = dX_an.T\n",
+    "X_bg =states_1[0]['bg'][time] \n",
+    "x_ol_bg = np.mean(X_bg,axis=1)\n",
+    "\n",
+    "\n",
+    " # ineligant way to merge the obs vector depending on which observations occur\n",
+    "if da_const['n_obs_h']   >0:  y_obs = states_1[0]['obs'][time][da_const[\"obs_loc\"]]\n",
+    "if da_const['n_obs_sat'] >0: sat_obs = states_1[0]['obs_sat'][time][da_const[\"obs_loc_sat\"]]\n",
+    "if da_const['n_obs_h']   >0 and da_const['n_obs_sat']>0 :  y_obs = np.hstack([y_obs,sat_obs])\n",
+    "if da_const['n_obs_sat'] >0 and da_const['n_obs_h']==0 : y_obs   = sat_obs\n",
+    "obs_loc = np.hstack([da_const[\"obs_loc\"],da_const[\"obs_loc_sat\"]]).astype(int)\n",
+    "pai_matrix = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "\n",
+    "Rinv = np.linalg.inv(da_const['R'])\n",
+    "K    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dY_an.T),Rinv)\n",
+    "for j in range(da_const['n_obs_h']+da_const['n_obs_sat']):\n",
+    "    K_loc =L_obs_state[:,j]*K[:,j] \n",
+    "    pai_matrix[:,j]=pai_matrix[:,j]+np.dot(K_loc,(y_obs[j]-y_ol_bg[j]))\n",
+    "        \n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plotting the PAI of the individual observations. The dot marks the obs location. Dashed lines with diamnods are satelitte obs, the solid lines with circles are point obs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'state vector')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for j in range(da_const['n_obs_h']):\n",
+    "    plt.plot(pai_matrix[:,j])\n",
+    "    plt.scatter(obs_loc[j],pai_matrix[obs_loc[j],j])\n",
+    "for j in range(da_const['n_obs_h'],da_const['n_obs_sat']+da_const['n_obs_h']):\n",
+    "    plt.plot(pai_matrix[:,j],ls='--')\n",
+    "    #plt.scatter(obs_loc[j],pai_matrix[obs_loc[j],j])\n",
+    "    plt.scatter(obs_loc[j],pai_matrix[obs_loc[j],j],marker='d',s=50,alpha=0.5)\n",
+    "    \n",
+    "plt.ylabel('PAI [m]')\n",
+    "plt.xlabel('state vector')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Comparing the localized Kalman gain calculated from the background, and from the analysis\n",
+    "\n",
+    "red is some randomly chosen sat observations, and black a point observation. And as you can see, the point observation looks good, the sat observations not"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "K_bg = Kalman_gain_observation_deviations(states_1[0]['bg'][time],m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f92630ada20>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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7yWRi5cqVvP3223zwwQe88847HDp0YlX15uZmli1bxuuvv85HH32Ew+Hg/fc77xUgRG/nrK2NeuWkmMREEkd3PDCprbZrn7aKHTQIZ10d7mZbVO8rRHthE/vmzZuZMWMGKSkpxMXFMXfuXNatO9EOGBcXx6effkp6ejo2m43a2lqSohzUIURv4nW5cDU2RT9d75oP/ItYh2NIS8NjteKx2/3bjDmDALCXy0AlcXLC9oqpqqoiIyPD/zozM5Ndu3YFlImJiWHjxo3cc889ZGZmcsEFnY+8a6+wsDCq8m0VFBR0+djeRq6ld/DWNwBQbjajI7JrUR0OHG/+Gd3FF6KzmMOW95h9Zb7etAlNyxeIt74e4ozs/XoH2saGrobfqb58X9qTa+lY2MTu9XoD5pVWVTXkPNOzZ89m69atPPPMMzzyyCP87ne/iziISZMmYehCd6+CggKmTZsW9XG9kVxL79G4Zy+FwJhp53DY64noWqwlJXwDjJx2DukRlG+I0bPng78zOnsgKVMmn9ixYH6X4w6nr9+Xtvr7tTgcjk4rxGGbYrKzs6murva/rq6uJjMz0/+6oaGB//znP/7XeXl5FBXJ9KOi7+rKykn2SpPvmKysiMr7R5+2a2cXojuETewzZ85ky5Yt1NXVYbPZ2LBhA7NmzfLvV1WVu+++m/KWdsF169ZxzjnnnLqIhTjFnC2LYETz8NRu8iX22OzIEnvrOqptBykBHF39F4pffjXi9xUilLBNMVlZWSxdupT8/HxcLhdXXnklU6ZM4ZZbbuHOO+9k8uTJPPbYY9x2220oisKoUaN49NFHT0fsQpwSjtpaNLGx6OLiIj/GVIU2Pg5dQkJE5bUGA7rEhKCeMfbKSiwHDkYVrxDtRTSlQF5eHnl5eQHbXn31RK3ikksu4ZJLLuneyIToIc6a2qgHJw3/8c3k/uDKkM+fOqJvt5ISQGxWFjX/2Yzq8aBotVHFIEQrGXkqRDuOLgxOUjQa9CkpUR1jSAsefRqbnQVer8zyKE6KJHYh2nHW1mJIT4+4vOr1cuill2nYtTuq99GnpQY9PI1tefja+jBWiK6QxC5EG6rHg7O+IaoHp866ekzrN0S9ApI+LQ1XYyNel8u/LTY7m/gRw6Fl2TwhukKm7RWiDWddPXi9UbWx202VQOQ9Ylr5uzzW1ROb5etCbMhI5+yVT0d1HiHakxq7EG20tnnru9CHPdrE7u/yWCt92UX3ksQuRBvOloeW0bSx2ytNoNFEdQycGADVvsvj4T++xt5lj0d1LiHaksQuRButNfZommI8NhuxmZkRTdfbVusSee1r7KrLhfnAoVCHCBERaWMXog1HdS0agwFtfHzEx4z48c2oN98Y9Xtp4+LQxMbiqA0cfWrIysJtNuO2WtFFEYcQraTGLkQbvq6OaVENNAJfP/ZoKYqCIT3EIKWWtnq7qSrqcwoBktiFCOCoqYnqwanHbmfvssep/3pHl94v5OjTlsTuMElfdtE1ktiFaCPawUl2UxX1BTtwW6xdej9DqJWUsrJIPW96VM1BQrQlbexCtOjK4KSudnVspU9LxVlfHzA3jC4+nvEP3Nel8wkBUmMXwq8rg5McUU7X254+LQ28XpwNjUH7VI+nS+cUQhK7EC26OjhJazSiS0zs0nv6R5+2a2c/9NLL7LjjF106pxCS2IVo0ZXBSRqDnsRxY6PuRdOqo9GnuoR47KYqqbWLLpE2diFadGVw0rAbrj+p92x9r+AHqJmobjfOujoMbRaTFyISUmMXokVXBiedLF1iIkpMTNASea3T99oqKk9bLOLMIYldiBbRDk5y1tWz445fULe9IOL3cDU2UvXp5zQW7kFVVd8gpbTU4Bp7a1/2KhmkJKInTTFCtIh2cJK9spLmY8cjHnXauGcP+59cgdtiASBrziWMvP3WkIOU9OnpZM+fhzEnJ/ILEKKFJHYhWjhra0k566yIy/v7sGeF7+rorK+naMUz6JKSmPCbB6jd+hVlf3sfY24O+rQ0LAcOBJTX6HSMvO2W6C5AiBaS2IWgi4OTTCZQFAyZ4R9uHn3rL7itViYue5j4oUNIGDMa2/FSjr31FzIuvhBHbZ2/aaaV1+3G1diEIS269VeFkDZ2IejiykmVJvRpaWGn67VXVlL92edkz7mU+KFDAN8EYCNu/RGq14vtWCmqy4XbbA447vDLr7Lzl3dHfzGi35PELgRdG5xkHDSQ1Onnhi1X8dHHoCjkfG9JwHZDRgYZs2dhbmmGcbT0o28Vm5WFq6EBj90ecUxCgCR2IYCuDU4a/MPvM/L2ztvBvS4X1Rs3kTp9mn/FpLYGLc5DdbsBcFQHJnZDlkzfK7pGErsQRD84SVVVVFUNW66+4GtcjU1kfvfikPvjhw4hbthQXwxV1QH7/POyV8r0vSI6ktiFIPrBSbbjpWy9Jj9sH/aaL7egS0xkwDlTOyyTdYkv6VuKDwdsb+1tI/Oyi2hJYheC6Acn2U0mPM3NxHQy+ZfX7aa+oIDU86b7p+QNJf3b3wbAUlwcsF2XmMCwG/NJmjQhopiEaCXdHYWgK4OTfLVoQyd92JsK9+CxNpN6/vROz6VPHYA2Lg5Hu7Z0RVHIuXxxxDEJ0Upq7EIAzppoV04yoYmNJSY5qcMyddsL0Oj1pJwdftCTMWcQXocj6AGqs6ER84GDEcclBEhiFwKvy+WbRTErM6LyVRs3YVr/L7x2OwW33E7Vxk0hyzV8s5OkCePRGgxhz5kwZgxAUJt92Zr3KXzgNxE9qBWiVUSJfe3atcyfP585c+awevXqoP2ffPIJixcvZtGiRfzP//wPjY3Bq8EI0Vu19h83ZISvsVdt3ETxi/+H1+n0HVtdw8FnnmXHL34V0C3RUVuL7XgpyWdNiSiGhFEjAKhvl9hjs7LwOp246hsiOo8QEEFiN5lMrFy5krfffpsPPviAd955h0OHDvn3WywWHnnkEV555RX+/ve/M3bsWJ5//vlTGrQQ3am1bTs2M3yN/difV+N1OIK2N5ccZdfd9/qXuGvcuQsgomYY8M2/DtC0b39A7dzf5VF6xogohE3smzdvZsaMGaSkpBAXF8fcuXNZt26df7/L5eLhhx8mq+Uh0tixY6moqDh1EQvRzRzVvv7jkcz50n56XT9VJfcH3/e3uTcW7kWXmEB8Sx/1cFoX0/BYrTQfPXZie+sgpUqZl11ELmxir6qqIqPNCi6ZmZmY2tQeBgwYwKWXXgqA3W7nlVde4ZJLLjkFoQpxatirqkGjiahXTEcDmAwZ6QxaOB9FUVBVlaZ9+0kcNy7iKX0NaWnQ0tWycddu//bYzAxQFBl9KqIStruj1+sN6Nvbfga6VmazmZ/+9KeMGzeOyy+/PKogCgsLoyrfVkFB5Isc9HZyLT3DuX8/JCSwY+fOkPvbXot75gz48B+BBWJ0eC6YSUFBAZ69+3Bt/AKqa3CPHxvdv0NiItjtHN30BRU5A0+c/srLMaUOoLob/k370n0JR66lY2ETe3Z2Ntu3b/e/rq6uJrNdW2RVVRU/+tGPmDFjBvfff3/UQUyaNAlDBD0H2isoKGDatGlRH9cbybX0nN3vvQ+5OUwOEXP7a6kyW2jb+dCQkc6Q668lc/YsAOoVDXvfex+A8Zd8l6QJ4yOPIzcHW0UlnuOlTD3rLDS6lj/Pbvq37Gv3pTP9/VocDkenFeKwvxNnzpzJli1bqKurw2azsWHDBmbNmuXf7/F4uP3227nssst44IEHurxauxA9xVFdHVH7OkDlP9ejjTOiTx3Atz/8G+f+8WV/Ugffw1JdQgIACaNGRhWHISMD1ePBa7djOXiig4KtrJyaL7dEdS7Rv4WtsWdlZbF06VLy8/NxuVxceeWVTJkyhVtuuYU777yTyspK9u7di8fjYf369YCvBv7EE0+c8uCFOFletxtHbR2GCHrE2MrLMRcVYcjM7LCtXdFo0MbH4bZYsJWVEz98WMSxGDLS/cvmNe3bT9L4cQDU/OdLjv3lHVKnv41Gr4/4fKL/imhKgby8PPLy8gK2vfrqqwBMnjyZ/fv3d39kQpwGzto63wIbGeFr7NWfbwKNhkGLFhKTnByyjNfp9J1TUaj6fCPDo0rsGb5YsrIw7zvxN2XIygRVxV5VTVyurIEqwpO5YkS/5qhq7cMePrEnTRjPkGuuYlDegg7LWA4Vo7rdZF5yMannRtdu2tocZMzN8fdnVxQlYJZHSewiEpLYRb8WTR/2lLPPImH0KJqPHSN24MCQS+I1tdS0h91wPTFJHc8jE0prAtcPSMFtNmMrKyMuN1fmZRdRk7liRL9mb1ncIlxTTNO+/TQfL6VxdyE77liKteRoyHLmAweJHZhNTFISlsNHaPgmdBfKUAyZGaDRoOh8XxitzTExKSlo9HoZfSoiJjV20a85qqrRp6aGXZC65PU3Ub1e0i/wzZ1uHJgdspzlUDFJE3wPPUveWIWztpZzXnwuolg0MTEY0tPwNDejS0qiaV8RWZdegqIoTHrysYieAwgBUmMX/ZyjqipswnRbLJgPHiJl6tnYKyrQJST4uzS25WxowFlT4+/mmHredGylZdjKyiOOJzY7G4fJRNK4sTTt2+ffnjh6FPqU0A9shWhPErvo13x92Duf1bFxdyF4vaScfRb2ShOxndTWARJGjQIgdfq5ANRt2x6yfCix2VnYKytJHD8Oe3mFf1IxS/FhStd8INP3iohIYhf9ltftxl5VTWx26ETdquGbnWhiY0kcOwZbRYX/YWZ7loOHQKMhYcRwwDdjY9zQIdR9tS3imGKzsnA1NhE/3HcOc0tX4qY9ezn65p9xm80Rn0v0X5LYRb/lqK4GrzdsYm/cXUjy5ElodDpG3PpjBi6YH7Kc5VAxcbk5aI1G/7bU86ZjOVSMx26PKKbWXwPaOCOKToe56ADQdpZHeYAqwpOHp6Lfslf4psLtqGml1ZSnlvtHhHbUN11VVSwHDzFg2tSA7TlLFpH7/e9FtIoS4P+ScdbWkjByBOb9RS3bT0zfmzhmdETnEv2X1NhFv9Wa2I0DB3ZaThcfT2xWFo7qauq/3oEnxEIbzppaXI2N/vZ1/7EJCREndSCgz3riuLGYDx7C63L5t9vKZa0DEZ4kdtFv2Soq0RgMxAxI6bCMe+MXVK7bAEDdtgL2Pvo4bos1qJylZVWxUBN/VX32OUW/+31EMeni49ElJvoTu+pyYT1SgtZgwJCR7v8yEqIzkthFv2WvrCQ2O6vDGUlVVcW9bTtNLc0h9ooKNHo9+tQBQWUth4pRtNqQk3456xuo2fQFzrr6iOKKzc72NbmMHQvgb46Z8tRyRt/504jOIfo3Seyi37JXVBLbSTOMrbQMmm0kT/TNqW6rqCR2YHbohWYOHiJu6JCQsy+mtCxo3dBmZaTOxGZnYq+sxJCWiiEzg6aWnjH6AQNQtNqIziH6N0nsol9SvV7sJlOHI0gBmvbuBSBpwgTANy+6cdCg4HOpKpZDxSSMHhW0DyB++DB0iQkBS951JjY7G0d1DV63m8SxYzDv9/WMsRw+TPEfXsbVJF0eRecksYt+yVlbh+pyddojpmnvPoiPI3bQQN+87SYTxpzgxG6vrMRjtXa4sIai0ZA8aRKNu3ZFNMAoNjsbvF4c1dUkjhuHs7YWR3UNrvoGKtdtwFZWFvmFin5JujuKfslW4etd0nkfdgXNyBG+phdFYcrTv0UXHx9UynIwcMRpKKnnnYvX5cJrtwf0cw+l9cvGXlFJ0jhfO3vT/iL/F4etrNy/CIcQoUhiF/2SvTJ8H/YxS+/0LzKsaLX+EaXtWQ4dQomJIW7I4A7PlXnxRWRefFFEsRlzfHOu28rKSJ4yGY1ej7moiPSZM1B0Omzlkc89I/onaYoR/ZK9ohJFp8OQFnqJu/ZNJo2Fe6jc8Amq1xtU1nLwEAkjhp9YfLoTofrAtxeTnIQuMYHm42VodDoSxozGvL8IRav1zSUjiV2EIYld9Ev2ipaujh30Mjn8yh8pfOgR/+uqzzZy7K23UTSBfzKqx4Pl8JFOm2FaHfnT6+z42S/CllMUBWNODrbSUgCSxo3FevgIHocDY04OHltk0xOI/kuaYkS/5OvD3nEzTOPuwoDpfG1lZSEfnNrKyvDa7R0+OG0rNjsLR1UVdlMVsVmdL55tzM2lfptv8rDEsWN8XyCHihl3391BXy5CtCefENHvqF6vv096KK4mM7bjpSRNGO/fZisr97d9t2U+2DLitIOujm0lTZwIQNOePWHLxg3OxdXYhKvJTOK4EwOVJKmLSMinRPQ7jpoavHY7cYNzQ+5vXbe0NbG7zGbcTU0ha+yWg8VoYmND7msvbshgX3/2wr1hyxpzTzxAjUlKInbQQMz7i7BXVrL38Sf9MQoRiiR20e/YjvvaruMGh+7F0rR3L4pOR2JLLdzeMvFWyMR+qJiEUSMjqkkrGg1JEybQWFgYtmxcS2JvPn6ind1cVIQSo6d+WwHWw4fDnkP0X9LGLvqd1mRpzA1dY08cPQrN5Yv90wMkjh3DeX9+A40hcLoAr8uF9cgRBi4MPT97KNnz5uCorkb1ejv9MjBkZKDR6/2DkRLHjaXq08/xOOxo4+NpPnY84vcU/Y8kdtHvNB8/TkxKCjFJiSH3p1/wbf+i1a1ClW0+egzV7fbX7CMx4Jyp4Qvh6zdvzBnk/3XROiGYZf8B4ocOkcQuOiVNMaLfsR0v7bB93dnQEDQLY9mHa6n4eF1QWf+D0wh6xLRlN1VF1EZuzMmhubS12SgXbVwc5qIijIMH03zsuKx/KjokiV30K6qq0ny8FGMHib1y3Qa2/ehW3M3Nbbatp3HnrqCylkPF6BIT/cvWRerIH1/j4HMvhC1nHJyLo6oaj8OBotWSOGY0TfuLSBwzmrghg6U/u+iQJHbRrzjr6vA0N3fy4HQf8UOHoouLA0B1ubBXVBI3bFhQWcuhQ74Hpx3M596RpEkTsJdX4Kit67RcXG4OqKr/4W3iuLE0Hz1G2swZTP7fx9HFdT7njOi/JLGLfuVEj5jgGrvq8WAuOkDShBMTbKlV1aCqxA8dElDW43DQfOx4RP3X20uOsD+7seXLx3r0GOBL7KgqlgMHo35P0b9IYhf9SvNx30NHY4gau+XwEbx2e8DAJG9VNQBx7RK79fAR8Hqjbl8H3/zs2ri4sP3ZjTmDUGJisB45AuBbxFpRaNpfxJ6Hl1H88qtRv7foHyJK7GvXrmX+/PnMmTOH1atXd1junnvuYc2aNd0WnBDdrfl4KbrERGKSk4L2tV9YAwCbDV1iIrHt2tFPrHEafY1d0WpJGj8ubI1do9MRP3SI70sE33qocUMGY95fhNftxnKoOOr3Fv1D2O6OJpOJlStXsmbNGvR6PVdddRXnn38+o9p8oE0mEw8//DBbtmxhxowZpzRgIU5Ga4+YUO3i6Rd8G0NaWsCaprqZMzjnpz8J6nNuPnAIfWoqhrTULsUx7OYb/e34nYkfMZzazf9FVVUURSFx3Fhq/vMlGbNnUfXp5/7tQrQVtsa+efNmZsyYQUpKCnFxccydO5d16wK7fq1du5bvfve7XHbZZacsUCFOlqqqNB873mGPGENaWlD/dSDkQCJzURGJY8d0OZa43JyQi2K3Fz9iOG6LBUe1r0kocewYPNZmYhIT8Nrt/u1CtBU2sVdVVZHRZpa7zMxMTCZTQJkf//jHfP/73+/+6IToRo7qatwWC/HDh4XYV0Plug0B64k66+txvLYqaBFqZ109DlMViePHnlQ8les3ULnhX52WSRgxAsDfHJM0zvdg1+N0AshAJRFS2KYYr9cb8FPvVPz0K4xg7oyOtK5wcyaQazm1PC2DgkpdLsrbxef+egfuf3zMcQ1oWhbf8BQfRi0t5cCBA2hdzqDzlAOVJ3GdzvX/Qm1qoqyT5hzV5QJF4eCXmymJ0fkGJSXEU7GvCM2E8RSXlXEkij/H3nhfukqupWNhE3t2djbbt2/3v66uriYzs/O5pKM1adIkDAZD1McVFBQwbdq0bo3ldFqzZg3Lly+nvLyc9PR0fvOb33DFFVf0dFgnrbfel6N791Oq0TBt3lz/PDCtDnyxmYbkZM699FJ/xaXseBklwNQ5lxKTdOJh65Gdu6mIiWHa/MvQxMR0OZ7SI0c5+ufVTBk1ipjk5A7LfZ2TQ6zNzoSWf9Oic86hcddupr/xx6gqWb31vnRFf78Wh8PRaYU4bFPMzJkz2bJlC3V1ddhsNjZs2MCsWbOiCkIEW7NmDffccw9lZWWoqkp1dTV33XWX9Co6hSzFh4kbMjgoqQM07dlL0oRxAYnSWnIUEhICkjr45kVPHD3qpJI6QNIkX3/2xj0nuj2qHg9127bjqKn1b4sfMTxgNsfkyZNwNTRgKy3D2dB4UjGIM1PYxJ6VlcXSpUvJz89nyZIlLFy4kClTpnDLLbewe/fucIeLENxuNw899BA2my1gu8Ph4Oc//zkffvhhD0V25lJVFUvxYRJGBvc7t1dW4qiqInny5IDt1iNH0LRb6cjjcGApPuxf/OJkJIwaicZgoH5bAQ3f7PTF6fGw7/H/ZfuPbmXPw8uwHj1GwojhOGvrcDX6knjKlEkAHHv7/7HthpsDngsIARHO7piXl0deXl7AtldfDR4csXz58u6J6gz22Wefcdddd9HQ0BByv9fr5X/+53/YunUrDz/8cJeaqEQwZ00N7qYmEkaOCNpnKfbVhpOnnEjsqqpiHDQIZ0J8QFlr8WHfjI7jxnGyNDodxsG5VG/chKW4mLOffQZFp2Py8ido3F1I+dqP2PnLuxmYt8AX5+EjDJh6NoasLAwZ6bhaPkOW4mIGTD37pOMRZw4ZeXoavfrqq1x33XWYTCZSUlJClsnKyuLmm2/mzTff5LLLLuP4cen10B1ak3eokaLp357Jeate869aBL4Fpcfdexe6GecFlG3aXwRA0riud3VsVf/1DppLSjAOzmX8/feiKIpvMY7x4xj8gyuZ+vzvSZowHtO6DQCYiw74Y0uePBlrS48YGagk2pPEfpr8/ve/55FHHkGv17NmzRoee+wxjMbASZyMRiMPPvggjz32GCtWrKCoqIhZs2axf78sg3ayLMWHQaMhbtjQkPtjkpMD2te9bnfIck179xE7aGCnDzsj0Xy8lKKnniFu8GAmP/FYyIW19SnJTPjNA0x5ejnxw4fRtHeff1/y5El4LBYMGemS2EUQSeynwRtvvMFTTz1FbGwsn3zyCeeddx5XXHEFK1asICcnB0VRyMjIYMWKFf5eMddeey0PPfQQTqeTBQsWUF5e3sNX0bdZi4t9c5q3a9pqPnaMvcsep/nYsYDtB575PYUPPhywTfV4aNqzl+TJk046noqP/olGr2fc/fdyYOWzlKx6K2Q5TUwMcbm5JIwbS9OevdjKfJ+D1mYjXWIi1mJJ7CKQrKB0iu3bt4/HHnsMvV7Pxx9/zMg2D++uuOIKfyIP1eXp9ttvx2KxsHLlSi655BK++uorEhISTmv8ZwJVVbEcOsyAaecE7avfsZP6gh2M/MntAdvNRQdJGj8WR5ttlkPFeJqbSZkS+JC1K0bc8iNyliwiNjMTr8NBw9ffQP51HZaPHzYM1e1m94O/QdFocNbWoWi1uCwWhl5ztUwtIAJIjf0Uamho4KabbiIlJYXPP/+cMWOib5e96667uPrqq2lsbOT666+XVXO6wGEy4WpsJGFM8IRdjbt2EztoIIaMdP82Z109zpoaEkaPDijb0LLYxsnU2Jv27cfRkpRbm1+SJk3EWlKC22Lp8LjU6b4vfVddPc6aWlBVVI8HZ1U1Xo9bkroIIIn9FFFVlfnz51NeXs6rr77K0KGh23Yj8dRTT7FkyRK++uor3nzzzW6Msn9o2ut7RpE0fnzAdq/LRWPhnqAauPmA7yFl4pjAxN64azfxw4d1uX3d1WRm//KnOLjy2YDtyZMngaoGTV3QliEtDTpY/Lrk9Tf9y/QJAZLYT5l7772Xo0ePMmPGDM45J7gJIBqKovD8889zySWX8Jvf/IZPP/20m6LsH5r27kPbMuVtW427C/Ha7QyYfm7AdvOBgyhaLfEjhvu3eRwOmvYXBXSJjNax1W/jampi2M03BmxPGjcWbXwc9du/7vwEXm/IzR5rM0ff/HOX4xJnHknsp8DXX3/N6tWrSUhIYNWqVd1yTo1Gw4oVK1BVlVtvvZXmNmtyis417dtH0vhxIWdpTJo0MahpJXniBAb/8PsBD1rN+/ajulxdTuzWo8eo3PAJAy+bS0KbLwzwzc+es3hR0C+E9nSdPF8xFx3A63R2uF/0L5LYu5nb7eaGG24A4OWXXyY2Nrbbzp2VlcWNN96IzWbjuus6ftAmTnC2DL1PGh88oGjAOVOZ/MSyoJ4yA6adw+AfBs5W2rBrN4pWS/LECXRFyetvojUaGXzVD0PuH/zD75M9b06n58i58vKgbYrO1//B63RiPihL5gkfSezd7NFHH6Wuro558+Zx4YUXdvv5ly1bxuDBg9m6dStvvRW6i5w4oXGnr906+awpAdvdFiuedlM6ADhqa2k+djzoIXXD19+QOHYMWmP0C0h7XS70AwYw5OofEJOU2GE5t9VKc2lph/tzlixGl5jon+tGazQG/IJo3N35ikyi/5DE3o0OHDjAW2+9xbRp03jxxRdPyXsoisI777yDVqvlgQceoKqq6pS8z5miYecudAkJQc0fFf/8mK/yb8ZtsQZsr/rkU3bcuTSgh4rdZMJ65Aip503vUgyamBhG//xnDMpb2Gm5vcue4OCzL3S4X1EU0i+YCRoN3/rrX0g9/zwadxcSN2wYGr2epkJJ7MJHEns3cbvd3HHHHcTHx/Paa691axNMe0OHDuXXv/41Xq+X++67T7pAdkBVVRp27iJ58iQUrTZgX9227cQNHYKu3VwwjbsLiR82jJjEEzXruq3bAEidcX7UMdRu3RbxyNCUqWdjOXio0xkbB5w7Da/dTmPhHoZed41vGgLF1xQz7OYboo5PnJkksXeTu+++m8LCQm666SbS09PDH3CSfvKTn3Dfffexfv16Pvjgg1P+fn2R7fhxnDU1pJx9VsB2u8mE5cBBUs8PnAfG3Wyjad9+ks8KfEBa+9+txA0dgnFg8LD/zrgtVg698BIlEfZYSZ1+LqgqdV9t67BM8uRJaPR66rd/jSEjnUFLFmE9UgJAw46dUcUnzlyS2LtBQUEB7777LgkJCfz0pz89be97++23M378eJYuXcqxdkPiBdR95VsgZsD0wBG91Z9vAiBj9ncCtjfu3o3qdgeMUFWtVpr27SetC7X14399D7fZzLCb8iMqHz9iOLEDs6n5z5cdltEaDCSfNZm67dtRVZXcK5YQM2AAmthYyv/xT6o+3xh1nOLMI4n9JLndbm688UYAXnnllVPaBNOeVqvl+uuvx+VycfXVV0uTTDt127YTP3KEb3BPC1VVqfp8E0mTJhLbbiWw+oKv0cTGBvSg8Rw4CF4vqe1meQzHVlFJxT/+SebFF/nXLQ3H14b+bRp3F+Jqauqw3IBp03CYqrAdL0VrNDLmF3eQPW8Orro6yt6XufyFJPaTdvfdd/t7wcyePfu0v/8NN9zA2WefTUlJicyH34azvh5z0QFf80YbiqIw/tf3MOzG4Fr0sPzrmfjIQwErI3n3FWHIzCB++PCg8p0peWMVik7HkGuvjuq47MvmMvXZZ4JWbWor9VzfL5Da/24FIOXssxg4/zIAmkuO4qyvj+o9xZlHEvtJ2Lt3L3/7299ITEw8Zb1gIvHnP/8ZvV7Piy++yIGW4fD9Xc2XW0BVSf/2zKB9cUMGkzg6eN4YXUJ8QG3d2dCAt/gw6Rd8O6q5WFSvl/jhwxhyzQ8xdLJQdSiGtLSgEbJBZTLSSZo0karPPvf/StOnpaKN9z0Irtt25izyLLpGEnsX2e127rjjDlJTU/n0009PaxNMe6mpqfz2t79FVVXy8/PxeDw9FktvUbPpP8QNGxqQJL1OJweff9G/6EZbFf9cR/najwK2VW/cBKpK5sUXRfXeikbDkKt+QM7iRV2Kvbm0lKLfrQxY97S9zIsvxF5egbll4Q+NTkdsy8Pdin9+3KX3FWcOSexddNttt7F//36eeeYZBg0a1NPh8IMf/ICbbrqJ48ePh1y2sD+xVVRgLioi4zsXBGyv3vQFVZ98itsa2Hdd9XopW/M+DTu+ObFNVTFt+DdKziDiBudG/N5Vn2+idsvWk3reoWi11Gz6D1X/7nhOoPSZ30ITG0vVp5/5t43+xZ0A2MrKUTuYV0b0D5LYu+C9997jk08+ITs7m4suiq42dyo99thjzJs3j+XLl/Pf//63p8PpMaYNn4BGQ8ZFF/q3qapK+dqPiBs2NGhumMbdhTiqa8i4cFbANltpKbpzI5/AzdXUxOFX/kjFx+tOKn7jwIGknH0Wles3oHbw60trNJI+cwY1/9mMx+GbNT5+cC7xI0egOp3+xbFF/ySJPUrl5eXcddddaDQa3nnnnV41D7aiKDz++ON4vV6uu+46Ghs7HuhypvK6XFT9+zNSp58b0L5dv207zSVHGbRoYdA9q/r0M7TxcQH92iv+8ZFv+H4Uc8OUvPkWHpuNET+++aQ/F9nz5+Gsreu0T3vmxRfhaW6mdsuJL/ERt/4YgOL/e+Wk3l/0bZLYo+ByuVi4cCEul4t7772XUaOCH8D1tIEDB3LzzTdjs9m44oor+l0XyOqNm3A1NpJ92Vz/NlVVOfb//oohK5OM2bMCyrsaG6n5cgsZs77jnwys+dgx6rZuI/uyuf5JtsKp3/ENVZ/8m5wli8I+/IxE6rnTMGSkU/HPjmv/SRMnEDtoEOV//8h/n5PGjcWQkY7DVIX16NGTjkP0TZLYo3DbbbdhMpm4+OKL+dnPftbT4XTo4YcfZsKECezfv5977rmnp8M5bVSvl7L3PyR++PCA0aaqx0Pq9GkMvfYaNO0StctsJnHsGH93QYDj776HJjY27NwurTx2O4de+APG3ByGXB169sZoKVotOd+7nMSxYzpsL1c0GnIW52EtLg6YJ2ZwSxfLI6+vCnqeIPoHSewReumll1i/fj0XXnghr7/+ek+H0ylFUfzdMN9++23+9Kc/9XRIp0X1pi+wlZaR873LA5pCNDodQ67+YdBIU4C43FwmP7HMX8s2HzxEzRdfMmjh/E5nYmxLYzAw9LqrGX3nz/wzL3aHgZfN880H08HKSQAZF80mJjmZ4+++59+WeeFsNEYjjTu+oWjF7/rdrzYhiT0iy5cv54knnmDRokWsWrUKXYQ/z3tSUlISH330ESkpKTzxxBNs3769p0M6pTwOB8dW/4X4kSNI//a3/NuPrv4LddtD9+tu2LkLZ92JwTyq10vJa28Qk5xEzveC5z4Pxd1sQ1EUMi+6kMSx0a9pG46qqtT+dyu2svKQ+7UGA7nfv4LGXbv9S+spikLu5YsBaPhmJ6Z/fdLtcYneTRJ7GA899BDPP/88ycnJ/P73v0fbbpbA3mzkyJFs3LiRgQMHcu211/LZZ5+FP6iPOv7OX3FUVTPsxnx/Dbd60xeUvvseTXv2BpV3NZkpeup3HHrp//zbKtdtoGnvPobmX48uLi7se1qKD1Nwy+3Uf72j+y6kHbfZzMHfP8+R1zte6zZ77hwMGemUvPaGvxdNzvcuR2kZQXvkj69jq6g8ZTGK3kcSewc8Hg833XQTr732GvHx8axduxZDu5V2+oL09HTeffddPB4P+fn5bNiwoadD6nZN+4soe/9DMr97sX9h6sY9ezn0/EskTRgfclh/yZt/xtNsY+j11wK+petK3lhFytlnkfnd8F1YbRWV7H3sCTQGAwkjI5sLpitikpLI/f73qN+2vcMvEI1ez7CbbsB6pISKj9f7tul0jLjlR4Dvl8iBp59BdbtPWZyid5HEHsKRI0c499xz2bBhA5mZmWzZsoWRI0f2dFhdlpOTwzPPPIOqqtx00009Ov1Bd3PW1VO04ncYMtIZ3rJIdMM3O9n32JMYMtIZe+/dQQ9Ma7d+RdUn/2bQ4jzihw7B1djI/v/9LVqjkdE/vyNsV0VHbS17fvMoqtvDxEceIiY5+VRdHgCDFi3EmJtD8Uv/h7uDtW7TZn6LlHOmcnTVW9gqKgDInnspqeefh6qquJqaUNssHiLObJLY27Db7bz00kvMmzePmpoaLrzwQjZv3kxam9kB+6pFixbxzjvvEBMTw5NPPkl+fj6OloEtfZWryczeZY/jtloZd9/d/kUz6nd8gyEzg4mPPYI+JTDp2srKOfjsC8SPGM6Qa67C1dTEnkcfx1lbx7j77kafOqDz92xsZPe99+M2m5n4yEPd0rUxHE1MDKPu+CmO2jqK/xC6f7qiKIz62U9QdDqKVvzOP2hp2E354PHgdbtRTvEXkOg9JLEDJpOJO++8k/Hjx/PEE09w/vnn89lnn7F69WqMXVjjsrf69re/zaZNm8jIyODf//438+fPZ+fOvjlC0VZWzu5fP0BzaRljfvULrIdLqG+ZEmDoddcwefkTAdP1ttKnpZJ2/nmMu+9u7JUmdt/3ALbjpYy9966QC163p0tKIn3Wd5j0+KMkjDp9v+KSxo1l2I35pH2r43nhDWlpjPnlz7EePsLB3z+P6vH4RrGeNQVXXT3O9//Owedf7HTQkzgz9NvEfuzYMe6//36mT5/OOeecw9/+9jfA97B01apVvXLwUXcYMmQIBQUF/Pa3v6Wmpob58+dzySWXsG1b3/hj97pclK/9BzuW3oWjppbkKZM5uPI5Dj3/IlWffg74arjtH342fLMTZ0MD2thYRtx+C1Wffs43S+/CbbEy4ZGH/FPhhmKvqmL/8hVYS46iKArD8q87rUm9Vc7iPNJn+nr8dNRLJvXcaQy7+QZqN2/h4HMv4HW7Gffgr9HGx6MW7qFx9x6KnnqGxhAPlMWZI6J+e2vXruUPf/gDbrebG264gWuvvTZg/759+3jggQewWq2ce+65PProo72qS6DZbGbjxo1s2rSJo0ePUlpaSklJCeD7CTt8+HB+9KMfkZ+f36d6vXSVVqvluuuuY/Hixdxzzz38/e9/Z8mSJaSnp7NkyRJuvfVWcnJyejpMwNfdz9XYSH3BDuq2foX5wEFc9fXoEhJwWyyY9+4j7Vvnk3HhbJKnTA46vrm0jNJ336N64yYyLpxN7MBsTBv+hbO2jvRZFzDsxhtCTq2rqqpv/dEP/s7Xe/ah6HSkzZxJ/LChp+OyO9W0bz+773+InMV5DLkueNBVzuJFeJ0ujr31No6aWsb84k4mL3+cb+78JQ6TCX1aGnsfeYyx997V6Rea6LsUNczoBZPJxNVXX82aNWvQ6/VcddVVPPPMMwE12oULF/L4449z9tlnc//99zNp0iSuueaasG/ucDgoLCxk0qRJXepxUlBQwLRpvg9mY2MjRUVFHDp0CI/Hw7Fjx/jnP/9JeXk5TqfTf0xMTAwXX3wx06dPZ+DAgcybN69Hp9xt1fZaTrdt27bx+OOPU1BQ4B/MMm7cOKZNm0ZWVhaZmZlMnDiRCRMmRPRvFe21eF0unHX1OOvqMObm4m5qonL9Bmo2b8FV3xDQmyN5ymRyrliCotWi0etJHD0qaKFqVVUxrd9AxUfraD52DDQaYhITcbXMnZMy9Wxyv3e5fzIwVVXxWK24zBb/uqY7774Py4GDEBPDwHlzyFmchyEjI+JrOpW8bjdH/vgalR+vx5ibw7AbrmfA9HOD58D5fCPFL70MqsqgRQupdLtw//0jNAYD+gEp2CtNjFl6Jxmzggdu9XY9+ffS3bpyLeFyZ9jE/v7777Nt2zaefPJJAF588UVUVfUPqS8rK+OGG27gk098gyC2b9/Oc889x6pVq046uM58unIldzz7LGaXGw/Bl6BTFHSKgkGjIcsQy/C4eCYnJXN2cjKxRt/PdG+oh4eK4h892PX9MS37naH3x8TgVVVwuULuV2JifMPIQ3VPC7dfo6DodKgeL4SaGVCjoGh1vuPb7Xd6PHxaW8OX9bXogcPNVqztyiiAVlHIMRqJ02ipczmxezxoFAUNChpFIVarZUxCAhrgaHMzzW3OobTsH2GMQ1HgsNWK3etpObNPvFbLsLh4FOCQ1YKzdUi9Amg0JMboGRJrRPV6KDKbcbf9CCuQrI1hUMuzkf3mJrytZ2+5N6lx8WTH6PE4HOxramz5MlMBBY3BQHp8HJkxBjyql711dWi12oBPWGZCAlkJCbg8HvZXVwX9Ew9MSCQ9Ph6H201RTU3Q/pykJFLj4mh2ujhUFzznem5yEimxRixOJyX1dUH7h6SkkGSIpcFi4Vh9HapXRdFo/P3Wh6ekEG8w0GC3cbyhEdXj9n0eAEWjMNQYh1Gjod7lwuRygqJp+8/PiPhEDBoNNXYbVXZbyz+N4i8zMi6BGI2GaoedGof9xD98i9HxCWgUqLLbqXO1/RvwlRmbmAiqSqXdToM78G9AoyiMiU8AoNxuo8kV+BnXaTSMjI8HFY7bmoM+n3qNhuFx8YDKMZsNm8dD670FiNVqGNLy93+0ubnls3ciPqNWy+CWz84RqxWXGjidQ7xWR06sb39xswWPquL/+CmQqNMx0OCr/By0WgNH/SqQpIshy2BAVVUqnQ5W/upudNOndXtiD9teUlVVRUabmkpmZia7du3qcH9GRgYmkymqIAsLC6MqD1Bz6AhxWi0xikK8VkeiTscAvZ5hxnhmpKaSGqNH00G3tZAJuZWqdsP+EAm97X5n5/vVk9nvVVGdIb4w2u73ht6v12qZl5nFvMyslrdSKTQ3ccBsptxhp9phx+rx4FFVMvQGmt1u7B4PNo8HL74/H1QVRVEwu114VZXmlvJtaRSFCpsNAJvHE/TFrAWO2pr9+9t/bWsVhWJNY4f7dYpCcbNvjpRmjztwfzMcb2qiSKtF9XqDEgO2ZsqbGjHodKiqijXEl2+luQm9Vue7PlfwvTBZLOi1WryqijXEvaq2+vZ7vN6Q56+1WtHrtLi93pDH1zc3E6PV4vJ4Ao/3/ZPSaLWg02hwelWaPcFf/haXC52iweH10Ozx0P6vpNnuQKsovnvrDa4c2F0uNK37Q1Qe3B43iqJg9Xiwh9jvbfk8WNxuHO3OrygKXq9vv7llf9v4NIqCpyXZNrpcuNrNo6NVFNwB+wM/HTqNgsurogB1LmdgpQCwuBXcLeesdTqDPpvNHo8/2dc7nbRG3xqjw+Pxx9TocgZ9Np0eL06vF1VVsXk9HN+/n+HTp1FQ0L2rXoVN7F6vN+Anntryhxvp/kh0pcY+bdo0Rhbc0K9/jp0OF4QvEqS3XktX9LVr8bpcVH68Hmd9PW6rFdXjRdFqSJ48mWNxsZwzdSrH//o3PDYbTfuKsB48GDjnu+L71YJGwWuzQ7vEp+h0GDIzcNU34LHZ0CUkYMjMIDZnEMbsgcQMSMZeacJ6+Aijf/lz9ElJHF39F8rf/xBNbCxxgwdjzM3BkJ7GkGuuQtFocFTX4HE40Bpj0cb6/te+ea29vnZfOnMyTTEdCZvYs7OzA+YZqa6uJrPN6u7Z2dlUV1f7X9fU1ATsF0KcPpqYGAYtCj0r5bGCAt+yfT/8vn+b6vFQ+9U2Ktetp7nkGIpWg7O2XfOPVosuPp7Y7CwGXjYPj8OOo7qWrEu/i3FgNtVffMmhF16i1u5rllG0WoyDc8Ht9sWTt5BBC+ajT08LWekzZKR33z+AACJI7DNnzuT555+nrq4Oo9HIhg0beOyxx/z7c3JyMBgM/m+dDz/8kFmzZnVyRiFEb6FotaR/awbp35rh32Y3VVHzxX9IGDOahFGjaNy9m/1P/hZLUxMHDxz0l0scOwbjwGyMA7PJuvS7xA8bRvyIYcQNHoympb0fiHpBb3Hywib2rKwsli5dSn5+Pi6XiyuvvJIpU6Zwyy23cOeddzJ58mSefvppHnzwQSwWCxMnTiQ/P/90xC6EOAViszLJvfIK/+sB085h+ut/9I1m9XrRxhnRGo2+JhsgYdTIHunXLzoWUWfzvLw88vLyAra1XTB53LhxvPfee+0PE0KcATQ6XdipFkTv0m9HngohxJlKErsQQpxhJLELIcQZRhK7EEKcYSSxCyHEGUYSuxBCnGF6dG7d1glynJ3NfRJGX18FqC25lt5JrqV36s/X0pozO5rDMezsjqeS2WzmwIEDPfX2QgjRp40ZM4bExMSg7T2a2L1eL1arlZiYmKgnDhNCiP5KVVVcLhfx8fFoNMEt6j2a2IUQQnQ/eXgqhBBnGEnsQghxhpHELoQQZxhJ7EIIcYaRxC6EEGcYSexCCHGGkcQuhBBnmD6b2NeuXcv8+fOZM2cOq1ev7ulwonb99dezYMECFi9ezOLFi9m5cyebN28mLy+POXPmsHLlyp4OsVMWi4WFCxdSWloK0GHs+/bt44orrmDu3Lk88MADuN3ungq5Q+2v5de//jVz5szx35t//etfQO+/lhdeeIEFCxawYMECVqxYAfTd+xLqWvrqfXn22WeZP38+CxYs4PXXXwdOw31R+6DKykr1oosuUuvr61Wr1arm5eWpBw8e7OmwIub1etULLrhAdblc/m02m02dPXu2euzYMdXlcqk333yz+vnnn/dglB375ptv1IULF6oTJ05Ujx8/3mnsCxYsUHfs2KGqqqr++te/VlevXt2DkQdrfy2qqqoLFy5UTSZTUNnefC1ffvml+sMf/lB1OByq0+lU8/Pz1bVr1/bJ+xLqWjZs2NAn78vWrVvVq666SnW5XKrNZlMvuugidd++faf8vvTJGvvmzZuZMWMGKSkpxMXFMXfuXNatW9fTYUXs8OHDANx8880sWrSIt956i127djF06FAGDx6MTqcjLy+v117Tu+++y8MPP0xmZiZAh7GXlZVht9s5++yzAbjiiit63TW1vxabzUZ5eTn3338/eXl5PPfcc3i93l5/LRkZGdx3333o9XpiYmIYOXIkJSUlffK+hLqW8vLyPnlfzjvvPFatWoVOp6O2thaPx0NTU9Mpvy89OrtjV1VVVZGRkeF/nZmZya5du3owoug0NTXxrW99i4ceegiXy0V+fj4//vGPg67JZDL1YJQde+KJJwJeh7ofJpMpaHtGRkavu6b211JTU8OMGTN4+OGHSUxM5LbbbuO9995j9OjRvfpaRo8e7f/vkpISPv74Y6677ro+eV9CXcvq1av56quv+tx9AYiJieG5557jtddeY968eafl76VP1ti9Xm/ApGGqqvapScSmTp3KihUrSExMJDU1lSuvvJLnnnuuz15TR/ejL96nwYMH8+KLL5KZmYnRaOT6669n48aNfeZaDh48yM0338w999zD4MGD+/R9aXstI0aM6NP35c4772TLli1UVFRQUlJyyu9Ln0zs2dnZVFdX+19XV1f7f0r3Bdu3b2fLli3+16qqkpOT02evqaP70X57TU1Nr7+moqIi1q9f73+tqio6na5PXEtBQQE33ngjv/rVr7j88sv79H1pfy199b4UFxezb98+AIxGI3PmzGHr1q2n/L70ycQ+c+ZMtmzZQl1dHTabjQ0bNjBr1qyeDitiZrOZFStW4HA4sFgsvP/++/zyl7/kyJEjHD16FI/Hwz/+8Y8+c01nnXVWyNhzcnIwGAwUFBQA8OGHH/b6a1JVlSeffJLGxkZcLhfvvPMOl156aa+/loqKCn7605/y9NNPs2DBAqDv3pdQ19JX70tpaSkPPvggTqcTp9PJv//9b6666qpTfl/6ZBt7VlYWS5cuJT8/H5fLxZVXXsmUKVN6OqyIXXTRRezcuZMlS5bg9Xq55pprmDp1KsuXL+eOO+7A4XAwe/Zs5s2b19OhRsRgMHQY+9NPP82DDz6IxWJh4sSJ5Ofn93C0nRs3bhy33norV199NW63mzlz5rBw4UKgd1/Ln/70JxwOB8uXL/dvu+qqq/rkfenoWvrifZk9eza7du1iyZIlaLVa5syZw4IFC0hNTT2l90XmYxdCiDNMn2yKEUII0TFJ7EIIcYaRxC6EEGcYSexCCHGGkcQuhBBnGEnsQghxhpHELoQQZxhJ7EIIcYb5/4XcwRSdab0kAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "j=13\n",
+    "plt.plot(L_obs_state[:,j]*K[:,j] ,'r')\n",
+    "plt.plot(K_bg[:,j],'r--' )\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
+    "j=14\n",
+    "plt.plot(L_obs_state[:,j]*K[:,j] ,'r')\n",
+    "plt.plot(K_bg[:,j],'r--' )\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
+    "j=15\n",
+    "plt.plot(L_obs_state[:,j]*K[:,j] ,'r')\n",
+    "plt.plot(K_bg[:,j],'r--' )\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
+    "j=0\n",
+    "plt.plot(L_obs_state[:,j]*K[:,j] ,'k')\n",
+    "plt.plot(K_bg[:,j],'k--')\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='k')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Checking if the sum of pai matches the actual mean change mean\n",
+    "\n",
+    "Not bad, but not perfect"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f926305b630>"
+      ]
+     },
+     "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": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.plot(np.sum(pai_matrix,axis=1),'r',label='sum PAI')\n",
+    "plt.plot(x_ol_an-x_ol_bg,'k',label='update')\n",
+    "plt.ylabel('dh [m]')\n",
+    "plt.xlabel('state vector')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Now try to calculate the PAI of the sat and ground obs using the Ya calculated from the LETKF\n",
+    "\n",
+    "first step is to make a different LETKF routine that also returns Ya as well"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def LETKF_analysis_22_extra(bg,obs,obs_sat,m_const,da_const,sat_operator):\n",
+    "    \"\"\"\n",
+    "    Revised version of LETKF_analysis that allows for a satelitte observation, and now also outputs the analysis pertubations calculated through the ensemble weighting for PAI calculations later on\n",
+    "    \n",
+    "    Follows the recipe and notation of Hunt 2007, e.g. what is normally called B is now P_a, and _ol refers to over line, so the mean.\n",
+    "    P_tilde_a refers to B but in ensemble space.\n",
+    "    The application when not localized is pretty straight forward. \n",
+    "    The localized version is coded maximully inefficiently. If needed two available options to speed it up are parallelization and batch processing.  \n",
+    "    Currently also only uses gaspari-cohn.\n",
+    "    \"\"\"\n",
+    "    from scipy.linalg import sqrtm #Needed to calculate the matrix square root. Can lead to complex values due to numrical noise, which I deal with by only using real values. \n",
+    "\n",
+    "\n",
+    "\n",
+    "    n_obs_h  =len(da_const[\"obs_loc\"])\n",
+    "    n_obs_sat =len(da_const[\"obs_loc_sat\"])\n",
+    "    n_obs = n_obs_h + n_obs_sat\n",
+    "    #obs_sat = sat_operator(quad['tr_bg'],window=window)+ np.random.normal(0,da_const[\"used_std_obs_sat\"],size=bg.shape[0])\n",
+    "    obs_loc = np.hstack([da_const[\"obs_loc\"],da_const[\"obs_loc_sat\"]]).astype(int)\n",
+    "    \n",
+    "    \n",
+    "    L = da_const['nens']\n",
+    "    x_b = bg\n",
+    "    x_ol_b = np.mean(x_b,axis=1)\n",
+    "    X_b = x_b.T-x_ol_b\n",
+    "    X_b = X_b.T\n",
+    "\n",
+    "#     r =np.ones(n_obs)\n",
+    "#     r[:n_obs_h] = da_const[\"used_std_obs\"]**2.\n",
+    "#     r[n_obs_h:] = da_const[\"used_std_obs_sat\"]**2.\n",
+    "    R = da_const['R'] #np.diag(r)\n",
+    "   \n",
+    "    # this is the function that ports the background ensemble state to pertubations in observation space\n",
+    "    Y_b, y_ol_b = state_to_observation_space(bg,m_const,da_const,sat_operator)\n",
+    "    \n",
+    "    # ineligant way to merge the obs vector depending on which observations occur\n",
+    "    if n_obs_h>0:  y_obs = obs[da_const[\"obs_loc\"]]\n",
+    "    if n_obs_sat>0: sat_obs = obs_sat[da_const[\"obs_loc_sat\"]]\n",
+    "    if n_obs_h>0 and n_obs_sat>0 :  y_obs = np.hstack([y_obs,sat_obs])\n",
+    "    if n_obs_sat>0 and n_obs_h==0 : y_obs   = sat_obs\n",
+    "    obs_ticker=0\n",
+    "    \n",
+    "    delta_y = y_obs-y_ol_b\n",
+    "        \n",
+    "    if da_const['loc']==False:\n",
+    "        \"\"\" Now that all the variables are set, we start by computing the covariance matrix in ensemble state \"\"\"\n",
+    "        YRY = np.dot(Y_b.T,np.dot(np.linalg.inv(R),Y_b))\n",
+    "        P_tilde_a = np.linalg.inv((L-1)*np.identity(L)+YRY)\n",
+    "\n",
+    "        \"\"\"Next step, computing the enesemble mean analysis via the weighting vector w_ol_a\"\"\"\n",
+    "        w_ol_a = np.dot(P_tilde_a,np.dot(Y_b.T,np.dot(np.linalg.inv(R),delta_y)))\n",
+    "        x_ol_a = x_ol_b+np.dot(X_b,w_ol_a)\n",
+    "\n",
+    "        \"\"\"We now get the ensemble by calculating the weighting matrix through a square root of the error covariance matrix, and adding the mean values to the ensemble deviations\"\"\"\n",
+    "        W_a =  np.real(sqrtm((L-1)*P_tilde_a))\n",
+    "        w_a = W_a+w_ol_a\n",
+    "\n",
+    "        x_a =  np.dot(X_b,w_a).T+ x_ol_a\n",
+    "        x_a = x_a.T\n",
+    "\n",
+    "    else:\n",
+    "        x_grid_neg = -m_const['x_grid'][::-1]-m_const['dx']\n",
+    "        x_grid_ext = m_const['x_grid']+(m_const['dx']*m_const['nx'])\n",
+    "        N = m_const['nx']\n",
+    "        x_a_loc = np.zeros((N,L))\n",
+    "        dy_a_loc = np.zeros((n_obs,L))\n",
+    "        x_ol_a_loc = np.zeros((N))\n",
+    "        for g in range(N):\n",
+    "        #for g in range(1):\n",
+    "            dist_reg = np.abs(m_const['x_grid'][obs_loc]-m_const['x_grid'][g])\n",
+    "            dist_neg = m_const['x_grid'][g]-x_grid_neg[obs_loc]\n",
+    "            dist_ext = x_grid_ext[obs_loc]-m_const['x_grid'][g]\n",
+    "            dist = np.minimum(dist_reg,dist_ext)#apparently minimum doesn't like 3 variables   ,dist_neg)\n",
+    "            dist = np.minimum(dist,dist_neg)\n",
+    "            #And now we calculate the gaspari cohn weighting and apply it to inverse R \n",
+    "            gc_loc = gaspari_cohn_non_mirrored(dist,da_const['loc_length'])\n",
+    "            if np.max(gc_loc) == 0.:\n",
+    "                #If no observations are within the double gc radius no need to bother computing things\n",
+    "                x_ol_a_loc[g] = x_ol_b[g]\n",
+    "                x_a_loc[g,:]  = x_b[g,:]\n",
+    "            else:\n",
+    "                R_inv =  np.linalg.inv(R) * np.diag(gc_loc)\n",
+    "\n",
+    "                YRY = np.dot(Y_b.T,np.dot(R_inv,Y_b))\n",
+    "                \"\"\" Now that all the variables are set, we start by computing the covariance matrix in ensemble state \"\"\"\n",
+    "                P_tilde_a = np.linalg.inv((L-1)*np.identity(L)+YRY)\n",
+    "\n",
+    "                \"\"\"Next step, computing the enesemble mean analysis via the weighting vector w_ol_a\"\"\"\n",
+    "                w_ol_a = np.dot(P_tilde_a,np.dot(Y_b.T,np.dot(R_inv,delta_y)))\n",
+    "                x_ol_a = x_ol_b+np.dot(X_b,w_ol_a)\n",
+    "                W_a = np.real(sqrtm((L-1.)*P_tilde_a))\n",
+    "                w_a = W_a+w_ol_a\n",
+    "                x_a =  np.dot(X_b,w_a).T+ x_ol_a\n",
+    "                x_a = x_a.T\n",
+    "                if g in obs_loc:\n",
+    "                    #print(obs_ticker,g,obs_loc)\n",
+    "                    dy_a =  np.dot(Y_b,w_a).T\n",
+    "                    dy_a = dy_a.T\n",
+    "                    dy_a_loc[obs_ticker,:]    = dy_a[obs_ticker,:]\n",
+    "                    obs_ticker = obs_ticker+1\n",
+    "\n",
+    "                x_ol_a_loc[g] = x_ol_a[g]\n",
+    "                x_a_loc[g,:]    = x_a[g,:]\n",
+    "        x_a = x_a_loc\n",
+    "        x_ol_a = x_ol_a_loc\n",
+    "    return x_a, x_ol_a, dy_a_loc\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### now calculate PAI with the y_a"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 6.28 s, sys: 163 ms, total: 6.44 s\n",
+      "Wall time: 1.69 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "time=19\n",
+    "\n",
+    "\n",
+    "L_obs, L_obs_state = localization_matrices_observation_space(m_const,da_const)\n",
+    "\n",
+    "dY_an, y_ol_an = state_to_observation_space(states_1[0]['an'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_an = (dY_an.T+y_ol_an).T\n",
+    "dY_bg, y_ol_bg = state_to_observation_space(states_1[0]['bg'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_bg = (dY_bg.T+y_ol_bg).T\n",
+    "X_an =states_1[0]['an'][time] \n",
+    "x_ol_an = np.mean(X_an,axis=1)\n",
+    "dX_an = X_an.T-x_ol_an\n",
+    "dX_an = dX_an.T\n",
+    "X_bg =states_1[0]['bg'][time] \n",
+    "x_ol_bg = np.mean(X_bg,axis=1)\n",
+    "\n",
+    "x_a_letkf, x_ol_a_letkf, dy_a_letkf = LETKF_analysis_22_extra(states_1[0]['bg'][time],states_1[0]['obs'][time],states_1[0]['obs_sat'][time],m_const,da_const,reflectance_simulator)\n",
+    "\n",
+    "\n",
+    " # ineligant way to merge the obs vector depending on which observations occur\n",
+    "if da_const['n_obs_h']   >0:  y_obs = states_1[0]['obs'][time][da_const[\"obs_loc\"]]\n",
+    "if da_const['n_obs_sat'] >0: sat_obs = states_1[0]['obs_sat'][time][da_const[\"obs_loc_sat\"]]\n",
+    "if da_const['n_obs_h']   >0 and da_const['n_obs_sat']>0 :  y_obs = np.hstack([y_obs,sat_obs])\n",
+    "if da_const['n_obs_sat'] >0 and da_const['n_obs_h']==0 : y_obs   = sat_obs\n",
+    "obs_loc = np.hstack([da_const[\"obs_loc\"],da_const[\"obs_loc_sat\"]]).astype(int)\n",
+    "pai_matrix = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "pai_matrix_letkf = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "\n",
+    "Rinv = np.linalg.inv(da_const['R'])\n",
+    "K    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dY_an.T),Rinv)\n",
+    "K_letkf    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dy_a_letkf.T),Rinv)\n",
+    "\n",
+    "for j in range(da_const['n_obs_h']+da_const['n_obs_sat']):\n",
+    "    K_loc =L_obs_state[:,j]*K[:,j] \n",
+    "    pai_matrix[:,j]=np.dot(K_loc,(y_obs[j]-y_ol_bg[j]))\n",
+    "    \n",
+    "    K_loc_letkf =L_obs_state[:,j]*K_letkf[:,j] \n",
+    "    pai_matrix_letkf[:,j]=np.dot(K_loc_letkf,(y_obs[j]-y_ol_bg[j]))\n",
+    "        \n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Now replotting things with the new PAI\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'state vector')"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for j in range(da_const['n_obs_h']):\n",
+    "    plt.plot(pai_matrix_letkf[:,j])\n",
+    "    plt.scatter(obs_loc[j],pai_matrix_letkf[obs_loc[j],j])\n",
+    "for j in range(da_const['n_obs_h'],da_const['n_obs_sat']+da_const['n_obs_h']):\n",
+    "    plt.plot(pai_matrix_letkf[:,j],ls='--')\n",
+    "    #plt.scatter(obs_loc[j],pai_matrix[obs_loc[j],j])\n",
+    "    plt.scatter(obs_loc[j],pai_matrix_letkf[obs_loc[j],j],marker='d',s=50,alpha=0.5)\n",
+    "    \n",
+    "plt.ylabel('PAI [m]')\n",
+    "plt.xlabel('state vector')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Comparison to background Kalman Gain looks much better now"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f92714e2b00>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "j=13\n",
+    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'r')\n",
+    "plt.plot(K_bg[:,j],'r--' )\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
+    "j=14\n",
+    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'r')\n",
+    "plt.plot(K_bg[:,j],'r--' )\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
+    "j=15\n",
+    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'r')\n",
+    "plt.plot(K_bg[:,j],'r--' )\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='r')\n",
+    "j=0\n",
+    "plt.plot(L_obs_state[:,j]*K_letkf[:,j] ,'k')\n",
+    "plt.plot(K_bg[:,j],'k--')\n",
+    "plt.scatter(obs_loc[j],K_bg[obs_loc[j],j],c='k')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### So while the Kalman gain now seems to match much better, the total PAI actually got worse. I assume this is a code bug, will look into this"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7f92718bcb70>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.plot(np.sum(pai_matrix_letkf,axis=1),'r',label='sum PAI')\n",
+    "plt.plot(x_ol_an-x_ol_bg,'k',label='update')\n",
+    "plt.ylabel('dh [m]')\n",
+    "plt.xlabel('state vector')\n",
+    "plt.legend()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# This is the old code graveyard for now"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 10.6 ms, sys: 4.05 ms, total: 14.7 ms\n",
+      "Wall time: 9.75 ms\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "time=19\n",
+    "\n",
+    "\n",
+    "L_obs, L_obs_state = localization_matrices_observation_space(m_const,da_const)\n",
+    "\n",
+    "dY_an, y_ol_an = state_to_observation_space(states_1[0]['an'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_an = (dY_an.T+y_ol_an).T\n",
+    "dY_bg, y_ol_bg = state_to_observation_space(states_1[0]['bg'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_bg = (dY_bg.T+y_ol_bg).T\n",
+    "X_an =states_1[0]['an'][time] \n",
+    "x_ol_an = np.mean(X_an,axis=1)\n",
+    "dX_an = X_an.T-x_ol_an\n",
+    "dX_an = dX_an.T\n",
+    "X_bg =states_1[0]['bg'][time] \n",
+    "x_ol_bg = np.mean(X_bg,axis=1)\n",
+    "\n",
+    "\n",
+    " # ineligant way to merge the obs vector depending on which observations occur\n",
+    "if da_const['n_obs_h']   >0:  y_obs = states_1[0]['obs'][time][da_const[\"obs_loc\"]]\n",
+    "if da_const['n_obs_sat'] >0: sat_obs = states_1[0]['obs_sat'][time][da_const[\"obs_loc_sat\"]]\n",
+    "if da_const['n_obs_h']   >0 and da_const['n_obs_sat']>0 :  y_obs = np.hstack([y_obs,sat_obs])\n",
+    "if da_const['n_obs_sat'] >0 and da_const['n_obs_h']==0 : y_obs   = sat_obs\n",
+    "obs_loc = np.hstack([da_const[\"obs_loc\"],da_const[\"obs_loc_sat\"]]).astype(int)\n",
+    "pai_matrix = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "\n",
+    "Rinv = np.linalg.inv(da_const['R'])\n",
+    "K    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dY_an.T),Rinv)\n",
+    "for j in range(da_const['n_obs_h']+da_const['n_obs_sat']):\n",
+    "    K_loc =L_obs_state[:,j]*K[:,j] \n",
+    "    pai_matrix[:,j]=pai_matrix[:,j]+np.dot(K_loc,(y_obs[j]-y_ol_bg[j]))\n",
+    "        \n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x7f8fafe01c50>"
+      ]
+     },
+     "execution_count": 118,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.pcolormesh(dy_a_letkf,vmin=-0.3,vmax=0.3)\n",
+    "plt.colorbar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x7f8fafdbb048>"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.pcolormesh(dY_an,vmin=-0.3,vmax=0.3)\n",
+    "plt.colorbar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f8fafd91588>]"
+      ]
+     },
+     "execution_count": 120,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.plot(np.sum(pai_matrix,axis=1),'r')\n",
+    "plt.plot(np.sum(pai_matrix_letkf,axis=1),'r--')\n",
+    "plt.plot(x_ol_an-x_ol_bg,'k')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Long run with sqEnKF to see what not having the weights for PAI calculations does"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "m_const = set_model_constants_22(u=10,nx=300,dx=100,h_init_std=3000)\n",
+    "da_const = set_da_constants_22(\n",
+    "       obs_loc=np.arange(50,299,100),\n",
+    "       True_std_obs_sat=0.2,used_std_obs_sat=0.2,pert_std_obs_sat=0.2,\n",
+    "       True_std_obs=0.1,used_std_obs=0.1,pert_std_obs=0.1,\n",
+    "       ncyc=200,dt=550,method='sqEnKF')\n",
+    "sat_operator = reflectance_simulator\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 9.14 s, sys: 168 ms, total: 9.31 s\n",
+      "Wall time: 2.35 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "importlib.reload(da_functions)\n",
+    "from da_functions import *\n",
+    "states_1   = run_linear_advection_KF_22(m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x324 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_start=da_const['ncyc']-3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Now try to calculate the sum overt the PAI of the sat and ground obs and comparing to the full sum (xbg-xan) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 2.58 s, sys: 67.8 ms, total: 2.65 s\n",
+      "Wall time: 669 ms\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "\n",
+    "sum_abs_inc = []\n",
+    "sum_abs_pai = []\n",
+    "\n",
+    "for time in range(20,da_const['ncyc']):\n",
+    "\n",
+    "\n",
+    "    L_obs, L_obs_state = localization_matrices_observation_space(m_const,da_const)\n",
+    "\n",
+    "    dY_an, y_ol_an = state_to_observation_space(states_1[0]['an'][time],m_const,da_const,reflectance_simulator)\n",
+    "    Y_an = (dY_an.T+y_ol_an).T\n",
+    "    dY_bg, y_ol_bg = state_to_observation_space(states_1[0]['bg'][time],m_const,da_const,reflectance_simulator)\n",
+    "    Y_bg = (dY_bg.T+y_ol_bg).T\n",
+    "    X_an =states_1[0]['an'][time] \n",
+    "    x_ol_an = np.mean(X_an,axis=1)\n",
+    "    dX_an = X_an.T-x_ol_an\n",
+    "    dX_an = dX_an.T\n",
+    "    X_bg =states_1[0]['bg'][time] \n",
+    "    x_ol_bg = np.mean(X_bg,axis=1)\n",
+    "\n",
+    "\n",
+    "     # ineligant way to merge the obs vector depending on which observations occur\n",
+    "    if da_const['n_obs_h']   >0:  y_obs = states_1[0]['obs'][time][da_const[\"obs_loc\"]]\n",
+    "    if da_const['n_obs_sat'] >0: sat_obs = states_1[0]['obs_sat'][time][da_const[\"obs_loc_sat\"]]\n",
+    "    if da_const['n_obs_h']   >0 and da_const['n_obs_sat']>0 :  y_obs = np.hstack([y_obs,sat_obs])\n",
+    "    if da_const['n_obs_sat'] >0 and da_const['n_obs_h']==0 : y_obs   = sat_obs\n",
+    "    obs_loc = np.hstack([da_const[\"obs_loc\"],da_const[\"obs_loc_sat\"]]).astype(int)\n",
+    "    pai_matrix = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "\n",
+    "    Rinv = np.linalg.inv(da_const['R'])\n",
+    "    K    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dY_an.T),Rinv)\n",
+    "    for j in range(da_const['n_obs_h']+da_const['n_obs_sat']):\n",
+    "        K_loc =L_obs_state[:,j]*K[:,j] \n",
+    "        pai_matrix[:,j]=pai_matrix[:,j]+np.dot(K_loc,(y_obs[j]-y_ol_bg[j]))\n",
+    "    \n",
+    "    sum_abs_inc = sum_abs_inc + [np.sum(np.abs(x_ol_an-x_ol_bg))]\n",
+    "    sum_abs_pai = sum_abs_pai + [np.sum(np.abs(pai_matrix))]\n",
+    "        \n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.0, 30.0)"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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ZSpysb4NWfa5xbHeK0GnkMfuM4/HdydyWgPc1KEOK+vfYUW/eIxb/xqItWeJIFgGTw+zZs7v9ezjKy8tx5513YtWqVZg7dy4+/fRTNDY2+n7e2NiI/Pz8sN5z3Lhx0Gg0wV+YgsrLyzFx4sS4X3cigDGjz9Xeiwt6N3hbWWNCefkRGPTZGG70TFWtNQuYOEyNa2Zf2um1n+6owMACla9G2djeDINODgFK5OX1AwBYbC6calfjmtmdB68/ra7wq41abC4MKFD7Wis6rdI3XVZUCFgaowHQeH13mf1NPd5XNL/Hjnp7f9H+NxZtifp/Lx4cDkdEleqAyWHBggW9Cqi+vh6/+MUv8OSTT2Lq1KkAgPHjx6Oqqgo1NTUoLCzEzp07sXDhwl5dh6IjmtM8A3X3fFFlxjVdXtu1m8RmF6BRK2BznBujCNQd1NPCtnRd1xDsvpJ5um4yx0b+Yjbm8Oyzz8LhcGD9+vW+55YsWYL169djxYoVcDgcmD59Oq688spYhUAJEqhf/PQZwe+1XfuidVolbHYBug6Dl4H6plO5oOyNdL0vSi4xSw6rV6/G6tWru/3Z3//+91hdlpJAoMHHnAz/f25da/+5mRq0tDkwOD+j28HrrlhQEsVGzKayUt81c1IRLHYBFpsLkiTBYnPBYhcwYVjg2n+WQY1msx2F+Zn46bzzMTgvA81mO7IMai6UIkqAoC2Hv/zlL1i+fLnvT6JgAnX3tDVVBXx918J/1pR4RJq+q6iJeitoy8G7SI2L1SgcJcVG3L5wPB6+dSpuXzg+KQvcdF1FTRQNIY85SJIUyziI4q67WVWtFgc2vfIF8nJ1PbYkurY4BmU40HUiJFsllMpiNiBN0RXPgiZe10p04dl1VlVLmx0nGy1wiyJGD80NuDlcd5vIHTneijGjTb7XcaM5SnUhD0hHsvkeRUc8uz/ida1k6NLpuufTqSYLZAAy9eoe92Pqbn8jrVre6XXpurcT9R1Bk4O3O4ndSokTz4ImXtfqeJ1WixM1p1tRdaoFm175Im4JouusqnarC6IkYXDeueNvu1uA190mchqVrNPruNEcpbqgycF7jkMk5zlQdMSzoInXtbzXMbc78F1tC1wuEQatCm3W+LUguk6jzdSrUVSQieyMc9uznG62oPGsrdOW4N3tMutwSZ0W6sVqJ1qieAk65pCZmdnpT4q/eO5oGa9rea9zsrEdKoUcSqUcLkFEhv5cSyXUvvnejF10nEbr7eqy2FyeFd3NFlSdasXwwdmdur4uHz8Q/66oB3Bu2w67U8TMSUW+9+WZ1ZTquAguBQRaVNaxMEq1a3mv02Z1QqGQwSWIENwiBvU3hNVSiebYRdeWREubE8MHZ2NAP0OnLrajdeZOr8syqDHjgqxOCanre3ExH6UazlZKAfHcRK431wqnBu+9zqZXvkCb1YkMvQpDB2YiJ1MLi80VckulpzMdIvl8OrYkHn76QMCzE7ou3Otuu2du7UGpLOzkIEkSampqMHTo0BiEQ4HEs6CJ5FqRTN0sKTbirsUTfL+n1yp9LZVQu19ieagPD6ihvixocnjppZfw+9//Hjabzfec0WjERx99FNPAKLVEWoPvbasolgX4yMJsbH/3CARRRIZOhX7ZOsjlco4bUJ8QNDk8/fTT+Nvf/oYtW7bg7rvvxt69e3H69Ol4xEYppDc1+N60imI18FtZY8K/K+oxKM8AU6sDFpsLdqcF15eWsKuI+oSgA9I5OTkYP348xowZg+bmZtx+++347LPP4hEbpZBETd2M1cCvtyU0sH8Gxg7vh8ljB2B0cS6O1pmjFDlRcgvaclAqlTCbzSguLsahQ4fwgx/8AG63Ox6xUQpJ5NTNWIzHxHIsgygVBE0O1113HZYvX46tW7eirKwMu3fvxogR7HOlzrobO7hoVB72HKzF9l1HAm5Olwy6m2UV6VhGoveLIoqWgMnh/vvvx9q1a7Fo0SLMmTMHer0er7zyCr788ktcdtll8YyRUkR3C8p62pwuGQSaZdXdQrdgLSFutkfpJGBycDqdWLBgATZt2oSSkhIAQEFBAQoKCuIWHCW/QDXl7mYviZLk2w5brZJDBhkcLnfAGnY8auGBZll5F7qFM4sq2msuiBIp4ID0H/7wB9x222245ZZb8D//8z/xjIlSRE+rk7vu0WRud6DJ7PKsiJYD31SdxddVzVAqZN2uao7Xrq097SUV7oFF3GyP0kmPYw7XXHMNLrnkEqxcuRK7d+/GkCFDfD9bvXp1zIOj5Na1piy4RdQ3tWP98weh0yghuEUM6GcAAJxsbIdMLkOGXoX6Zis0agVk8GyTff6wfr738xbA8aqFR3OdBBfNUToJOpX122+/RVVVFXJzc5GTk+P7j6hjTdm7u6okShAlCTmZahw/acbpZgskSUKb1QlJAgb1N8BmF6BUyKBUymFzeKa/dq1hx6sWHs29pOK5BxZRrAVsOVitVjz22GPYu3cv1q1bhyuuuCKOYVEq6FhT9u6uKgHQaxUY2N9zJsLZVgeUCjmy9BooJCAnUwud1gKnS4QMEnQazz/BrjXsQLVwjUqBLTsqwhqH6GnsIpr7VsVzDyyiWAuYHK6++moUFxfjzTffRF5eXjxjohTRcW2D1e6CUqGA4BYxdKBne/cB/QxQKRV4+NapqKwx4c+vfgqLzYWB/fSoPGEGIKF4YG63+yl1t26i8awVEgC5XBbybKBQZhBFc50EN9ujdBGwW2np0qV49tlnmRgooI6rk+UyGWQyz35EOZmexWMdWwMlxUbMuCALWQY13CIwZlguzh/WD4Jb6nZVc3crn43ZWuTn6sM6pY7HdRJFJmDL4f/+3/8bzzgoRXlryt6avkqpgCRJ3a4LKOyvwTWzx4f93l6eLbTVnV4TbByCK52JIsPDfigq4nG4TST7N/G4TqLI8LAfippY97dHsn8Tj+skikzQ5NB1B1aZTAatVouhQ4ciIyMjZoERdRXJbCDOICKKTNDk8Pjjj+Pbb7/FyJEjoVAoUFlZiby8PNhsNqxbtw7/5//8n3jESUkgGTaVi6R1Eu0WTXefA1G6CZocBg0ahF//+teYMmUKAODQoUN47rnncP/99+P2229ncugjuKmcR6DPYWKxFPKOs8mQZImCCZocamtrfYkBAC644AJUV1djwIABMQ2Mei+ahRA3lfMI9Dl8UWXGNSH8PpMspYqQDvv58MMPfdt0f/jhh1CpVDCZTBAEIchvU6KEUwgFSyKVNSZ89vVpiJIEvVaFwXkZyM7QBJ0S2vV9k/U8h3AEmhp7+kxo/y9EO8myFUKxEjQ5rFmzBnfeeSdkMhlEUYRGo8HmzZvxzDPPYMmSJfGIkSIQaiEULIl4f65QyCE43WhqseN0sxXGLA0KjHoU5md2e/1UOc8hXIG29cjJCG3iXzTXXbAVQrEU9F/0BRdcgD179qCyshIKhQIjRoyAQqHA6NGj4xEfRSjUQihYEvH+3JilwXcnWiCXy6GQAaZWO0ytDrS0ObBlR4VfjbW799Wq5UnXDeWteR8/aYbVLkCnUWBEYU7AGnigqbETh4W2biKaO7eyq49iKWhyaGpqwssvv4yWlpZOz3PL7uQWaiEULIl4f15z2oVMgxoOlxtOlwS3W0KmXgVRQqcaK+ApnD6sOIUsgwqF+ZnIztAAADQqGY6fNIe9cV6seGveoijizFkr5DIZLHYXNOq2gDXwQFNj25qqQrpmNNddcPU3xVLQ5HDfffdBq9Xi/PPPh0wmi0dMFAWhFkLBkoj35za7AJ1GCb1WhWazHUqFHBl6FewOwfe7O/Yehc3phkGrRJZBDbtDwHe1LTivKAfZGRqcbRfQ5pDQP0eXFN0g3pp3zelWqJUKKJVyuAQRZ9scKB6QFbAG3t3U2PIQk0M0113w/AiKpaDJ4fTp03j77bfjEQtFUaiFULAk4v25UimH4JYggwTBLSI3UwPBLUH3/ZkLeq0S/zlyBqOKjTDoVBicZ8DROjNkAOrOtEGpkKO5TcDQQZlhd4PEatDVW/O2OQRo1Z77UCpksNmFmNbAo7Xugqu/KZZCWudgtVqh17M2kmpCKYSCJRHvz1/b+x0OH2+GQatCbqYGoihBguTbntuzf5HMd0BPTqYWIwuBk40WtFqcyDKokamT+06G8wplxlMkg66hJBRvzVunUcLlEn0JUPd9QZvsNXCu/qZYCpoc8vPzUVZWhsmTJ0OrPde/yTGH8CXrtMNgSaSk2IhVN0/pNHjbZLZjcH89sjM0vvMYRhZlw2o/182Uk6mFSqlAlkGN2xeOx2+3Nnb6ORC8GySSQddQE4q35m3M0qK2oQ2CW4QEoMCoS5kaOM+PoFgJmhwGDx6MwYMHxyOWtJYO0w47FkRdE523IO2pm2PCMD0++NaK1jonXIIIlVKOLIO6x0I4kkHXUBNKx5q3w+n2zVYqzM9MmsRNlChBk8Mdd9wRjzjSXjJNO4xGCyZQjTVYN8e5KQ1Sl8fdi2TQNZyEkoiad7K2IIk6Cpgcli5dipdeegkXXnhhp1lKkiRBJpPh888/j0uA6SJZph3GugXTU2H7RZUVebnZGDoo2/ecxebqMUFGMuiazLN40qEFSX1DwOSwadMmAMDOnTvjFkw6S5YCK5EtmJZ2AcONnf/JBUuQkQy6JvMsnmRqQRL1JGByyM/PBwAYjUYcOXIEEyZMwEsvvYQvv/ySXU0RSJYCK5EtmJwMZdgD0kD4XT/JPIsnWVqQRMEEHXNYuXIlioqKIJfL8cwzz6CsrAwPPfQQnn322aBv3t7ejiVLlmDr1q0oLCzEypUrUV5eDp1OB8AznjFr1qze30UKiGeB1VOfdiJbMBOG6VFe49mgLtYJMlln8SRLC5IomJC27P7DH/6ATZs2YcGCBbjjjjuwcOHCoG9cUVGB1atXo7q62vfc4cOHsW3bNl+rpK8Jp8CKdNAyWJ92Ilswhf01GDN6WFLW6OMlWVqQRMEETQ7ebbk//PBD/PrXv4bb7YbVGrwJ/Oqrr2LNmjW4//77AQA2mw2nTp3CqlWr0NDQgFmzZuGOO+6AXC7v5S2kn94MWgbr045XCybQaWnJWqOPl2Tu8iLqKGhymDBhAubMmQOFQoGLLroIP/nJT3DppZcGfeN169Z1etzU1IRLLrkEa9asQWZmJpYvX47XXnsN1113XeTRp6neDFqG0qcd6wI6GqelpbO+niApNcgkSZJ6eoHb7cZ//vMfjBo1CpmZmdi3bx+mTZsWco3/hz/8IZ5//nkUFhZ2en737t1488038ac//Smk93E4HDh8+HBIr0112/Y2Ikuv8JtC3Gp144YZeT3+7s7PzsLmEKFVn/t+7E4ROo0c8y7OjVnM3cXgFiU0tQpwCiLkMhkG5qqweFr/uMSQSHVNDnxRZUVLu+echwnD9Cjsr0l0WNTHjRs3DhpN6P8Og7Ycvv32W+h0Opw4cQIAkJeXh2+++QZjx44NK7AjR46guroas2fPBuAp7JTK0A5I6SjcG0wmwcYRysvLMXHiRHxaXeE3aGmxuTCgQI2JE8f3eI3M/p5au06r9PVpiwoBS6M0jz6UsZC3Pj+AjEwZjtaZoVKqodXK4XK5UX3Gjsz+w1K+1tzdZ9DWVIWJEyeissaE8vIjMOizMdzo+fzLawSMGZ3a9+39t5mu0vn+Iq1YB63+r1ixwvffbbfdhkWLFmHNmjVhX0iSJDz22GMwm81wuVx45ZVX+sxMJeBcV0urxdmpq6WyxuT32pmTimCxC7DYXJAkybd3kbffvifePu0sgxrNZjuyDOqoLbAK9R4KjHrUnG6DSiGHUvn9PzGZzHfYTyoL9BnUNTkAdO4SlMlkMOhUMGiVKX/f1PcErbq/9957nR5/8skneOutt8K+0OjRo7Fs2TIsXboUgiCgtLQU8+bNC/t9UlU44wi9HbSMVZ92qPcwc1IR/l1xEnqNCpIkQXB7tvnOy0r9+fyBPoMvqsy4BlzHQOkj7H6dKVOmYP369SG/vmNy+fGPf4wf//jH4V4yLYRbaPS2gI/F/j2h3kNJsRHjhvdD1alWOJxu6LRKDB2Yifa21pSfzx/oMzh9xjOrj+sYKF0ETQ5fffWV7++SJOHw4cOw2+0xDSodRVJoRFrA7/6kGtt3VcLtFmHQqeAS3FHZvyece1g04zzfjCXv2IfdKYbUNZbMAn0GORme/5W4joHSRdDksGLFCt/fZTIZ+vXrh4cffjiWMaWlcAuN3hxys73DdVyCiJONFgzOM/R6/55w7qG7rrHRF2Sl9KAsEPgzmDjMkyC5joHSRdhjDhSZngoNbwuhsqoRn1ZXYOakoojXOuw5WAtBFJGhUwMAVErPdFhTqwMqpSLq93DRqDzsOViL7buO+LVuunaNlZeXh3W9ZNzaOtD32NbhDGmuY6B0EP5cUopYd4VGxxZCll7hayFYbU4UD8zq9NpQBjYbTFZk6FQQBBGiJMFid0EQPCecFRVkRPUeerOSO1jBn8xbW3f3PZZ3SA5E6YDJIcE6thBsFpmvhdDcYotoB9MCox6CW0R1fStsdgEKxfdTSSXAZLZj9yfVOFpnjkptPNLWTSgFP7e2JkosbmyUYA0mK/Ra/zMO9FplRGsdZk7y7KCrVMghl8vgFkVAJsN5Q3Kg1SixfVdlj+sUKmtM2LKjAg8/fQBbdlR0uw4jWOzBWjehrAWI9L2JKDqYHBKswKiH1S50es5qFzB8cDYuHz8QJ0634ePDp3HidBsuHz8waK3Z2ycu/77QLTDqMeG8/ijMz0Sz2eabwSSTyeAS3Khvasf65z/Dlh0V2P1JdcgL9XqKPVjrpsFkhdMl4OuqZpR/04Cvq5rhdAmdCv5I35uIoiNgt1LX40G9eExodHWc/dKxhXDRqDz8u6IeQwZkYrQ2F1a7gH9X1KN4QPAZPyXFRlx8fgFaLU64BDdONVlwrM6MVqsT2QbPQHVLmx1H68xQKuQQJQmtFie2v3sEg/IMMHx/3kawrpxIp22qVXJ8U3UWGrUCGrUCTpeIyhNmjBl2bu8nTgklSqyAyYHHg8ZHx9kvp8+4MaBAjQXTR/S6z33mpCL85c0vccZkg0atgELuSfQ2pxstbXacarJAqZBDBkCvVcGgU0EQRZhaHRjY/9zAdbCFepFM25RBBkCCDJ7p0TJI3z8+VxlJximhyTh7iihWAiaHwYMHd/v86dOn8cILL+C+++6LWVB9jXf2S3m5gIkTx6OyxoTPvj4NUZKg16owOC8D2RmasPrcS4qN6J+tQ6vFCcEtQqdRoqQoB3Vn2lFzug0uQYRSLoNLlNA/R4uvq5phswuw2gUUtnuuB3i6ctQqObbsqPA7m6FjQXl9aeiziBwuN0YV5+JUkwU2hwCdRonigblwuNzdfi7JIJlnTxHFQsizlSoqKvDcc89h165duPDCC2MZU5/mLYQUCjnkEuByifiutgXnFeVAqZB3W1AHKpwcLjcuGNm/U/egQafC8ZNmyGUyyOQyDMzVob7ZCkmSIAFwCSI+//YMRhZlw5ilw5mzVsgAKORyX6H4lze/hAxAXq4+ooLSu8r4/GH9fM9ZbC70y1b38tOLHc6eor6mxwFpURTxz3/+E4sXL8b111+Pffv24dlnn8W2bdviFV+f4y2EigdkQnB71ico5TJU17fizFkrTGZ7rwaMVUoFLj5/AB64aRIG9s9Ak9kOURTRZnMBEpCl9wxWf1fbArcoon+2Dnm5+k4zi1otTpi/30Iikp1He7PrbKJw9hT1NQGTwzPPPIOZM2diy5YtKC0txd69e5Gbm4tLLrkknvH1Od5CKCdTi5GF2VCr5BBECW631G1B3VOh3FMh7O3Td7slWB1uKOVyZGeokWnQIC9XB4NOhdxMLRwut1+h6BJEuITOXUDhdnnFalvxWOHsKeprAnYrbdy4EVdffTVuu+02DB8+HAC6nb1E0dVxY7ecTC1yMrWw2FzIMqgj2tm1p0Fd76ymA1/WQ69V+r5fQRCRoVP5fscbj7ndgZON7WizOqGUy2FudyA7QwNzuwPV9a1wuyVs2VER0kBtpOMJiRoU5uwp6msCthz+93//F3q9Hj/60Y+waNEivPjiixBFMZ6x9Uk91fYjqb2WFBtx+8LxePjWqbh94Xi/gnTmpCIoFHI4nJ6WgCCIcLlF9MvW+Qpfi13A6WYLKk+chc0uQKtWQK6Q4dtqE+oaWvFttQl2hxvDBmUG7erqjXAOTIoFnVqBIzUm/OdII9yimPStHaLeCJgcRo0ahYcffhjvv/8+FixYgFdeeQWnT5/GypUrcezYsXjG2Kf01OUSi776kmIjri8tAQC025xQKmUozM+AXC7v1P10ttUBSQJ0WiXGDDVi7DAjtBoljp1shVajxKjiHORm6SI6+SzUVdmJOmXNm5TkchkuHJWPUcW5sDtZUaL01uNsJVEUIQiC75CegwcP4qWXXsK1116LioqKeMXY5wTqconm3P+u3TPXzx4VcM+lkmIj8nJ1GD00t1PXYnaGBh8fPu03Iyqc8Ydwpogm6pQ1zlSivihgcvjiiy9wxx13oLm5Geeddx7++Mc/YtKkSZg0aRJMpvg048lfNOb+d1cg/7uivsduksCH3Ggi2iDQK5yCt6fDhmI5FsGjP6kvCtittGHDBjzyyCP4z3/+g2uvvRYbN270/cxoZG0plUXSPROoS6ts+vBedXWFM0U0UAwjC7NjOhbBmUrUFwVMDlarFTNmzIBWq8XNN9+M48ePxzOuPqeyxoSdn50NaTfU3opkzn6gsZBZU4b2alpqOAVvoBiO1pljOhaRiusyiHorYLeSXN45b6hUqgCvpN7ydvM4HSIGD4z+1gxdu1zUKrlfV9DpZgta2px4+OkDAbtlehoLiTTOcKeIdnet7buOxLTbJxn3eSKKtYDJQZKkeMbRp3m7eeRuua/m632+4zGikfSndze+YDLbIQHIhx56rRKnmy2oOtWK4YOz475vUDQK3p7GIjrqzeeYTPs8EcVDwORQW1uL2267LeDjrVu3xjayPsQ74GmznHvOW/Pt7YZv3Q/46iGKkm9hXUubEwVGPUytdpw80w6dVoncTE3cZuN0LXi9U1tDLcRDaX1w47zIdHe+OT+vviFgcnjwwQc7PZ49e3bMg+mrvDXfjrw1355m83j/7KkQDTTTptlsx+0LxwMAfrXpfTSZ7VAq5L7zFU42WnwL48LR21lDkRTiobQ+OB01fIHON2dC7RsCJocFCxbEM44+zVvzdTpFSJLUqeYbqD/9+Ekz6putQQvRULpcbA43ZABUSs84k0opg9stwuYILzlEo3YeaSHubX14k9P2XUc6JSdORw1foPPNmVD7Bh4TmgS8NV+dRu434yfQbB6rXQhphk4oM230WiVESYIgeFb9CoL4/VkSIe/oDiA6K5g7zqRqabPj66pmfFNtwmdfNwSdwdXT9hqcjho+7kTbtzE5JImSYiPmXZzrtwdSoMJdp1GE9D9uKDugDh+cjaKCTKhUctidAlQqOYoKMjF8cHZY9xCNwsRbiHuPMXW6PIcSKRSyoGsXekpOnI4aPibUvo3JIckFKtxHFOaEtT4g0OZ7lTUmnG2z4/gpM1yCiBGDs1E8IMu3t1I4olGYeAvxmtNtvmNMBVHC0IFZQVshPSWnVNwmPNGYUPu2oP0Gx44dw+eff45FixbhnnvuweHDh/Hoo4/yXIc4CjSNsrdbSHccIxhTnIsTDe34uuos/mtEP9wwexQARH3WUCj3esPsUVj//Ge+Y1KHDspCdoYGkiT12AoJNr7C6ajhCXS+OT/DviFoy2HNmjXQaDTYt28fGhoasG7dOjz55JPxiI16EI2acMdumNwsHcafl4fx5/VHTqbn/Ohwt6SIVu3cc87EAIwZ2g/nD+vX6TzrnlohrOlGn7fVecOMvG63fKf0FbTl4HA4cPXVV+ORRx7BVVddhSlTpsDlcsUjNupGNDeY62kGT29nDfVWJK0QrmQmip6gycHpdKKpqQn79u3DX/7yFzQ1NcHhcMQjNvqeNyEcq2tBs9mOwfkZvi6U3sw776kbJtZTP4MluUgLenYdEUVH0OSwePFizJgxA1dddRVGjhyJK664Aj//+c/jERuh87iA5fvB3roz7dBplL7ulkjnnfdUO99zsDZm22NX1pjw1ze/hNnihEtw42RjO47VtWBZ2X/5JQgW9ESJETQ5XH/99ViyZIlvI7433ngDubm5MQ+MPDp279gdAjRqBdxuCScb25GdoQlam++pIA9WO+8ucVw0Ks+XrBRy4PMjZ/DvL07hv0b0w8IZI0PaC2rH3qNoMFmhVSuh06ggCCIaTFbs2HsUK2+eHMNPk4hCFTQ5WK1WbNmyBR999BFUKhWmTZuGW2+9FWq1Oh7x9WmVNZ7FX94FaXK5DIJbgkoph83haUX0NEgbyorlcE+d8yYrl+DGsZOtUCrk0GsUOH7KjG3vHsHl4wfi3xX13V7T67vas9CoFFB+vyJbqZRDIynwXe3ZaH+ERBShoMnht7/9LURRxH333QdJkvDqq6/i0Ucfxdq1a+MRX5/lLdgVChnkIuB0ibA7Bcggg9sth1aj8M3G6W6QtrLGhE2vfIFWqwOZejUG52UE7YbqWuMfWehZBGexuXD4WDOO1bXA1OrAsEGZqG+2QqmQ+7bcsDs9K7bffP84hgzI7HYge/JQ75VkQIdjRT1PyQBuBEyUNIImh6+//hpvvfWW7/GUKVNwzTXXxDQoOtedNHRgFr6rbYFKIYNOo4JLcAMyGTJ0amQZup937k0sbVYnDFoVXC4R39W24LyiHN9OrF11bWXUnWnDv784iQFGPZpb7ZDLZLDYPVNEK0+YIUFCxvcFvyCI0GmU0GuVaGl3YLS2c7ejr+trqKe1ObIoG99UeVoJSoWnNeRwujFmGLsriZJF0OSQnZ2NlpYW5OTkAPB0M2VmZsY6rj7PO1tIJpPhvKIcnGxsh9XugkIuwwM3TepxoNabWFRKOUytdkgSIJPJcPyUGSVFud12Q3Wdunq2zQGNSoH6ZisydCoolXK4BBGApyB3ukQIagkySHC5RQwdlBXCmdKerrBFM87DX8xfotXihN3phkopR75Rh0UzzovqZ0hEkQuYHB599FHPC5RKXHvttSgtLYVcLsd7772HkSNHxi3AvqrjNNPsDA2yMzSw2FzIMqiDzuBpMFmhkHu6epwuNwAZ3KIEm0NAa7sDF40qQGWNqdP7dJ26arN7Br/NFqdvUZxSIYPDKWJUcS6+rTbB6nDBoFVhgFGH6vpWWOwuDC3IwpmzVt9BQh1nQLU1VQHwjGcsL/uvqK3XSDTvEa9vfR74FD2iVBMwOXhbCpMmTcKkSZN8z8+bNy/mQVF4i8C6Owa06lQrFHK5ZxBbONeZ73ZLsNhdfgPTapUch442ebqIvh/8djjd0KgUEAQRSqUcgluCTquE3elGdoYWOo0CLe0OVNW3IcugxpjiXKhVSjSetcItimg22zvNgCr/PjkA6TNNNdZHvBIlSsDkcMcddwT8JauVW/bGWqiLwAIdA9pqcUKSJCjlcohyzxbcGpUCoiThdLMVMhmw/vmDuPj8AowszIbJbPdMlVV5Dvux2FyQAAzub0Bzqx2CW4QEIFOvwvGTZgwblIUB/QwwH22CWinH0IFZvgFvQI8sg9p3mFA6C3bEK1GqCjrm8K9//QubN2+G1WqFJEkQRREtLS34z3/+E4/40lZ3awG68hYu3td5dyQNfsKZHi3tTpxts0MGQIIEtdJTeMkBmFrtMGZqIEoSWi1ObH/3CAblGTB6qBEnG9thcwjINKiRl61D0YBMKE6aYf1+m3Cbw41hg7IwsH8GAM9gtEal8K27APrWnv89HfFKlMqCJocNGzbg7rvvxksvvYRbb70V//rXv2AwGOIRW9oKtP5gYrGEiSG8rmOXRaBtLnIy1HCLEiBJsDkFCIIEUfJ0LykVckAmg16rgEGngiCKMLU6MLD/uemukiR1OkrU6+GnD3S6nk6rhNMlorXdga+rmmGzC1Aq5Rg2KCsGn5y/aO41FYmejnglSmVBd2XV6XSYM2cOJkyYAI1Gg4cffhj79u2LQ2jpK9ChNF9Uda5t7th7FPVN7fi2xoRvqk0Q3KLfmQaBzlDol63DAKMOZosTdqcAUZKgVSngdovQquUQ3CIG9fck+QydChaby+89uivgul4vU69Ck9mKVosLTWdtcIsS7A4BJrM96MltvdXTyW/x4t0J1v79Ea/cCZbSRdDkoNFo4HQ6MWTIEHzzzTeQyz3dExS5QIfStLSfK3Qra0z48lgzJFGCVq30rVVwCe5OXRbdbVPdeNaKJrMNOZlaXFjSH3k5eigVMmg1SmToVNColRhZmI2cTE8LoF+2DgqFPKStrjte72yrDacarZBBBpVKDrfkmRFVmJ+BvFx9WMeDRiIax5L2Vk9HvBKlsqDdSj/84Q+xbNky/O53v8PixYtRXl7OvZV6KdBuqDkZ576OPQdrYdAp4XC60W53wekS4XaL+OQrO7RqBR5/7lPfXkZdB67dogiFXO4pLL8/q8E7DdY7C0qlVECSJFjtAuRyOa4vLcHROnPQHVBLio24fPxAvPn+cdQ3W6BSyKFVK5CdoYFMJoMgiDBbnBiUlxFSv3tvuoVivXNsqLxHvE6cODH4i4lSRNDkcNttt+Hqq69GQUEB/vznP+Ozzz4LeTpre3s7lixZgq1bt6KwsBD79+/H448/DofDgauuugr33HNPr28gFQWapjpx2LlunAaTFbmZahytNQMywNVhOqpSIcPXVc1oNtt8O5l2LFA94wKd977qelxmd7OgZk0JHntljQn/rqjHkAGZsNhdUMplaLE4YXMI0Gs9i+VsDiGkfvdQxlR6Euzkt3hL9PgHUTSFdIb0oEGDAADnn38+fvKTn6Bfv35Bf6eiogJLly5FdXU1AMBut2PVqlX485//jH/+8584fPgw3n///cgjT2GBTkwr7K/xvabAqMfZNicyDWpIHfYckn+/BZFWrYTZ4uy2CyXYWc49nSkdTMeuHL1WCchkMGg824m7BBEulxtKhTykfvfedgsl08lvdU2OhI9/EEVTSMkhEq+++irWrFmD/Px8AMChQ4dQXFyMoqIiKJVKzJ8/H++8806sLp/UQqlhzpxUhFaLE1a7AMHdITvIAIfT/f12Fp3HHyprTNiyowLH6lrwbbUJp5stUS80O46XDOpvgOAWoVIpoFHJIJMBVocbwwdlh1T7DzT2Emq3ULSOJY2GL6qsCR//IIqmoN1KkVq3bl2nx2fOnEFeXp7vcX5+PhoaGmJ1+aTVU1dKVyql3G8WkSQBIiRYbS6o1Qpfa6Dj+xYPzIJGrcDJRgscTjeGD86O2nGZHbtycjK1GFkI1Jxug0alxEWj8sPqSolGt1CyrLRuaRcw3Bh5oiNKNjFLDl2JothplpMkSRHNejp8+HA0w4q7nZ+dhdMhQu6W+xZOOZ0iXnr7c8y7OBfl5eW+1xn1gNUuQSEH3KLntZLkae61WhwoUKswKMOC8vJyv/dVASjIAnRqJwZlWPDS25+jpd0z6D1hmL5TF1Y4BmU4cOR4K7RqOTQqGRwuCQaViBkTs1DYX0BbU1WnbTK68t5foPeyO0WMviCr0+tSQU6GEifrG6FVn2uM250idBp5yt1LIOlyH4Gk+/2FK2hy+Oc//4lNmzahtbUVwLlC/cCBA2FdaMCAAWhsbPQ9bmxs9HU5hWPcuHHQaCIr2JLBW58fwOCBWr9E2Wy2A4Bvxstbnx/AecO0MFlPwyW4IQgS3KIEUZSgVMqh0yjxyx9P8dWaA71vTX0rymtkMOizMdzoGfwurxEwZvSwgDXunrq9JgIYM/rcz4sLQh94LS8v7zSjpzfvlWzqmvajvEYGnVbpm2QgKgQsTZNprV2/u3STzvfncDgiqlQHTQ6///3vsXr1agwZMiSiwLzGjx+Pqqoq1NTUoLCwEDt37sTChQt79Z6pqOeuFMHvdVkGNZwuESqlHIIgQqWSo3hAlt/urIHe1+ZwIy+36/YaPR/4E+npcZFIlm6h3irsr8GY0cOC7oVFlCqCJofBgwdj5syZvb6QRqPB+vXrsWLFCjgcDkyfPh1XXnllr9831fS022pbh+4Y7+tyMzU42WiB2+3ZPC9Tr8K31Sb0y9Ziy44KX0070Pvqv6/JdtRTX3j3ezWFvpFcuNM502n6Z7okOiIghORQVlaG3/3ud5g2bRqUynMvv/jii0O6wHvvvef7+9SpU/H3v/89gjBTS08FXk/rDLpuae19ncPphs3hhkwGnG13YlCeAQP6Gfxq9YHOfA5n0Lc3C8vCXbcQyevTJZEQJbugyeGTTz7BBx98gA8//LDT8x2PDqVzotkt0/V1W3ZUdCrou9bqA71vqOdCAL2bQRRuqyOc1/d2wRwRhSekM6Q/+OCDlB4Ejqfedsv0JJJafajnQniFc8hQb+ML5/Wx/FyJyF/Q5NC/f38IgsDkEKJY7vcTaa0+nL7w7pLJRaPysOdgLbbvOtJjd0648YX6+soaEz77+jRESYJeq8LgPM/W4lxHQBQ7QZNDQUEBrrnmGlx66aVQq8/t17N69eqYBpaqYrnfT29q9eHomEzC6c4JN75QXu+9vkIhh1yCb3fa84pyoFTIeW4CUYwE3T5jyJAhKCsrQ35+PnJycnz/Ufdiud9PIraLCGf/o3DjC+X13usXD8j0HVWqlMtQXd/KcxOIYihoy6Gns6TJX7h9/JG8fzz72MPtJgs1vq4zj64v7T6JeK8vk6kwshA41WTxbDMugYPRRDEUNDnMnz+/2+c5WymwaBXgyTB1MxbdZOF0VXXdyyknU+s7m4KJgSh2giaHhx56yPd3l8uFf/zjHygqYlM+1rwFqNvthqnVgeMnzfj06wZcX1qCWVOGRvU6PSWgWIxzhDPzKF7jLETUWdAxh8mTJ/v++8EPfoB169bxDOk42HOwFm63GycbLXAJomeVsyRhexTPCAjlDOZYjHOEs1V3Mm3LTdSXhL0r69mzZ3HmzJlYxEIdNJisMLU6oFTIoVJ6crhWo0S7zRm1uf2h1uCjPc4RblcVt6Ugir+wxxxOnTqFxYsXxywg8igw6nH8pLlTDVsQRGToVFGb25+oM5jZVUSU/MIac5DJZDAajRgxgv8Tx9rMSUX49OsGOJxuaDVKCIIIl1tEQb+MqM3tT9QZzLGe0UVEvRc0OUyePBm1tbUoKirCvn378Omnn+Kmm25CZmZmPOLrs0qKjbi+tATb3z2CdpsTGToVCvplQC6Xd5rb35sZTZHW4KMxi4pdRUTJLeiA9G9+8xs8/fTTOHbsGFavXo26ujqsWrUqHrH1Cd5znx9++gB2fna202DwrClDsfInF+PS/xqEAqMBg/MyOg3GhjKg3JNIBnt7e00iSg1BWw6HDx/Ga6+9hr/+9a9YsGAB7r33Xlx77bXxiC3tdZ3vf7K+LawdXAMNKL+29zvkZmpDqtmHW4PnBnhEfUPQloMkSZDL5fjoo49wySWXAADsdnvMA+sLum5NoVXLA25N0Z3upoQ6XQIOH2+OWc0+nGmoRJS6grYchgwZgltvvRV1dXWYPHky7r33XowePToesSW9QH3vofbJ93a2UHcDyica2mHQqmJWs0/UIDYRxVfQlsPjjz+OefPm4YUXXoBKpcKkSZOwbt26eMSW1AL1ve/+pDrkPvkCox5Wu9DpuXAK2m43+bMJKB7QebJANGv2sdxYkIiSR9DkoNfrcc0116CwsBAAsHTpUuh0upgHluwC7Vb65vvHQ97FtGtBa3eKYRW03Q0o/9eIflApFZ1eF82afTRWLHcchN+yo4KD2URJKOwV0uQRqEuopd2B0dpcv+d72hrC2wWl08ixNMyCtuuAsrdF02Z1otlsQ7vNBaVcjutnjwrzDkO/Zjh43CdRamByiFCgvvecDA2sdiGirSHKy8t7XUCWFBtx+fiB2L6rEm63iAydGsYsDf5dUY/iAVkJL4A524koNQTtVqLuBep7L5s+POF98kfrzBhdnIvJYwdg7PB+GNg/I6xZULHE2U5EqYHJIUKB+t5nTRma8F1Ek7kA7u0gPBHFB7uVeiFQ33uit4ZI5umm3HSPKDWw5ZCGknm6Kc9nIEoNbDmkoWTf9TTRLSsiCo7JIU2xACai3mC3EhER+WHLgZJGNM6JIKLoYHJIQelYiHLlNFFyYbdSiknXw3YC7VWVDAv3iPoithxSzJ6DtXC73ag5bYXNLkCnVSI3U5Py20/0dvtyIoouJocUc6yuBU1mO5QKOTRqBZwuEScbLXA43YkOrVeSeeEeUV/EbqUUY3O4IQOgUsohk8k8f37/fCpL5oV7RH0Rk0OK0WuVECUJgiACAARBhChJfnsppRqunCZKLqldovRBwwdnQ6NWwNRqh80hQKdRoqCfHoPzMhIdWq9x4R5R8mDLIcXMnFQEuVyO4gFZuGhUPooHZEEul7P7hYiiiskhxbD7hYjigd1KKYjdL0QUa2w5EBGRHyYHIiLyw+RARER+mByIiMgPkwMREflhciAiIj8Jmcp64403wmQyQan0XH7t2rUYP358IkIhIqJuxD05SJKE6upq7N2715cc6Jx0PMiHiFJP3LuVjh8/DgC45ZZbcPXVV2Pbtm3xDiFp1TU50vIgHyJKPXGvure2tmLq1Kl46KGH4HK5cNNNN2HYsGH4wQ9+EO9Qks4XVVYY9Nm+Mw28f6b6QT5ElHpkkiRJiQzgueeew6lTp7Bq1aoeX+dwOHD48OE4RZUY2/Y2IkuvgEwm8z0nSRJarW7cMCMvgZERUaobN24cNBpNyK+Pe8vh4MGDcLlcmDp1KgBP4RfO2EO4N5hKdn72L2g7tBwAwGJzYUCBGhMnpv6AfXl5OSZOnJjoMGIine8N4P2lskgr1nEfc2hra8OGDRvgcDjQ3t6ON954A7NmzYp3GElpwjA9T0MjoqQQ95bDjBkzUFFRgbKyMoiiiOuvvx4XXnhhvMNISoX9NRgzelin2UoLpo/geAMRxV1C5pLefffduPvuuxNx6aTH7biJKBlwhTQREflhciAiIj9MDkRE5IfJgYiI/DA5EBGRHyYHIiLyw+RARER+mByIiMgPkwMREflhciAiIj9MDkRE5IfJgYiI/DA5EBGRHyYHIiLyw+RARER+mByIiMgPkwMREflhciAiIj9MDkRE5CchZ0j3BZU1Juw5WIsGkxUFRj1mTiri2dBElDLYcoiByhoTtr17BK0WJ/pla9FqcWLbu0dQWWNKdGhERCFhcoiBPQdrYdAqYdCpIJPJYNCpYNAqsedgbaJDIyIKCZNDDDSYrNBrO/fY6bVKNJisCYqIiCg8TA4xUGDUw2oXOj1ntQsoMOoTFBERUXiYHGJg5qQiWOwCLDYXJEmCxeaCxS5g5qSiRIdGRBQSJocYKCk24obZo5BlUKPZbEeWQY0bZo/ibCUiShmcyhojJcVGJgMiSllsORARkR8mByIi8sPkQEREfpgciIjID5MDERH5YXIgIiI/TA5EROSHyYGIiPwwORARkR8mByIi8sPkQEREfpgciIjID5MDERH5YXIgIiI/TA5EROSHyYGIiPwwORARkR8mByIi8pOQ5PDWW29hzpw5KC0txYsvvpiIEIiIqAdxP0O6oaEBTz75JF5//XWo1WosWbIEU6ZMwciRI+MdChERBRD3lsP+/ftxySWXICcnB3q9HrNnz8Y777wT7zCIiKgHcW85nDlzBnl5eb7H+fn5OHToUNDfkyQJAOB0OmMWWzJwOByJDiGm0vn+0vneAN5fqvKWmd4yNFRxTw6iKEImk/keS5LU6XEgLpcLAFBZWRmz2JLB4cOHEx1CTKXz/aXzvQG8v1Tncrmg1WpDfn3ck8OAAQNw8OBB3+PGxkbk5+cH/T2DwYCSkhKoVKqQkgkREXkq4C6XCwaDIazfi3tyuPTSS/HUU0/BZDJBp9Nh165deOSRR4L+nlwuR2ZmZhwiJCJKL+G0GLzinhwKCgpwzz334KabboLL5cKiRYtwwQUXxDsMIiLqgUwKd5SCiIjSHldIExGRHyYHIiLyw+RARER+mByIiMgPkwMREflJieSQ7ru43njjjZg7dy6uueYaXHPNNaioqEh0SFHR3t6OefPmoa6uDoBnX6358+ejtLQUTz75ZIKj652u97Zy5UqUlpb6vsPdu3cnOMLI/fGPf8TcuXMxd+5cbNiwAUB6fXfd3V86fX+bNm3CnDlzMHfuXPztb38DEOH3JyW506dPSzNmzJDOnj0rWSwWaf78+dJ3332X6LCiRhRF6bLLLpNcLleiQ4mqL774Qpo3b540duxYqba2VrLZbNL06dOlEydOSC6XS7rlllukffv2JTrMiHS9N0mSpHnz5kkNDQ0Jjqz3PvroI2nx4sWSw+GQnE6ndNNNN0lvvfVW2nx33d3frl270ub7++STT6QlS5ZILpdLstls0owZM6Rvvvkmou8v6VsO6b6L6/HjxwEAt9xyC66++mps27YtwRFFx6uvvoo1a9b4tkY5dOgQiouLUVRUBKVSifnz56fs99j13mw2G06dOoVVq1Zh/vz52Lx5M0RRTHCUkcnLy8MDDzwAtVoNlUqFESNGoLq6Om2+u+7u79SpU2nz/U2ePBnPP/88lEolmpub4Xa70draGtH3l/TJobtdXBsaGhIYUXS1trZi6tSp+NOf/oTnnnsOL7/8Mj766KNEh9Vr69atw6RJk3yP0+l77HpvTU1NuOSSS/DYY4/h1VdfxcGDB/Haa68lMMLInXfeeZgwYQIAoLq6Gm+//TZkMlnafHfd3d/ll1+eNt8fAKhUKmzevBlz587F1KlTI/5/L+mTQ6S7uKaKCy+8EBs2bEBmZiaMRiMWLVqE999/P9FhRV06f49FRUX405/+hPz8fOh0Otx4440p/x1+9913uOWWW3D//fejqKgo7b67jvc3fPjwtPv+7rzzThw4cAD19fWorq6O6PtL+uQwYMAANDY2+h6Huotrqjh48CAOHDjgeyxJEpTKuG95FXPp/D0eOXIE7777ru9xqn+H5eXluPnmm3HvvfdiwYIFaffddb2/dPr+jh07hm+++QYAoNPpUFpaik8++SSi7y/pk8Oll16KAwcOwGQywWazYdeuXZg2bVqiw4qatrY2bNiwAQ6HA+3t7XjjjTcwa9asRIcVdePHj0dVVRVqamrgdruxc+fOtPkeJUnCY489BrPZDJfLhVdeeSVlv8P6+nr84he/wMaNGzF37lwA6fXddXd/6fT91dXVYfXq1XA6nXA6ndizZw+WLFkS0feX9Okx3XdxnTFjBioqKlBWVgZRFHH99dfjwgsvTHRYUafRaLB+/XqsWLECDocD06dPx5VXXpnosKJi9OjRWLZsGZYuXQpBEFBaWop58+YlOqyIPPvss3A4HFi/fr3vuSVLlqTNdxfo/tLl+5s+fToOHTqEsrIyKBQKlJaWYu7cuTAajWF/f9yVlYiI/CR9txIREcUfkwMREflhciAiIj9MDkRE5IfJgYiI/DA5UFp56qmnsHbt2qi939q1a/HUU08BAG699VYcPXoUALBmzRr88Ic/xJNPPoktW7bgiiuuwMqVKzv97t69ezFlyhScPHnS91xNTQ0uv/xyfPXVV3j99dexfPnyXsW3b98+bNq0KazfCRYXEZAC6xyIksXTTz/t+/srr7yCffv2YcCAAZg5cyY2btzYab8lwLOG5brrrsNdd92F7du3w+l04uc//zl+9atfYezYsThy5EivY/ryyy9hNpvD+p1gcREBXOdAUWSxWLBy5UrU1NRALpdj7NixWLt2LT777DM88sgj2LlzJwDgk08+8T1+6qmncOLECTQ0NKCxsRFjx47FlClT8Oabb6Kurg733XdftwuStm7dij179sBut8Nms+HXv/41Zs2ahaeeegoHDx6EIAgwm80YM2YM1qxZg4yMDGzfvh0vv/wyVCoVNBoN1q5di5EjR3Z63/b2djz44IP49ttvkZ+fD4VCgYkTJ2LFihX44Q9/iE2bNuHxxx9HeXk5SkpKYDQaUV5ejsGDB+Ouu+7CnDlzOr2f2+3GzTffjDFjxuD06dMYOHCgr4Xx+uuvY9u2bcjNzcWZM2cwePBgPPLII8jLy0NNTQ1WrVoFs9mMvLw8SJKEq6++Gtdee63vvSsqKvDzn/8cbrcbixcvxj333IM//elP+Mc//gGFQoFhw4bhoYce6rTpWihxWa1WPPzww6ipqUFLSwsMBgM2btyI4cOH48Ybb8SECRPw+eefo76+HlOnTsUjjzwCuZydEGknJpuKU5/0xhtvSLfccoskSZIkCIL04IMPStXV1dLHH38szZ071/e6jo83b94szZgxQ2ptbZVsNpt08cUXS48//rgkSZK0e/duqbS01O86dXV10o033ijZbDZJkiRp586d0rx583zvd8UVV0jNzc2SKIrSvffeK23YsEESBEEaO3asb8/+N954Q3r55Zf93nvdunXS/fffL4miKDU3N0vTpk2TNm/eLEmSJM2YMUM6dOiQJEmSVFJSIjU3N/s9350zZ85IkydPlhYtWtTp3I4dO3ZIEyZMkKqrqyVJkqQnnnhCuuuuuyRJkqTrrrtOevHFFyVJkqSjR49K48ePl3bs2OH33ps3b5Z++9vfSpIkSa+99pq0ePFiyWKx+H7m/T7Cievtt9+WHnnkEd/jhx56SFq7dq0kSZJ0ww03SHfeeafkdrultrY26bLLLpMOHDgQ8BqUupjuKWomTpyIo0eP4sYbb8Rf//pX/OQnP0FxcXHQ37v00kuRmZkJrVaL/Px8XH755QCAIUOGoKWlxe/1gwcPxoYNG/DWW29h48aNePnll2GxWHw/nzVrFoxGI2QyGRYuXIj9+/dDoVDgyiuvxJIlS7B27VpkZWVh0aJFfu994MABlJWVQSaTwWg0RmWPna+++goqlcq3v03Xe/d+RosWLcL+/fthNptx6NAh/OhHPwIAjBgxApdccknQ63zwwQe49tprodfrAQA33XQTPv74YzidzrDiuvLKK7FgwQK88MILePTRR/Hpp5/CarX6fj5jxgzI5XJkZGSguLg47G4tSg1MDhQ1RUVF2L17N5YtW4b29nb89Kc/xXvvvQeZTAapQ++ly+Xq9HtqtbrT42A7Yn711VdYvHgx2tvb8YMf/AA/+9nPOv1coVD4/i6Kou/9Nm7ciK1bt2LIkCH461//il/+8pfdvn/HWDu+VySqq6vxwAMP4A9/+ANuuukm3HnnnZ0K2u5i9T4Xbhxdt0UXRRGCIIQd1/bt2/Hggw9Cq9Vi/vz5mDdvXqdYtFqt7+9dv1tKH0wOFDXbt2/HypUrcdlll+G+++7DZZddhq+//hpGoxGnTp1Cc3MzJEnCP/7xj15d57PPPsO4cePw05/+FJMnT8aePXvgdrt9P3/vvfdgNpvhdrvx6quvYtq0aTCZTJg+fTpycnJw88034+6778aXX37p996XX345XnvtNYiiCLPZjD179kQcp8ViwR133IFly5Zh0qRJuOOOO9C/f3/85je/8b3mk08+walTpwAAL7/8MqZNm4aMjAxcdNFFeP311wEAtbW1OHDgQLd78CsUCl8CuPzyy7Fjxw5fIf/CCy/g4osv9ku+weL68MMPsWDBAvzoRz/CsGHD8N5773X6fKlv4GwlipqysjJ8+umnmDNnDnQ6HQYOHIgbb7wR2dnZWLJkCRYuXIi8vDxcccUV3RbMoZo3bx527dqFq666CqIoYsaMGTCbzWhvbwfg6YZZvnw5WltbMXHiRCxbtgwajQa33347br75Zmi1WigUCjz66KN+771ixQqsWbMGV111FYxGI0pKSiKOc+XKlRg6dChuueUWAIBcLscTTzyBsrIybN++HVqtFiUlJVi1ahWampowfPhw3zTc3/3ud3jwwQexfft2FBQUoLCwsFON3euSSy7Br371KzzyyCN48MEHUV9fjx/96EcQRRHFxcXYuHFj2HHdcsst+M1vfuM7DW3ChAmorKyM+HOg1MTZSkRJaMuWLSgtLcWIESPQ1taGq6++Gk8//bTf7CqiWGHLgSgJDR06FPfccw/kcjncbjduvfVWJgaKK7YciIjIDwekiYjID5MDERH5YXIgIiI/TA5EROSHyYGIiPwwORARkZ//DzJyoM1wjqZRAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(6,6))\n",
+    "plt.scatter(sum_abs_inc,sum_abs_pai,alpha=0.6)\n",
+    "plt.xlabel('sum abs diff Xbg to Xan')\n",
+    "plt.ylabel('sum abs PAI using Ya = H(X)')\n",
+    "plt.xlim(0,30)\n",
+    "plt.ylim(0,30)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# LETKF and no sat measurements for now"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "m_const = set_model_constants_22(u=10,nx=300,dx=100,h_init_std=3000)\n",
+    "da_const = set_da_constants_22(\n",
+    "       obs_loc=np.arange(50,299,100),\n",
+    "       obs_loc_sat=np.array([]),\n",
+    "       True_std_obs_sat=0.1,used_std_obs_sat=0.1,pert_std_obs_sat=0.1,\n",
+    "       True_std_obs=0.1,used_std_obs=0.1,pert_std_obs=0.1,\n",
+    "       ncyc=100,dt=550,method='LETKF')\n",
+    "sat_operator = reflectance_simulator\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 6min 15s, sys: 8.15 s, total: 6min 23s\n",
+      "Wall time: 1min 36s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "importlib.reload(da_functions)\n",
+    "from da_functions import *\n",
+    "states   = run_linear_advection_KF_22(m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x324 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states,m_const,da_const,t_end=3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states,m_const,da_const,t_start=da_const['ncyc']-3,h_c=0.5)\n",
+    "fig.set_size_inches((20,10)) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Now try to calculate the PAI of the sat and ground obs using the Ya calculated from the LETKF"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "m_const = set_model_constants_22(u=10,nx=300,dx=100,h_init_std=3000)\n",
+    "da_const = set_da_constants_22(\n",
+    "       obs_loc=np.arange(50,299,100),\n",
+    "       True_std_obs_sat=0.2,used_std_obs_sat=0.2,pert_std_obs_sat=0.2,\n",
+    "       True_std_obs=0.1,used_std_obs=0.1,pert_std_obs=0.1,\n",
+    "       ncyc=20,dt=550,method='LETKF')\n",
+    "sat_operator = reflectance_simulator\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 47.4 s, sys: 616 ms, total: 48 s\n",
+      "Wall time: 12 s\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "importlib.reload(da_functions)\n",
+    "from da_functions import *\n",
+    "states_1   = run_linear_advection_KF_22(m_const,da_const,reflectance_simulator)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x324 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = ensemble_plotter_22(states_1,m_const,da_const,t_end=3,h_c=0.5)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 10.6 ms, sys: 4.05 ms, total: 14.7 ms\n",
+      "Wall time: 9.75 ms\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "time=19\n",
+    "\n",
+    "\n",
+    "L_obs, L_obs_state = localization_matrices_observation_space(m_const,da_const)\n",
+    "\n",
+    "dY_an, y_ol_an = state_to_observation_space(states_1[0]['an'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_an = (dY_an.T+y_ol_an).T\n",
+    "dY_bg, y_ol_bg = state_to_observation_space(states_1[0]['bg'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_bg = (dY_bg.T+y_ol_bg).T\n",
+    "X_an =states_1[0]['an'][time] \n",
+    "x_ol_an = np.mean(X_an,axis=1)\n",
+    "dX_an = X_an.T-x_ol_an\n",
+    "dX_an = dX_an.T\n",
+    "X_bg =states_1[0]['bg'][time] \n",
+    "x_ol_bg = np.mean(X_bg,axis=1)\n",
+    "\n",
+    "\n",
+    " # ineligant way to merge the obs vector depending on which observations occur\n",
+    "if da_const['n_obs_h']   >0:  y_obs = states_1[0]['obs'][time][da_const[\"obs_loc\"]]\n",
+    "if da_const['n_obs_sat'] >0: sat_obs = states_1[0]['obs_sat'][time][da_const[\"obs_loc_sat\"]]\n",
+    "if da_const['n_obs_h']   >0 and da_const['n_obs_sat']>0 :  y_obs = np.hstack([y_obs,sat_obs])\n",
+    "if da_const['n_obs_sat'] >0 and da_const['n_obs_h']==0 : y_obs   = sat_obs\n",
+    "obs_loc = np.hstack([da_const[\"obs_loc\"],da_const[\"obs_loc_sat\"]]).astype(int)\n",
+    "pai_matrix = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "\n",
+    "Rinv = np.linalg.inv(da_const['R'])\n",
+    "K    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dY_an.T),Rinv)\n",
+    "for j in range(da_const['n_obs_h']+da_const['n_obs_sat']):\n",
+    "    K_loc =L_obs_state[:,j]*K[:,j] \n",
+    "    pai_matrix[:,j]=pai_matrix[:,j]+np.dot(K_loc,(y_obs[j]-y_ol_bg[j]))\n",
+    "        \n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for j in range(da_const['n_obs_h']):\n",
+    "    plt.plot(pai_matrix[:,j])\n",
+    "    plt.scatter(obs_loc[j],pai_matrix[obs_loc[j],j])\n",
+    "for j in range(da_const['n_obs_h'],da_const['n_obs_sat']):\n",
+    "    plt.plot(pai_matrix[:,j],ls='--')\n",
+    "    plt.scatter(obs_loc[j],pai_matrix[obs_loc[j],j],marker='d',s=50,alpha=0.5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 2.44 s, sys: 52.1 ms, total: 2.49 s\n",
+      "Wall time: 631 ms\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "time=19\n",
+    "\n",
+    "\n",
+    "L_obs, L_obs_state = localization_matrices_observation_space(m_const,da_const)\n",
+    "\n",
+    "dY_an, y_ol_an = state_to_observation_space(states_1[0]['an'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_an = (dY_an.T+y_ol_an).T\n",
+    "dY_bg, y_ol_bg = state_to_observation_space(states_1[0]['bg'][time],m_const,da_const,reflectance_simulator)\n",
+    "Y_bg = (dY_bg.T+y_ol_bg).T\n",
+    "X_an =states_1[0]['an'][time] \n",
+    "x_ol_an = np.mean(X_an,axis=1)\n",
+    "dX_an = X_an.T-x_ol_an\n",
+    "dX_an = dX_an.T\n",
+    "X_bg =states_1[0]['bg'][time] \n",
+    "x_ol_bg = np.mean(X_bg,axis=1)\n",
+    "\n",
+    "x_a_letkf, x_ol_a_letkf, dy_a_letkf = LETKF_analysis_22_extra(states_1[0]['bg'][time],states_1[0]['obs'][time],states_1[0]['obs_sat'][time],m_const,da_const,reflectance_simulator)\n",
+    "\n",
+    "\n",
+    " # ineligant way to merge the obs vector depending on which observations occur\n",
+    "if da_const['n_obs_h']   >0:  y_obs = states_1[0]['obs'][time][da_const[\"obs_loc\"]]\n",
+    "if da_const['n_obs_sat'] >0: sat_obs = states_1[0]['obs_sat'][time][da_const[\"obs_loc_sat\"]]\n",
+    "if da_const['n_obs_h']   >0 and da_const['n_obs_sat']>0 :  y_obs = np.hstack([y_obs,sat_obs])\n",
+    "if da_const['n_obs_sat'] >0 and da_const['n_obs_h']==0 : y_obs   = sat_obs\n",
+    "obs_loc = np.hstack([da_const[\"obs_loc\"],da_const[\"obs_loc_sat\"]]).astype(int)\n",
+    "pai_matrix = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "pai_matrix_letkf = np.zeros([m_const['nx'],da_const['n_obs_h']+da_const['n_obs_sat']])\n",
+    "\n",
+    "Rinv = np.linalg.inv(da_const['R'])\n",
+    "K    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dY_an.T),Rinv)\n",
+    "K_letkf    = 1./(da_const['nens'] -1.)*np.dot(np.dot(dX_an,dy_a_letkf.T),Rinv)\n",
+    "\n",
+    "for j in range(da_const['n_obs_h']+da_const['n_obs_sat']):\n",
+    "    K_loc =L_obs_state[:,j]*K[:,j] \n",
+    "    pai_matrix[:,j]=np.dot(K_loc,(y_obs[j]-y_ol_bg[j]))\n",
+    "    \n",
+    "    K_loc_letkf =L_obs_state[:,j]*K_letkf[:,j] \n",
+    "    pai_matrix_letkf[:,j]=np.dot(K_loc_letkf,(y_obs[j]-y_ol_bg[j]))\n",
+    "        \n",
+    " "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x7f8fafe01c50>"
+      ]
+     },
+     "execution_count": 118,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.pcolormesh(dy_a_letkf,vmin=-0.3,vmax=0.3)\n",
+    "plt.colorbar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x7f8fafdbb048>"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.pcolormesh(dY_an,vmin=-0.3,vmax=0.3)\n",
+    "plt.colorbar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f8fafd91588>]"
+      ]
+     },
+     "execution_count": 120,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.plot(np.sum(pai_matrix,axis=1),'r')\n",
+    "plt.plot(np.sum(pai_matrix_letkf,axis=1),'r--')\n",
+    "plt.plot(x_ol_an-x_ol_bg,'k')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Y_a = y_ol_b+dy_b Wa  ist nicht gleich H(X_a)!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}