diff --git a/crh_2B-FLXHR-LIDAR_R04-vs-papavasileiou2018_2006-2011.zonmean.timmean.pdf b/crh_2B-FLXHR-LIDAR_R04-vs-papavasileiou2018_2006-2011.zonmean.timmean.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..90d17de241f82e47ee03878ba75fa83dc5ee5f28
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diff --git a/crh_2B-FLXHR-LIDAR_R05-vs-R04_2007-2010.zonmean.timmean.pdf b/crh_2B-FLXHR-LIDAR_R05-vs-R04_2007-2010.zonmean.timmean.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..59dd7296ca86a82f75846fba0d8ee8385ae09cca
Binary files /dev/null and b/crh_2B-FLXHR-LIDAR_R05-vs-R04_2007-2010.zonmean.timmean.pdf differ
diff --git a/crh_2B-FLXHR-LIDAR_R05.zonmean.timmean.pdf b/crh_2B-FLXHR-LIDAR_R05.zonmean.timmean.pdf
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diff --git a/plot_zonaltimemean_crh.ipynb b/plot_zonaltimemean_crh.ipynb
index abe71ab842267a050a81997dda592757d7709a35..6427e00f172b88d7b0a70a86dc573d8fef94006a 100644
--- a/plot_zonaltimemean_crh.ipynb
+++ b/plot_zonaltimemean_crh.ipynb
@@ -25,6 +25,14 @@
     "warnings.filterwarnings(\"ignore\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "8ce2d5c1-f6de-4a96-af83-49bb48d2c224",
+   "metadata": {},
+   "source": [
+    "## R05"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
@@ -49,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "id": "6645d248-4adb-4a1e-aad8-026d2fcfa2ac",
    "metadata": {
     "tags": []
@@ -60,12 +68,39 @@
     "ds_mean_20072010=ds.groupby(ds.time.dt.year).mean(\"time\").sel(year=slice(2007,2010)).mean([\"year\",\"lon\"])"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "f0df22e5-c6e4-4359-85b7-3168154364a3",
+   "metadata": {},
+   "source": [
+    "## Repeat for R04"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f03dd45c-582f-4d53-a09b-cc5fe15139da",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ds_r04=xr.open_dataset(\"/jetfs/scratch/avoigt/CLOUDSAT/2B-FLXHR-LIDAR.P2_R04.heatingrates_binned.2006-2011.nc\")\n",
+    "ds_r04_mean_20072010=ds_r04.groupby(ds_r04.time.dt.year).mean(\"time\").sel(year=slice(2007,2010)).mean([\"year\",\"lon\"])"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "f1ebaa8b-cb41-4fca-b4e7-37bbe1325aa9",
    "metadata": {},
    "source": [
-    "Plotting."
+    "## Plotting"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5c89497e-a527-48de-bad1-361f852cc932",
+   "metadata": {},
+   "source": [
+    "R05"
    ]
   },
   {
@@ -78,19 +113,9 @@
    "outputs": [
     {
      "data": {
+      "image/png": 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ijjvuwP/+9z8UFhbin//8J4DzGwnvHkL3y2AA589M63wc54+a3nt3jz76KAoKCvDZZ58hMTERw4cP9zvq1bBhQ5/n7dSpExo2bCi7fkJCArZu3YqtW7fi008/Ra9evbBo0SK8+OKLrnXefvttn9ert1OnTuHo0aOoX7++a9m8efMgSRJuueUWnDhxAidOnMC5c+dw/fXX45tvvsEvv/zi8zgLFy7E1q1b8eWXX+K+++7Dzz//jDvuuENxOx566CFs3boV27Ztw2+//YbCwkLce++9sutu374dffv2RYsWLfD555+H/Pe+7bbbsHXrVmzYsAGzZ89G7dq1ZS9fk5qaKtsj6pwGJ9eT6u7GG29EYmIiNm3aFHA9Z++xc8qbUlOmTMHWrVuxdu1aPPXUUzh06BAGDhyI8vJyn3WjoqJkP7edOnVSfJyW0/79+9G7d2/UqFEDX3zxhc/74O99O3XqFCoqKlzr161bFw6HI6T3eO7cuUhLS/MJYCXbDuD8mZDvu+8+3HvvvfjXv/7lcVs47QrEOVLUr18/j+UDBgwAANlLzBCJiFnvi1kfGLOeWR9JWa/1Y5I6HGkPYuLEicjLy0NeXp7HZR6UyMrKQr169fD9998DOD+FbevWrR7ruF92QUtffPEFZs2ahWeeeQb9+/fHjBkzcNttt+G1117D6NGjw3585wbUqW/fvujYsSMmTpyIv/3tb2jUqBGuu+46n9ert88++wxVVVXo1asXgPOjgAsWLABw/lIVcubNm4eXXnrJY1nr1q1dr693796oqqrCW2+9hQ8//NDjWrr+OHeMgtm+fTuuuuoqNGnSBCtXrnSd0CgUaWlprufs1q0bWrdujZ49e2Ls2LH473//61rvwgsvxKJFi1BZWekxmvDDDz8AQMBrAztJkhQ0KPv164cnn3wSH3/8Mfr376/4dTh3ZoHzPegJCQl4+umn8dprrwWc9hmO/fv3o1evXpAkCWvWrJHdgb3wwgvxwQcfoKioyONYN+/3LSEhAc2bN3ctd/fDDz8gISFB9ljQ7du3Y/v27Xj44Yd9dnqVbDvmz5+Pu+++G3feeSdmzZrl0+sdaruCueiii2R36pxFg9odKiIzMOvlMesDY9Yz6yMl67X4PFGYjDxVvdVMmjRJAiA9/fTTAdfzd2mWAwcOSA6HQ+rZs2fQ59LyMjAlJSVS48aNpYsvvtjjUiO33HKLVLNmTWnv3r2uZVpeBmbNmjUSAOnee+8N2D5J0vcyMMnJyVJxcbEkSZL0+eefuy6R8tVXX/n8tG3bVsrIyHBdGsff4x87dkyqW7eu1Lp164CX5gj2frrbvn27lJKSIl100UXSkSNHgq4fCGQuAyNJ5/9WAKQNGza4ljnfkw8++MBj3f79+yu6bMfixYslANL06dODtivYZWC2bt0a9DIwFRUVUvPmzaXU1FSptLTU47WFexkYSTr/ucnOzpYaNWok/fbbb37Xc14G5sUXX/RYft999/lcBuaxxx6TYmNjPS7nU1paKqWlpUmDBg2SfXznJYB27doVtM3e5s+fL0VFRUlDhw4N+PkMpV2SFPgyMCtWrJAASM8//7zH8mnTpvlcSodIRMx6Zr0Ts/4vzHpmvbtwP08UPo60+/Hyyy/jn//8J/r3749rrrnGZyTJ+zioM2fOuNapqqpCfn6+q0d3zJgxmrattLQUH374oc/ytLQ0V29rUVERPv30U49evJkzZ6Jt27YYPnw41qxZo/nxJz179sTVV1+N+fPn44knnlB0UpJPP/0UtWvX9lkerIf7xx9/dJ0cp7i4GF9//TXmz5+P6OhoLF261HXm1rlz56JGjRp48sknPabROd13330YPXo0PvvsM9ljgpzq1q2L8ePH47HHHsP777+Pv//971i7di369OmDf/7zn65pkUrt3r3bdZzv888/jz179nhMbWvWrFnQs88q8eyzz2Lx4sV45plnsHr1agDnpy337dsX//jHP1BaWormzZtj0aJFWL58Od59911ER0cDON8jPXjwYNx+++1o3rw5HA4H1q5di+nTp6Nt27ayx2J5W7hwIfr3748BAwZg+PDhGDBgAOrWrYvCwkJ8+umnWLRoEbZt2xbwRCwxMTF44YUXcNttt+Hf//43nn766bDfF6fi4mL07t0bhYWFmDt3LoqLi1FcXOy6vWHDhq6e+LZt22LEiBGYMGECoqOj0blzZ6xcuRJz5szBc8895zE17JFHHsE777yDa665BpMmTUJcXBxefPFFnD17Fnl5eT7tcF6mqHv37mjdurWq1/Cf//wHI0aMwMUXX4z77rsPW7Zs8bi9Q4cOrmmYatq1a9cu7Nq1CwBQVFSE06dPu7Y7bdq0QZs2bQAAubm5uO666zBp0iRUV1eja9eu+PbbbzFx4kRce+21uPzyy1W9HiIjMevVY9Yrx6xn1ruzctYr/TyRjszuNRBVz549JQB+fwKtGxUVJdWvX18aMGCAtGbNGkXPp6b33V+bevbs6eoJ8x71cvq///s/CYD073//W5IkbXvfJUmSfvjhBykqKkq66667Ar4OZ+97oPc3UO+78yc2NlZKT0+XevbsKb3wwguuXndJkqTDhw9LsbGx0sCBA/224/jx41JCQoJ03XXXeTy+XO/+mTNnpMaNG0stWrSQKisrXe2bMGGCax2lve/er8P7Z/78+QHv7w1+et8lSZIeffRRCYC0du1a17KTJ09Ko0ePljIzM6XY2FjpoosukhYtWuRxv2PHjkk33nijlJ2dLSUkJEixsbFSixYtpMcee0w6ceKE4radOXNGevXVV6Vu3bpJSUlJUo0aNaT69etLN910k/TZZ5+51gv2HejSpYtUt25d13Nr0fvufE5/P+5/W0k6PxIwYcIEqXHjxlJsbKx0wQUXSK+++qrsY+/du1caOHCglJSUJNWsWVPq06ePtG3bNtl133vvPQmANG/evIDtleMcYfH34/7dVdOuQN9R7/fl9OnT0uOPPy41atRIqlGjhtS4cWNp/Pjx0tmzZ1W/HiIjMevPY9b/hVnPrGfWy78vSj5PpB+HJPF6PEREREREREQi4hmCiIiIiIiIiATFY9qJBOZ9vU5vUVFRPDs3ERGRhTHriSgYbgGIBCV3vU7vn0mTJpndTCIiIgoRs56IlDC1aJ88eTI6d+6M2rVrIz09HQMHDsTu3bs91pEkCXl5eahfvz4SEhLQq1cv/PTTT0Efe8mSJWjTpg3i4uLQpk0bLF26VK+XQaQL5/U6A/3ce++9ZjeTiCggZj2Rf8x6IlLC1BPR9e/fH7fffjs6d+6MyspKPPXUU/jhhx+wa9cuJCYmAgCmTJmC559/HgsWLMAFF1yA5557DuvWrcPu3btlLx8CABs3bsQVV1yBZ599FjfeeCOWLl2Kf/7zn1i/fj26dOli5EskIiKKaMx6IiKi8Ah19vjDhw8jPT0da9euRY8ePSBJEurXr48xY8bg8ccfBwCUl5cjIyMDU6ZMwX333Sf7OIMGDUJpaSn+97//uZb1798fdevWxaJFiwx5LUREROSLWU9ERKSOUCeiKykpAQCkpKQAAPLz81FUVITc3FzXOnFxcejZsyc2bNjgN8g3btyIsWPHeizr168fpk+fLrt+eXk5ysvLXb9XV1fj2LFjSE1NhcPhCOclERFFJEmScPLkSdSvX9+wEyht374dd1/SG1urjvGkTQIzK+sB5j0RkdaMzvuysjJcVrsB/lvwIxo1aqT784lCmKJdkiSMGzcOl19+Odq1awcAKCoqAgBkZGR4rJuRkYH9+/f7fayioiLZ+zgfz9vkyZMxceLEcJpPREQyDhw4gIYNG+r+PJIkYcAl3XAI5Vi0aBH+9re/6f6cpJ6ZWQ8w74mI9GJU3veq3RA7UYqrGrfGbqlM9+cThTBF+6hRo7Bz506sX7/e5zbv3m9JkoL2iKu5z/jx4zFu3DjX7yUlJWjcuDEOHDiApKQkpS8BAHDs5GlV6xNp5fjZqrDuXzc+WqOWkB2l1K6pav3S0lI0atTI7/HIWlu6dClKcQ6XIwUj/34nbr75ZsTHxxvy3KScmVkPaJf3zHoSgdrcZ85TMGqzHjA274uKivA9StEH9bAWR7Fjxw5cfPHFuj+vCIQo2h988EEsW7YM69at8+ihyczMBHD+D5SVleVaXlxc7NO77i4zM9Onpz3QfeLi4hAXF+ezPCkpSXXRXukQ4i2lCJSUBBw9E3rhnpTAMCf/kkIIcsC3qNLDuXPnMPzmQeiEOmiNWvgFZeiVkIVN0nHdn5uUMzvrAe3ynllPIlCb+8x5CibUrAeMyfsrs1qgERLQHIk4ggpc26EbDlSfjojDm0w96E+SJIwaNQofffQRvvzyS+Tk5HjcnpOTg8zMTKxatcq1rKKiAmvXrkX37t39Pm63bt087gMAK1euDHgfIiKypt6xGXDAgVaoBQcc6II62I4SHD161OymEZj1REQUvl27duFXnEIX1AEAdEAyjqACK1asMLdhBjG1q/iBBx7A+++/j08++QS1a9d29ZgnJycjISEBDocDY8aMwQsvvIAWLVqgRYsWeOGFF1CzZk0MHjzY9ThDhw5FgwYNMHnyZADAQw89hB49emDKlCm44YYb8Mknn2D16tWy0/GIiMi6SkpKsA0l6IlUROF8T3tDJCADcehdLwc7pVKTW0jMeiIiCteAtp3QCrWQjBgAQByicAmS8bcB16O48gyio+09k8TUov2NN94AAPTq1ctj+fz58zFs2DAAwGOPPYYzZ87g/vvvx/Hjx9GlSxesXLnS47iJgoICj7MVdu/eHR988AGefvppPPPMM2jWrBkWL17M67YSEdlM7zqNURcxaIIEj+VdUBdLUYTff/8dTZs2Nal1BDDriUSQyqnxZGFr1qxBIc6iFxp4LG+L2vgRJ9GnRgbWSEdMap0xhLpOuyhKS0uRnJyMkpISnoiOLCfU49oZ6BRIKCeiC3U7qtQff/yBnEaNcR0ykA7f45TX4AgqIWGvdEqX5yfrC/VzyqwnkSjJfWY8KRHqiej0zPvq6mpkRicgGzVxCZJ9bt+LU9iI4zh8qhQ1a4Z+TL7oeCFbImKYkyX1adQKTZAgW7ADQGfUwX6cwZYtWwxuGREREWlh8eLFOI0qXAj5s9M3Q03UQjR6JTaQvd0uWLQT2QwLcIoE33//PX7DaVz6/09IIycRNXARknBDlx7gpDIisivmPtlVeXk57hs8BJ1RBzF+ylYHHOiKutiBEhQXFxvcQuOwaCciIsu59uKuaItaSPr/J6Txpz2ScALnsGzZMoNaRkQkFhb1ZFW94rMQgyi0QGLA9bIQjwaIR++MZga1zHgs2olsSE1AM8zJalauXIliVKCDzLFt3mIRhU6og2EDb0FlZaUBrSMiMh6znOzm2LFj+A4l6Iq6rqvDBHIp6mI3TmH37t0GtM54LNqJiMgyqqqqMLjftbgESYiHsp3UVqgFCcCVMRn6No6ISCCpCdEs5smyeqfmIB2xaOR1dRh/6iIGLZGI/q066Nwyc7BoJ7IpBjXZ0VU1MlCOarSF8jPURsOBLqiLb3ECJ0+e1LF1RETmcc997gOQleXn5+MnnERX1FV1v46og4M4i/Xr1+vUMvOwaCciIsvYhhPojDqooWCqnLtsJCAZMa5rhhMR2RFH18kOrml6EZqiJlIRq+p+NRGN9kjC7Vf01all5qlhdgOISD+pCdEBr9/KYCerqUyIRYvKBKQ41H92G1XG4dChQzq0ioiIiLRywQ19cPq/65ESrT7rm1Yn4GyrRjq0ylwcaSciIiIiIiISFIt2IiIiIiIiIkGxaCeyOU6BJyIiIiKyLhbtRBGKxTwRERERkfhYtBMREREREREJikU7UQTwvnYrR9mJiIiIiKyBRTtRBGGxTkRERERkLSzaiSIEC3YiIiIiIuth0U5EREREREQkKBbtREREAcycORM5OTmIj49Hx44d8fXXXwdcf8aMGWjdujUSEhLQsmVLLFy40KCWEhERUShEz/oauj46ERGRhS1evBhjxozBzJkzcdlll2H27NkYMGAAdu3ahcaNG/us/8Ybb2D8+PF488030blzZ2zZsgX33HMP6tati+uuu86EV0BERESBWCHrOdJORETkx7Rp0zBixAjcfffdaN26NaZPn45GjRrhjTfekF3/nXfewX333YdBgwahadOmuP322zFixAhMmTLF4JYTERGRElbIehbtREQUMaqqqlBaWurxU15eLrtuRUUFtm3bhtzcXI/lubm52LBhg+x9ysvLER8f77EsISEBW7Zswblz57R5EUREROSXJEm2y3pOjyciIkvJrhmDrOhY1ffbdioamzdvRnJyssfyCRMmIC8vz2f9I0eOoKqqChkZGR7LMzIyUFRUJPsc/fr1w1tvvYWBAwfikksuwbZt2zBv3jycO3cOR44cQVZWlup2ExERRZr0uGhcEK8+689WVGDN4cO2y3oW7UREFDG6dOmCFStWeCyLi4sLeB+Hw+HxuyRJPsucnnnmGRQVFaFr166QJAkZGRkYNmwYXnrpJURH87KLREREektLS8OePXs8llk96zk9noiIIkZ0dDSSkpI8fvwFeb169RAdHe3T015cXOzTI++UkJCAefPm4fTp09i3bx8KCgqQnZ2N2rVro169epq/HiIiIvLkcDhsl/Us2omIiGTExsaiY8eOWLVqlcfyVatWoXv37gHvGxMTg4YNGyI6OhoffPABrr32WkRFMXKJiIhEYpWs5/R4IiIiP8aNG4chQ4agU6dO6NatG+bMmYOCggKMHDkSADB+/HgcPHjQdX3WX3/9FVu2bEGXLl1w/PhxTJs2DT/++CPefvttM18GERER+WGFrGfRTkRE5MegQYNw9OhRTJo0CYWFhWjXrh0+//xzNGnSBABQWFiIgoIC1/pVVVV4+eWXsXv3bsTExKB3797YsGEDsrOzTXoFREREFIgVst7UuXrr1q3Dddddh/r168PhcODjjz/2uN3hcMj+/Otf//L7mAsWLJC9z9mzZ3V+NUREZEf3338/9u3bh/Lycmzbtg09evRw3bZgwQKsWbPG9Xvr1q2xfft2nD59GiUlJfj444/RsmVLE1otDmY9ERGJTvSsN7VoP3XqFNq3b4/XX39d9vbCwkKPn3nz5sHhcODmm28O+LhJSUk+9/W+lh4RERHpj1lPREQUHlOnxw8YMAADBgzwe3tmZqbH75988gl69+6Npk2bBnxch8Phc18iIiIyHrOeiIgoPJY5le2hQ4fw2WefYcSIEUHXLSsrQ5MmTdCwYUNce+212L59e8D1y8vLUVpa6vFDRERExtIz6wHmPRERWZNliva3334btWvXxk033RRwvVatWmHBggVYtmwZFi1ahPj4eFx22WXYs2eP3/tMnjwZycnJrp9GjRpp3XwiIiIKQs+sB5j3RERkTZYp2ufNm4e//e1vQY9X69q1K/7+97+jffv2uOKKK/B///d/uOCCC/Daa6/5vc/48eNRUlLi+jlw4IDWzSciIqIg9Mx6gHlPRETWZIlLvn399dfYvXs3Fi9erPq+UVFR6Ny5c8De97i4OMTFxYXTRCIiIgqD3lkPMO+JiMiaLDHSPnfuXHTs2BHt27dXfV9JkrBjxw5kZWXp0DIiIiLSArOeiIhInqkj7WVlZdi7d6/r9/z8fOzYsQMpKSlo3LgxAKC0tBT/+c9/8PLLL8s+xtChQ9GgQQNMnjwZADBx4kR07doVLVq0QGlpKV599VXs2LEDM2bM0P8FERGR7jJSEtAgTv2lvRIPxejQGgqGWU9ERGol14pFg5Saqu93sOycDq0xn6lF+7fffovevXu7fh83bhwA4M4778SCBQsAAB988AEkScIdd9wh+xgFBQWIivprwsCJEydw7733oqioCMnJyejQoQPWrVuHSy+9VL8XQkRERLKY9UREROFxSJIkmd0I0ZSWliI5ORklJSVISkpSdd9jJ0/r1CoiIvOk1FbX2x3OdjSQmjVr4vXMHDQKYaT9jUN/IOeuv/sdzaXIE+rnlFlPRHakNusBffJ+4MCBaLBxGwampKu+75ayEnxQJwE//PCDJm0RhSWOaSciIiIiIiKKRCzaiYiIiIiIiATFop2IiIiIiIhIUCzaiYiIiIiIiATFop2IiIiIiIhIUCzaiYiIiIiIiATFop2IiIiIiIhIUCzaiYiIiIiIiATFop2IiIiIiIhIUCzaiYiIiIiIiARVw+wGEBERERHRebWqT7v+XxZV08SWEJEoWLQTEZGlJDdJRkqtRNX3iy8/rENriIj0417AAyziKXLUTKuJlJwU1ferXVwNnK7UoUXm4vR4IgupVX3aJ8CJiIjIHoJlPPcBiCITR9qJLMI9qNnzTkREZDwlRXMomcxinIgCYdFOZAFKet5ZuBMREelDTVGttmNdbcHOzCeKPJweTyQ49r4TERGZJ9wc1iPHuW9AFFlYtBNpyMxjzhngRERE2tI7W5ndRKQEp8cTacA7dANdrkXNpVwY5kRERObQMoPlprQz44lIKRbtRGFQEriB1nHe5h7k4YQ4j3MjIiIKnxVG2EPJfLnn5X4Dkfg4PZ6IiIiIKELxcrJE4uNIO5FJ/PVshzPqHm5vuZqp+0RERBSasqiaYRfKWuc0Z+sRiYsj7UQmsEIoeve8O39njzxFmpkzZyInJwfx8fHo2LEjvv7664Drl5eX46mnnkKTJk0QFxeHZs2aYd68eQa1lojCZVTGibgvECzjmf9kV6JnPUfaiQymJqS16IkPl7/nZ488RYLFixdjzJgxmDlzJi677DLMnj0bAwYMwK5du9C4cWPZ+9x22204dOgQ5s6di+bNm6O4uBiVlZUGt5yIRBJodp1ROa/2WvPONsudbJf5T3Zihaxn0U5koFBCzqhAN7tzgEhE06ZNw4gRI3D33XcDAKZPn44VK1bgjTfewOTJk33WX758OdauXYvff/8dKSkpAIDs7Gwjm0xEFhNKzhtRNAcbcWfhTnZhhazn9HiiEIlW5JoRnqK9B0TBVFVVobS01OOnvLxcdt2Kigps27YNubm5Hstzc3OxYcMG2fssW7YMnTp1wksvvYQGDRrgggsuwCOPPIIzZ85o/lqIyBpEKW5FaQeR3iRJsl3Wc6SdyAJEmCbvD3vbyWjJjVNQNyVJ9f3iDx7A5s2bkZyc7LF8woQJyMvL81n/yJEjqKqqQkZGhsfyjIwMFBUVyT7H77//jvXr1yM+Ph5Lly7FkSNHcP/99+PYsWM8rp3IAszKWjU5L0rmMv9JTzXTaqNu8zTV96sVfQ6HN/5su6xn0U5kkHCDTeTCncgqunTpghUrVngsi4uLC3gfh8Ph8bskST7LnKqrq+FwOPDee++5dhimTZuGW265BTNmzEBCQkIYrSciq2FRS2S8tLQ07Nmzx2OZ1bOe0+OJQsDi2RPfD7KK6OhoJCUlefz4C/J69eohOjrap6e9uLjYp0feKSsrCw0aNPDo4W/dujUkScIff/yh3QshItuxYoHP/CcRORwO22W9qUX7unXrcN1116F+/fpwOBz4+OOPPW4fNmwYHA6Hx0/Xrl2DPu6SJUvQpk0bxMXFoU2bNli6dKlOr4BIDCIEPYOb7CY2NhYdO3bEqlWrPJavWrUK3bt3l73PZZddhj///BNlZWWuZb/++iuioqLQsGFDXdsrKmY9WYUVckyEvCeyE6tkvalF+6lTp9C+fXu8/vrrftfp378/CgsLXT+ff/55wMfcuHEjBg0ahCFDhuD777/HkCFDcNttt2Hz5s1aN58ilJmhXhZVk4FNZKBx48bhrbfewrx58/Dzzz9j7NixKCgowMiRIwEA48ePx9ChQ13rDx48GKmpqbjrrruwa9curFu3Do8++iiGDx8esVPjmfVEyjHjiYxnhaw39Zj2AQMGYMCAAQHXiYuLQ2ZmpuLHnD59Ovr27Yvx48cDOP8mr127FtOnT8eiRYvCai9ROAW7Fids0avDQKvH5UlpyG4GDRqEo0ePYtKkSSgsLES7du3w+eefo0mTJgCAwsJCFBQUuNavVasWVq1ahQcffBCdOnVCamoqbrvtNjz33HNmvQTTMevJCqwwyh4uvfchmP9kVVbIeuFPRLdmzRqkp6ejTp066NmzJ55//nmkp6f7XX/jxo0YO3asx7J+/fph+vTpfu9TXl7ucRmA0tLSsNtN9hMJga4FFu5kN/fffz/uv/9+2dsWLFjgs6xVq1Y+0+woMCOyHmDeE+nJfT+J+wFkNaJnvdAnohswYADee+89fPnll3j55ZexdetWXHnllX6vswcARUVFqk7ZDwCTJ09GcnKy66dRo0aavQayBy1HovXADgUisiqjsh5g3pPxtM5nq+S9VdpJZBVCj7QPGjTI9f927dqhU6dOaNKkCT777DPcdNNNfu+n5pT9wPlpdePGjXP9XlpayiAnF1GCx0oFP0fbiUgpo7IeYN6TPFFyHrBW1hORcYQu2r1lZWWhSZMmPtfdc5eZmanqlP3A+WPpgl27j0grLGiJiPzTK+sB5j2Zg7lPROESenq8t6NHj+LAgQPIysryu063bt18ji9YuXKl31P2EwUiSo83e8iJKFIw64nsgfsuRNoxdaS9rKwMe/fudf2en5+PHTt2ICUlBSkpKcjLy8PNN9+MrKws7Nu3D08++STq1auHG2+80XWfoUOHokGDBpg8eTIA4KGHHkKPHj0wZcoU3HDDDfjkk0+wevVqrF+/3vDXRxTJOLJARACznghgJhJReEwt2r/99lv07t3b9bvzOLM777wTb7zxBn744QcsXLgQJ06cQFZWFnr37o3Fixejdu3arvsUFBQgKuqvCQPdu3fHBx98gKeffhrPPPMMmjVrhsWLF6NLly7GvTAiBUQIcPaCE5HemPVEyogyu4+IxGNq0d6rVy9IkuT39hUrVgR9jDVr1vgsu+WWW3DLLbeE0zQiQ4hQuBMR6YlZT0REFB5LnYiOiKyFnRKkh1qNM5CckaL6frE7ftWhNURERKS1hHrJSG7WQPX9Es+WA78d1aFF5rLUieiI7IjT1oiIiIiIyB8W7USCs3pRb/X2ExERaYF5SEShYtFOJAC7B7ndXx8REVkT84mIrIBFO5EfRgd5rerTYT0ndzyIiIjExqwmolCwaCcSjHvxbqdwt9NrISIiMgvzlCjysGgnEpTeoczQJyIiMp7czDpeo52IAmHRTkSG4c4DERHRec7i3c7ZaOfXRmQkFu1ENsJwJCIisj8lea9mnyC6tBDRpYXhNImIdMSinSgCKQ1yZ4gzyImIiOzJPeOZ90RiYtFORLK8g1urIOdsACIiIjHIZTsLdyLxsGgnkmHlwlKLtjOwiYiIrEvJvkCgrOd+AJFYWLQTRZhAQR5sKjxDnIiISAzhdNIryXNmPpE4WLQT2ZCeMwUY4kRERNbFHCeynhpmN4CIjKNVMR9dWoiqpCxNHotIrYQGDVCzYYbq+8UkJenQGiIisWjZca9F3teqPo2yqJoatYgiRWxKCmpmZ6u+X9yRUwB+1bw9ZuNIO5FNqb32q5E971Y+ZwAREZEo7H6ddyI6j0U7kc05w1zrUOf0OiIiIjHolfUA855IBCzaiSJAsBBnIBMRUaSx2wh1uGeMJyJxsWgn8mK3ENdTOOHP95mIiMgawi32mflE4eGJ6Ih05h50Ip68jb3uREREoQuWo6JkP/OeyLpYtBPpwF8w+ltuVqBrEeA8kzwREUUipRnqXM/MrGTeE1kbi3YiDYUaiqHej+FJRERkvFByW4Ti3Uy89BtR6Fi0E1lYOFPvtZwmF2rvOwOciIisJtz8DJTdeky1FyHviSg8LNqJNGL2sWJqgtTsthIREZkp1BOjaZ2fah9PbdHMvCeyB549nkgDooRidGlh0Lbo1VZR3gMirc2cORM5OTmIj49Hx44d8fXXX/tdd/369bjsssuQmpqKhIQEtGrVCq+88oqBrSUiu1N7LL1Zz09kJaJnPUfaiWzIX088g5ZIncWLF2PMmDGYOXMmLrvsMsyePRsDBgzArl270LhxY5/1ExMTMWrUKFx00UVITEzE+vXrcd999yExMRH33nuvCa+AiLQiUoYGG3EXqa1EorNC1nOkncimnKPu7j9EpM60adMwYsQI3H333WjdujWmT5+ORo0a4Y033pBdv0OHDrjjjjvQtm1bZGdn4+9//zv69esXsMeeiEhLavNeKi5w/RBFIitkvalF+7p163Ddddehfv36cDgc+Pjjj123nTt3Do8//jguvPBCJCYmon79+hg6dCj+/PPPgI+5YMECOBwOn5+zZ8/q/GooUtmpGHYPboY32VFVVRVKS0s9fsrLy2XXraiowLZt25Cbm+uxPDc3Fxs2bFD0fNu3b8eGDRvQs2fPsNtuVcx6In3Idc4r2SfRIuvttO9D9iNJku2y3tTp8adOnUL79u1x11134eabb/a47fTp0/juu+/wzDPPoH379jh+/DjGjBmD66+/Ht9++23Ax01KSsLu3bs9lsXHx2vefiI7kQtu5zJHuu/UIDmhnFWWZ5AntWqkNUBMVkPV94tKTMLmzZuRnJzssXzChAnIy8vzWf/IkSOoqqpCRkaGx/KMjAwUFRUFfK6GDRvi8OHDqKysRF5eHu6++27V7bULZj3ZQaQUqVJxgeLMDwUzn5SKSkpFTFa26vvVSDmCw4cP2y7rTS3aBwwYgAEDBsjelpycjFWrVnkse+2113DppZeioKBA9vgCJ4fDgczMTE3bSiTHLiEerKdd7xAnMkqXLl2wYsUKj2VxcXEB7+NwODx+lyTJZ5m3r7/+GmVlZdi0aROeeOIJNG/eHHfccUdojbY4Zj2RODiLjiJBWloa9uzZ47HM6llvqRPRlZSUwOFwoE6dOgHXKysrQ5MmTVBVVYWLL74Yzz77LDp06OB3/fLyco8pE6WlpVo1mSwm1EvAWBkDnCJJdHQ0kpKSFK1br149REdH+/S0FxcX+/TIe8vJyQEAXHjhhTh06BDy8vIitmhXS6+sB5j3FNmU5j076snqHA6H7bLeMieiO3v2LJ544gkMHjw44B+hVatWWLBgAZYtW4ZFixYhPj4el112mU9vi7vJkycjOTnZ9dOoUSM9XgLZjNVH2dUey6Z0Xau/L0ROsbGx6Nixo89I8KpVq9C9e3fFjyNJkt9j6ciTnlkPMO8pNHbINT066O3wvhBZJevDGmkvKytDdXW1xzKlvRpqnDt3Drfffjuqq6sxc+bMgOt27doVXbt2df1+2WWX4ZJLLsFrr72GV199VfY+48ePx7hx41y/l5aWMshJF/5C08ge7XCCW6/edx7jRqIaN24chgwZgk6dOqFbt26YM2cOCgoKMHLkSADn8+PgwYNYuHAhAGDGjBlo3LgxWrVqBeD8tVynTp2KBx980LTXEC67ZD3AvKfIE2rmc7SdIokVsl510Z6fn49Ro0ZhzZo1Hmdpdc77r6qq0rSB586dw2233Yb8/Hx8+eWXqncUoqKi0Llz54C973FxcUGPcyByp6Z3WUlghtsDriRYOQ2eSL1Bgwbh6NGjmDRpEgoLC9GuXTt8/vnnaNKkCQCgsLAQBQV/fbeqq6sxfvx45Ofno0aNGmjWrBlefPFF3HfffWa9hJDYMesB5j2pF+pocrDM1bsgZuYTKWeFrFddtP/tb38DAMybNw8ZGRlBD9APhzPE9+zZg6+++gqpqamqH0OSJOzYsQMXXnihDi0kCsyo0DQynJX0vodyFnkiUd1///24//77ZW9bsGCBx+8PPvigpUfVnZj1ZGd6nr9GzXHjTu6ZGu6MPC33B5j3FElEz3rVRfvOnTuxbds2tGzZMuwnLysrw969e12/5+fnY8eOHUhJSUH9+vVxyy234LvvvsN///tfVFVVuU4QkJKSgtjYWADA0KFD0aBBA0yePBkAMHHiRHTt2hUtWrRAaWkpXn31VezYsQMzZswIu71EgPJed/ZyE5FVMeuJ1An30LNQ1nGkN7bkvgYPiSNST3XR3rlzZxw4cECTIP/222/Ru3dv1+/O48zuvPNO5OXlYdmyZQCAiy++2ON+X331FXr16gUAKCgoQFTUX+fTO3HiBO69914UFRUhOTkZHTp0wLp163DppZeG3V6yNy173q0YomrocawbQ5xIHMx6IvFPtGb3fQ0i+ovqov2tt97CyJEjcfDgQbRr1w4xMTEet1900UWKH6tXr16QJMnv7YFuc1qzZo3H76+88gpeeeUVxW0g0poVQ/Rc4T6P32OyssN+TJGmzB0943v8bWpCtAktIbIGZj2RclbMfaWsMkXeO+eZ8WQ3qov2w4cP47fffsNdd93lWuZwOHQ7OQ2RSETvdVfDu1D3vk2Lwl0EcgW793KGO5EnZj2RMlYq2OVy3w5ZL5fzzmXMd7IL1UX78OHD0aFDByxatEj3k9MQkfYCFet24q9YD7Quw53oPGY9RTolnfRWKdgjpZNeztEzVcx2sgXVRfv+/fuxbNkyNG/eXI/2EFma6AGupmAPFuQiX8NVTcEudz8GPEU6Zj2R9UVCJ72SvGe2kx1EBV/F05VXXonvv/9ej7YQkU7OFe6LiPAGQi/YvR9Di8chsipmPdmVViedtVsnfSCivla1Oc1cJytTPdJ+3XXXYezYsfjhhx9w4YUX+pyc5vrrr9escUSA8o0se1B9hVuoW23anNaBzN55MTlSs0Kb5VGztvaNsSlmPZE1hZr7kZL3zHXrcNSuG1rW19mvfWMEoLpoHzlyJABg0qRJPrfx5DSklVA2xnoft2Slk9BFyqi6URjyFGmY9SQCnjBUObNzX+0Z5M2+zCtznaxGddFeXV2tRzuILD9tSYTpY2aHtjcjLwNjxOeHJ7ShSMGsJ7MEu+KHEdvgYJ30IuS9k5a5b7XRdi3wkrBkFaqL9gMHDqBRo0ayt23atAldu3YNu1EUOfSYzhzKxlarY9yUUhKyaoJTz2I9EkM8EPbOUyRg1pOewsl+K3eeumd1OLlqRge9SCef1buTnjlPIlJdtPft2xfffPMNUlNTPZZ/8803uOaaa3DixAmt2kY2ZfUR9XApDVvv9bwDXrRRdS2EOl3OjM+UlXcciYJh1pOWmPv7Ai5TWsDbMfdFxpwnkagu2q+44grk5uZizZo1qF37/El91q1bh+uuuw55eXlat49sxMqhrdVUuXACV8SwFqnn3QzsjSe7YtZTOETNeyWz6rScGh9qJ72ZwpldZ+QhcUZh4U6iUH3Jtzlz5iAnJwfXXHMNzp49i6+++grXXHMNJk2ahLFjx+rRRrIw56WzRA1wIi3w8012w6wntZj3Yjq9bx9O79tndjNkGX1oYqj4uSYRqB5pdzgcWLRoEa655hr06dMHO3fuxOTJkzFq1Cg92kcWxY2bL1F60uXCu2Z2dsD7sOc9OPbGk50w60kp5r08MzNfLufdlwXLfJLHnCczKSrad+7c6bNswoQJuOOOO/D3v/8dPXr0cK1z0UUXadtCshyrBbgRPb1mF+zBetlP79tn2RAX6fPG6fJkZcx6UkOkbS/9RcmoeqiZH+mHxAHMeTKPoqL94osvhsPhgCRJrmXO32fPno05c+ZAkiReuzXC2TXArXTpFzmiTovzx+xrt2qBvfFkRcx6UsKqWa/F8eyis1reWxlznoymqGjPz8/Xux1kYSIFuIgbUNGmyAVaV6+e90iZIu+OgU5Ww6ynYETIeytsV82eXaeElWfYiYI5T0ZSVLQ3adJE73aQBYkQ3uGyyklQ1Aq1t50hri0GOlkJs578sUPe250oo+xqO+mtPruOOU9GUX32eCKAAU76slNnCr8rRGRl3IYRBcbvCBmBRTspJvrlXNT2dNqpMHQXbm+7v/tbYbqfqET+3hARybHTdsuuee8kyih7JLPLd4XEpfqSbxR5InlDZLWT0jC4xcZpdNqoqpUe0jkSpNhEHVpDZC8iZz63nyTy55MZr63q+KSQsr66ZooOrTGf4pH2X3/9Vc92kKBE3ji6M2sjGezM8Ryd/ovaDhClIyNWC0g7jV6R/TDrIxe3TcGJfrUYrYi87yJ65vM7RHpRXLR36NABrVu3xuOPP44NGzbo2SYShJ03PHacKsdRdmux8/eLrItZH3msUqyHWqwpzXutZtYZXfCGk/2i7DfYbZ/MKt8pshbFRfvRo0fx0ksv4ejRo7jpppuQkZGBESNGYNmyZTh79qyebSQTWGljI3qvaySIlNEHrVnpe0aRgVkfWbgNsjYzim4leW+1Qwv1wuKdtKS4aI+Pj8d1112Ht956C4WFhVi6dCnS0tLwxBNPIDU1FTfccAPmzZuH4uJiPdtLOouEDYzRve5G0Dq49doR0GuKvJXZ/ftG1sKsjxxW2vboPcpuRaKMklNwVvqukbhCOnu8w+FA9+7d8eKLL2LXrl3YsWMHevTogQULFqBRo0aYMWOG1u0kA1hxo8JRdgKs/zmIhM4ysh5mvT1ZbXtj9e07KWPnDhbAet87Eo8ml3xr0aIFHn74Yaxbtw5//vkncnNztXhYMkgkbUjsHgqBlPx20OwmEJGFMeutLZKyXi0rzawDOMpu5Y4cfgcpVJpfpz01NRUtWrTQ+mFJJ1beePC67Mo5C/aS3w5arniPpL+blb+PFFmY9dZi1W1LOMWZGdkh8lnXjWa1jhAjWfX7SObSvGgn6+BGI3KZWbjrFeRW7nl3x+8lEWkpErcpkdTZayf8uxH5x6I9AtlhihxH2cnOrP79JCLz2SHrifyxekc9v5uklqlF+7p163Ddddehfv36cDgc+Pjjjz1ulyQJeXl5qF+/PhISEtCrVy/89NNPQR93yZIlaNOmDeLi4tCmTRssXbpUp1dgPdxIEBGpM3PmTOTk5CA+Ph4dO3bE119/HXD9tWvXomPHjoiPj0fTpk0xa9Ysg1oqJma98eyQ9VY8Y3xMVrZpzy0iTpEPzA7fUzsRPetVF+1NmzbF0aNHfZafOHECTZs2VfVYp06dQvv27fH666/L3v7SSy9h2rRpeP3117F161ZkZmaib9++OHnypN/H3LhxIwYNGoQhQ4bg+++/x5AhQ3Dbbbdh8+bNqtpmR3bZOBgxyh7pQVMzO9vsJnhQ+je0es+7O7t8X61u8eLFGDNmDJ566ils374dV1xxBQYMGICCAvlrFefn5+Pqq6/GFVdcge3bt+PJJ5/E6NGjsWTJEoNbHh5mvXVF8raDs+oiix0yP5K/ryKxQtarLtr37duHqirfD1h5eTkOHlR3nOyAAQPw3HPP4aabbvK5TZIkTJ8+HU899RRuuukmtGvXDm+//TZOnz6N999/3+9jTp8+HX379sX48ePRqlUrjB8/Hn369MH06dNVtc1uInWjwAAXU6R3iigVqd9bkUybNg0jRozA3XffjdatW2P69Olo1KgR3njjDdn1Z82ahcaNG2P69Olo3bo17r77bgwfPhxTp041uOXhYdZbk122GaEUY8x7e+DfkcxghayvoXTFZcuWuf6/YsUKJCcnu36vqqrCF198gWwNR+fy8/NRVFTkcUmZuLg49OzZExs2bMB9990ne7+NGzdi7NixHsv69esXMMjLy8tRXl7u+r20tDS8xgtEzwAvKqsIeHtmrVjNn1NNkHPDf56/k845lyc3a2Bkc3SXmhBtmx1X4Px32A6jCaKoqqry2cbHxcUhLi7OZ92Kigps27YNTzzxhMfy3NxcbNiwQfbxN27c6HMptH79+mHu3Lk4d+4cYmJiwnwF+rJz1gP2zXujtnnO3Ncj38PBvI9cdsh85rz2JEmyXdYrLtoHDhwIAHA4HLjzzjs9bouJiUF2djZefvllzRpWVFQEAMjIyPBYnpGRgf379we8n9x9nI8nZ/LkyZg4cWIYrRWTXhuxYMW6+3qiBbsdWfV6rdGlhahKylK8fq3q0yiLqqlji8TFQPd0Oio+pM/COUcN7Ni82aMQBYAJEyYgLy/PZ/0jR46gqqpKVab4y6DKykocOXIEWVnKP/NmsHPWA/bMe70LFrnMd1/GnDdWsMwXrUNebdZHKua8r3JHbEhZf9YRh8OHD9su6xUX7dXV1QCAnJwcbN26FfXq1dO8MXIcDofH75Ik+SwL9z7jx4/HuHHjXL+XlpaiUaNGIbRWHGYX7O7rmxHo7HU/L9RLu53et0+449rVsEPPuzcGuja6dOmCFStWeCyT63l3pzZT5NaXWy4iO2c9YL+8N3M2nft6WuY8rw6jjZLfDgpTuOvNLpnPnNdOWloa9uzZ47HM6lmvuGh3ys/P16MdPjIzMwGc78lw760oLi726dnwvp93r0iw+/ibLmFVemy41Bbr3vfVItCVbsgY4NahZw+8XULcHQM9fNHR0UhKSlK0br169RAdHa0qU/xlUI0aNZCamhpao01gx6wH7JX3onTOO+/DDnrzeXfUW7Vw58w65ny4HA6H7bJeddEOAF988QW++OILFBcXu3rlnebNm6dJw3JycpCZmYlVq1ahQ4cOAM4fc7B27VpMmTLF7/26deuGVatWeRzrtnLlSnTv3l2TdolOtIJdK0YW7CKdJM3qI95aUxvkLNwpHLGxsejYsSNWrVqFG2+80bV81apVuOGGG2Tv061bN3z66acey1auXIlOnToJfzy7N2a9uETMei0Kd563xp6MmCJvx7wnY1gl61UX7RMnTsSkSZPQqVMnZGVlhTUFoKysDHv37nX9np+fjx07diAlJQWNGzfGmDFj8MILL6BFixZo0aIFXnjhBdSsWRODBw923Wfo0KFo0KABJk+eDAB46KGH0KNHD0yZMgU33HADPvnkE6xevRrr168PuZ1WIWKIU+iUHKseaJ1Qp8YbTe8wt2OQs3A3zrhx4zBkyBB06tQJ3bp1w5w5c1BQUICRI0cCOD/d+uDBg1i4cCEAYOTIkXj99dcxbtw43HPPPdi4cSPmzp2LRYsWmfkyVGPWi4tZT2pE0mi7XfKeGW88K2S96qJ91qxZWLBgAYYMGRL2k3/77bfo3bu363fncWZ33nknFixYgMceewxnzpzB/fffj+PHj6NLly5YuXIlateu7bpPQUEBoqL+unJd9+7d8cEHH+Dpp5/GM888g2bNmmHx4sXo0qVL2O0VmdYbKZECnNPiyV0kT5tzx1A3xqBBg3D06FFMmjQJhYWFaNeuHT7//HM0adIEAFBYWOhxHdecnBx8/vnnGDt2LGbMmIH69evj1Vdfxc0332zWSwgJsz4yWDHrAW3zXqTZdeEI1FEvQuFu1AnpWLhTKKyQ9Q7JedS8QqmpqdiyZQuaNWumV5tMV1paiuTkZJSUlCg+HsLp2EnjC0crFOyhTpkzo2BXE+BScUHA288V7gu5Hc5R9EDT47UYafcX5HLPG5Plvy2O9MaKns8fNWEeStFuhxCXY1Sop9RW956Hsx0NpGbNmvhq/Qa0aHGB6vs+9cRjqBkfp+nZz+0qErIeCP1zakbWA9ptx0TKecDcafFaZj4QXu4r4S/3g2W+mqwH9Ml7tUV7OB30dsl8owt3tVkP6JP3AwcORNfLrsC9I/+h+r6rV67As3n/xA8//KBJW0QRFXwVT3fffTfef/99PdpCIWDBbt8e95rZ2UGPZ9freHfRj6MP5W9u1x5ru+yYkFiY9eIRuWA3CmfU+RdoJF3tKHuggt1I4fy97ZL5zHhyUjQ93v3yKNXV1ZgzZw5Wr16Niy66yOdg+2nTpmnbQjKEaCHOKfHhS27WQNPj2kUJ8XDYZdockR6Y9eKyc8HOvCe92CXzOVWeAIVF+/bt2z1+v/jiiwEAP/74o8dyK1yD1k6sEOJmXALGSI70xgGny8VkZes+VY7UsUuIu2OgkxaY9WLSYnuld7Gu94w6KxEt980+lj1c4Z7Hxi6Zz5wnRUX7V199pXc7SCUrFOyhYq+7OjWzsxWdaV6OlcOcJ6TzxECncDHr7UnEnAeseXm3YB31ogmW8aIfCkeemPORTfUx7WQ+rXrdRQxyFuzaCuUYt0gIcbuGnh1GE4joL+F+p43I+VBG2UXaButxRnM9DycLlNHuuR5qp3ywtod70lkziPR5CxdzPnKpvuTbjTfeKDs1zuFwID4+Hs2bN8fgwYPRsmVLTRpI2jOqWFcb5HbaqLoze6qc3LHtWp+UxqohbsfwY088aYFZbz4rFOxGYCe9OkrzPRI66N3ZKfOZ85FJ9Uh7cnIyvvzyS3z33XeuQN++fTu+/PJLVFZWYvHixWjfvj2++eYbzRtLDHFAvAAXoWBVE75WnhLvLdzPgl1Dzy47JmQeZr25rJL1Vh9lD4XSzDdrtD0cdjjhbCBW/+y5Y85HHtUj7ZmZmRg8eDBef/11REWdr/mrq6vx0EMPoXbt2vjggw8wcuRIPP7441i/fr3mDY5kVgnxUNh9WrwIo+1KWLHnnSepkWfnnvgTZ6tD+pudrZTAsyAow6y3LjtkvZNRmV+VlCXUJV+VCOd8NlbLep7DRp6dcx4ATp0LLetLK6p1aI35VI+0z507F2PGjHGFOABERUXhwQcfxJw5c+BwODBq1Cifs82Secw4ft2qZ43X49g2J717sM3qeRdhpkG47Bp6duyMIGMw680TzvdW5ILdTkQYbTdDOHmv5/6VGnbLe+Z85FBdtFdWVuKXX37xWf7LL7+gqur8Byc+Pp6XhNFYqF9KKwS4aKPsoQSLHQpXK9Pis2G3IHdioFMomPXWI3rnvKij7HoTbZq8v/uI3sGg5efBbnnPnI8MqqfHDxkyBCNGjMCTTz6Jzp07w+FwYMuWLXjhhRcwdOhQAMDatWvRtm1bzRsbqexcsIvAfUqc3j3Bek+Tj6Tpct60mD7HqfJE5zHrzRHK9scKWR+pBbuT2YfI2YXzc6HFVHm75T1z3v5UF+2vvPIKMjIy8NJLL+HQoUMAgIyMDIwdOxaPP/44ACA3Nxf9+/fXtqWkipkhrqb33exRdu9j2KJLCy1fuEcyKxXuRWUVhh5GwkAnNZj1xrNrwW4Vao9rV3vNdr2yX01nfTid8yJNjdeqeGfhTlaiumiPjo7GU089haeeegqlpaUAgKSkJI91GjfmVGGt2DnEjSjYA42i+wtnZ+Gu9qQ0agJcz8I9lNH2UKfLiXhYgBUKd+d31PmvUcU7A52UYtaTViJ9lN0KRJ8aT8ox5+1L9THt7pKSknxCnLRj54LdCHKj6O4/ZhPtODc7sdox7kaeLNJOowpkDGa9/qyW91Y92azW1HZcx2Rlu36C3a5mH0FJ5ttxv8BqWW+Uo2eqmPU2pGik/ZJLLsEXX3yBunXrokOHDgFPPPPdd99p1rhIZrUAV0vvUXazivJQpssBMHW6vJ1G2d2JOuIe6Htq1JR59sSTHGa9dVgl7602ym7kpd+UFOXu6wTbTwg0yy7cgl3kvNdiqryWWR/ou2l0Zxez3l4UFe033HAD4uLiAAADBw7Usz0UIlECXITedxFG0dXSY7p8OCelswsrXtvVqCnzzh0UBjo5MevNobZYECXvtWZ2wR4qtZ31oQp1PyFYwa731HijLvVmhbz3/u6yk57UUFS0T5gwQfb/pA+7B7ieo+wiFOyhBriSUXetR+btOF3OW7hBbtaJaows3hnoBDDrzWDnvDdyu+Kd/aJcE9xsZme80X+HcEbdzch69++znlnPnLeHkI5pP3HiBN566y2MHz8ex44dA3B+qtzBgwc1bVwksvIxKEo2OHYv2LXgfUyb3PFtSo93CxTYgW6z+tR4b+GO4GgZdiLMRvFm5e0O6YdZry+rfu/02IZpdcJZ92Wh7hOEUmgalYnBstmZ6zWzszUr2K2W90Donyc7F7ZW3d7QX1QX7Tt37sQFF1yAKVOmYOrUqThx4gQAYOnSpRg/frzW7aMgrNTrrpQoBXs4PcRGBrjSEA+2zO6sOvWSJ6gjMzDrxWOlvFdT/GhdsKu5XUuiFLdq8l3PqfFmz3Ywq3APtVPLiO83c97aVBft48aNw7Bhw7Bnzx7Ex8e7lg8YMADr1q3TtHGRxsrT5LQcZVdLz1A2O3S0oqb33W6j7O7C2Tm0+2g7wECnvzDr9WXn75oRBbuakfRQ9hFCzX4j8lGrQlvJ44TyeqqSsoTZdzKrs17UjCdrU120b926Fffdd5/P8gYNGqCoqEiTRkUiKxfsWlKzgdXr0m3eYSNyeDuFO1VeKb1ek5EBX6v6tOWmzhn5fbdzMUHKMev1Y+Wrw2hZjBh5dRi7jbjrffI4R3pj1a9DpGLdXSifMy2yXtTCnRlvXYpOROcuPj4epaWlPst3796NtLQ0TRpF1qLVKLvagt1IoV4GxqizygLanIHeqLPIinD+AbPPNJtZK1aYHXFvop9Z/sjpCtQM4b07da4KKTq0x46Y9eIQZTth9nlrAGOzI5zLvxmR/eFkfqCsD3V0XWSh5L0WJ6ZTm/O87Kunk+VVIW3/jp+p1KE15lM90n7DDTdg0qRJOHfuHADA4XCgoKAATzzxBG6++WbNGxgJrDzKbreCPVDwOHuR1YZTKD3WoVJ6gjp/9/Un3Nfg/b6J0iNvVg+8k5pwNuN7f/RMleuHIguzXh92/i7ZqWB3CiernLmpZ/7LnahWyfpy7DS6LhKOuJNWVI+0T506FVdffTXS09Nx5swZ9OzZE0VFRejWrRuef/55PdpIbkQq2LUiygnC1ARPKCPG7mFoRA+8U7CeeK173N0Fe09FCHuzeuCd1PTEG9ULT8SsF4Moma/Vdsesgj3crAl3lphWhXugfYdQO+ztOLIux8ysF3VmnVVG3Ok81UV7UlIS1q9fjy+//BLfffcdqqurcckll+Cqq67So322Z+WeLi1G2dUGuF497aEGUKhBrjQkpeKCgOsqKf6NCnIrhrgTp8oTeWLWa8+qeW/GjDp3IhxO5eSec2a0yzuXwxkAELVYL4uqqdtgjtmd9CJi4W4dqot2pyuvvBJXXnmllm2hIETaqdei193qBbvcY2jdxmChqmWAK31Ob1Yu1sOhdZArLdw52k5GYtZrw8onnwtG9B1+vTLK7AIeUL8PEOqIv9E57yysRZmJqQWRM17089jQeSEV7V988QW++OILFBcXo7q62uO2efPmadKwSGDVnjulGxMrfPm1DiKzT7QWahEvao+7kcwebScSDbOezJ4WHw4jM0ruuUQYiQ+VWfnuncF6FO+cJu/f0TNVSKltdivIH9Unops4cSJyc3PxxRdf4MiRIzh+/LjHj9ays7PhcDh8fh544AHZ9desWSO7/i+//KJ524wk8pdcjujT4vU+eYooJ2dxPxFOoB+lQj0Zn1Wo/Vxq3THFEXQSBbNeO1YdZTd7WjwQevaLkFHueekvO/2tE+xH7/aaIVAhXRZV0zad6sx5CpXqkfZZs2ZhwYIFGDJkiB7t8bF161ZUVf0VeD/++CP69u2LW2+9NeD9du/ejaSkJNfvol2ixu6j7IGYPd3J7N53dyIdq+ePCDs/kURJTzynyJPemPXasHPWizibzgp5peUhee5C2Z8Q5f1SWpCbOW3eyGPbmfEkR3XRXlFRge7du+vRFlneAfziiy+iWbNm6NmzZ8D7paeno06dOjq2LHR2DnFAzCB3EiWgnLRsjx4dAKK9X0RkDGa9eUQYZdeKkcVVpOeV0mPsRXufAhXs7p8f9/X0PFmdEUSfJk9iUj09/u6778b777+vR1uCqqiowLvvvovhw4fD4XAEXLdDhw7IyspCnz598NVXXwVct7y8HKWlpR4/IrHSF1vrafGRzgoj8XZj9hR5gNPnyHx2zHrA2Ly3cwe9aJ3zohWiZgq232CF/Ypa1ad9sliE/UfRPvcUWRSNtI8bN871/+rqasyZMwerV6/GRRddhJiYGI91p02bpm0L3Xz88cc4ceIEhg0b5nedrKwszJkzBx07dkR5eTneeecd9OnTB2vWrEGPHj1k7zN58mRMnDhRp1Z7Yoibx0qh7h6q0aWFlmo7USQ6fvw4Ro8ejWXLlgEArr/+erz22msBR4Hz8vLwwQcf4MCBA4iNjUXHjh3x/PPPo0uXLga12pPdsx4wNu8jnRFFFrPRkxUK8mACfW6ct4V7fLsVTjzLKfJiMjPrFRXt27dv9/j94osvBnD+mDN3wXrEwzV37lwMGDAA9evX97tOy5Yt0bJlS9fv3bp1w4EDBzB16lS/QT5+/HiPnZXS0lI0atRIu4aHwUqj7MGY2UsqWrCrDVb39UU5Sy2Zi4EulsGDB+OPP/7A8uXLAQD33nsvhgwZgk8//dTvfS644AK8/vrraNq0Kc6cOYNXXnkFubm52Lt3rynHZts96wHj8j7UDnqzM99K2xTRct1savYDRBkMcC+c1e4jcoo8mcHMrFdUtCuZcqa3/fv3Y/Xq1fjoo49U37dr16549913/d4eFxeHuLi4cJqnCEfZCQi/wDayQBcl2EWnxwlqGOjW8fPPP2P58uXYtGmTq+f8zTffRLdu3bB7926P4tLd4MGDPX6fNm0a5s6di507d6JPnz66t9ub3bMeMC7v7czIvK9KygraaR0uuRFXqxWDoewXiJTvVnq/jTwhHYnF7KxXfUy7WebPn4/09HRcc801qu+7fft2ZGWJsWEi44kSSgBHxK3CSjsQpE5VVZXPMc3l5eVhPebGjRuRnJzsMdWta9euSE5OxoYNGxQ9RkVFBebMmYPk5GS0b98+rPZYmR2ynjv02tPrUmT+pkiLPnXandX3K0LJW7tktJVmtliNJEm2y3rVZ483Q3V1NebPn48777wTNWp4Nnn8+PE4ePAgFi5cCACYPn06srOz0bZtW9fJbJYsWYIlS5aY0XQXq16nVQlRR9lFKtYB6warSL3xIjOj9z1Sp8gfLC1H9Ykzqu9XWl6JA5s3Izk52WP5hAkTkJeXF3J7ioqKkJ6e7rM8PT0dRUVFAe/73//+F7fffjtOnz6NrKwsrFq1CvXq1Qu5LVZmh6wPh9mZr+WsOi2LKrvlj5YzB7SYuWfV9zecz5hVOmUiNeOdjp45h30hZP2hUxU4fPiw7bLeEkX76tWrUVBQgOHDh/vcVlhYiIKCAtfvFRUVeOSRR3Dw4EEkJCSgbdu2+Oyzz3D11Vcb2WTb0GpjEW6Ae0+RU7J+uLQ8XkrEgl0qPv+9caQ3NrklRMbp0qULVqxY4bHM33TpvLy8oCct27p1KwD547wlSQp6/Hfv3r2xY8cOHDlyBG+++SZuu+02bN68WXbHwO7skPUcZbcOows3uf0Af/sGwfZhRNynIBJJWloa9uzZ47HM6llviaI9NzcXkiTJ3rZgwQKP3x977DE89thjBrRKOTuHuIij7Fr1GtupYHcW6P5uC1a4W7k33sqUHNce6T3xakVHRyMpKUnRuqNGjcLtt98ecJ3s7Gzs3LkThw4d8rnt8OHDyMjICHj/xMRENG/eHM2bN0fXrl3RokULzJ07F+PHj1fURjuxetaTdRhZsId6vLk7pddgD4VZ+W6V0W45Ws6s4/lr9OFwOGyX9ZYo2iORCF9gKxYCohWWZhfsgYp1tVi4U6SpV6+eoulr3bp1Q0lJCbZs2YJLL70UALB582aUlJSge/fuqp5TkqSwj7sjc4SzE2925os6Nd4sWrwGLfNf730JrfM90FnhrVysm4Ed8/qzStZb5kR0VmXnUXaljApw0QpKMwt2qbhAVcGuZXEfyUSceUL6a926Nfr374977rkHmzZtwqZNm3DPPffg2muv9TibbKtWrbB06VIAwKlTp/Dkk09i06ZN2L9/P7777jvcfffd+OOPP3Drrbea9VKIbC9Y0RjuPkt0aaHpHfZOzn0BIzK+LKqm68ffchbs8liUW4PZWc+iXUdWLthFvMxboKKcBftfQg1nJfcTZUckkjDMreG9997DhRdeiNzcXOTm5uKiiy7CO++847HO7t27UVJSAuD8NP1ffvkFN998My644AJce+21OHz4ML7++mu0bdvWjJdAYbD7KLtSVh5lr1V9Oqz2i1Csuxfp3pkerHgPp+0sxilSmJn1nB4vILMDXGTO4twZLqIV64A1C3b3+/P4duvtgHD6nPlSUlKCXiPc/Xjt+Pj4kK5FTmQGO8wi8rddF20qvFpqcz9QzoeS7+HmpZYn/VX6fCLise3WYGbWs2jXCUfZz9NrQyxi0RhqaIdSaHsHrpZT3/Qs3J1haeXRGDMwzInEZfe8twO5Qi3SinW5+8plvciDIuEStWB3cn4fmfckh9PjyYOI0+JFF8qUuHCPMws0BU4LekyVdw9L0YNTRJGyc00USaywc252J70W3NsW7jR4J6sW7EofR+nrE/nvblXMe5LDkXYdWPnYNi3ZfUNu5Mi6GZSMuKtRq/q0piPteo0GsEOBiJSy+yi7nTrpzS7URZtV5/6Y4U6Xd893UYnePqJgWLRrjAEeGaxWsJ8r3Of3tpisbL+3BSvc1U6T16ojx+yT/ZiF0+SJSAtaj+Sxk16eFueZCYd79oea9XoX7nb/7ITKmfccdScnTo8nZNaKZYCrYKeCXcntwdptdAHt/XxaPj974olIiaNnqsLupDerA05p3rOT/jwrZf65wn0eP3K3+RNsqryS98HO+35EZmPRHuHUFOsM8MglSuHu73kideSdiEgNjtqpE2nZokXWu58zwPl/9x87sPKsWrIuFu0CMbrXneGtnl0DPNhouxJ6XqNWyWOH+9xajLIzyIlIVHp20pdF1bTdTKVIzXutOun9Feh2LOL1VFRW4fqhyMZj2iOU2oI9lAC328bYrgGulNIT09n5cjEkhv3HTuNUYpnq+504c06H1hCJz6hOertkv93z/lzhvrDPZwNEZs6b2Tkface4Hykrx97D6rP+z5IzOrTGfCzaI0wkfdm1YIfgjsnK1mQkHVB3RnmtQl3N3yDU68cTEdmV0bmv5VVCjGSHvNeSkrzXs3iX+3sw3yOvcKe/sGiPIPyS/4XhbJxwQj2Uv5NZIwBmT41nkBORO7O3B1YYdee+gDa06jBXchhcqM+jxWXpjMz5QNPhmfeRice0RwgzvtwiHd/mPCZaz+Oug9HymudqBZoGp1aoZ8RV+96H+3dSe3/Rdy6B4Oe94DFvRBTuFWHsfNJZEfYFrERN3of7niq9bzjPY4WcB5RlOfM+8nCk3ebM7okzuqedIeyfltPkw+H+N/LXY67V3zESp8uzB54o8vA7f16k7wPokfNqDosDQpvtZqVZdXpTU4wz7yMLi3Yb0+qLHG6vuxGFe6QHtVL+Al3LkXg1jPi7qSnctZg+pxcGORG5s8J3XM/8Fz33HemNTblWux7UFu6Asg567/VCobZ4FznnQ8G8jxws2m0qkr7Aoge3O2fomRnk3oV7KAV7KAFuJo64E5EdWO07rUfBbqXMN4OS0XajO+rZQa8Mp7xTICzabcZqgR4OKwe3e8FrRgFv1si6VtzfMzVns1cS6CKGeahBzsKdyB74PbZm5pvVUe/MeC1n1lmhs17vDvrUhGjdTkYXTsHOrI8MPBGdjYj6hdW6p91uJ5BxpDd2/YR6/0ghFRf47PzosTMUymdW1JM3seeeyNpEzfZgtMp+O2R+OBkfDvcCPSYr2/Id9koo/axY5aR0SjHr7Y8j7YII58tm1UBXw+qBrVQ4hbtdjp2TE+y1KR0BsOL0OS2C2PkYkbCtILITq35ntSzY7cSMWXaRUKh703NmnZ6j7eHiiLu9sWi3ONG/nFoEt91CWy9GFu5GjhgofU16FO5qiRzmAAOdiALTYsYQc1+ZUHLUzp3zViJ61pM9cXq8hRmx8x1OgIcb3HaYEme0SJoqL0frHRo7TZN34hQ6ImuwYgebXXJf1BOXmjXN3oo4TZ7shiPtFmXFMFdDhND25gxxEdvmzk5T5fV6HXpPkxe9F54j7kTisuJ30y6j6+65IJcRIrQREONKNHoI9HpC6ayI1Jl1zHh7YtFuQUZ9Ec0aZRclFN0FC3J3IrRfz8Jd9F5+K5zhVgQMdSJyF2rmazG6LgIlxZ1ohbydincl564B9NkHCfUcNizcyUgs2gWgZiqLFb6Adi7Yla4vwuuw+oi73m2P9NF2wLonqPv9cBmO1ChVfb9jpzhtkMSRWSvWJ/+t9l0MlwhZCYQ3HV6EWXhG5L0oneFqi3e9LwMnMqsX7odKz+KXQvVZX3jMXoc8OPGYdgsx8otndI+7KMexuatKygp5Qy9KQGgdsqKEtlb0/syJfny7U1FZBY+DIzKZmTvXZoyyi5L5WuW12bmv1/HuRhxHH0qHg5r7KPmshfpZFj3nme32waLdIqzcU2ZFWoRvOEW/lrQKWysV7FaeYWAmZ/HOkCcylhUzngW7/o8XCi2z2kq5T/4x0+1B6KI9Ly8PDofD4yczMzPgfdauXYuOHTsiPj4eTZs2xaxZswxqbWiUfJGMDnMzRtlJXwxe/yL1DLPBuBfwDHzSWyTkvZzMWrGmF+xGjxSKkvkiFNgis9t+gyifO7Mwx61P6KIdANq2bYvCwkLXzw8//OB33fz8fFx99dW44oorsH37djz55JMYPXo0lixZYmCLlRPxCxSp4e3Ojj3vQOgBzEvMEJER7Jz3omLm21O4mW2VzFc7q46fP7Iy4U9EV6NGjaC97U6zZs1C48aNMX36dABA69at8e2332Lq1Km4+eabdWylekoLdrN74JUKZRSSG0/jqT1ZjVWCWw7PIk9kLXbNezuyeuaL0pkuokjOzVDPIm8VVj8xXaQTfqR9z549qF+/PnJycnD77bfj999/97vuxo0bkZub67GsX79++Pbbb3Hu3Dm/9ysvL0dpaanHj55EHGEHxD+ZBmlDaSCbHdxGPr9IO5NEkcqOeU/iiZSCPZQMNTv3I5WodQGJReiivUuXLli4cCFWrFiBN998E0VFRejevTuOHj0qu35RUREyMjI8lmVkZKCyshJHjhzx+zyTJ09GcnKy66dRo0aavg6PNtrs8m52wzBXdjsRkZbsmPeiY0c9uWPuh0b0S7t6YweBdQldtA8YMAA333wzLrzwQlx11VX47LPPAABvv/223/s4HA6P3yVJkl3ubvz48SgpKXH9HDhwQIPW+xL5i2JGeItWIIvWHgpvJ8IOOyAibzOItGS3vLe7UKYQi5CxIrRBRGbnpdnPH2m8TzTLk85ag/DHtLtLTEzEhRdeiD179sjenpmZiaKiIo9lxcXFqFGjBlJTU/0+blxcHOLi4jRtqze1XwSOshuLQX4eg1NbVuuBJxKFlfPem3f+M9/NYUTOi3aoldrz2FhNKPss0aWFmn0WtMh4FsqklNAj7d7Ky8vx888/IytL/svWrVs3rFq1ymPZypUr0alTJ8TExBjRxIhl5RN36B3kooW4VFzgN8QD3WYWdiSQFRw/fhxDhgxxTbseMmQITpw4EfR+P//8M66//nokJyejdu3a6Nq1KwoKxPoOmsEuec8d8sghUtY7s1y0PA/EqKwXqWAn6zEz64Uu2h955BGsXbsW+fn52Lx5M2655RaUlpbizjvvBHB+mtvQoUNd648cORL79+/HuHHj8PPPP2PevHmYO3cuHnnkEbNeAgBrhLZZGx+7j3CLEuJWDHB3ai87p0f4q+2YCvc7ZYXtBv1l8ODB2LFjB5YvX47ly5djx44dGDJkSMD7/Pbbb7j88svRqlUrrFmzBt9//z2eeeYZxMfHG9Rqcdgl792J/h0OdxtlpSnydu6cd8/3UHNelH0Dq+U8RR4zs17o6fF//PEH7rjjDhw5cgRpaWno2rUrNm3ahCZNmgAACgsLPXopcnJy8Pnnn2Ps2LGYMWMG6tevj1dffZWXf1Ho6JmqsI5tL4uqGdJlYMykZ5CbXbCHE8KiXi7N2SZ/ry3UNmv9OWDBHll+/vlnLF++HJs2bUKXLl0AAG+++Sa6deuG3bt3o2XLlrL3e+qpp3D11VfjpZdeci1r2rSpIW0WjZ3y3krf33Bz3wqsVLCbWTyLkvt65Twg3ii7lbYVZH7WC120f/DBBwFvX7Bggc+ynj174rvvvtOpRepZ7QsZSYW7HQt2UXrL9Wb0joWa3ndOmRNbVVWVz2W+wj3OeePGjUhOTnaFOAB07doVycnJ2LBhg2yQV1dX47PPPsNjjz2Gfv36Yfv27cjJycH48eMxcODAkNtiVXbIe8B6mQ+El/siZ74VZvJFSmaHwrt4F6FDQUtW3FZYiSRJtst6oYt2Moez6LBz77sVwtzJrFAXpdddb+x5t55DR06j1FGm+n5lp85h8+bNSE5O9lg+YcIE5OXlhdyeoqIipKen+yxPT0/3OVmaU3FxMcrKyvDiiy/iueeew5QpU7B8+XLcdNNN+Oqrr9CzZ8+Q20NiKyqrEO5kdHYbcTcq40PtoGexrpxW+yHBPhNKO+fZMW+cE6Xl+KNIfdYfP34GRw8ftl3Ws2gnv+wW4k6iT5VjmIslWJBrGeAs2PXXpUsXrFixwmOZv573vLw8TJw4MeDjbd26FYD8ZcYkSfJ7+bHq6moAwA033ICxY8cCAC6++GJs2LABs2bNYtFOhrND5oveIa93vp8r3Of3tpis7KD3j5TO+lCxc9460tLSfK4+YvWsZ9FOAdlp1F3kMDeiUHeGuZLgJuMxxI0RHR2NpKQkReuOGjUKt99+e8B1srOzsXPnThw6dMjntsOHDyMjI0P2fvXq1UONGjXQpk0bj+WtW7fG+vXrFbWPxGKH77ARmV+VlKXLIWSRnPGBinXvdSJxH0CrUXYt2GE7YQUOh8N2Wc+inRSxcg+8yEEOGFuwe/8/WHjbvdc93CBnr7u91atXD/Xq1Qu6Xrdu3VBSUoItW7bg0ksvBQBs3rwZJSUl6N69u+x9YmNj0blzZ+zevdtj+a+//uo6+RqRWayU+aJnvN6UFOwUPl6T3b6skvUs2gXl/GKLdNyb+wYrUJg7Cx2lJ6dxBq6WPe+RHuJKRGJvu4gY4tbXunVr9O/fH/fccw9mz54NALj33ntx7bXXepyYplWrVpg8eTJuvPFGAMCjjz6KQYMGoUePHujduzeWL1+OTz/9FGvWrDHjZVCYMmvFKv4+i3hcuzelo+5qMx+Qz+hA+wDMdGty/7uZdYJeUT47zHrrMzvrWbQLTtRgV9ILH2rxTuIw4gQwoga5EdPlGOL28d5772H06NHIzc0FAFx//fV4/fXXPdbZvXs3SkpKXL/feOONmDVrFiZPnozRo0ejZcuWWLJkCS6//HJD207aUVu4O+8jMj2Ld3fcB7APub+lXodFqGmDHCVZL8plXPedOOP6f3adBE0ek9QxM+tZtFuAHsHuvQEJ5bGNCnKrURtMjvTGuk6RN2vqnNLA1GOmRbDnMhMLdXtKSUnBu+++G3AdSZJ8lg0fPhzDhw/Xq1lkAjWFO2BM57wW+xFqMx+InNynvwTKWSMKdzU5r2fnvNZZ716wy/3ujUW9PszMehbtFhJO6AbbeFilx5/EJ0JhbJTUhGjVPfDu3zGjCni5cGegE+nH7MLd33O7Lw/l+axynLtRlBahenfOi8CK2V+r+rRuhbvz+6VVzmfXSQhaqLtzrsustw8W7ToSaUQtUKGgZ3BHai+70dPAAonJyvYZbdfreHbRQ9v5N1HSTudnN1igh1K4OxlVwDO0iYxnZuHub9sS6uOrKdYjNfftwA4nnlWT84Cywt35+Q8l67XMeX9Z7q+YZ/bbC4t2nYhUsHsLZ6eAxTr5I3rB7k7r4t39exFuAS/ytoOI1BHhe81CXV8iddIHE0kd9np10gPi5bx7cc4RdvuKMrsBdqRnOJs1fT01IVpRgNeqPq1peEeXFrp+rEZNiBnZu600tI1sk1l/XzWfLaWfa04fJSJvVjr0TGneA9pnvp3ZYRRbjogFuzsRc17P7UF2nQQW7DbFol1jevemizwKp0dwVyVluX4odM5CPZJ62dXQutMgnEC30s49ESlnhe82R9dDY/UMDJXa123mAIwVB3+I3LFop6A4chg6kUbbWbATEZnLCoW7EizYxaE024Otp2YfxKqDKUoKd362SVQs2ikgHsMePpEKd61pFdpWDH8iolCIWrizgz48SnLMahkvh3lNZA6eiI6IfCjZsYjE4FZzeZhwzipPgZUePY1y6ZTq+5WfPqdDa4jU83dmeSOu2R4udtJHLjvkfnRpoS1eRyQ4c7ICJ4rVZ33ZiXIk69Aes3Gk3YJEPq6d5Nl5tJ3ksWAnIoosZhWDwaa+azE1XovXJkKxLEIbiELBop1IQKIX7nqEHoOUiKyuqKzC58cffyPqonfMK51tFKmCZZnR+a7F+Wzsks+ivA7Rv+MkJk6PtygrTKGzu7KomqqmCaq9lqu/YJeKCxQ/RiiC7VDoGXpy75Hc8/EssEQkimA74IHy2t80eRKHs5NCy8MCHOmNNc/ymKxsnCvc57NMSVsC0Trzg+0LOZ9P65xnwU5Wx6LdwkQq3NUWsFagZDRBbZirLdzl6BH2InG+R4ECVq9Q10o4U+MZ6ETiM+LyrqLkuxw7Zr6Tv+xX85qVZL2ehbteV4vRm3vue+8DhJP3LNjJDli0W5wz2INtCEIN/6NnqhSfUdYOIR7qtD+jX7tehbuZo+yhPI8WoS5KmBORfYVShBtduKvJe8AemQ+oy32tX7Nehbua5w9Er3z07tRQ8jyhdNaLlO+hFOz7Tpzx+D27ToJWzSELYtGuE+8vmjctv3hKNgTOdfTeAbBqiGtxjJ7S167FaDtg/xH3UKgJdZHC3Im98ETkjoW79sLNe6Uz7JRmvahZrndGhvr4SnNepIzXomA3wr4TZ3CF4c9KSrFo15jSL9m+E2dM6TFz33DotSNgpRDX+oQ6VnrtaokUgMEE2lkS9XWwYCeyt1AL8ED3U7rdUPO8oRTuTiLnn8h5L2rhLrJAxbtIOa9lwa5H7WBG5wCFhkV7BFO6A6E2wAF9TtyiNb3OgKskyEUcbRf9jPVquQe6VgGu12eGBTtRZFL63Q93G6G2wz6U3AeUbyON3jcwK+/VZL0zg40q3gNlvkhFbzBWaqtIWKxbD4t2E5k12u5O6bR5rQPcX8hpWeybeVkau424WzkUrdx2UXDKHJE2ROigM+pwuUB42Tj/zB51Z2Yqk5oQHdZJZ83Egt2aWLQTAOOPmwsW2Ax05cwOeLIXhjlRZAiW+86CJJQO+0iiRyc9c908ou9/ijDgR+Zg0W4ytV8+9x1qrb+0SgI8UsPbvTdVq7PpazVFXm9Ke93lgs5Osw2IiAKR6/ASfedaSYd9JBXvoWQ9EDjvRcx6f1PjleS9qIdAmMGKo+3smLcuFu0CUFq4e3/R1HzxlO44sHAPfo3tUENdZOEezx7ourbuIiHEiSjyGHniKCXPq8dz2ql4V1Joea8T7HXb7bA4OWovjwcw97UW7nc7u04CC3eLijK7AYFMnjwZnTt3Ru3atZGeno6BAwdi9+7dAe+zZs0aOBwOn59ffvnFoFaHJtgXKNwv2L4TZxQ/RrBj7qzWqxjM0TNVHj+h3Ncf0adZaUFtiDt/iIic7Jz3Wu8gO/M80ONqmfnerLgPEE7Ouz9GJAs1t+2c+Uo+E6Eceir6DB0yh9Aj7WvXrsUDDzyAzp07o7KyEk899RRyc3Oxa9cuJCYmBrzv7t27kZSU5Po9LS1N7+b6tfdwGQCgeVqtgOv5m/quZeBr1etv5dFmPYLXrjMQgk2VCyeIrdYLr+dOR2atWCFOUGUVJw8fxply9d+38lOndGgNacHKea8ko7XI3lD2BZz30boIEGnU3chiOtjrtvJoe6C81yL/rPzeiEKr77FVRttPl5YgqlD9oSVnjx1Dsg7tMZvQRfvy5cs9fp8/fz7S09Oxbds29OjRI+B909PTUadOHR1bp57S4h3Q95gTJSGu5sR0/gJTbZgHe5xAwez+XGb1hvsr3O0aVFoVsVYr3oOJ9NEYolBYNe+NyGojhHoy2mBTyK2wPZTrMNX6ijoiHteulJYd1kr3h8w6tM6uMwLIHoQu2r2VlJQAAFJSUoKu26FDB5w9exZt2rTB008/jd69e/tdt7y8HOXl5a7fS0tLw29sAHsPlykq3PUWrHgP94zyWoV1KMeehUrpaKe/98WMEXczzjCrR7DJFe/hPI+WIc8gJzKWXfLenZrRdj2m1APaddb7I2qRrnYmk/f6cu+LXWfY6S2UrDeiiNd7Np1TOLPqtDxHhlVG2+kvQh/T7k6SJIwbNw6XX3452rVr53e9rKwszJkzB0uWLMFHH32Eli1bok+fPli3bp3f+0yePBnJycmun0aNGunxEjw4R91FEOhLW1RWYctpu87X5f2j9v7h4vVQfWl13LtWx9FFWsHOY+nIbHbLe3dKjjU3c/TeSpnvL8fDyfZgz+VNrpPCTpmh52sJJ+vd72u1nM+sFauoc8yILGbeW4tlRtpHjRqFnTt3Yv369QHXa9myJVq2bOn6vVu3bjhw4ACmTp3qd4rd+PHjMW7cONfvpaWlmgZ587RaskW6XiPucs+l9Hj6QKPuQGgn1AiFlXYavN8Tud53vabI6znK7q9DwWo7JKFOvw/ldYo6ykRkJVbOe6X8Za4RI19KRuu0GHX3fjwRhHvVHaWZbzXhDCBodYhkONSOxGuxHxNu3od6Lhutr0jBEXfrsETR/uCDD2LZsmVYt24dGjZsqPr+Xbt2xbvvvuv39ri4OMTFxYXTxJBpUbgrGbVXczK8YNPnvGk17cdsSjZadg1xqbgg7Mu+yVF7yRw96d3ZEE6Ai/S9YXiTmeyc93LM+r4pnS5vFXq8j/5ODqxkEEOuo96o49rPFe5DTFZ22I8TKDPVHLZoRu5bYXBBlGnyZB1CF+2SJOHBBx/E0qVLsWbNGuTk5IT0ONu3b0dWlrnTkP2NtgPhFe5qp9krGYX3Dj8lPfJ6EqmI8Lejo/WohBIiHsuu5hr3gBhnHtZCKAW7Vt8btd9Xf/cjMpNV897MUSo1+e9vHyPU7UeozHivQjkcUW6/KFDui9JRf65wn+tfLQp3OaFcGtdJhPcoXGpef7iFudLbw/necl/AOoQu2h944AG8//77+OSTT1C7dm0UFRUBAJKTk5GQcP4DOn78eBw8eBALFy4EAEyfPh3Z2dlo27YtKioq8O6772LJkiVYsmSJaa9DiVAKd62Oi/d+nGBFvDe9Lk9nBqWHFsgV78EKdzPPIu8Mcr1CHAitcLV6Ea/2NWvdwSX3fbP6d5AiUyTlfbhCyX612WYmEc75Izc7Ue3optGZ78x5999DzXy9RqpFulSgWkYV66FQWsCL8P2m0AldtL/xxhsAgF69enksnz9/PoYNGwYAKCwsREHBXyOOFRUVeOSRR3Dw4EEkJCSgbdu2+Oyzz3D11Vcb1Wy/Ao22A+oKdzWh9kuh59lxW2Ul+VlT/rHVXF9eCyIEtjv39gTrfTeq513NKLt7kOsV4kZeKcCdWcEvYrFOZGV2y3snNZd6VfpYWgnl/DdaPIeevPd3QuXcT/L++3l32Is42u5O6w57s7IeMD7vQ32tWuR9OBnP/QP7ErpolyQp6DoLFizw+P2xxx7DY489plOL9Kck4P2FoNKwUrKee2EvShEt1+5gHRDhPJfcY2vR+24k755392WihbgWz52aEC3bHi3C3swp8O4YyGRHdsx79+wMt3gPlMPhFqpm5b1WBbYafxT5vr6Gmb5/E+99AO9BFffcD1S4e4+2qzmu3ZHeWHEHvVzWe9/uL/O9T0Lnr4Pe7BOtBnp+szLenZXOAUHWJHTRHsnCGUkH5INJqYaZtVQX9qHQIrD1DH33x/Z+rYFmRagJcD0pCXHgr+Jdr5PRGclf6Bq5s6FncLNgF9fx48cxevRoLFu2DABw/fXX47XXXkOdOnX83ufQoUN4/PHHsXLlSpw4cQI9evTAa6+9hhYtWhjUajJaoJlbwdZ3CpR7arNfad7rJZx9FT3a4F7AO98X91F3Pa74449WBXsw0aWFYV9+NlDuGXG+n0BnsNc7/zmTLrKYmfUs2i3MO2jlwu9E8SldnlvroNcruN0D2Pkccr3qwXiHN+AZ4OGMtqs9o6ySIA83xLXmL9SMPnmfXozoYVcT5Eo6/Yzc+YwEgwcPxh9//IHly5cDAO69914MGTIEn376qez6kiRh4MCBiImJwSeffIKkpCRMmzYNV111FXbt2oXExEQjm09hCPVkdGpHtZV20Gud+6FkplOwbA+lrXXSE0O+b6DHA+T3E9xH3f3lvl6j7VpyH203spPe6EsGu9O6YBfpxMv+th/Mdn2ZmfUs2g2k1bSzQMW6XIidKFQbDoF7XOukJ+pWZIcT4HLk2qm07UqmzInIX8F+et8+1MzOVvw4SnrfAwWiknDzXsdqRbxR0+GCBblWJ6YCGPih+Pnnn7F8+XJs2rQJXbp0AQC8+eab6NatG3bv3u1xLXGnPXv2YNOmTfjxxx/Rtm1bAMDMmTORnp6ORYsW4e677zb0NZDY3HPfO8PCy33/23hntmqR9/6yXUk763hdDUDrTgn3x/N+zc79ACWFuzujjm+Xy3u1Wa9EuFnvvZ6Vsl6kae9qLvHsDzM+dGZnPYt2QSkdxfZXsPsLwtKDv8ouT2pwgd/7BgvMQEWzP4FCN1iIKwnwUNqkJVGmyDud3rfP9a93mCvtfa9VfdrnWDetp56Zcem8UKgNcbmiW9TzIIhyDgu9VFVVobTUc/sa7rW7N27ciOTkZFeIA+evF56cnIwNGzbIBnl5eTkAID4+3rUsOjoasbGxWL9+PYt2cvFXsHtnn3d2+st74K/Ml8tbZ8ZqXhwHyHb3trrvjwS7nxre+w5aC5Rfeoy2+yvY3f8NlPdmEjnr9TiRnBZ5r9cVo+xKkiTbZT2LdoGonW7uDG9/wR0osL3Jresv1LXs9VbaueCvU8FfCMv1nKvhbzpgoFH2QFPkjZouFyjEvX/XuideK84wlwtOEUJei4LdCMG2J6LPGAmk7NA+RJ1Uf3hORdlxbN68GcnJyR7LJ0yYgLy8vJDbU1RUhPT0dJ/l6enprkuXeWvVqhWaNGmC8ePHY/bs2UhMTMS0adNQVFSEQo2KFDKOXtdrD1awByvUy08e8/g9rnaK7HqAskJeLTUdCYHW8S7k1VLS/lA7+5VOk9ebd9Y7l6nNeiM66EWi5Ui6SHlv5Yx3OnuiGNUqahmnymMHcfjwYdtlPYt2QWhRsAcq1r2DOxC5UFczEu+P2tF/f+vItSVQG04Un1IVxuEcv6e3QMezKynYvW9zhnk4ve/+wtxf4a2Ev/sZdWycEZds0eqqA2pPVCW3jh3CXakuXbpgxYoVHsv89bzn5eVh4sSJAR9v69atAACHw+FzmyRJsssBICYmBkuWLMGIESOQkpKC6OhoXHXVVRgwYICSl0EWEOwyr8GoKdjdMzJQ3svdFizzvZ9LrWAdCf442xWsbcGE2uGg9b6Ams76YOeu8c77YFkP+HbUu8+s0+JkdFrRO+ftdFWXQFmv9nLPdpOWloY9e/Z4LLN61rNoN5DzOBLvEA+1YHcnV7CrKdTdud9PrzBX27HgHd5KQjtQoa40jP1t5OSOCQpWgIU7TT7cgr3kt4NIbtbAZx01QS7XAw8ELtzdiXJCOhGOUVNTsAcaxfMuDEI5QaTciRbtKjo6GklJyl7nqFGjcPvttwdcJzs7Gzt37sShQ4d8bjt8+DAyMjL83rdjx47YsWMHSkpKUFFRgbS0NHTp0gWdOnVS1D4SXyiFu5Lz1hiZ+U5Ki+VwBw7c7+Oe/YFoNZIut2/gvV30zn/vbXm4o+3hFuxyWe99/2Cd9GpG29V00CvJei33B8zOerUd82pm7KjN+kjKeeB8cW23rGfRbgLvEG+VlaT5JVdCDW8lnIGstrfb34i62ra6P69cUHsHc7ACXc0GLJRiPVxKL/viTi7Enf/6C3Olo+2BCncg8AlrRJjeDoQ3C0CpQOEbymfGeZ9Qe/SVXD3BCidaNFK9evVQr169oOt169YNJSUl2LJlCy699FIAwObNm1FSUoLu3bsHvb9zCt+ePXvw7bff4tlnnw2v4WQ4sy/TpFXmByqU1Rxy5/54ofJuh/c+h3f+azmjTm47qDT/leac3Ci7FgW7+7/uea9FJ72/nBcl270522VE3gPazKDzt+8Q7swdJ+a8L6tkPYt2k2j15TOTv9F3JcEeynR97+cJFtjeoax0I6XmzJr+Ns5aBFiol3bzF+LevzvDXG2QA/4Ld8A6x76ZUbhr0cEjF+jBtifuI3XBincGunqtW7dG//79cc8992D27NkAzl8G5tprr/U4MU2rVq0wefJk3HjjjQCA//znP0hLS0Pjxo3xww8/4KGHHsLAgQORm5tryusgfajJezOvme6kZoTb3/3DFWruA+qntSvZ3mnRYR9sZl0oHfTuvLPefZl33odzAlrAOjnvZETeA9oN4oRauHvPxGXOa8vsrGfRbiL3L58eo+1G0rpQB5SFdqBCXWlPuRpKNsj+CnbvKXLuAe7d465Xwe59m/eou78g91e4Awg46g5of51ULRnRC6/HTAylU+gCXaopUPHOQFfvvffew+jRo10hfP311+P111/3WGf37t0oKSlx/V5YWIhx48bh0KFDyMrKwtChQ/HMM88Y2m4yhh4d9c7c1WNmndrCXas2qM19JdPZlVKyfxBse+6d//6mxqvN/GB57571x/ceRt3maR7rBpsy790upYfFAWJnvDujRt21EiznvesGf5c4Fvk8TVZkZtazaLeJOllZOFFYiKQGF6D04K+Iq52i6bQ0LQRqk9zzyQV2oLAOdtwZoE8BpWRUXcuC3d912L15hzgAnyB3UnKGWX8nqnF/LcEKeLME26nQYmZEODsC/p7fiJ0Lf6HOwl2dlJQUvPvuuwHXkSTJ4/fRo0dj9OjRejaLDKB0arzWhbtWee9Nj/wP9jyBpr77y30lma+G2v2DQLmhNPNDzftABbvz32B5H2i0XW6qvDv3rNcy451ZHewx3TNd7SBBsLzXM3fVZr1WHfTMeO2YmfUs2gUSymh7nfREv5dcCzXI9QzsQI+tplc91ALdyOOu/IVOKAW7kkLdX4i78w5yNaPt7u31d5bZYAW8WYwY+Zf7bAUKf7Un5PF+LL0uMeWOoU4UGcLNfff7+7vMnDstZs+55344HfJa7hfI5b7agj1Y3gcr2N1/1yvv9cp6pR0A/tbTIuvD+Tx457TSxwo0C8A760Pp/GPhbg8s2k2m97Htagr3QMEaygloglHSs+4vsIOdvVXpFHWjBTqmzTvAlY6oA4EL9mBB7v4YcqPtcse7BSvegeDH7ymhR+Fv5NR9LXcG5ULdPcyd2xJn51+gnndvnEJHpD25k0eGkvkNM2sF/T6HM9qudUd9qEW6mlF098xXup01Ov/VdtCryXwgcMHuvjxY3gc7vt297cEKeG9mdt6bcZheuJnvr3jXopOehbv1sWgXjPOLE2jE3fmlc4b4X6HnuzF1Tp1Tyt8Z4dWeKV4JfyeUUVKoW6VId+cdbGqmyBlN6Znk9b62qxaFP+B/x8Fqx+QByk+oo2RH312gQCcieVrPdvE34875fXbOrnM/JA4InPXBjk9Xku9qO+7Dne6utmNepKwH1HXQA8oL9kDXY9dKoBPTqc18UWbfhVvAe3++jOjw12OaPgt3a2PRrjNnj7raY62UTJV3/+I5w/y80IooJdc5dVJzbXZ/j6s2uJUU6qIFdzhisrIVB3nN7GzFYe7vODf3UXb3gt1feOtZrGst0EnzAOXFe6ifL7WPq2aHQE0PvPehNN5TUZVcFo6IlBXrcusoGWX313nvXrifd34b7F68q+Uvn70zXu3jBzrLeyh5D4RfqItSQMpxz9xAue8v6+s2T/M72u7vceSeG9An8/V4v/11jAR7LiUFfLDPlpLPnr/j7v2t4827cNfqkDh20FsXi3YdhTvtPVivl/sXzH303RmOzt54f9Rc09T5eK77qijw/T2f2uAOp0hXM2IrUpgHGu32F+zJzRp4TJvzV6Q71wXUFexWKta9hVK8a9ERpPYxghXxWvXCO7/TLN6JwqOkg17tPoF7Ljrz3jvrg+W8nGDZH8pjBnsOubwP5TC3QNtSNTlv5pRuR3rjgLPr5HJfLu/lst69cPfOfrmzxxvRQa/1+xns76ymc0bPgR4lj63VbL9QZta535esgUW7xvyF8t7DZWGf2dSbd1H/S2GpbPHuLtQvp7/HA7yK+SA7A8GCO9QpcFpNo5Z7LCOK+GAhLse7Z969B947zL35u/SL8zHtVqx7U1q8q308b1p9dvS+Jm6w4p2IPAXKesC3INWqE9+7eJcjwk64FrPntCrQ1TJiH0Bt5juz2TvrvTkL90AFu7OTXu8OeiNH14OtH25blD5vqM/jr3j310Gv5twYSmfYkfhYtAtAq2Le43Eu0uQhPR7P3wbC35QafzMFlIyk+z0Da7X/Jnqf6CVU/q5HHi659ml9LLuSwt27YPcOcCsX7Eo+A4EuY+PkHrzh/P3Dua93+HuHuvsJa5zfI+f0Oe+T0jmp7Y0X0Znyc0ioCm2WgVRVAYfDoXGLiHyF21Hv774+nQFZ/p9H6RnVfabc/v/9h3A7GpQW6GbmvT9KciIQI/IekM95tQW7XvTsWHHn77MQ7t9QzfM6nyuU5/F3+bxAWe/kXryHcgUqkS1bsx0xdeRnfwQjVVXgx33+B66sikW7wIIFrt5nTPXu8evaMNlvj18gwY5Nk72eqVdY6x3QRj6Xnied0+IkNf7OHmtG4a7H3yKcgDdzR9EZ7N6h7n1ZuEChDig72aXIHHVycHbfN6iR3VvV/aSKU6g8/Atuv32+Ti0j8s+Zk3KFcKAMDbYf0LVhsuv/wS43Jqcsqibapv31HO657y/z1Qg2eh5O3mudpXKXOwuX3ieZDTSjLlxK3wOj9g3U/k3UduKH8zcP5b7+Cn21We99FRkAPplvxbxfNPsl3D5kOKqTsuGIjlF8P0mSULV/E6LqNtWxdeZg0W6QUK8nquaYLr9nJy8//4/S8HAGl3NXwH2jlprgO/VHSedBwJ2Jaq/2unG2WQr6DNblfayaVj3gWoe5kR0noQh158j5eVfz+vTYEXOkN5Ztg1ywKwl1d3InsPE3vU70cD+w8ys0bJyN6lOHEZXo/3wN3qqKtsOR1BidOnXSsXUUqZSefdn5vVM6Oh6o6D2/TTgf8NGlhUC5ukuHxmRlw9li99wPlvnejp6pUj6V3YS8l3sP5HJWtKu4WIVZ+wah/L0CXc4u3MdW2wbv5w5UxCvNeicl13YXPetvu+023DF8FKoP70J0ZnvF95NO5EOqPI1Tv32tY+vMwaJdQEqO61Jy+TAJvmGlZCTW+6RkUf//8RzpjWUL+VpxQR/SoyfdX1h7B7Xaa5bahRZFfKCCveS3g7LHtHtfqxXwf2IaM6gNUX+fH+/3U4twDuez6v2eA/5HfLQo4J2c0+id3KfYiaxBgwaISmuD6j+3wtF8gKLp7tKZY5CO/47ff9tjQAspEsjt8Kop3L0pmT7uPirt3C44txsV/38b5J7xwTpuk5v9ta7cyUjdM9+dzyFkcVA8Wu6vMDc670Xcv1Ca9c6/cTgd896XdQ2W+f5y0qh9hEA5HexvKfc61dLi8xJK1gO+x+XLd5Cpuz688/A5d6IV8Q6HA2v+twQ9e1+FqNQL4IgJPuApVVehqnAb5s+ZgYQE5QOkVsGi3QBqRtmVTnnXi3twA76FXLAeQm9Kj+vyt0E04pqkIquZreyyb8FC3HlGWeexbs71kps18HiPvcdUlE9IMpeaQHVfN5xZDXru9Pm7Tq6ehymoObGN2Y7/+jWSUzMglRbAkdwk6PpVf36LqHqtkJOTY0DrKBIEK87DOZ7d335AWVRNVcfMBjshaTCBtkNK7+8t0HYzkvM+1KwPdpm3us3TFOc9IJ/5AWdrBHx2/YSS+aHkvZY5791RAvjvLNE665VcKk7EDvsePXrAUSsT1Yd2ILpht6DrVx/5GYiKwZAhQwxonfFYtAvEX1AHm3rmzf2spN7X+nYW5R4bbq9CPZBAG5hg93GS2wgGCms9j9nSk1yYBrr8mjfvgA1GSYh7Xw7G/b2Vez5xLn4XutP79vn9jIcS5loX63JBDigP81rVp4OesVaLy8OJJCkpCTP+/TIeGPckHEmN4HBE+V23+uRBSKcP48i+nQa2kEg5NYfMeXPmvTPrvc8s7u9KIYHIzbqSe153Sgv0YJlmdt6ruda5Umpy353cWeLd3x8lbXXvsA+W98Bfma90VqZIMxYCZT2gLu+Nfl1KziXkL+vlriwTKPOt0jnvtGvzSrRu0w5R9drAES839+c8qbIc1Ye+x4rPP0V0tH6X8jOTQ5IkOx8uHJLS0lIkJyejpKQESUnqep7e+e6PgLcHOymbP7Inb3HjXTS7B6iW03pCoSS4lQa1HoGq1rG9xzR5nJTmKX5v8xfy3jtg/gLcXxv9Pafc84Wys6e1YB1KoYzMBHtMpdfI1VKw75eSM/q7h7l3iMsFuFzPe6Awn9ivVcA2egtnO6rEuXPnEFu7HqLS2iK6nnzbJKkalbs/RVRKM1Qd3KJ5G8j6Qv2cTljxi9/blI6y+yvWgx/Hfp73FHn37ZTabaPcdlFt7muV9WbkvFa5Hkg4+as26wM9Z6idCN7C3UdQM2DkTennW8lzeA9u6SncrFdStHvnvXfWByva1WY9oH/eR9drBanyDGrk9PG7TtXBLZDOHkd1qTUH+pRg0S5Dj6I92Mll/FF6Nthwi3Y1I+/+Njpqpr3JBbcRQa13MB8slp+62CBd2Zi1mlB353zv1Lw+PcNcKSt0DBjN3/dLj8Id8D9tzjvYRSvaAeDjjz/GjbfegRqtb5E9u2z1sb2oKtqOs6VHEBen5OQbFGlC/Zy6Z737dyXUk84CwU88K1ewA/JFO6BN4a6W2VmvRcb7y3G1guV+KHkfStb7ey4j855Z7ylQ8a62cFdbtAPadtAD+uf9oUOHkFm/IaKb5iKqVobP7VL5SVT+shQ7tm9D+/bKT1pnNSzaZYTz4fv696N+bwtUqCuZ/q5mdB0IbWpaIEo3eP6ewzu8AwW3Eb3eamgV4oCyAj7YKLzcexfKexboebRgdCeAUoF2IAJ9zo34/jgpLd4DFe6AuqlzgY57G3JJQ7+3yTGiaJckCdG1M+GolYXorEs8b6uuROXPH+G9BXMwePBgXZ6frE+Lot2b0mLd3z6Bmpl1oYyye0+TDsR7uxXK9HZ/WW90zmuZ42qFUsBrmfWBnkcPomS/ks4CucNGtaA087XI+nA76Z32Hi4TsmgHgOisSyCV/oHoFtf4nIC2cv9aAFGoPmbvk82yaJehddGu5GzwcpReKzpYsa50Q+R+shItKA3vSApud+EW7+60eA+NCnMl1AS+klGbYI9n5ihAqDNbtCjegcDHvrkHvIhFOwBs2rQJ3S67AjVa3wxHzF+vuerQTkgn9qGyrBhRUf6PeafIFurnNFAHvZOaE8uGepUY4K/Ml8v6UI4RV7o9DHbiU3d65ryWmf6r1/bwAq+/offt/tbzJ9zc934f3V+70hl9Sp5H7rlCfRw1lMwyCOcxAPPyXulUfXd6ddJr2UEPGJP3p06dQq06aYhu2AVRdf46qWz16SOo2vs/HNifj4YN1bfdSli0ywjnw7en+KTf25ReX12OkrOwKy3WjTzRi5rwFqWYNpqaoHWGo2gzEZSyUseAXLAr+e6Es0MQKNTlivdggQ4oOwbOKVABf0XTVL+3yTGqaAeAqLo5QFQMajS+HAAgVZ5F5a4P8dUXK9GrVy9dn5usLdTPqXfWO787wQr1YJ32wQ5/83foW6jnidGC6Dnvr9DWW7BCXm2R7U3Jexnuc2jF7OzXa+Q/1LwPJ+uV5HwoGQ+cL+ZFLdoB4K233sI9D4xDjVY3whEVDUmSUPXbcjhqpqPq0Pe6Pa8oLDH8MHPmTOTk5CA+Ph4dO3bE119/HXD9tWvXomPHjoiPj0fTpk0xa9Ysg1rqn9YFuxWIcNI4uzm295hlC3bAWp0NJb8d9PmxO7MvORmqPd+uhnT8d0hnjgMAqot2wFErkwW7BVk17zNrxYZdsMsJJf/NLtj9iaSCnTxZKfvVMGO/QM+aIJwrWRjhrrvuAqKiUX10NwBAKv0D0pnjOPbrOpNbZgzhL/m2ePFijBkzBjNnzsRll12G2bNnY8CAAdi1axcaN/Y9WUN+fj6uvvpq3HPPPXj33XfxzTff4P7770daWhpuvvlm3dvbIr22ynso6AVNrie/vNGFHr96/zH9ffXUjZcRmeP3seqPQ276yvshP753j3nqqH+pfn6zyZUEcuMbKQE2Uy3StWqNcZo1a4ao1JaoKvwW0Q26oPror/jpR17izWqslPfqs14pr30C7/x3y333zHfPe2Y8WYneWW9H3lnvnfP+Mt6K+e4uOjoany15D9dcfxOi6jZFVeG3eG36VCQn+78UnJ0IPz2+S5cuuOSSS/DGG2+4lrVu3RoDBw7E5MmTfdZ//PHHsWzZMvz888+uZSNHjsT333+PjRs3KnpOI6d1EpF/cmEuNx0t1AL76OuPyi63YsEuGqO3o0ePHkW99PpAbE1EJaaj6shu3Z+TtMW8J4pMZ/47Q3a53GGezGfxGLkdlSQJ0UkNIFWeAaRqVJw8gpgY36vH2JHQI+0VFRXYtm0bnnjiCY/lubm52LBhg+x9Nm7ciNzcXI9l/fr1w9y5c3Hu3DnZP2x5eTnKy8tdv5eUlAA4/yEkIvPUmzgLx2Y/7bGsMv2vy33EZDRBjQ79Qv6uxgx9xvX4CU0aI6H/vQD43deC8z00ql84NTUVURkXofrQ9/jj9zWGPCdph3lPFMF6DAEAVP3xE6TDf12ZwXHhX0PDNTr0A8DvqoiMzHuHw4Fv1/4XHTt2wocf/idiCnZA8KL9yJEjqKqqQkaG5zX5MjIyUFRUJHufoqIi2fUrKytx5MgRZGX5nsBh8uTJmDhxos/yRo0ahdF6IrIe+ZF3Ct3JkycNm7pW9edWQ56HtMe8JyKyNqPy/pJLLoEkVev+PKIRumh38r4enyRJPsuCrS+33Gn8+PEYN26c6/fq6mocO3YMqampAZ8nXKWlpWjUqBEOHDhgyWl5bL95rNx2gO03k1FtlyQJJ0+eRP369XV7DrIf5r14rNx2gO03k5XbDrD9SjHvjSF00V6vXj1ER0f79LIXFxf79K47ZWZmyq5fo0YNpKbKn54lLi4OcXFxHsvq1KkTesNVSkpKsuTGwIntN4+V2w6w/WYyou2RcnIYCh/zXnxWbjvA9pvJym0H2H4lmPf6E/qSb7GxsejYsSNWrVrlsXzVqlXo3r277H26devms/7KlSvRqVOniDrugYiIyCqY90RERP4JXbQDwLhx4/DWW29h3rx5+PnnnzF27FgUFBRg5MiRAM5PdRs6dKhr/ZEjR2L//v0YN24cfv75Z8ybNw9z587FI488YtZLICIioiCY90RERPKEnh4PAIMGDcLRo0cxadIkFBYWol27dvj888/RpEkTAEBhYSEKCgpc6+fk5ODzzz/H2LFjMWPGDNSvXx+vvvqqIddoVysuLg4TJkzwmapnFWy/eazcdoDtN5OV2072xrwXk5XbDrD9ZrJy2wG2n8Qi/HXaiYiIiIiIiCKV8NPjiYiIiIiIiCIVi3YiIiIiIiIiQbFoJyIiIiIiIhIUi3YiIiIiIiIiQbFoN8GaNWvgcDhkf7Zu3epaT+72WbNmmdjyv2RnZ/u07YknnvBYp6CgANdddx0SExNRr149jB49GhUVFSa1+C/79u3DiBEjkJOTg4SEBDRr1gwTJkzwaZvI7//MmTORk5OD+Ph4dOzYEV9//bXZTfIxefJkdO7cGbVr10Z6ejoGDhyI3bt3e6wzbNgwn/e4a9euJrXYU15enk/bMjMzXbdLkoS8vDzUr18fCQkJ6NWrF3766ScTW+xJ7jvqcDjwwAMPABD7vSeyC6vnPbPeXMx6/THrySqEv+SbHXXv3h2FhYUey5555hmsXr0anTp18lg+f/589O/f3/V7cnKyIW1UYtKkSbjnnntcv9eqVcv1/6qqKlxzzTVIS0vD+vXrcfToUdx5552QJAmvvfaaGc11+eWXX1BdXY3Zs2ejefPm+PHHH3HPPffg1KlTmDp1qse6Ir7/ixcvxpgxYzBz5kxcdtllmD17NgYMGIBdu3ahcePGZjfPZe3atXjggQfQuXNnVFZW4qmnnkJubi527dqFxMRE13r9+/fH/PnzXb/Hxsaa0VxZbdu2xerVq12/R0dHu/7/0ksvYdq0aViwYAEuuOACPPfcc+jbty92796N2rVrm9FcD1u3bkVVVZXr9x9//BF9+/bFrbfe6lom8ntPZAd2yHtmvTmY9cZh1pMlSGS6iooKKT09XZo0aZLHcgDS0qVLzWlUEE2aNJFeeeUVv7d//vnnUlRUlHTw4EHXskWLFklxcXFSSUmJAS1U56WXXpJycnI8lon6/l966aXSyJEjPZa1atVKeuKJJ0xqkTLFxcUSAGnt2rWuZXfeead0ww03mNeoACZMmCC1b99e9rbq6mopMzNTevHFF13Lzp49KyUnJ0uzZs0yqIXqPPTQQ1KzZs2k6upqSZLEfu+J7Mpqec+sNw+z3hjMerIKTo8XwLJly3DkyBEMGzbM57ZRo0ahXr166Ny5M2bNmoXq6mrjG+jHlClTkJqaiosvvhjPP/+8x5SzjRs3ol27dqhfv75rWb9+/VBeXo5t27aZ0dyASkpKkJKS4rNctPe/oqIC27ZtQ25ursfy3NxcbNiwwaRWKVNSUgIAPu/zmjVrkJ6ejgsuuAD33HMPiouLzWierD179qB+/frIycnB7bffjt9//x0AkJ+fj6KiIo+/Q1xcHHr27Cnk36GiogLvvvsuhg8fDofD4Vou8ntPZEdWzHtmvfGY9cZi1pMVcHq8AObOnYt+/fqhUaNGHsufffZZ9OnTBwkJCfjiiy/w8MMP48iRI3j66adNaulfHnroIVxyySWoW7cutmzZgvHjxyM/Px9vvfUWAKCoqAgZGRke96lbty5iY2NRVFRkRpP9+u233/Daa6/h5Zdf9lgu4vt/5MgRVFVV+by3GRkZwr2v7iRJwrhx43D55ZejXbt2ruUDBgzArbfeiiZNmiA/Px/PPPMMrrzySmzbtg1xcXEmthjo0qULFi5ciAsuuACHDh3Cc889h+7du+Onn35yvddyf4f9+/eb0dyAPv74Y5w4ccKjUBD5vSeyK6vlPbPeHMx64zDryTLMHuq3kwkTJkgAAv5s3brV4z4HDhyQoqKipA8//DDo40+dOlVKSkrSq/khtd/pww8/lABIR44ckSRJku655x4pNzfXZ72YmBhp0aJFwrT/4MGDUvPmzaURI0YEfXy9338lDh48KAGQNmzY4LH8ueeek1q2bGlSq4K7//77pSZNmkgHDhwIuN6ff/4pxcTESEuWLDGoZcqVlZVJGRkZ0ssvvyx98803EgDpzz//9Fjn7rvvlvr162dSC/3Lzc2Vrr322oDriPzeE4nGynnPrA+MWR86Zr25mPX2xpF2DY0aNQq33357wHWys7M9fp8/fz5SU1Nx/fXXB338rl27orS0FIcOHfLp9dNCKO13bxsA7N27F6mpqcjMzMTmzZs91jl+/DjOnTunS9sB9e3/888/0bt3b3Tr1g1z5swJ+vh6v/9K1KtXD9HR0T497cXFxaa1KZgHH3wQy5Ytw7p169CwYcOA62ZlZaFJkybYs2ePQa1TLjExERdeeCH27NmDgQMHAjg/ypSVleVaR8S/w/79+7F69Wp89NFHAdcT+b0nEo2V855ZHxizPjTMenMx6+2PRbuG6tWrh3r16ileX5IkzJ8/H0OHDkVMTEzQ9bdv3474+HjUqVMnjFb6p7b97rZv3w4Aro1at27d8Pzzz6OwsNC1bOXKlYiLi0PHjh21abAXNe0/ePAgevfujY4dO2L+/PmIigp+ege9338lYmNj0bFjR6xatQo33nija/mqVatwww03mNYuOZIk4cEHH8TSpUuxZs0a5OTkBL3P0aNHceDAAY9wFEV5eTl+/vlnXHHFFcjJyUFmZiZWrVqFDh06ADh/LNnatWsxZcoUk1vqaf78+UhPT8c111wTcD2R33si0Vg575n1gTHr1WHWi4FZHwHMHeiPbKtXr5YASLt27fK5bdmyZdKcOXOkH374Qdq7d6/05ptvSklJSdLo0aNNaKmnDRs2SNOmTZO2b98u/f7779LixYul+vXrS9dff71rncrKSqldu3ZSnz59pO+++05avXq11LBhQ2nUqFEmtvw85zS5K6+8Uvrjjz+kwsJC14+TyO//Bx98IMXExEhz586Vdu3aJY0ZM0ZKTEyU9u3bZ3bTPPzjH/+QkpOTpTVr1ni8x6dPn5YkSZJOnjwpPfzww9KGDRuk/Px86auvvpK6desmNWjQQCotLTW59ZL08MMPS2vWrJF+//13adOmTdK1114r1a5d2/U+v/jii1JycrL00UcfST/88IN0xx13SFlZWUK03amqqkpq3Lix9Pjjj3ssF/29J7IbK+Y9s95czHpjMOvJKli0m+iOO+6QunfvLnvb//73P+niiy+WatWqJdWsWVNq166dNH36dOncuXMGt9LXtm3bpC5dukjJyclSfHy81LJlS2nChAnSqVOnPNbbv3+/dM0110gJCQlSSkqKNGrUKOns2bMmtfov8+fP93scnJPI778kSdKMGTOkJk2aSLGxsdIll1zicWkVUfh7j+fPny9JkiSdPn1ays3NldLS0qSYmBipcePG0p133ikVFBSY2/D/b9CgQVJWVpYUExMj1a9fX7rpppukn376yXV7dXW1NGHCBCkzM1OKi4uTevToIf3www8mttjXihUrJADS7t27PZaL/t4T2Y0V855Zbz5mvf6Y9WQVDkmSJGPG9ImIiIiIiIhIDV6nnYiIiIiIiEhQLNqJiIiIiIiIBMWinYiIiIiIiEhQLNqJiIiIiIiIBMWinYiIiIiIiEhQLNqJiIiIiIiIBMWinYiIiIiIiEhQLNqJiIiIiIiIBMWinUgHvXr1wpgxY0x/DH+GDRuGgQMH6vLYREREkYBZT0RGYdFOZLI1a9bA4XDgxIkTHss/+ugjPPvss67fs7OzMX36dGMbR0RERGFj1hNROGqY3QAikpeSkmJ2E4iIiEhHzHoiUoIj7UQ6e/fdd9GpUyfUrl0bmZmZGDx4MIqLiwEA+/btQ+/evQEAdevWhcPhwLBhwwB4Tpnr1asX9u/fj7Fjx8LhcMDhcAAA8vLycPHFF3s83/Tp05Gdne36vaqqCuPGjUOdOnWQmpqKxx57DJIkedxHkiS89NJLaNq0KRISEtC+fXt8+OGH2r8ZRERENsSsJyI9sWgn0llFRQWeffZZfP/99/j444+Rn5/vCutGjRphyZIlAIDdu3ejsLAQ//73v30e46OPPkLDhg0xadIkFBYWorCwUPHzv/zyy5g3bx7mzp2L9evX49ixY1i6dKnHOk8//TTmz5+PN954Az/99BPGjh2Lv//971i7dm3oL5yIiChCMOuJSE+cHk+ks+HDh7v+37RpU7z66qu49NJLUVZWhlq1armmxqWnp6NOnTqyj5GSkoLo6GhXD74a06dPx/jx43HzzTcDAGbNmoUVK1a4bj916hSmTZuGL7/8Et26dXO1c/369Zg9ezZ69uyp6vmIiIgiDbOeiPTEop1IZ9u3b0deXh527NiBY8eOobq6GgBQUFCANm3a6PrcJSUlKCwsdAU0ANSoUQOdOnVyTZvbtWsXzp49i759+3rct6KiAh06dNC1fURERHbArCciPbFoJ9LRqVOnkJubi9zcXLz77rtIS0tDQUEB+vXrh4qKirAfPyoqyueYtXPnzql6DOeOxWeffYYGDRp43BYXFxdeA4mIiGyOWU9EemPRTqSjX375BUeOHMGLL76IRo0aAQC+/fZbj3ViY2MBnD+JTCCxsbE+66SlpaGoqAiSJLlOWLNjxw7X7cnJycjKysKmTZvQo0cPAEBlZSW2bduGSy65BADQpk0bxMXFoaCggNPjiIiIVGLWE5HeeCI6Ih01btwYsbGxeO211/D7779j2bJlHtdjBYAmTZrA4XDgv//9Lw4fPoyysjLZx8rOzsa6detw8OBBHDlyBMD5M80ePnwYL730En777TfMmDED//vf/zzu99BDD+HFF1/E0qVL8csvv+D+++/3uE5s7dq18cgjj2Ds2LF4++238dtvv2H79u2YMWMG3n77bW3fECIiIpth1hOR3li0E+koLS0NCxYswH/+8x+0adMGL774IqZOneqxToMGDTBx4kQ88cQTyMjIwKhRo2Qfa9KkSdi3bx+aNWuGtLQ0AEDr1q0xc+ZMzJgxA+3bt8eWLVvwyCOPeNzv4YcfxtChQzFs2DB069YNtWvXxo033uixzrPPPot//vOfmDx5Mlq3bo1+/frh008/RU5OjobvBhERkf0w64lIbw7J+yAZIiIiIiIiIhICR9qJiIiIiIiIBMWinYiIiIiIiEhQLNqJiIiIiIiIBMWinYiIiIiIiEhQLNqJiIiIiIiIBMWinYiIiIiIiEhQLNqJiIiIiIiIBMWinYiIiIiIiEhQLNqJiIiIiIiIBMWinYiIiIiIiEhQLNqJiIiIiIiIBPX/AFpsd9xq/mZlAAAAAElFTkSuQmCC",
       "text/plain": [
-       "(0.0, 20.0)"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
+       "<Figure size 1200x400 with 4 Axes>"
       ]
      },
      "metadata": {},
@@ -98,38 +123,140 @@
     }
    ],
    "source": [
+    "plt.figure(figsize=(12,4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
     "plt.contourf(ds_mean.lat, ds_mean.height/1000, ds_mean[\"HR_allsky_sw\"]+ds_mean[\"HR_allsky_lw\"]\n",
     "             -(ds_mean[\"HR_clrsky_sw\"]+ds_mean[\"HR_clrsky_lw\"]), cmap=\"RdBu_r\", levels=np.linspace(-1,1,21), extend=\"both\")\n",
     "plt.colorbar()\n",
     "plt.xlabel(\"latitude\")\n",
     "plt.ylabel(\"height / km\")\n",
     "plt.title(\"2B-FLXHR-LIDAR.P2_R05 CRH 2007-2016\")\n",
-    "plt.ylim(0,20)"
+    "plt.ylim(0,20);\n",
+    "\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.contourf(ds_mean_20072010.lat, ds_mean_20072010.height/1000, ds_mean_20072010[\"HR_allsky_sw\"]+ds_mean_20072010[\"HR_allsky_lw\"]\n",
+    "             -(ds_mean_20072010[\"HR_clrsky_sw\"]+ds_mean_20072010[\"HR_clrsky_lw\"]), cmap=\"RdBu_r\", levels=np.linspace(-1,1,21), extend=\"both\")\n",
+    "plt.colorbar()\n",
+    "plt.xlabel(\"latitude\")\n",
+    "plt.ylabel(\"height / km\")\n",
+    "plt.title(\"2B-FLXHR-LIDAR.P2_R05 CRH 2007-2010\")\n",
+    "plt.ylim(0,20);\n",
+    "\n",
+    "plt.savefig(\"crh_2B-FLXHR-LIDAR_R05.zonmean.timmean.pdf\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c456ef0b-4771-4ccb-ab14-61cf271eb4b6",
+   "metadata": {},
+   "source": [
+    "Joint plot of R05 and R04 for 2007-2010 and difference between the two"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "e2db00a4-b995-4a32-8785-48755951c994",
+   "execution_count": 6,
+   "id": "e14e2b7c-75a6-4fdd-abdb-451b65a6b796",
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
      "data": {
+      "image/png": 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",
       "text/plain": [
-       "(0.0, 20.0)"
+       "<Figure size 1800x400 with 6 Axes>"
       ]
      },
-     "execution_count": 7,
      "metadata": {},
-     "output_type": "execute_result"
-    },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(18,4))\n",
+    "\n",
+    "plt.subplot(1,3,1)\n",
+    "plt.contourf(ds_mean_20072010.lat, ds_mean_20072010.height/1000, ds_mean_20072010[\"HR_allsky_sw\"]+ds_mean_20072010[\"HR_allsky_lw\"]\n",
+    "             -(ds_mean_20072010[\"HR_clrsky_sw\"]+ds_mean_20072010[\"HR_clrsky_lw\"]), cmap=\"RdBu_r\", levels=np.linspace(-1,1,21), extend=\"both\")\n",
+    "plt.colorbar()\n",
+    "plt.xlabel(\"latitude\")\n",
+    "plt.ylabel(\"height / km\")\n",
+    "plt.title(\"2B-FLXHR-LIDAR.P2_R05 CRH 2007-2010\")\n",
+    "plt.ylim(0,20)\n",
+    "\n",
+    "plt.subplot(1,3,2)\n",
+    "plt.contourf(ds_r04_mean_20072010.lat, ds_r04_mean_20072010.height/1000, ds_r04_mean_20072010[\"HR_allsky_sw\"]+ds_r04_mean_20072010[\"HR_allsky_lw\"]\n",
+    "             -(ds_r04_mean_20072010[\"HR_clrsky_sw\"]+ds_r04_mean_20072010[\"HR_clrsky_lw\"]), cmap=\"RdBu_r\", levels=np.linspace(-1,1,21), extend=\"both\")\n",
+    "plt.colorbar()\n",
+    "plt.xlabel(\"latitude\")\n",
+    "plt.ylabel(\"height / km\")\n",
+    "plt.title(\"2B-FLXHR-LIDAR.P2_R04 CRH 2007-2010\")\n",
+    "plt.ylim(0,20)\n",
+    "\n",
+    "plt.subplot(1,3,3)\n",
+    "plt.contourf(ds_mean_20072010.lat, ds_mean_20072010.height/1000, \n",
+    "             ( ds_mean_20072010[\"HR_allsky_sw\"].values+ds_mean_20072010[\"HR_allsky_lw\"].values-(ds_mean_20072010[\"HR_clrsky_sw\"].values+ds_mean_20072010[\"HR_clrsky_lw\"].values) ) -\n",
+    "             ( ds_r04_mean_20072010[\"HR_allsky_sw\"].values+ds_r04_mean_20072010[\"HR_allsky_lw\"].values-(ds_r04_mean_20072010[\"HR_clrsky_sw\"].values+ds_r04_mean_20072010[\"HR_clrsky_lw\"].values) ),\n",
+    "             cmap=\"RdBu_r\", levels=0.3*np.linspace(-1,1,21), extend=\"both\")\n",
+    "plt.colorbar()\n",
+    "plt.xlabel(\"latitude\")\n",
+    "plt.ylabel(\"height / km\")\n",
+    "plt.title(\"R05-R04 CRH 2007-2010\")\n",
+    "plt.ylim(0,20)\n",
+    "\n",
+    "plt.savefig(\"crh_2B-FLXHR-LIDAR_R05-vs-R04_2007-2010.zonmean.timmean.pdf\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c9ecfc1b-6a4b-4537-b5ca-034515e7470b",
+   "metadata": {},
+   "source": [
+    "## Finally also plot previously computed CRH by Papavasileiou et al. for comparison with R04\n",
+    "\n",
+    "This data is also for R04 and was computed by Pavapasileiou et al, QJRMS, 2018, https://rmets.onlinelibrary.wiley.com/doi/10.1002/qj.3768. It is a time mean from 2006-2011, instead of 2007-2011.\n",
+    "The data is downloaded from https://zenodo.org/records/7236564 --> domain-mean_data.zip --> cloudsat_calipso_global_3d_acre_multiyear_clim.nc."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d607fb2e-e48d-4134-9009-53d6d52f75b4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# because the Papavasileiou data is from 2006-2011, compute time mean for R04 over same period\n",
+    "ds_r04_mean=ds_r04.groupby(ds_r04.time.dt.year).mean(\"time\").mean([\"year\",\"lon\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "96036c35-6af0-41e2-82eb-8e743f12dede",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "p2018 = xr.open_dataset(\"./sullivan2023/cloudsat_calipso_global_3d_acre_multiyear_clim.nc\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "34d87f07-119d-4137-82c6-7188611981fa",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
+       "<Figure size 1200x400 with 4 Axes>"
       ]
      },
      "metadata": {},
@@ -137,22 +264,36 @@
     }
    ],
    "source": [
-    "plt.contourf(ds_mean_20072010.lat, ds_mean_20072010.height/1000, ds_mean_20072010[\"HR_allsky_sw\"]+ds_mean_20072010[\"HR_allsky_lw\"]\n",
-    "             -(ds_mean_20072010[\"HR_clrsky_sw\"]+ds_mean_20072010[\"HR_clrsky_lw\"]), cmap=\"RdBu_r\", levels=np.linspace(-1,1,21), extend=\"both\")\n",
+    "plt.figure(figsize=(12,4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.contourf(ds_r04_mean.lat, ds_r04_mean.height/1000, ds_r04_mean[\"HR_allsky_sw\"]+ds_r04_mean[\"HR_allsky_lw\"]\n",
+    "             -(ds_r04_mean[\"HR_clrsky_sw\"]+ds_r04_mean[\"HR_clrsky_lw\"]), cmap=\"RdBu_r\", levels=np.linspace(-1,1,21), extend=\"both\")\n",
     "plt.colorbar()\n",
     "plt.xlabel(\"latitude\")\n",
     "plt.ylabel(\"height / km\")\n",
-    "plt.title(\"2B-FLXHR-LIDAR.P2_R05 CRH 2007-2010\")\n",
-    "plt.ylim(0,20)"
+    "plt.title(\"2B-FLXHR-LIDAR.P2_R04 CRH 2006-2011\")\n",
+    "plt.ylim(0,20);\n",
+    "\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.contourf(p2018.lat, p2018.lev/1000, p2018[\"acre_clim\"].mean(\"lon\").squeeze(),\n",
+    "             cmap=\"RdBu_r\", levels=1.0*np.linspace(-1,1,21), extend=\"both\")\n",
+    "plt.colorbar()\n",
+    "plt.xlabel(\"latitude\")\n",
+    "plt.ylabel(\"height / km\")\n",
+    "plt.title(\"R04 CRH from Pavapasileiou et al. 2006-2011\")\n",
+    "plt.ylim(0,20);\n",
+    "\n",
+    "plt.savefig(\"crh_2B-FLXHR-LIDAR_R04-vs-papavasileiou2018_2006-2011.zonmean.timmean.pdf\")"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6c902a03-6efe-4f65-bcf5-dccceaacec29",
+   "cell_type": "markdown",
+   "id": "1ff62d52-51a4-4318-8640-0ed1860adde5",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "source": [
+    "**Conclusion: while some differences remain between R04 2006-2011 and the Papavasilieou et al. data, the match is close enough and it does not seem worth digging into this differences further. The analysis of CRH is thus assessed to be technically correct.**"
+   ]
   }
  ],
  "metadata": {
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