Fig_boxplots_full_unseen_train_test.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook calculates reconstruction RMSE for the SOCAT-baseline (reconstructions are compared to the \"model truth\" of six members of the Large Ensemble Testbed), and we show the testbed spread using boxplots. We show the difference in RMSE between the full, train, test and unseen reconstruction.\n",
    "\n",
    "This notebook was created by Thea Hatlen Heimdal, in collaboration with Julius Busecke and Abby Shaum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Modules\n",
    "\n",
    "import pandas as pd\n",
    "import xarray as xr\n",
    "import numpy as np\n",
    "import numpy.ma as ma\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'jpg'\n",
    "%config InlineBackend.print_figure_kwargs = {'dpi':200, 'bbox_inches': 'tight'}\n",
    "import matplotlib as mpl\n",
    "from matplotlib.ticker import AutoMinorLocator\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy\n",
    "import sklearn.linear_model \n",
    "import pickle\n",
    "import cmocean as cm\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Bring in 6 members of the LET - 2 members per model\n",
    "\n",
    "path_LET = \"/local/data/artemis/workspace/theimdal/saildrone/LET_pickle_files/members_LET_dict_SHORT.pickle\" \n",
    "\n",
    "with open(path_LET,'rb') as handle:\n",
    "    mems_dict = pickle.load(handle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'CESM': ['001', '002'], 'GFDL': ['01', '02'], 'CanESM2': ['r1r10', 'r1r9']}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mems_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bring in reconstructions for the SOCAT-baseline\n",
    "#### Full, unseen, train and test sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets_ens = []\n",
    "for ens, mem_list in mems_dict.items():\n",
    "    datasets_member = []\n",
    "    for n_member, member in enumerate(mem_list):\n",
    "        if ens == \"CanESM2\":\n",
    "            date_str = '201712'\n",
    "        else:\n",
    "            date_str = '201701'\n",
    "        truth_path = f\"/data/artemis/simulations/LET/{ens}/member_{member}/pCO2_2D_mon_{ens}{member}_1x1_198201-{date_str}.nc\"\n",
    "        recon_path = f\"/local/data/artemis/workspace/theimdal/saildrone/TEST/SOCAT/xg/{ens}/member_{member}/recon_pCO2DIC_pCO2_2D_mon_{ens}_{member}_1x1_198201-201701.nc\"\n",
    "        kwargs = dict(chunks={'time':-1})\n",
    "        \n",
    "        truth = xr.open_dataset(truth_path, **kwargs).pCO2\n",
    "        recon = xr.open_dataset(recon_path, **kwargs).pCO2_unseen_recon\n",
    "        \n",
    "        # assign_dimension coordinates\n",
    "        truth = truth.assign_coords(status='truth')\n",
    "        recon = recon.assign_coords(status='reconstructed')\n",
    "        \n",
    "        # make sure they have the same time coordinates\n",
    "        truth = truth.assign_coords(time=recon['time'].data)\n",
    "        \n",
    "        member_ds = xr.concat([truth, recon], dim='status')\n",
    "        \n",
    "        # add member_dimension and coordinate\n",
    "        member_ds = member_ds.assign_coords(n_member=n_member, member=member)\n",
    "        \n",
    "        datasets_member.append(member_ds)\n",
    "    \n",
    "    ds_ens = xr.concat(datasets_member, dim='n_member')\n",
    "    ds_ens = ds_ens.assign_coords(ensemble=ens)\n",
    "    \n",
    "    \n",
    "    datasets_ens.append(ds_ens)\n",
    "    \n",
    "ds_SOCAT_only_unseen = xr.concat(datasets_ens, dim='ensemble', join='override') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets_ens = []\n",
    "for ens, mem_list in mems_dict.items():\n",
    "    datasets_member = []\n",
    "    for n_member, member in enumerate(mem_list):\n",
    "        if ens == \"CanESM2\":\n",
    "            date_str = '201712'\n",
    "        else:\n",
    "            date_str = '201701'\n",
    "        truth_path = f\"/data/artemis/simulations/LET/{ens}/member_{member}/pCO2_2D_mon_{ens}{member}_1x1_198201-{date_str}.nc\"\n",
    "        recon_path = f\"/local/data/artemis/workspace/theimdal/saildrone/TEST/SOCAT/xg/{ens}/member_{member}/recon_pCO2DIC_pCO2_2D_mon_{ens}_{member}_1x1_198201-201701.nc\"\n",
    "        kwargs = dict(chunks={'time':-1})\n",
    "        \n",
    "        truth = xr.open_dataset(truth_path, **kwargs).pCO2\n",
    "        recon = xr.open_dataset(recon_path, **kwargs).pCO2_full_recon\n",
    "        \n",
    "        # assign_dimension coordinates\n",
    "        truth = truth.assign_coords(status='truth')\n",
    "        recon = recon.assign_coords(status='reconstructed')\n",
    "        \n",
    "        # make sure they have the same time coordinates\n",
    "        truth = truth.assign_coords(time=recon['time'].data)\n",
    "        \n",
    "        member_ds = xr.concat([truth, recon], dim='status')\n",
    "        \n",
    "        # add member_dimension and coordinate\n",
    "        member_ds = member_ds.assign_coords(n_member=n_member, member=member)\n",
    "        \n",
    "        datasets_member.append(member_ds)\n",
    "    \n",
    "    ds_ens = xr.concat(datasets_member, dim='n_member')\n",
    "    ds_ens = ds_ens.assign_coords(ensemble=ens)\n",
    "    \n",
    "    \n",
    "    datasets_ens.append(ds_ens)\n",
    "    \n",
    "ds_SOCAT_only_full = xr.concat(datasets_ens, dim='ensemble', join='override') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets_ens = []\n",
    "for ens, mem_list in mems_dict.items():\n",
    "    datasets_member = []\n",
    "    for n_member, member in enumerate(mem_list):\n",
    "        if ens == \"CanESM2\":\n",
    "            date_str = '201712'\n",
    "        else:\n",
    "            date_str = '201701'\n",
    "        truth_path = f\"/data/artemis/simulations/LET/{ens}/member_{member}/pCO2_2D_mon_{ens}{member}_1x1_198201-{date_str}.nc\"\n",
    "        recon_path = f\"/local/data/artemis/workspace/theimdal/saildrone/TEST/SOCAT/xg/{ens}/member_{member}/recon_pCO2DIC_pCO2_2D_mon_{ens}_{member}_1x1_198201-201701.nc\"\n",
    "        kwargs = dict(chunks={'time':-1})\n",
    "        \n",
    "        truth = xr.open_dataset(truth_path, **kwargs).pCO2\n",
    "        recon = xr.open_dataset(recon_path, **kwargs).pCO2_trained_recon\n",
    "        \n",
    "        # assign_dimension coordinates\n",
    "        truth = truth.assign_coords(status='truth')\n",
    "        recon = recon.assign_coords(status='reconstructed')\n",
    "        \n",
    "        # make sure they have the same time coordinates\n",
    "        truth = truth.assign_coords(time=recon['time'].data)\n",
    "        \n",
    "        member_ds = xr.concat([truth, recon], dim='status')\n",
    "        \n",
    "        # add member_dimension and coordinate\n",
    "        member_ds = member_ds.assign_coords(n_member=n_member, member=member)\n",
    "        \n",
    "        datasets_member.append(member_ds)\n",
    "    \n",
    "    ds_ens = xr.concat(datasets_member, dim='n_member')\n",
    "    ds_ens = ds_ens.assign_coords(ensemble=ens)\n",
    "    \n",
    "    \n",
    "    datasets_ens.append(ds_ens)\n",
    "    \n",
    "ds_SOCAT_only_train = xr.concat(datasets_ens, dim='ensemble', join='override') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets_ens = []\n",
    "for ens, mem_list in mems_dict.items():\n",
    "    datasets_member = []\n",
    "    for n_member, member in enumerate(mem_list):\n",
    "        if ens == \"CanESM2\":\n",
    "            date_str = '201712'\n",
    "        else:\n",
    "            date_str = '201701'\n",
    "        truth_path = f\"/data/artemis/simulations/LET/{ens}/member_{member}/pCO2_2D_mon_{ens}{member}_1x1_198201-{date_str}.nc\"\n",
    "        recon_path = f\"/local/data/artemis/workspace/theimdal/saildrone/TEST/SOCAT/xg/{ens}/member_{member}/recon_pCO2DIC_pCO2_2D_mon_{ens}_{member}_1x1_198201-201701.nc\"\n",
    "        kwargs = dict(chunks={'time':-1})\n",
    "        \n",
    "        truth = xr.open_dataset(truth_path, **kwargs).pCO2\n",
    "        recon = xr.open_dataset(recon_path, **kwargs).pCO2_test_recon\n",
    "        \n",
    "        # assign_dimension coordinates\n",
    "        truth = truth.assign_coords(status='truth')\n",
    "        recon = recon.assign_coords(status='reconstructed')\n",
    "        \n",
    "        # make sure they have the same time coordinates\n",
    "        truth = truth.assign_coords(time=recon['time'].data)\n",
    "        \n",
    "        member_ds = xr.concat([truth, recon], dim='status')\n",
    "        \n",
    "        # add member_dimension and coordinate\n",
    "        member_ds = member_ds.assign_coords(n_member=n_member, member=member)\n",
    "        \n",
    "        datasets_member.append(member_ds)\n",
    "    \n",
    "    ds_ens = xr.concat(datasets_member, dim='n_member')\n",
    "    ds_ens = ds_ens.assign_coords(ensemble=ens)\n",
    "    \n",
    "    \n",
    "    datasets_ens.append(ds_ens)\n",
    "    \n",
    "ds_SOCAT_only_test = xr.concat(datasets_ens, dim='ensemble', join='override') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate RMSE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_vars = ['time','ylat', 'xlon', 'status']\n",
    "ylat_slice = slice(-90,90)\n",
    "\n",
    "RMSE_full = xr.ufuncs.sqrt(((ds_SOCAT_only_full.diff('status'))**2).sel(ylat=ylat_slice,time=slice('1982', '2016')).mean(mean_vars))\n",
    "RMSE_unseen = xr.ufuncs.sqrt(((ds_SOCAT_only_unseen.diff('status'))**2).sel(ylat=ylat_slice,time=slice('1982', '2016')).mean(mean_vars))\n",
    "RMSE_train = xr.ufuncs.sqrt(((ds_SOCAT_only_train.diff('status'))**2).sel(ylat=ylat_slice,time=slice('1982', '2016')).mean(mean_vars))\n",
    "RMSE_test = xr.ufuncs.sqrt(((ds_SOCAT_only_test.diff('status'))**2).sel(ylat=ylat_slice,time=slice('1982', '2016')).mean(mean_vars))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11.150278494506182\n"
     ]
    }
   ],
   "source": [
    "print(np.nanmean(RMSE_full))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11.223708784678498\n"
     ]
    }
   ],
   "source": [
    "print(np.nanmean(RMSE_unseen))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.3773800522745323\n"
     ]
    }
   ],
   "source": [
    "print(np.nanmean(RMSE_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8.898307885289006\n"
     ]
    }
   ],
   "source": [
    "print(np.nanmean(RMSE_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "RMSE_full_recon = RMSE_full.to_dataframe()\n",
    "RMSE_unseen_recon = RMSE_unseen.to_dataframe()\n",
    "RMSE_train_recon = RMSE_train.to_dataframe()\n",
    "RMSE_test_recon = RMSE_test.to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "SOCAT_rmse_full_reset = RMSE_full_recon.reset_index()\n",
    "SOCAT_rmse_unseen_reset = RMSE_unseen_recon.reset_index()\n",
    "SOCAT_rmse_train_recon= RMSE_train_recon.reset_index()\n",
    "SOCAT_rmse_test_recon= RMSE_test_recon.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "SOCAT_rmse_full_set = SOCAT_rmse_full_reset.set_index(['ensemble','n_member','member'])\n",
    "SOCAT_rmse_unseen_set = SOCAT_rmse_unseen_reset.set_index(['ensemble','n_member','member'])\n",
    "SOCAT_rmse_train_set = SOCAT_rmse_train_recon.set_index(['ensemble','n_member','member'])\n",
    "SOCAT_rmse_test_set = SOCAT_rmse_test_recon.set_index(['ensemble','n_member','member'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_SOCAT_full_final = SOCAT_rmse_full_set\n",
    "rmse_SOCAT_unseen_final = SOCAT_rmse_unseen_set\n",
    "rmse_SOCAT_train_final = SOCAT_rmse_train_set\n",
    "rmse_SOCAT_test_final = SOCAT_rmse_test_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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APCfwg/4KNWnxA8HaVDZx/EPwTa6zq8cKBVfUY557WWTA4y8cMDMerOzseSSQD7s/4Kyf8FzPjN4C+O0v7AX/AATF8CS+LvihHMbXxBr1ho51RtMusZa0tLZVZZp4+sskgaOLBQqzBjH8SfEf4M/8HTVnpM/xm8Va78d1t442uZrfQPiDHvVcbjjTbG639P4BDx0xxX6H/wDBtP8AsYeD/gx+w9Y/tWa9pSXnj/4tzXOoalrl4vmXMOnJcvHBbLI2SFfyzcPjl2mXdny1x+j1AH4Zf8EZf+Dh/wCPF/8AHXRP2Tv2/fFKa/pfiTUE0zQfHF7ax299pd+7BIobsoqrNC74j8xlEiM4Lsy52/ubX8zf/Byb8CPDf7Pf/BUvV9c8A2KaZF448Oaf4saGyHliK8lkmt55VxjazzWjzE/35GPev6J/2VfiRf8Axk/Zf+G/xe1V9114r8BaPrFy2eslzZQzsfzc0AX/AI7/AB0+Fn7NHwi1346fGvxbb6H4Y8OWLXWqajcZIVQQFRVHLyOxVERQWdmVQCSBX4OftT/8HF3/AAUQ/bT+LZ+Dn/BPLwdqnhDSb65aDQ9O8PaGup+JNVQfxyNskEJIAbZAoKcgyuOa9G/4O2P2utfu/H/gD9iLw5q0kWlWWlf8JX4mghc7bm5lklt7SN/+uSRTvjoftCnqor7O/wCDeT/gn98P/wBk/wDYZ8MfG+98NW8nj/4qaNDrms63LCDPDp84EtnZxseUiEJjkZRjdI7Fs7UCgH5nn9mj/g6dGnn4kf8ACR/HvywnnfZ/+Fsr5mMZx9h+3b8/7HlZ7Yrt/wBhj/g4/wD2x/2XPjInwD/4KbaHqOv6JbXy2Wtahqmg/YfEPh1sgb5I1RPtKLnLI6eaQcq5wEb99q/KH/g6l/Yo8A+Ov2U7D9tnQ9At7Xxd4G1e00/WdShiCvf6TdSeQscpHLmO4eEoTnaJJR/FwAfqd4S8WeGvHnhbTfG/gzXbXVNH1iwhvdK1KymEkN1byoHjlRhwysrBgR1Brxj/AIKaftU+M/2Jf2GPiB+1D8PPD+maprXhSwtZNOsdZWQ2skk17BbZkEbo5AExbAZSSoGRXx7/AMGrn7TWu/GH9g3Wvgj4p1J7q6+GHilrTTGkfcyaZdp9ogjJPJ2zC7A7BAijha/SzxD4b8O+LdKfQvFegWWp2MkkcklnqFqk0TPG6yRsUcEEq6q4OOGUEcgUAfz12n7W3/BzJ/wUGhHiT4RaV8RdO0C9y1hJ4Q8OQ+H9P2nn91eyrG8gxjkzuR61m+JvgD/wdK/BSzfx/q/iH4/3UVuvmvFYfE3+3WwBn/j0gvJy3T7vln6V/Q340+IHgH4baQdf+IfjfR9AsF4N7rWpRWsIx/tysq/rXmF5/wAFHv8Agnjp0xttQ/bz+DEEg6xzfFHSVYfgbigD8kP+CZH/AAcx/HLwt8V9P+AX/BSaS21TRby/Gnv48OmJY6hoc5bYDexRqkcsKtgOwRJE+ZiZMba/dSKWKeJZ4JFdHUMjochgehB7iv54/wDg50X9iH4i/GbwH+0l+yb8afh74p13xNZX1j4+j8C+KLHUCZLbyDaXVwtrI+2R0lljLtgssCDJ21+uX/BEL4261+0B/wAEsPg9488S3z3Oo23h6XRbuaVtzudOuprFGY92aO3RiTyd2TyaAN7/AIK5fHr4sfsw/wDBOj4n/Hf4G+K/7D8V+HdLtZtH1X7DBc/Z3e+tomPlXCPG+UkcYZSOc9QDX5R/8E+/+Dk/4+eAPhf8WviR+3f8WW+IeqadZaXB8M/CMGh6bpkt7fzNdecWeztoysKrHG0kjhwg2hQWdQ36Wf8ABe3/AJRF/Gn/ALAlj/6c7Svxe/4Nv/2HfAX7Yv7dkviX4u+H4NW8L/DXRP7dn0q8iEkF9fmZIrSKVDw0YYyTFTkMYArAqxFAHqOsfFD/AIOc/wDgpFAfi78KtD+IfhjwtqAM+i2fhHUIPCdmLduVMEk88E9yhHSRpJM9mxgV5XP/AMFJP+C63/BLb4u2Og/tGeP/AB0Zn/ff8I78Vy+r2WrQKcN5VxIzM6AkAvbzAg4Bbsf6YVVVUKoAAGAB2r4o/wCDgv8AZy8H/H//AIJefELVtc0iGTV/AlmniXw7fsg8y0lt5F8/aeuHtzMhHQ7lPVRgA9e/4Ju/t8/DX/go/wDsu6T+0T8PrI6bctO9h4m8PyziSTSNSiCmSAuAN6lXSRHwN0ciEhWyo96r8Lv+DQf4o6xa/FH4y/BWS6d9Pv8AQNN1uGBn+WKaCeSB2Udiy3KBj38tPSv3RoAKKKKAPjT/AIODf+UPvxl/68dI/wDT1YV+Y3/Boz/yer8Sv+yWt/6crOv05/4ODf8AlD78Zf8Arx0j/wBPVhX4g/8ABDP/AIKUfBD/AIJkftCeLviz8dfCXivWNO1/wYdIs4PCVlbTzJN9rgm3OLi4hUJtiYZDE5I47gA/qJr5R/4LkHwyP+CTnxtPizyvsv8AwiieV52MfaftcH2br38/yse+K+YLv/g7b/4J8Jbs1h8CfjLJKB8iTaLpKKT7sNSYj8jXwP8A8FMf+CzH7S3/AAWOuNM/ZM/Zr/Z/1nS/CkupJdL4W0dZNT1fX7iM/u2nEKALEhO4RICAwDs7bV2AC/8ABrFDrcv/AAVEL6UHMEfw41dtS2DgQeZagZ9vNMX44r+kSvzh/wCDfP8A4JE+M/8Agnv8Odc+N/7Q9jBb/Evx1aRWzaRFKsp0HTEbzBbPIhKtNLIFeQKSq+VEoOQ2f0eoA/Hb/g78/wCSK/BX/sadW/8ASaCvnX4Efsg/8NT/APBs54q8S6Fpfn+Ivhj8UtV8V6SUTLtbw21st9Hnrt+yvJLju0CV9Ff8Hfn/ACRX4K/9jTq3/pNBXrv/AAa56Tpmvf8ABKrUND1qwiurO9+IeswXdrOgZJont7VWRgeCCCQR3BoA8z/4NNP2vP8AhNvgL41/Yw8S6puvvBOpDXfDUUj8nTbxsXEaD+7FdDefe9FfrxX80X7Oeq6n/wAEVf8Agu8fAXiO+ltPC2meMpfD+p3Fw5Cz+G9S2m2uZD3EcctrctjPzwEc4r9y/wDgrh+12v7En/BP34h/G7TtSFtrx0k6T4TKth/7UvP3EDp6mLc05H92BqAPw5/b08Ua9/wWM/4LoJ8GfA2qS3Ggy+LLfwXoNzbneLfSLF3N7eJ2K5F7dA91YCqf/Byx4Y0DwT/wUwl8GeFdLisdL0j4daBZabZQDCW9vFbmOONR2CqoA9hX0d/waWfsiN4l+Jvj79t3xRppe28O2g8M+F5pVyGvrgLNeSKezxweSme63bV4B/wdA/8AKVfV/wDsSdG/9FPQB++3/BPf/kwf4H/9kg8Nf+mq2r8qv+Dwfwvr8knwG8aJFI+lxL4hspHH3Ibh/wCz5FB9C6o2P+uR9K/VX/gnv/yYP8D/APskHhr/ANNVtWX/AMFEf2DPhX/wUZ/Zk1X9nT4n3Elg0syX3h3X7eISTaPqUasIrlVJAcYd0dCRvjkdQVJDAA+Hf+DVv9q34M+JP2Nb39k9vFVhZeOfDPii+vjodxcKlxqFjcbJFuoVJBlCtvjfbkpsQtgOuf1Vr+Vj9rb/AIIu/wDBSP8AYS8Wy6zqHwc1vX9H06483TvHfw9jmvrYKpyszGEedaEcf61EwehbgnP+Dn/BbH/gqp+z48el+F/2wvFd5BaHy20/xh5WsqAvHln7ekroBjGFZSOgxQB/VvRX4Sfsof8AB2x8X9E1i10L9s/9n/Rte0lnVLjxB4EL2V9AneRraeR4rhv9lXgH9f2c/Zm/af8Agd+2D8H9N+On7PXj218Q+HNTBVLmDKyW8ygb7eeNsNDMmRuRgCMg8ggkA7+v5MP+Cfv/AClx+Ef/AGXrSP8A07R1/WfX8cfg/wAR/GDwh+1rY+Kv2fLfUJvHWm+PlufB0WlaWL66fU0vN1sIrcpIJ5DKE2xlG3HA2nOKAP7HKK/nd/4b3/4Oqf8AoRfjh/4jbb//ACno/wCG9/8Ag6p/6EX44f8AiNtv/wDKegD+iKivxm/4JQ/tc/8ABf8A+J/7fngLwN+214U+Klt8ML7+1f8AhJp/EnwSh0iyXZpV5JbeZdrpsJi/0lIAuJF3MVTndtP7M0AFFFFAASAMk1/LpLqr/wDBWT/gurb3GrOdR0Px38X44kic5DeHbKTAQf8AcPtfpnJ71/R/+2n49vPhV+xz8WPifp87RXHhz4aa7qdvIhwyyQafPKpHvlRiv58f+DYbwXa+Kf8Agq3oWuXESs3hvwdrWowFh912gFpke+26YfjQB/SyqqihEUAAYAA4ApaKKACvjT/g4N/5Q+/GX/rx0j/09WFfZdfGn/Bwb/yh9+Mv/XjpH/p6sKAPzU/4NEv+Tsvir/2TuH/0vir99q/An/g0S/5Oy+Kv/ZO4f/S+Kv32oAK/ls/4OFfEWreIv+CvfxdOqSsVsbjSbS0jY8RxJpFngD0BJZvq5r+pOv51P+Dp39lfxH8K/wBvW1/aWt9Lkbw/8UPD9qxv1Q7E1OxhS0mgJ6A+RHayDP3t7Y+6aAP3o/ZH8KaH4F/ZT+GfgvwzCkenaT4A0e0sljHHlR2USr+gzmvQ6+Ff+CCn/BRn4ZftmfsW+FPhZd+LLWL4j/DrQLbRPEmgXE4W5nt7ZFhgv41JzLHJEse9h92XepxlS3294h8ReH/COhXfijxXrlnpmmafbvPf6jqFykMFtEoy0kkjkKigDJJIAFAH4H/8Hc/hTQtP/a9+GPjKzhRNQ1P4dyW16yjBeOC+maIn1P7+QZ64AHYV+hv/AAbefG3UPjL/AMEp/BunaveNcXfgnVtR8Nyyu2T5cM3nwL9Et7mFB7IK/Ff/AILtft8eEv8AgoD+3fqPjn4W37XXgvwlpMXhzwrfbSov4oZJZZbsKeQJJppNpOCY0jJAPA/UD/g0f1G4l/YR+IWlOT5UHxbnljHbc+l6eG/9FrQB9Af8HCfwQ8XfHP8A4JVfEPTPA2nzXmoeHXsfEH2OBCzS29pcI9yQB/cgMsn/AGzxX5y/8GkXx9+HfgP9of4ofAXxTq9tZ63480LTbvw2LmQIbt9Pe6M1vGT96Qx3fmbRyVgc/wAJr97riKCeB4bqNHidCsiSAFWUjkEHqMV/Mx/wWT8Lf8Ep/hN+0Pe+J/8AgnH8afE1r4zs9Z+06jpPhGySXw5pt4sgZjZX/nRyW7K3zBYFuIlYbUaIKFAB/TVX56f8HNXx++Hfww/4JgeJPhD4i1e2/wCEg+I+q6bp/h3TGkBllFtf217POE6+XGlvtL9A8sYJywB/LH4Y/wDBRX/g4+n+G8Mvw31z40654e+zDydaPwnXVd8eOH+2y6fLI3H8RkJ75rwjwB8Tfhx+0f8AtZjxJ/wWG+O/xeeCOZLfUryx09by+gAYkwyfaZA1nAuc7IYJT8x2op5oA/RX/g0N+Bni+LW/i7+0lf6dNBoUllY+HNMuXQhLu53tc3AU9/KUW+f+u496/buvK/2KNG/ZS0H9mDwlpn7Ej6E/wzTTv+Kal8PTeZBIm472d2JdpjJv8wyfvPM3b/mzXqlABRRTZJI4Y2mmkVERSWZjgADqSaAPnv8A4K0eOPBnw+/4Jm/HTXvHk0KWM/wx1fTohMRiS6u7Z7W1QZ/ia4miA7gkEV+F3/BsD4Z8Q67/AMFWNF1bRopGttF8GazeasyDhYGhW3Xd7edPCPriuy/4OHv+Cvlh+2j8RIv2Qf2bte+2fDbwjqvmarq9i+5PEurJlA0ZH37aHLLGRxI7M43KImr9Ef8Ag3e/4Jdaz+wp+znd/Gr40aE1n8SfiVBBNe6fcR4l0TS1y9vZsDykrljLKvGD5aEZiOQD9FKKKKACiiigAooooAK/km/4KQ6tpHx2/wCCofxZuPgxEt7F4i+K99a6I1kcreTtdmESRkdRJLlwR13g96/bP/g4D/4LC6P+xR8JLz9l34E+Jkk+LXjDTGiuLizmy3hfTpVIa6cjlLmRSRCvBXJlOAqCT4R/4Nqf+CW2vftA/Hey/bq+Lvh6SLwJ4A1HzfCiXURA1vXIz8jpn70Vq2JC44MyxqM7ZAoB/QhaRSw2sUM83mSJGqvIf4iByfxr8e/+DvL41X+i/Bf4Qfs+WF4yw+IfEeo67qMSNjIsYYoIQ3qCb6UgdMx57Cv2Ir8Ev+DvLULiX9pr4R6UzHyofAl5Kg7bnvSG/SNaAPqn/g1D+CWm+Bv2BfEnxnkslGp+OvHlwrXIXBeysoo4YUJ77Znuz/20r9RK+Hv+Dcawt7T/AII7/Cm4hUBrq48QSykd2Gu36fyQV9w0AfnH/wAHRfwS034k/wDBMa6+Jr2StffDzxfpmpwXIX50huJfsEkef7rNdRMR6xqe1fNf/BoN8atQeH4zfs6394zWsbaZ4j0q33cJI3m2t02P9oLZj/gH0r73/wCC8NhBqP8AwSR+NdvcqCq+H7WUA/3k1C1df1UV+Uf/AAaR6hcR/wDBQLx5pSsfKm+Dl5K47bk1XSwv6SNQB/QrRRRQB+O3/B35/wAkV+Cv/Y06t/6TQV6j/wAGnv8AyjV8Rf8AZX9U/wDTfpleXf8AB35/yRX4K/8AY06t/wCk0Feo/wDBp7/yjV8Rf9lf1T/036ZQB+nFFFFAH8un/BcX41+K/wBsj/grh428K6JcNdx6D4hg8CeF7MuSsRtZPs8iD/evWuX4/wCentX9Bcvxe/Yl/wCCVv7N/gr4OfFn44eGPBOi+GvDltpuj2+qXqpdX6wxhHmjt03SzMzhndkVvmcknJr+Xn4kfF/X/h5+3tr/AMfLKxtr7VND+L114gittQQtDcXEOqNchJACCUZlwwBBwTzX3P8A8E+P+CMn7T//AAWc1LU/26/20fj3rGkeHvEWpSm21iW3FzqniBkco5t1ciK1tY2BjQ7WUGMokYVcgA/V7wr/AMF8/wDgkR4y1pdB0j9tHR4Z3faJNV8P6rYQ595rm1jjA9y2K+q/A/j3wN8TfC1p44+G/jLSvEGi6hH5lhq+iahHdWtyn96OWJmRx7gmvyO+O/8AwaLfAy58C3Mv7M37T3i2y8SxQFrSHxzDa3dldSAcRs1rDC8Ck8bwJNufutX54fsOftw/ta/8ESv2ztR+G/j2z1S30fTPEH9nfE/4dXNxvguowQGuIRnYJwhEkM6HDrtBLRuQQD+paiszwX4w8NfEPwdpPj/wZq0V/o+uaZBqGlX8BylzbTRrJFIvsyMrD2NadAH8zv8AwXp+Hev/ALFP/BZTVvi/8MW/su51i70r4geHJox/qrwvmWXjqTfWtxIf96v6OPgX8WNB+PHwU8IfG7wvxpvjDwzY61YruyViurdJlU+4DgH3Br8T/wDg788FWth8afgr8RUhUT6r4X1fTZJAOSlrcwSqD7A3jfma/Q7/AIN+PH138Q/+CRnwiv8AUZ2kuNNstR0pyxzhLXU7qGIfQRJGKAPsyiiigAooooAKKKKACiiigDP8WeKvDvgXwtqfjfxhrEGnaTo2nzX2qahdPtitraJDJLK57KqKzE+gr8BP2w/+Div9vr9sT42yfBL/AIJw6HqvhjQry9e18PW+gaAL/wAR64oz+9bKSeRuC7xHCoZBndI3OP13/wCCxOn+K9T/AOCXXxztPBiSte/8K8vnkWDO42yqGuenbyBLkema/Hj/AINX/j1+zF8GP2qfHWj/ABv8U6NoHiXxP4btbPwRq+uTpBE22dmurRJpCFSSX/R2VSRv8kgZOAQClZfsnf8AB1F4qtx4tg8VfHaJZBvEU/xpis2Gef8Aj2fUUK/TYMelZur/ALfv/Bxj/wAE57mPW/j1L8QDocEgE7/ETwsmq6ZOc4CNf7GIyccR3Ck5HrX9HKsrqHRgQRkEHgio7+wsdVsZtM1Syiuba4iaO4t7iMOkqMMMrKeGBBwQeDQAtnM1xaRXDgBnjViB0yRmvyA/4OLP+CpX7d37CP7UHgf4d/sqfHT/AIRXRtY8BDUdRs/+EY0u+865+23MXmb7y2ldfkjQbVIXjOMkmv2DACgKoAAHAFfz9/8AB3N/yer8Nf8Aslq/+nK8oA7v42/8HFP7WPi/4J/Cn9mL9iiyl8ZfGvxF4J0yXx34ysfDkV5cDVp7ZZJLWxsYYvJadc5kbyzHGdyBNysV8Z8bfAz/AIOmo9Mk+Luva58ffJC/aGtdF+IgMmOuBptnd7+/3BD7Y4r7p/4Nef2E/BXwg/Y/X9s3xF4fgm8Z/Eu4uU07UJ4gZLDRoJ2gSGMnlPNmiklcj76+Tn7gr9RqAPwE/wCCav8Awcq/tJfBf4o2fwU/4KLajP4p8Jy3wsbzxPeaaINa8OyBthedY0X7VEjZ8xXXzgMkMxURt++Wj6xpPiHSLXX9B1O3vbG+tkuLK8tZhJFPE6hkkRlJDKykEEcEEGvxH/4Ovv2E/BXhRvCP7e/w+8PwWF7rmrDw546+yxBRe3Bgeazu2A/5abIJ4nc/eCwjtz9Vf8Gxf7UeufH3/gnNH8NvF2pvdal8LvEU2gW8kz7nbTWjS4tMn0QSSwKOyW6igD0v/gvD+1d8ff2Mf+Cf2o/G79mvx7/wjfiiDxTplnFqf9l2t5thlkYSL5d1FLGcgDnbkdiK/OH9lb/g5n/aB+Fv7H3jbxV+0n4yt/if8WL/AMURWPw70a50az0+3s7UWwaa6uhYQw7oVkZQF+/Ix2qygOy/bf8AwdBf8oqdW/7HfRv/AEa9fnh/wa3/ALDngX9oz9qXxP8AtIfFLw9BqmmfCizs30OwvIQ8L6xdtL5E5VgQ/kR28zgH7sjxOMFRQBY1CL/g6Z/bcsx8VtB/4Wvoml36+fY2ui67a+EIlhIyvlQme1ldNpG1m3Fhg7m61+o//BCrSv23/D/7HOr+HP2/5vG0njrT/iDfQRSePL2W6vGsBa2ZiKTyM3nQ72l2urMud4ByDj7Pr5c/4LMfta63+xb/AME6PiH8YvBupNaeJLixj0Xwxcxth4b29kWBZkPZ4o2kmHvCKAPjP/gr7/wcjxfs1+PdW/Zi/YZ0zStc8VaRM9p4m8capH9osdLuVO17a1iBAuJkOQzufLRlK7ZDu2/GXhDSv+Dnr9tbTI/ir4L8U/HEafqC+faXdt4qTwpbXCNyHhiM1ojIR0KKVIxitf8A4Njf2A/An7V37TXib9o741eHoNa0L4Xw2kmmaZqEYkhu9ZumkMMsitkSCFIZH2kY8x4m/hwf6JaAP5vl/wCCkn/Be3/glJ4/020/anvvGN9plzLxpHxTt/7UsdUVfvJDqAZnLgf88p+MgspHB/br/gmp/wAFH/gx/wAFMP2f4/jJ8L430zVdPmWz8XeFLucPcaNeFd20sAPMicZaOUABwCCFZXRe+/a5/ZY+FX7aH7PfiT9nX4xaHDeaT4gsHiineENJp90FPk3kJP3ZYnw6kehByrEH+fr/AIN5vjT41/ZG/wCCtlt+z5r1+YrHxjLqXhHxNaK+YzeW4lkt5AOhZbiDyw3ULO/qaAP6Tq/CD9rf/gsF/wAFq/2hf2sviT+zD+wz4CvbTTPBXjjVfDyS/D3wK2oXjw2t3LAst1czpMsDMIwxZBCBnA9T+79Z+k6F4V8GadcpoejafpNo9xPe3YtLdII2mkYyTTvtABZmLOznkkkkk80Afz2337Kv/B1R4pibxbceKPjhEGHmGKD4yW9meRnAtk1BCP8AdCfhXPeBf+Czn/Baf/gml8WbXwL+1sPEeuWqESXXhH4r6SwmvLfOGkt74oJj3CyK8kW7qr4xX72+Kf28P2HfA99JpnjX9sv4UaPcwttlt9U+ImmW7ofQrJOCDXx5/wAFovjN/wAEwP2zP+CfPj/wm37YPwX1zxX4b0G513wINO+Iuk3GoJqVtGZVhtlScu7zqhgMagl/NAALBcAH11+wx+2r8H/2/v2cdF/aQ+DF1KthqO631LS7sj7TpV9GB51pMBxvXcpBHDo6OOGFev1+FP8AwaHfG3WrL4v/ABb/AGcZ75307UvDdp4ktbZm+WGe2uFtZXUdi63cIY9/KT0r9rfjn8VNH+BfwU8YfGzxBHvsPB/hfUNbvY92N8VrbyTsue2RGRQB+eH/AAW8/wCC9sf7Butyfsv/ALLdlpusfFF7VJdd1bUE86z8MxyKGjUxAgTXTIQ4RjsRWRmD7tlfnD8ILz/g5J/b8sv+Fz/Bv4kfHHUtLu5Ge21XT/Gx8N6Zc8kE26m4tbeRQQR+6BUEEe1eef8ABLL9nrVP+CrX/BVPT0/aAu5NYstV1a/8Y/EWR2ObyGN/OeE9wktxJDCQCNqSnaRgV/UjpOk6VoGlW2haFplvZWNlbpBZ2dpCscUESKFSNEUAKqqAAoGAAAKAPwV+C/8AwV2/4LAf8Epvi5ovgD/gqF8O/FXiPwNqk4imbxTZxSXyR5HmTWOpRZS7kQEM0UkkgI+XMRbePkv4ifETwZ8Xf+C5i/FP4c6/DqugeIv2jrDUtG1K3J2XNtNq8MkcgzyMqwODgjoQDX9K37ZP7Jnwq/bc/Zz8Sfs4/F/SIrjTddsXW0vGhDS6ZeBT5F5CT92WJyGB7jKnKswP8qn7MXgXxB8L/wDgon8PPhn4tt1h1Xw78adJ0zU4VOQlxb6vFFIoPfDoRQB/X3RRRQAVFf39npdjPqeo3Cw29tC0s8znCoiglmPsACalrzP9tLV7vw/+xz8Wde09ys9j8M9euIGXqHTT52B/MCgD+Zf4Tw6p/wAFX/8AgsPpVx48M1xbfFL4rG81W3djui0dJTM9up6gR2MJiX0CD0r+kL9o7/gop+wZ+xPJD4U/aA/aP8KeE7uC3QQ+Hkla4vYYdo2H7HapJMibcbTsAIHFfym/sx/tK/E39kf4uW3x1+DN9DZeKdO0zULTRtTmhEhsHu7SW0e4jU8eYkU8hQnIDbSQcYP6df8ABPX/AINpPiB+2D8PLT9qX9vD44eI/DreM0/tWz0PTkWfWbuKf94t3eXN0HEUkmQ+wpI+GBcq2VAB+nXwy/4Ll/8ABJ34t65F4d8Jftq+GoLmZwkf/CQ2d7o8RY9B5t/BCg/Fq+qtO1LTtY0+DVtIv4bq1uYlltrm2lDxyxsMq6spIZSCCCOCDX4nftnf8Gmml+GPhrqHjP8AYf8Ajlr2ta5pts88fhDxulsz6mFBJjhu4EhWOUgYVXj2sSAXQc185/8ABB//AIKz/Fj9iH9o/SP2Tvjl4jv5fhf4n1tdIutK1l33eFdRkl8tLiIPzBH5pCzxcLhmkxuT5gD+kOiiigAooooA/nm/YT/4OGf24V/bU0K2/bT/AGsRc/CmxbWLjxRZf8IZo0DTQwaddywxI9vZxymRp44VRVcF3KrzuIPT/EL/AIKQ/wDBdr/grV4p1TUP+Ce3wt8W+D/hxbXbwad/wighsmcKePtGr3BjDT45aOGRFXIG043H89P2Nv2bj+19+3R4J/Zsku5be28W+NktNSuIP9ZDZCRpLl0z/EsCSkZ7gV/XB8Mvhn4B+DXw/wBH+Ffwt8KWeh+HtAsI7PSNJ0+EJFbQoMBQO/qScliSSSSTQB/Nv8VP2hP+DhX/AIJieJtN8a/tA/Ff4u6PBdXYS1n8Y+IP+Ei0i7kALGAvJJc224qGOwMHwCVxjI/Vv9hz/g4A/Z++OX7A3iz9qr9otrbwt4j+GUcMHjjw/pjb/t1xMGFo9gjtuYXLqyLGzZjdHDNsXzD9T/8ABQf4A+E/2n/2KPib8FPF+lQ3UOr+Dr42JlQH7PexQtLazrno0c6RuD/s+hr+Xv8A4JhfswxftqftzfDr9lvW725TQfEviBZ/EkNvOyebY2cM11cDIPyuYI5kV+qmTjrggH3d4x/b4/4OBP8AgrRq9/4q/Yf+Gfi3wb8OhdSRaTF4Okh02MhTjEmr3TRNPMOjiKREB/5Zr1rxP4g/tZf8HAf/AAS48daXrf7QvxT+KWmLdz/6JF4+1f8A4SDSdS2/M8AllknhY7eojkWRQcgrwa/pT8HeDvCnw98Kad4F8C+HbLSNG0izjtNL0vTrdYoLWCNQqRxooAVQAAAK8E/4K2/s/wDhL9pP/gnL8XPh/wCKtKhuZLPwVf6zoskiAtbajYwPdW0inqp3xhCRyUd16MQQDF/4JI/8FNPB/wDwU9/ZoHxQt9Ht9F8X6BdLp3jjw7bylo7W6Kbknh3Et9nmUMybskFZEJYxlj9T1/PV/wAGmHxR1fw3+3f41+FS3TjTfFHw2muZ7cPhWurO8tjC5HcrHPcgem8+9fvp8W/iToPwa+FPif4v+KiRpfhTw9e6xqRU4PkW0DzSY/4ChoA+K/8AgsV/wXG+Gn/BNGyi+E/w90G08YfFjU7IXFtodxORZaLA2dlxelCGJbqkClXdRuLRqVLfld4R/ac/4ONv+CnVxceOPgX4p+KE2ivO6wXPgaRPDekxEHmGO6VoEkK9CGldx/Eea8u/4J/fBzxN/wAFjv8AgrPazftBahPfWvinXb3xT4/eOZgTYQAym0QghkjY+RartIMaONuNor+ofwp4T8L+BPDNh4L8FeHrLSdI0q0S103TNOtlhgtYUUKkcaIAqKAAAAMCgD+crxx8Yf8Ag5I/4Jmxw/FH40+MvixBokEyC6vvFmrReKdKGTgRzytJdRw7ugJdG5+Ug4Nfqn/wRk/4LZ+B/wDgppoF18MviJoVl4W+LGhWP2nUdHs5W+x6xaghWu7PeS67WZQ8LFmTcpDOCdv3L4k8N+HvGPh++8J+LdDtNT0vU7SS11HTr+3WaC6gkUq8ciMCrqykgqQQQa/mE/aG8Pzf8EZf+C2dzcfCm7uLfRPAfjqy1bSYllZi+h3kUc8lkWJ3OPstxLbEnk7SepzQB/URX4K/8FcP+C0v/BSr9l//AIKc/EL9n34J/tLDQvBmg6npUWm6S3g/RrgW8c2m2c0oM1xZvK2ZJZGyznG7AwAAP3ohmhuYUuLeVXjkUMjqchgRkEGv5aP+Dgv/AJTBfGX/AK/tI/8ATLYUAfdf7aH/AAW4/b5/be+PWs/stf8ABGTwBrF3omiStBqHjfQdFW7vdSwxQzpLMphsLQsCEkfDvgNvTOwfL/xu0H/g5b/ZG0Cb49fGP4g/HbTtHsB9ovtRj+IJ1iys0HJeeC3up4oYxnkyIEHQ1+5v/BMb9iLwF+wP+x54R+CXhbw/b22sHS4L3xpqKxATajq8satcSSN1YK5MaAk7Y0Re1e96jp2n6vp8+k6tYw3VrdQtDc21xEHjljYFWRlPDKQSCDwQaAPys/4Ib/8ABfTVv2ub2/8A2b/22tZ0iw8Z6TolxqmkeNFSOzt9ZtLaMy3S3CLtjhniiV5iyBY2jSQ7UMeX8X/ak/4LVf8ABSb/AIKJ/GfWvgL/AMEcfhj4hh8JaPMYLjxbo2iJJqGorkqLiS4uF8nTYHI/dglJSBkupJjX8yv24vgT/wAM+/t9/E79nj4YxTRW2k+P9S0jw9bQSkP9jlndIIN2ecwyLG2eCCQeDX9S37CP7HHwz/YR/Zh8L/s6fDPSLaJdJ0+Ntc1KGELJq2pMi/abyVurM7g4z91AiDCooAB+Bfxwf/g5N/Yg0g/HX42/En44aVo9tKslzqk/jr+3NOtcn5TPFFcXEEKEkD96qqSQvXAr9J/+CDf/AAW717/goOt/+zf+0xFp9t8UND0032n6vYQrbw+I7JCqyuYh8sdzGWVnVMK6sWVVCMB+j/ifwz4e8a+G9Q8HeLdGt9R0rVbKWz1LT7yIPFc28qFJInU8MrKxBB6g1/L1+xZbXn7En/BeDwt8N/Cl/MkPhj9oGbwWJTKcyWc2oyaU5Y9wYZSTnrQB/UnX84v/AAdWf8pObD/sl2lf+lN7X9HVfzi/8HVn/KTmw/7JdpX/AKU3tAHsXxq/4LpftReJfAHwu/4J/wD/AASh8JXmreJtL+HWiadr/irSNE/tK+mvY9OgWe2sYSrokcJDLJcOrfMrbdip5j+Q/EL4Cf8AB0f4H0qX4v8AinxH8f2t4VNxLDovxNN46qOT/wAS+zvHbH+z5P4V+lH/AAbefsK+C/2Z/wBg7Q/j/qGgQN44+K9r/a+papJEDLBpjOfsVpG3URmIJOwHV5jnIRMfodQB+EX/AASn/wCDlj4yeGfiZpvwC/4KOa7DrXh3UbtbK2+IM1kltfaJMW2L9tWNVSaAHAaTaJU5ZjIBgfu3DNDcQpcW8qyRuoZHRshgeQQR1FfgZ/wdV/sK+C/g78YvCX7Zfwy8PwadB8Q5bnT/ABjb2kQSN9WhVZI7vaOPMniaTeR1a33HLOxP6J/8G8H7UWuftP8A/BMTwnL4t1N7zWfAd/c+EdQupXy8iWqxyWuc85FpPbISeSUJ70AfYPxY+K3w8+Bvw21r4v8AxZ8V2mh+G/DunyXusareviO3hQZJ4yWJOAqqCzMQqgkgH8Hf2yP+Dkv9uH9q34rt8F/+CcXhDUPCmj3l21robaboS6l4k1vr8wQpKsG4DIjhQyLzmU9B7D/wdtftdeINE0f4efsSeGNWkt7TWYH8U+LIY3I+0xJK0FjG2OqebHdSFTwWiiPVBXvv/BtZ/wAE/vh/+zz+xXo/7VWveGrefx/8UbeS+bVZ4Q0thpHmMttawsfuLIqC4crgsZVVsiNcAH57w/s0/wDB07rWn/8ACxk8R/HtI9nnfZ3+LC28mOuPsJvlfPH3PKz2xXTfsef8HEv7fH7F/wAaV+Bf/BSbw1rHijRLO7W112HXtEFj4k0RTj96p2R/aQAdxSYFnGNsqjGf6B6/Mn/g5/8A2KPAPxj/AGHrn9rSw0C3h8Z/DC7tG/tSGICa80m4uUt5bWQ/xqkk6TrnOzZIFx5jZAP0b+G/xG8D/F7wBo3xS+GniW11nw/4g02G/wBH1SzfdFc28qhkde4yD0OCDkEAgivm3/gtl+0p8a/2Rv8Agm947+Pn7PPjT/hHvFujXekJpurf2dbXfkrPqdrBKPKuY5Im3RyOvzKcZyMEAj5K/wCDTT9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BfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6R/wCC+P8AwoAP+FnfDn/oetI/8GEf+NH/AAs74c/9D1pH/gwj/wAaP+FY/Dn/AKEXSP8AwXx/4Uf8Kx+HP/Qi6R/4L4/8KAD/AIWd8Of+h60j/wAGEf8AjR/ws74c/wDQ9aR/4MI/8aP+FY/Dn/oRdI/8F8f+FH/Csfhz/wBCLpH/AIL4/wDCgA/4Wd8Of+h60j/wYR/40f8ACzvhz/0PWkf+DCP/ABo/4Vj8Of8AoRdI/wDBfH/hR/wrH4c/9CLpH/gvj/woAP8AhZ3w5/6HrSP/AAYR/wCNH/Czvhz/AND1pH/gwj/xo/4Vj8Of+hF0j/wXx/4Uf8Kx+HP/AEIukf8Agvj/AMKAD/hZ3w5/6HrSP/BhH/jR/wALO+HP/Q9aR/4MI/8AGj/hWPw5/wChF0j/AMF8f+FH/Csfhz/0Iukf+C+P/CgA/wCFnfDn/oetI/8ABhH/AI0f8LO+HP8A0PWkf+DCP/Gj/hWPw5/6EXSP/BfH/hR/wrH4c/8AQi6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      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['white','cornflowerblue', 'darkorange','forestgreen']\n",
    "labels = ['Full','Unseen','Train','Test']\n",
    "\n",
    "with plt.style.context('seaborn-whitegrid'):\n",
    "    fig = plt.figure(figsize=(25,10))\n",
    "    sns.boxplot(data = [rmse_SOCAT_full_final, rmse_SOCAT_unseen_final, rmse_SOCAT_train_final, rmse_SOCAT_test_final], palette = colors, showmeans=True, meanprops={\"marker\": \"+\",\n",
    "                       \"markeredgecolor\": \"black\",\n",
    "                       \"markersize\": \"10\"})\n",
    "    #plt.xlabel(\"Runs\", fontsize = 20)\n",
    "    plt.title('Global mean RMSE (1982-2016) - spread 6 members', fontsize= 24)\n",
    "    plt.ylabel(f'RMSE ($\\mu atm$)', fontsize = 24)\n",
    "    plt.xticks(ticks = [0,1,2,3], fontsize = 20, labels = labels)\n",
    "    plt.yticks(fontsize = 20)\n",
    "    #plt.yticks([7,8,9,10,11,12,13,14],fontsize = 20)\n",
    "    \n",
    "#fig.savefig(\"/home/theimdal/RMSE_boxplot_train_test.jpg\",dpi=300, bbox_inches=\"tight\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cesm_play",
   "language": "python",
   "name": "cesm_play"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}