{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3910a14a-77ae-4cba-9c47-5bcf3b6aacdc",
   "metadata": {},
   "source": [
    "## Goal of this notebook: \n",
    "- Find out for which glaciers the runaway effect occurs and if this only occurs for tidewater glaciers!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0b96bf5c-63a7-4223-9766-33f49248a7dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RGI region: 01\n",
      "199\n",
      "RGI region: 02\n",
      "0\n",
      "RGI region: 03\n",
      "258\n",
      "RGI region: 04\n",
      "68\n",
      "RGI region: 05\n",
      "903\n",
      "RGI region: 06\n",
      "0\n",
      "RGI region: 07\n",
      "141\n",
      "RGI region: 08\n",
      "0\n",
      "RGI region: 09\n",
      "379\n",
      "RGI region: 10\n",
      "2\n",
      "RGI region: 11\n",
      "0\n",
      "RGI region: 12\n",
      "0\n",
      "RGI region: 13\n",
      "0\n",
      "RGI region: 14\n",
      "0\n",
      "RGI region: 15\n",
      "0\n",
      "RGI region: 16\n",
      "0\n",
      "RGI region: 17\n",
      "218\n",
      "RGI region: 18\n",
      "0\n",
      "RGI region: 19\n",
      "1521\n"
     ]
    }
   ],
   "source": [
    "# import some packages that we need later\n",
    "import xarray as xr\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import glob\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import dask\n",
    "import oggm\n",
    "import geopandas as gpd\n",
    "\n",
    "### where are most non-land-terminating glaciers\n",
    "rgi_regs = []\n",
    "for rgi_reg in np.arange(1,20,1):\n",
    "    if rgi_reg < 10:\n",
    "        rgi_reg = '0'+str(rgi_reg)\n",
    "    else:\n",
    "        rgi_reg = str(rgi_reg)\n",
    "\n",
    "    path_rgi = oggm.utils.get_rgi_region_file(rgi_reg, version='6')\n",
    "    rgidf_t = gpd.read_file(path_rgi)\n",
    "    print(f'RGI region: {rgi_reg}')\n",
    "    print(len(rgidf_t.loc[rgidf_t['TermType']!=0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "192855fa-c7fb-42e7-b53d-c1ec0b174053",
   "metadata": {},
   "source": [
    "#### Now let's just focus on one region, ssp & time period!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "df4cae37-8a6e-4baa-9d3c-8dffa13599f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "rgi_reg = '19'\n",
    "ssp_sel = 'ssp585'\n",
    "period_sel = 2081\n",
    "y0_times = [period_sel]\n",
    "\n",
    "path_rgi = oggm.utils.get_rgi_region_file(rgi_reg, version='6')\n",
    "rgidf = gpd.read_file(path_rgi)\n",
    "rgidf.index = rgidf['RGIId'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "654cdce8-f374-4c71-8a9a-4408dc95ef4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rgi_reg: 19 started\n"
     ]
    }
   ],
   "source": [
    "model_author = 'Rounce'\n",
    "gcms = ['gfdl-esm4', 'ipsl-cm6a-lr', 'mpi-esm1-2-hr', 'mri-esm2-0', 'ukesm1-0-ll' ]\n",
    "scenarios = ['hist', #orical',\n",
    "             'ssp126', 'ssp370', 'ssp585']\n",
    "# we mostly saw the runaway effect for warmer temperature scenarios (i.e. in future scenarios...)\n",
    "#y0_times = [2021, 2041, 2061, 2081]\n",
    "\n",
    "#y0_times = [2021, 2041] #,\n",
    "#y0_times = [2021, 2041]\n",
    "\n",
    "folder_path = '/home/www/drounce/per_glacier/'\n",
    "#for rgi_reg in [rgi_reg_sel]:\n",
    "print(f'rgi_reg: {rgi_reg} started')\n",
    "_l_period = []\n",
    "for y0_time in y0_times:\n",
    "    period = f'{y0_time}-{y0_time+19}'\n",
    "    if y0_time in [1851, 1901, 1951, 1995]:\n",
    "        scenarios_sel = ['hist']\n",
    "    else:\n",
    "        scenarios_sel = scenarios[1:]\n",
    "    # simpler for the moment\n",
    "    scenarios_sel = [ssp_sel]\n",
    "    # just because I have to repeat the 1995 again !!!\n",
    "    _l_scenario = []\n",
    "    for scenario in scenarios_sel:\n",
    "        _l_gcm = []\n",
    "        for gcm in gcms:\n",
    "            path = folder_path + f'{rgi_reg}/{model_author}_rgi{rgi_reg}_glaciers_{period}_{gcm}_{scenario}*.nc'\n",
    "            ds = xr.open_mfdataset(path)\n",
    "            ds = ds.isel(simulation_year=np.arange(0,ds.simulation_year.values[-1],10))\n",
    "            ds = ds.load()\n",
    "            #ds = ds.reset_coords()[['volume_m3', 'area_m2']]\n",
    "            ds = ds.expand_dims({'gcm':[gcm], 'ssp':[scenario], 'period':[period], 'rgi_reg':[rgi_reg]})\n",
    "            _l_gcm.append(ds)\n",
    "        _l_scenario.append(xr.concat(_l_gcm, dim='gcm'))\n",
    "    _l_period.append(xr.concat(_l_scenario, dim='ssp'))\n",
    "ds_future = xr.concat(_l_period, dim='period')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd9e2fee-8d98-46a0-bf47-1d82912eeab1",
   "metadata": {},
   "source": [
    "### How to identify a glacier with a runaway effect?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "72d7bbe5-f8c0-48f2-ab4f-71dc179d4ef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_future_hot = ds_future #.sel(ssp='ssp585').sel(period='2081-2100').volume_m3.load()\n",
    "df_itmix = pd.read_hdf(oggm.utils.get_demo_file('rgi62_itmix_df.h5'))\n",
    "vol_itmix_rgi_reg=df_itmix.loc[ds_future_hot.rgi_id.values]['vol_itmix_m3'].sum()\n",
    "\n",
    "# it should have a larger end volume than initial volume\n",
    "condi1 = ds_future_hot.volume_m3.isel(simulation_year=-1) > ds_future_hot.volume_m3.isel(simulation_year=0)\n",
    "# it should first melt by at least 20% and then \"runaway\"\n",
    "condi2 = ds_future_hot.volume_m3.min() < 0.8*ds_future_hot.volume_m3.isel(simulation_year=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "0151e51b-b7e7-44a1-b229-d88c0b1787a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_condi = ds_future_hot.where(condi1 & condi2).volume_m3/vol_itmix_rgi_reg\n",
    "pd_crazy = ds_condi.isel(simulation_year=-1).to_dataframe()\n",
    "pd_init = ds_condi.isel(simulation_year=0).to_dataframe()\n",
    "\n",
    "pd_ratio_final_init = (ds_condi.isel(simulation_year=-1)/ds_condi.isel(simulation_year=0)).to_dataframe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "79ec038d-1c36-4643-ba29-b50a65716f33",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd_ratio_final_init = pd_ratio_final_init.rename(columns={'volume_m3':'vol_ratio_final_vs_init'})\n",
    "pd_crazy = pd_crazy.rename(columns={'volume_m3':'ratio_final_vs_initial_reg_volume'})\n",
    "pd_init = pd_init.rename(columns={'volume_m3':'ratio_initial_vs_initial_reg_volume'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "2b407f7f-5cf4-48a3-9b35-8730156d4e43",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd_runaway = pd.concat([pd_init.drop(columns='simulation_year'), pd_crazy.drop(columns='simulation_year'), pd_ratio_final_init], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "ced1404e-134b-4775-b8c0-d4b1e3d2b826",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd_runaway = pd_runaway.dropna().reset_index()\n",
    "#pd_runaway = pd_runaway.loc[pd_runaway.gcm == 'mri-esm2-0']\n",
    "pd_runaway['TermType'] = rgidf.loc[pd_runaway.rgi_id.values]['TermType'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "59f8a875-8071-4438-9794-e85d7cc8bc6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gcm</th>\n",
       "      <th>ssp</th>\n",
       "      <th>period</th>\n",
       "      <th>rgi_reg</th>\n",
       "      <th>rgi_id</th>\n",
       "      <th>ratio_initial_vs_initial_reg_volume</th>\n",
       "      <th>ratio_final_vs_initial_reg_volume</th>\n",
       "      <th>vol_ratio_final_vs_init</th>\n",
       "      <th>TermType</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>ukesm1-0-ll</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02147</td>\n",
       "      <td>0.000251</td>\n",
       "      <td>102.344238</td>\n",
       "      <td>408149.437500</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>ipsl-cm6a-lr</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02147</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>56.393559</td>\n",
       "      <td>227805.921875</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>mri-esm2-0</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02147</td>\n",
       "      <td>0.000248</td>\n",
       "      <td>36.459141</td>\n",
       "      <td>146877.671875</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>ukesm1-0-ll</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02149</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>12.051375</td>\n",
       "      <td>104403.710938</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>ipsl-cm6a-lr</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02149</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>7.397171</td>\n",
       "      <td>65005.660156</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>mri-esm2-0</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02149</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>5.620395</td>\n",
       "      <td>49195.476562</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>gfdl-esm4</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02147</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>5.288846</td>\n",
       "      <td>22331.208984</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>ukesm1-0-ll</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02137</td>\n",
       "      <td>0.000088</td>\n",
       "      <td>0.143762</td>\n",
       "      <td>1632.575073</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>ukesm1-0-ll</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.00133</td>\n",
       "      <td>0.009249</td>\n",
       "      <td>0.135767</td>\n",
       "      <td>14.679139</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>ipsl-cm6a-lr</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02137</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.124645</td>\n",
       "      <td>1442.752686</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>ipsl-cm6a-lr</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.01521</td>\n",
       "      <td>0.000732</td>\n",
       "      <td>0.121152</td>\n",
       "      <td>165.597198</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>mri-esm2-0</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.02137</td>\n",
       "      <td>0.000086</td>\n",
       "      <td>0.096359</td>\n",
       "      <td>1120.692749</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>ukesm1-0-ll</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.00130</td>\n",
       "      <td>0.000607</td>\n",
       "      <td>0.095737</td>\n",
       "      <td>157.628937</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>ukesm1-0-ll</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.01521</td>\n",
       "      <td>0.000722</td>\n",
       "      <td>0.083010</td>\n",
       "      <td>115.021828</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>ipsl-cm6a-lr</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.01520</td>\n",
       "      <td>0.000858</td>\n",
       "      <td>0.077781</td>\n",
       "      <td>90.630600</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>ukesm1-0-ll</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.01520</td>\n",
       "      <td>0.000849</td>\n",
       "      <td>0.066683</td>\n",
       "      <td>78.510651</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>mri-esm2-0</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.01521</td>\n",
       "      <td>0.000743</td>\n",
       "      <td>0.064275</td>\n",
       "      <td>86.507484</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>gfdl-esm4</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.00115</td>\n",
       "      <td>0.032126</td>\n",
       "      <td>0.063780</td>\n",
       "      <td>1.985282</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>mri-esm2-0</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.00130</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>0.063476</td>\n",
       "      <td>106.833076</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>mri-esm2-0</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.01520</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.060982</td>\n",
       "      <td>70.273834</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              gcm     ssp     period rgi_reg          rgi_id  \\\n",
       "431   ukesm1-0-ll  ssp585  2081-2100      19  RGI60-19.02147   \n",
       "176  ipsl-cm6a-lr  ssp585  2081-2100      19  RGI60-19.02147   \n",
       "369    mri-esm2-0  ssp585  2081-2100      19  RGI60-19.02147   \n",
       "432   ukesm1-0-ll  ssp585  2081-2100      19  RGI60-19.02149   \n",
       "177  ipsl-cm6a-lr  ssp585  2081-2100      19  RGI60-19.02149   \n",
       "370    mri-esm2-0  ssp585  2081-2100      19  RGI60-19.02149   \n",
       "90      gfdl-esm4  ssp585  2081-2100      19  RGI60-19.02147   \n",
       "429   ukesm1-0-ll  ssp585  2081-2100      19  RGI60-19.02137   \n",
       "392   ukesm1-0-ll  ssp585  2081-2100      19  RGI60-19.00133   \n",
       "174  ipsl-cm6a-lr  ssp585  2081-2100      19  RGI60-19.02137   \n",
       "141  ipsl-cm6a-lr  ssp585  2081-2100      19  RGI60-19.01521   \n",
       "366    mri-esm2-0  ssp585  2081-2100      19  RGI60-19.02137   \n",
       "391   ukesm1-0-ll  ssp585  2081-2100      19  RGI60-19.00130   \n",
       "405   ukesm1-0-ll  ssp585  2081-2100      19  RGI60-19.01521   \n",
       "140  ipsl-cm6a-lr  ssp585  2081-2100      19  RGI60-19.01520   \n",
       "404   ukesm1-0-ll  ssp585  2081-2100      19  RGI60-19.01520   \n",
       "328    mri-esm2-0  ssp585  2081-2100      19  RGI60-19.01521   \n",
       "15      gfdl-esm4  ssp585  2081-2100      19  RGI60-19.00115   \n",
       "303    mri-esm2-0  ssp585  2081-2100      19  RGI60-19.00130   \n",
       "327    mri-esm2-0  ssp585  2081-2100      19  RGI60-19.01520   \n",
       "\n",
       "     ratio_initial_vs_initial_reg_volume  ratio_final_vs_initial_reg_volume  \\\n",
       "431                             0.000251                         102.344238   \n",
       "176                             0.000248                          56.393559   \n",
       "369                             0.000248                          36.459141   \n",
       "432                             0.000115                          12.051375   \n",
       "177                             0.000114                           7.397171   \n",
       "370                             0.000114                           5.620395   \n",
       "90                              0.000237                           5.288846   \n",
       "429                             0.000088                           0.143762   \n",
       "392                             0.009249                           0.135767   \n",
       "174                             0.000086                           0.124645   \n",
       "141                             0.000732                           0.121152   \n",
       "366                             0.000086                           0.096359   \n",
       "391                             0.000607                           0.095737   \n",
       "405                             0.000722                           0.083010   \n",
       "140                             0.000858                           0.077781   \n",
       "404                             0.000849                           0.066683   \n",
       "328                             0.000743                           0.064275   \n",
       "15                              0.032126                           0.063780   \n",
       "303                             0.000594                           0.063476   \n",
       "327                             0.000868                           0.060982   \n",
       "\n",
       "     vol_ratio_final_vs_init  TermType  \n",
       "431            408149.437500         1  \n",
       "176            227805.921875         1  \n",
       "369            146877.671875         1  \n",
       "432            104403.710938         1  \n",
       "177             65005.660156         1  \n",
       "370             49195.476562         1  \n",
       "90              22331.208984         1  \n",
       "429              1632.575073         1  \n",
       "392                14.679139         5  \n",
       "174              1442.752686         1  \n",
       "141               165.597198         1  \n",
       "366              1120.692749         1  \n",
       "391               157.628937         5  \n",
       "405               115.021828         1  \n",
       "140                90.630600         1  \n",
       "404                78.510651         1  \n",
       "328                86.507484         1  \n",
       "15                  1.985282         5  \n",
       "303               106.833076         5  \n",
       "327                70.273834         1  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
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   ],
   "source": [
    "pd_runaway.sort_values('ratio_final_vs_initial_reg_volume', ascending=False)[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "0c085109-6f61-4b1d-bdbd-33c9c1be29f4",
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    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gcm</th>\n",
       "      <th>ssp</th>\n",
       "      <th>period</th>\n",
       "      <th>rgi_reg</th>\n",
       "      <th>rgi_id</th>\n",
       "      <th>ratio_initial_vs_initial_reg_volume</th>\n",
       "      <th>ratio_final_vs_initial_reg_volume</th>\n",
       "      <th>vol_ratio_final_vs_init</th>\n",
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       "      <td>ukesm1-0-ll</td>\n",
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       "      <td>19</td>\n",
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       "      <td>1.154305e-04</td>\n",
       "      <td>12.051375</td>\n",
       "      <td>104403.710938</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>177</th>\n",
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       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>gfdl-esm4</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.01893</td>\n",
       "      <td>1.336880e-05</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>2.095277</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>gfdl-esm4</td>\n",
       "      <td>ssp585</td>\n",
       "      <td>2081-2100</td>\n",
       "      <td>19</td>\n",
       "      <td>RGI60-19.01815</td>\n",
       "      <td>4.931858e-06</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>5.479810</td>\n",
       "      <td>1</td>\n",
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       "      <td>ssp585</td>\n",
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       "      <td>19</td>\n",
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       "      <td>8.350377e-07</td>\n",
       "      <td>0.000022</td>\n",
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       "      <td>gfdl-esm4</td>\n",
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       "      <td>19</td>\n",
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      "text/plain": [
       "               gcm     ssp     period rgi_reg          rgi_id  \\\n",
       "431    ukesm1-0-ll  ssp585  2081-2100      19  RGI60-19.02147   \n",
       "176   ipsl-cm6a-lr  ssp585  2081-2100      19  RGI60-19.02147   \n",
       "369     mri-esm2-0  ssp585  2081-2100      19  RGI60-19.02147   \n",
       "432    ukesm1-0-ll  ssp585  2081-2100      19  RGI60-19.02149   \n",
       "177   ipsl-cm6a-lr  ssp585  2081-2100      19  RGI60-19.02149   \n",
       "..             ...     ...        ...     ...             ...   \n",
       "69       gfdl-esm4  ssp585  2081-2100      19  RGI60-19.01893   \n",
       "57       gfdl-esm4  ssp585  2081-2100      19  RGI60-19.01815   \n",
       "368     mri-esm2-0  ssp585  2081-2100      19  RGI60-19.02145   \n",
       "55       gfdl-esm4  ssp585  2081-2100      19  RGI60-19.01797   \n",
       "274  mpi-esm1-2-hr  ssp585  2081-2100      19  RGI60-19.02140   \n",
       "\n",
       "     ratio_initial_vs_initial_reg_volume  ratio_final_vs_initial_reg_volume  \\\n",
       "431                         2.507519e-04                         102.344238   \n",
       "176                         2.475509e-04                          56.393559   \n",
       "369                         2.482279e-04                          36.459141   \n",
       "432                         1.154305e-04                          12.051375   \n",
       "177                         1.137927e-04                           7.397171   \n",
       "..                                   ...                                ...   \n",
       "69                          1.336880e-05                           0.000028   \n",
       "57                          4.931858e-06                           0.000027   \n",
       "368                         8.350377e-07                           0.000022   \n",
       "55                          5.330722e-06                           0.000012   \n",
       "274                         1.178724e-06                           0.000007   \n",
       "\n",
       "     vol_ratio_final_vs_init  TermType  \n",
       "431            408149.437500         1  \n",
       "176            227805.921875         1  \n",
       "369            146877.671875         1  \n",
       "432            104403.710938         1  \n",
       "177             65005.660156         1  \n",
       "..                       ...       ...  \n",
       "69                  2.095277         1  \n",
       "57                  5.479810         1  \n",
       "368                26.296656         1  \n",
       "55                  2.341202         1  \n",
       "274                 5.924628         1  \n",
       "\n",
       "[369 rows x 9 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "pd_bad_glaciers = pd_runaway.loc[pd_runaway['vol_ratio_final_vs_init']>2].sort_values('ratio_final_vs_initial_reg_volume', ascending=False)\n",
    "pd_bad_glaciers"
   ]
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  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "1f631ae8-7939-4895-8936-c36f627676af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "138"
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     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "bad_glaciers = pd_bad_glaciers.rgi_id.unique()\n",
    "len(bad_glaciers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "1eaa162e-51b1-4e9c-864c-d7c68ab627e9",
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "50"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "very_bad_glaciers = pd_bad_glaciers[pd_bad_glaciers['vol_ratio_final_vs_init']>40].rgi_id.unique()\n",
    "# the very bad glaciers are all marine-terminating !!!\n",
    "assert np.all(pd_bad_glaciers[pd_bad_glaciers['vol_ratio_final_vs_init']>40]['TermType'] !=0)\n",
    "len(very_bad_glaciers)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 97,
   "id": "c7534fad-e904-4c72-b909-460678815940",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;volume_m3&#x27; ()&gt;\n",
       "array(6.62754029)\n",
       "Coordinates:\n",
       "    simulation_year  int16 0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'volume_m3'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d0db21e9-245b-4e3f-b026-fe5599b21237' class='xr-array-in' type='checkbox' checked><label for='section-d0db21e9-245b-4e3f-b026-fe5599b21237' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>6.628</span></div><div class='xr-array-data'><pre>array(6.62754029)</pre></div></div></li><li class='xr-section-item'><input id='section-65b39158-fb85-4cab-93a4-e4f6f894814f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-65b39158-fb85-4cab-93a4-e4f6f894814f' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>simulation_year</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-70747fd9-53c7-4655-808f-c6198c3a614d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-70747fd9-53c7-4655-808f-c6198c3a614d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d9ec612-6aea-45f9-88a7-2703dbaaafcc' class='xr-var-data-in' type='checkbox'><label for='data-8d9ec612-6aea-45f9-88a7-2703dbaaafcc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0, dtype=int16)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-09cc3093-ff29-4782-9810-78107fb2a1b6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-09cc3093-ff29-4782-9810-78107fb2a1b6' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'volume_m3' ()>\n",
       "array(6.62754029)\n",
       "Coordinates:\n",
       "    simulation_year  int16 0"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# bad glaciers correspond at beginning to around ...% of initial RGI volume:\n",
    "100*(ds_future_hot.sel(rgi_id=bad_glaciers).isel(simulation_year=0).sum(dim='rgi_id')/vol_itmix_rgi_reg).volume_m3.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "eb73fcd5-1ec3-486f-8abd-b25a86907267",
   "metadata": {},
   "outputs": [
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       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;volume_m3&#x27; ()&gt;\n",
       "array(0.63734101)\n",
       "Coordinates:\n",
       "    simulation_year  int16 0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'volume_m3'</div></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a41c1488-7782-471c-a2f0-8d16808afd9f' class='xr-array-in' type='checkbox' checked><label for='section-a41c1488-7782-471c-a2f0-8d16808afd9f' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.6373</span></div><div class='xr-array-data'><pre>array(0.63734101)</pre></div></div></li><li class='xr-section-item'><input id='section-f69325e5-6b47-4ca3-b5e5-37a2491613c7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f69325e5-6b47-4ca3-b5e5-37a2491613c7' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>simulation_year</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-bb502967-0c76-4324-9294-a72e19b53d7a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bb502967-0c76-4324-9294-a72e19b53d7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91670ec2-bebe-4025-be18-884f1d45abb6' class='xr-var-data-in' type='checkbox'><label for='data-91670ec2-bebe-4025-be18-884f1d45abb6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0, dtype=int16)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-37790be1-c6f3-448d-9ee4-90dc76fe2ef2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-37790be1-c6f3-448d-9ee4-90dc76fe2ef2' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'volume_m3' ()>\n",
       "array(0.63734101)\n",
       "Coordinates:\n",
       "    simulation_year  int16 0"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# very bad glaciers correspond at beginning to around ... of initial RGI volume:\n",
    "100*(ds_future_hot.sel(rgi_id=very_bad_glaciers).isel(simulation_year=0).sum(dim='rgi_id')/vol_itmix_rgi_reg).volume_m3.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "5980f61e-5118-4f75-b007-20be40723901",
   "metadata": {},
   "outputs": [
    {
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       "      <th>ssp585</th>\n",
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       "      <td>4990</td>\n",
       "      <td>115.389908</td>\n",
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      ],
      "text/plain": [
       "                                        simulation_year   volume_m3\n",
       "gcm           ssp    period    rgi_reg                             \n",
       "gfdl-esm4     ssp585 2081-2100 19                  4990    5.690691\n",
       "ipsl-cm6a-lr  ssp585 2081-2100 19                  4990   64.617065\n",
       "mpi-esm1-2-hr ssp585 2081-2100 19                  4990    0.388654\n",
       "mri-esm2-0    ssp585 2081-2100 19                  4990   42.889088\n",
       "ukesm1-0-ll   ssp585 2081-2100 19                  4990  115.389908"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checkout the range of the entire runaway effect:\n",
    "(ds_future_hot.isel(simulation_year=-1).sum(dim='rgi_id')/vol_itmix_rgi_reg).volume_m3.to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "3f853e9b-e648-4ba7-b2c2-8663d5fd250b",
   "metadata": {},
   "outputs": [
    {
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       "                                        simulation_year   volume_m3\n",
       "gcm           ssp    period    rgi_reg                             \n",
       "gfdl-esm4     ssp585 2081-2100 19                  4990    5.484838\n",
       "ipsl-cm6a-lr  ssp585 2081-2100 19                  4990   64.489891\n",
       "mpi-esm1-2-hr ssp585 2081-2100 19                  4990    0.251242\n",
       "mri-esm2-0    ssp585 2081-2100 19                  4990   42.740074\n",
       "ukesm1-0-ll   ssp585 2081-2100 19                  4990  115.235023"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# now only look at the bad glaciers (for RGI01: 17 glac): we see that they are responsible for most of the runaway effect of initial RGI volume:\n",
    "(ds_future_hot.sel(rgi_id=bad_glaciers).isel(simulation_year=-1).sum(dim='rgi_id')/vol_itmix_rgi_reg).volume_m3.to_dataframe()"
   ]
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   "execution_count": 101,
   "id": "3775cf99-bbbc-4c84-b1c7-8a1bd23e0318",
   "metadata": {},
   "outputs": [
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       "                                        simulation_year   volume_m3\n",
       "gcm           ssp    period    rgi_reg                             \n",
       "gfdl-esm4     ssp585 2081-2100 19                  4990    5.410159\n",
       "ipsl-cm6a-lr  ssp585 2081-2100 19                  4990   64.373085\n",
       "mpi-esm1-2-hr ssp585 2081-2100 19                  4990    0.166727\n",
       "mri-esm2-0    ssp585 2081-2100 19                  4990   42.608143\n",
       "ukesm1-0-ll   ssp585 2081-2100 19                  4990  114.891838"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# now only look at the very bad glaciers (for RGI01: 5glac): we see that they are responsible for most of the runaway effect of initial RGI01 volume:\n",
    "(ds_future_hot.sel(rgi_id=very_bad_glaciers).isel(simulation_year=-1).sum(dim='rgi_id')/vol_itmix_rgi_reg).volume_m3.to_dataframe()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "7eece1af-f70c-46b8-b4e4-e9f200959830",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>mri-esm2-0</th>\n",
       "      <th>ssp585</th>\n",
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       "    <tr>\n",
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       "      <th>ssp585</th>\n",
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       "      <td>4990</td>\n",
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      ],
      "text/plain": [
       "                                        simulation_year  volume_m3\n",
       "gcm           ssp    period    rgi_reg                            \n",
       "gfdl-esm4     ssp585 2081-2100 19                  4990   0.205854\n",
       "ipsl-cm6a-lr  ssp585 2081-2100 19                  4990   0.127185\n",
       "mpi-esm1-2-hr ssp585 2081-2100 19                  4990   0.137411\n",
       "mri-esm2-0    ssp585 2081-2100 19                  4990   0.149011\n",
       "ukesm1-0-ll   ssp585 2081-2100 19                  4990   0.154853"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# now remove the bad glaciers: we see that they are responsible for most of the runaway effect of initial RGI volume:\n",
    "(ds_future_hot.drop_sel(rgi_id=bad_glaciers).isel(simulation_year=-1).sum(dim='rgi_id')/vol_itmix_rgi_reg).volume_m3.to_dataframe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "56769c41-2b54-4ff5-bd44-4b950f1cdc36",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams.update( {'font.size':20})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "758b9199-7604-4057-95a6-1f9676b9cd6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "very crazy non-land-terminating glaciers:\n",
      "['RGI60-19.02147' 'RGI60-19.02149' 'RGI60-19.02137' 'RGI60-19.01521'\n",
      " 'RGI60-19.00130' 'RGI60-19.01520' 'RGI60-19.02134' 'RGI60-19.00277'\n",
      " 'RGI60-19.00128' 'RGI60-19.00205' 'RGI60-19.00132' 'RGI60-19.00345'\n",
      " 'RGI60-19.00238' 'RGI60-19.00257' 'RGI60-19.00003' 'RGI60-19.00023'\n",
      " 'RGI60-19.00039' 'RGI60-19.00193' 'RGI60-19.00315' 'RGI60-19.01885'\n",
      " 'RGI60-19.01891' 'RGI60-19.00106' 'RGI60-19.00033' 'RGI60-19.01837'\n",
      " 'RGI60-19.00165' 'RGI60-19.00030' 'RGI60-19.00261' 'RGI60-19.01847'\n",
      " 'RGI60-19.00038' 'RGI60-19.00221' 'RGI60-19.01890' 'RGI60-19.01049'\n",
      " 'RGI60-19.01981' 'RGI60-19.02123' 'RGI60-19.01880' 'RGI60-19.01879'\n",
      " 'RGI60-19.01893' 'RGI60-19.00227' 'RGI60-19.02111' 'RGI60-19.01883'\n",
      " 'RGI60-19.02122' 'RGI60-19.02165' 'RGI60-19.01895' 'RGI60-19.01788'\n",
      " 'RGI60-19.02130' 'RGI60-19.02113' 'RGI60-19.00188' 'RGI60-19.02114'\n",
      " 'RGI60-19.01782' 'RGI60-19.02145']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1,4, figsize=(30, 8), sharey=True)\n",
    "ax = axs[0]\n",
    "plt.suptitle(f'RGI region {rgi_reg} ({ssp_sel}, period: {period_sel})')\n",
    "#plt.suptitle(f'RGI region {rgi_reg} (ssp585, period: 2081-2100)')\n",
    "ax.set_title('sum over all glaciers\\n(not removing the crazy glaciers)')\n",
    "for gcm in gcms:\n",
    "    ax.plot(ds_future_hot.simulation_year, (ds_future_hot.sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "            label=gcm)\n",
    "ax.set_ylabel('Volume relative to initial volume (Farinotti)')\n",
    "ax.set_xlabel('Simulation year')\n",
    "ax.legend()\n",
    "ax.axhline(1, color = 'grey', ls='--', lw=2)\n",
    "\n",
    "ax = axs[1]\n",
    "ax.set_title(f'only the {len(bad_glaciers)} crazy glaciers\\n(final volume >= 2* initial volume)')\n",
    "for gcm in gcms:\n",
    "    ax.plot(ds_future_hot.simulation_year, (ds_future_hot.sel(rgi_id=bad_glaciers).sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "            label=gcm)\n",
    "#ax.set_ylabel('Volume relative to initial volume (Farinotti)')\n",
    "ax.set_xlabel('Simulation year')\n",
    "#ax.legend()\n",
    "ax.axhline(1, color = 'grey', ls='--', lw=2)\n",
    "\n",
    "ax = axs[2]\n",
    "ax.set_title(f'only the {len(very_bad_glaciers)} very crazy glaciers\\n(final volume >= 40* initial volume,\\n all non-land-terminating)')\n",
    "for gcm in gcms:\n",
    "    ax.plot(ds_future_hot.simulation_year, (ds_future_hot.sel(rgi_id=very_bad_glaciers).sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "            label=gcm)\n",
    "#ax.set_ylabel('Volume relative to initial volume (Farinotti)')\n",
    "ax.set_xlabel('Simulation year')\n",
    "#ax.legend()\n",
    "\n",
    "for gcm in gcms:\n",
    "    ax.plot(ds_future_hot.simulation_year, (ds_future_hot.sel(rgi_id=bad_glaciers).sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "            label=gcm, ls = '--', color='grey', alpha = 0.5)\n",
    "ax.axhline(1, color = 'grey', ls='--', lw=2)\n",
    "\n",
    "ax = axs[3]\n",
    "if len(very_bad_glaciers) == 0:\n",
    "    ax.set_title(f'sum over all glaciers but\\nremoving the {len(bad_glaciers)} slightly crazy glaciers')\n",
    "    for gcm in gcms:\n",
    "        ax.plot(ds_future_hot.simulation_year, (ds_future_hot.drop_sel(rgi_id=bad_glaciers).sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "                label=gcm)\n",
    "else:\n",
    "    ax.set_title(f'sum over all glaciers but\\nremoving the {len(very_bad_glaciers)} most crazy glaciers')\n",
    "    for gcm in gcms:\n",
    "        ax.plot(ds_future_hot.simulation_year, (ds_future_hot.drop_sel(rgi_id=very_bad_glaciers).sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "                label=gcm)\n",
    "#ax.set_ylabel('Volume relative to initial volume (Farinotti)')\n",
    "ax.set_xlabel('Simulation year')\n",
    "#ax.legend()\n",
    "ax.axhline(1, color = 'grey', ls='--', lw=2)\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'Rounce_rgireg{rgi_reg}_{ssp_sel}_{period_sel}_runaway_effect_crazy_glaciers.png')\n",
    "print(f'very crazy non-land-terminating glaciers:\\n{very_bad_glaciers}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a2cd456-8505-4806-aaa9-fd061a77f40c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "ec27e6e4-78f1-4ad4-be11-3105956459d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "very crazy non-land-terminating glaciers:\n",
      "['RGI60-19.02147' 'RGI60-19.02149' 'RGI60-19.02137' 'RGI60-19.01521'\n",
      " 'RGI60-19.00130' 'RGI60-19.01520' 'RGI60-19.02134' 'RGI60-19.00277'\n",
      " 'RGI60-19.00128' 'RGI60-19.00205' 'RGI60-19.00132' 'RGI60-19.00345'\n",
      " 'RGI60-19.00238' 'RGI60-19.00257' 'RGI60-19.00003' 'RGI60-19.00023'\n",
      " 'RGI60-19.00039' 'RGI60-19.00193' 'RGI60-19.00315' 'RGI60-19.01885'\n",
      " 'RGI60-19.01891' 'RGI60-19.00106' 'RGI60-19.00033' 'RGI60-19.01837'\n",
      " 'RGI60-19.00165' 'RGI60-19.00030' 'RGI60-19.00261' 'RGI60-19.01847'\n",
      " 'RGI60-19.00038' 'RGI60-19.00221' 'RGI60-19.01890' 'RGI60-19.01049'\n",
      " 'RGI60-19.01981' 'RGI60-19.02123' 'RGI60-19.01880' 'RGI60-19.01879'\n",
      " 'RGI60-19.01893' 'RGI60-19.00227' 'RGI60-19.02111' 'RGI60-19.01883'\n",
      " 'RGI60-19.02122' 'RGI60-19.02165' 'RGI60-19.01895' 'RGI60-19.01788'\n",
      " 'RGI60-19.02130' 'RGI60-19.02113' 'RGI60-19.00188' 'RGI60-19.02114'\n",
      " 'RGI60-19.01782' 'RGI60-19.02145']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1,4, figsize=(30, 8), sharey=True)\n",
    "ax = axs[0]\n",
    "ax.semilogy()\n",
    "plt.suptitle(f'RGI region {rgi_reg} ({ssp_sel}, period: {period_sel})')\n",
    "ax.set_title('sum over all glaciers\\n(not removing the crazy glaciers)')\n",
    "for gcm in gcms:\n",
    "    ax.plot(ds_future_hot.simulation_year, (ds_future_hot.sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "            label=gcm)\n",
    "ax.set_ylabel('Volume relative to initial volume (Farinotti)')\n",
    "ax.set_xlabel('Simulation year')\n",
    "ax.legend()\n",
    "ax.axhline(1, color = 'grey', ls='--', lw=2)\n",
    "\n",
    "ax = axs[1]\n",
    "ax.semilogy()\n",
    "ax.set_title(f'only the {len(bad_glaciers)} crazy glaciers\\n(final volume >= 2* initial volume)')\n",
    "for gcm in gcms:\n",
    "    ax.plot(ds_future_hot.simulation_year, (ds_future_hot.sel(rgi_id=bad_glaciers).sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "            label=gcm)\n",
    "#ax.set_ylabel('Volume relative to initial volume (Farinotti)')\n",
    "ax.set_xlabel('Simulation year')\n",
    "#ax.legend()\n",
    "ax.axhline(1, color = 'grey', ls='--', lw=2)\n",
    "\n",
    "ax = axs[2]\n",
    "ax.set_title(f'only the {len(very_bad_glaciers)} very crazy glaciers\\n(final volume >= 40* initial volume,\\n all non-land-terminating)')\n",
    "for gcm in gcms:\n",
    "    ax.plot(ds_future_hot.simulation_year, (ds_future_hot.sel(rgi_id=very_bad_glaciers).sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "            label=gcm)\n",
    "#ax.set_ylabel('Volume relative to initial volume (Farinotti)')\n",
    "ax.set_xlabel('Simulation year')\n",
    "#ax.legend()\n",
    "\n",
    "for gcm in gcms:\n",
    "    ax.plot(ds_future_hot.simulation_year, (ds_future_hot.sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "            label=gcm, ls = '--', color='grey', alpha = 0.8)\n",
    "ax.text(0.1, 50, 'in grey: sum over all glaciers')\n",
    "\n",
    "ax.axhline(1, color = 'grey', ls='--', lw=2)\n",
    "ax = axs[3]\n",
    "ax.set_title(f'sum over all glaciers but\\nremoving the {len(very_bad_glaciers)} most crazy glaciers')\n",
    "\n",
    "if len(very_bad_glaciers) == 0:\n",
    "    ax.set_title(f'sum over all glaciers but\\nremoving the {len(bad_glaciers)} slightly crazy glaciers')\n",
    "    for gcm in gcms:\n",
    "        ax.plot(ds_future_hot.simulation_year, (ds_future_hot.drop_sel(rgi_id=bad_glaciers).sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "                label=gcm)\n",
    "else:\n",
    "    ax.set_title(f'sum over all glaciers but\\nremoving the {len(very_bad_glaciers)} most crazy glaciers')\n",
    "    for gcm in gcms:\n",
    "        ax.plot(ds_future_hot.simulation_year, (ds_future_hot.drop_sel(rgi_id=very_bad_glaciers).sel(gcm=gcm).volume_m3.sum(dim='rgi_id')/vol_itmix_rgi_reg).values.flatten(),\n",
    "                label=gcm)\n",
    "\n",
    "#ax.set_ylabel('Volume relative to initial volume (Farinotti)')\n",
    "ax.set_xlabel('Simulation year')\n",
    "#ax.legend()\n",
    "ax.axhline(1, color = 'grey', ls='--', lw=2)\n",
    "plt.tight_layout()\n",
    "plt.savefig(f'Rounce_rgireg{rgi_reg}_{ssp_sel}_{period_sel}_runaway_effect_crazy_glaciers_log.png')\n",
    "#plt.savefig(f'Rounce_rgireg{rgi_reg}_ssp585_2081_2100_runaway_effect_crazy_glaciers_log.png')\n",
    "print(f'very crazy non-land-terminating glaciers:\\n{very_bad_glaciers}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca868f6b-7306-4cb5-b11f-e9b027631eff",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "b4e6942f-f6e9-42c2-960d-a7bcb551a950",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gfdl-esm4\n",
      "['ssp585']\n",
      "['2081-2100']\n",
      "RGI60-19.02149\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rgi_crazy = 'RGI60-19.02149'\n",
    "plt.figure(figsize=(20,8))\n",
    "plt.plot(ds_future_hot.simulation_year, ds_future_hot.sel(rgi_id=rgi_crazy).volume_m3.isel(gcm=0).values.flatten())\n",
    "#plt.gca().semilogy()\n",
    "plt.axvline(100, color = 'grey', ls = '--')\n",
    "plt.ylabel('volume')\n",
    "plt.xlabel('simulation_year')\n",
    "print(ds_future_hot.sel(rgi_id=rgi_crazy).volume_m3.isel(gcm=0).gcm.values)\n",
    "print(ds_future_hot.sel(rgi_id=rgi_crazy).volume_m3.isel(gcm=0).ssp.values)\n",
    "print(ds_future_hot.sel(rgi_id=rgi_crazy).volume_m3.isel(gcm=0).period.values)\n",
    "print(ds_future_hot.sel(rgi_id=rgi_crazy).volume_m3.isel(gcm=0).rgi_id.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a03ad23-5ea3-4c9a-b687-db04816896f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "a93ef891-e191-4617-8ac6-67d7a1683827",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gfdl-esm4\n",
      "['ssp585']\n",
      "['2081-2100']\n",
      "RGI60-19.02147\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "plt.plot(ds_future_hot.simulation_year, ds_future_hot.sel(rgi_id='RGI60-19.02147').volume_m3.isel(gcm=0).values.flatten())\n",
    "plt.gca().semilogy()\n",
    "plt.axvline(100, color = 'grey', ls = '--')\n",
    "plt.ylabel('volume')\n",
    "plt.xlabel('simulation_year')\n",
    "print(ds_future_hot.sel(rgi_id='RGI60-19.02147').volume_m3.isel(gcm=0).gcm.values)\n",
    "print(ds_future_hot.sel(rgi_id='RGI60-19.02147').volume_m3.isel(gcm=0).ssp.values)\n",
    "print(ds_future_hot.sel(rgi_id='RGI60-19.02147').volume_m3.isel(gcm=0).period.values)\n",
    "print(ds_future_hot.sel(rgi_id='RGI60-19.02147').volume_m3.isel(gcm=0).rgi_id.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "d897ed16-3a59-4683-aa5b-ff7d64348d27",
   "metadata": {},
   "outputs": [
    {
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       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;volume_m3&#x27; (ssp: 1, period: 1, rgi_reg: 1,\n",
       "                               simulation_year: 500)&gt;\n",
       "array([[[[1.0191768e+10, 1.0833780e+10, 1.1745098e+10, 1.2782735e+10,\n",
       "          1.3674785e+10, 1.4557882e+10, 1.5879006e+10, 1.7204658e+10,\n",
       "          1.9023092e+10, 2.1002723e+10, 2.3133071e+10, 2.5320104e+10,\n",
       "          2.7617321e+10, 2.9869091e+10, 3.2154845e+10, 3.4384896e+10,\n",
       "          3.6510212e+10, 3.8690775e+10, 4.0514691e+10, 4.2361184e+10,\n",
       "          4.3967803e+10, 4.5422871e+10, 4.6364266e+10, 4.7315698e+10,\n",
       "          4.8333947e+10, 4.9711755e+10, 5.1199054e+10, 5.2476555e+10,\n",
       "          5.3435924e+10, 5.4370484e+10, 5.5258649e+10, 5.6175194e+10,\n",
       "          5.6969458e+10, 5.7774903e+10, 5.8624434e+10, 5.9539374e+10,\n",
       "          6.0236644e+10, 6.0992229e+10, 6.1800350e+10, 6.2613180e+10,\n",
       "          6.3160492e+10, 6.3784575e+10, 6.4567304e+10, 6.5284751e+10,\n",
       "          6.6004697e+10, 6.6577039e+10, 6.7250332e+10, 6.7885728e+10,\n",
       "          6.8513055e+10, 6.8967596e+10, 6.9667283e+10, 7.0278038e+10,\n",
       "          7.0810288e+10, 7.1115153e+10, 7.1790846e+10, 7.2400978e+10,\n",
       "          7.2805384e+10, 7.3399501e+10, 7.4194076e+10, 7.4620289e+10,\n",
       "          7.5262960e+10, 7.5781112e+10, 7.6203606e+10, 7.6461195e+10,\n",
       "          7.7106717e+10, 7.7546775e+10, 7.7884752e+10, 7.8183629e+10,\n",
       "          7.8610784e+10, 7.8775140e+10, 7.9256650e+10, 7.9738241e+10,\n",
       "          8.0110535e+10, 8.0563855e+10, 8.0688546e+10, 8.1133412e+10,\n",
       "          8.1277690e+10, 8.1678836e+10, 8.1990164e+10, 8.2249933e+10,\n",
       "...\n",
       "          9.4585430e+10, 9.4760821e+10, 9.4642758e+10, 9.4715290e+10,\n",
       "          9.4683292e+10, 9.4693761e+10, 9.4704927e+10, 9.4757364e+10,\n",
       "          9.4700110e+10, 9.4630109e+10, 9.4742757e+10, 9.4564426e+10,\n",
       "          9.4767710e+10, 9.4780244e+10, 9.4698177e+10, 9.4800626e+10,\n",
       "          9.4738784e+10, 9.4765867e+10, 9.4781678e+10, 9.4687617e+10,\n",
       "          9.4776099e+10, 9.4857003e+10, 9.4609785e+10, 9.4726898e+10,\n",
       "          9.4789157e+10, 9.4669840e+10, 9.4835114e+10, 9.4695342e+10,\n",
       "          9.4858191e+10, 9.4887461e+10, 9.4770930e+10, 9.4795121e+10,\n",
       "          9.4752915e+10, 9.4839497e+10, 9.4756569e+10, 9.4671143e+10,\n",
       "          9.4744863e+10, 9.4800740e+10, 9.4733214e+10, 9.4803870e+10,\n",
       "          9.4739743e+10, 9.4784299e+10, 9.4715863e+10, 9.4725145e+10,\n",
       "          9.4792008e+10, 9.4924366e+10, 9.4656487e+10, 9.4769553e+10,\n",
       "          9.4816240e+10, 9.4914396e+10, 9.4910988e+10, 9.4914552e+10,\n",
       "          9.5113560e+10, 9.5140332e+10, 9.5054889e+10, 9.5164359e+10,\n",
       "          9.5038849e+10, 9.5079858e+10, 9.5151358e+10, 9.5070478e+10,\n",
       "          9.5242887e+10, 9.5202247e+10, 9.5111143e+10, 9.5033795e+10,\n",
       "          9.5116624e+10, 9.5214150e+10, 9.5064433e+10, 9.5260262e+10,\n",
       "          9.5143969e+10, 9.5123915e+10, 9.5107547e+10, 9.5206572e+10,\n",
       "          9.5106728e+10, 9.5000232e+10, 9.5243485e+10, 9.5249342e+10]]]],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * simulation_year  (simulation_year) int16 0 10 20 30 ... 4960 4970 4980 4990\n",
       "    rgi_id           &lt;U14 &#x27;RGI60-19.02147&#x27;\n",
       "  * ssp              (ssp) object &#x27;ssp126&#x27;\n",
       "  * period           (period) object &#x27;2081-2100&#x27;\n",
       "  * rgi_reg          (rgi_reg) object &#x27;19&#x27;\n",
       "    gcm              &lt;U9 &#x27;gfdl-esm4&#x27;\n",
       "Attributes:\n",
       "    units:      m3\n",
       "    long_name:  Glacier volume at timestamp</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'volume_m3'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>ssp</span>: 1</li><li><span class='xr-has-index'>period</span>: 1</li><li><span class='xr-has-index'>rgi_reg</span>: 1</li><li><span class='xr-has-index'>simulation_year</span>: 500</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-163ee0f5-fb90-4891-a213-b07b6c3d3379' class='xr-array-in' type='checkbox' checked><label for='section-163ee0f5-fb90-4891-a213-b07b6c3d3379' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.019e+10 1.083e+10 1.175e+10 ... 9.5e+10 9.524e+10 9.525e+10</span></div><div class='xr-array-data'><pre>array([[[[1.0191768e+10, 1.0833780e+10, 1.1745098e+10, 1.2782735e+10,\n",
       "          1.3674785e+10, 1.4557882e+10, 1.5879006e+10, 1.7204658e+10,\n",
       "          1.9023092e+10, 2.1002723e+10, 2.3133071e+10, 2.5320104e+10,\n",
       "          2.7617321e+10, 2.9869091e+10, 3.2154845e+10, 3.4384896e+10,\n",
       "          3.6510212e+10, 3.8690775e+10, 4.0514691e+10, 4.2361184e+10,\n",
       "          4.3967803e+10, 4.5422871e+10, 4.6364266e+10, 4.7315698e+10,\n",
       "          4.8333947e+10, 4.9711755e+10, 5.1199054e+10, 5.2476555e+10,\n",
       "          5.3435924e+10, 5.4370484e+10, 5.5258649e+10, 5.6175194e+10,\n",
       "          5.6969458e+10, 5.7774903e+10, 5.8624434e+10, 5.9539374e+10,\n",
       "          6.0236644e+10, 6.0992229e+10, 6.1800350e+10, 6.2613180e+10,\n",
       "          6.3160492e+10, 6.3784575e+10, 6.4567304e+10, 6.5284751e+10,\n",
       "          6.6004697e+10, 6.6577039e+10, 6.7250332e+10, 6.7885728e+10,\n",
       "          6.8513055e+10, 6.8967596e+10, 6.9667283e+10, 7.0278038e+10,\n",
       "          7.0810288e+10, 7.1115153e+10, 7.1790846e+10, 7.2400978e+10,\n",
       "          7.2805384e+10, 7.3399501e+10, 7.4194076e+10, 7.4620289e+10,\n",
       "          7.5262960e+10, 7.5781112e+10, 7.6203606e+10, 7.6461195e+10,\n",
       "          7.7106717e+10, 7.7546775e+10, 7.7884752e+10, 7.8183629e+10,\n",
       "          7.8610784e+10, 7.8775140e+10, 7.9256650e+10, 7.9738241e+10,\n",
       "          8.0110535e+10, 8.0563855e+10, 8.0688546e+10, 8.1133412e+10,\n",
       "          8.1277690e+10, 8.1678836e+10, 8.1990164e+10, 8.2249933e+10,\n",
       "...\n",
       "          9.4585430e+10, 9.4760821e+10, 9.4642758e+10, 9.4715290e+10,\n",
       "          9.4683292e+10, 9.4693761e+10, 9.4704927e+10, 9.4757364e+10,\n",
       "          9.4700110e+10, 9.4630109e+10, 9.4742757e+10, 9.4564426e+10,\n",
       "          9.4767710e+10, 9.4780244e+10, 9.4698177e+10, 9.4800626e+10,\n",
       "          9.4738784e+10, 9.4765867e+10, 9.4781678e+10, 9.4687617e+10,\n",
       "          9.4776099e+10, 9.4857003e+10, 9.4609785e+10, 9.4726898e+10,\n",
       "          9.4789157e+10, 9.4669840e+10, 9.4835114e+10, 9.4695342e+10,\n",
       "          9.4858191e+10, 9.4887461e+10, 9.4770930e+10, 9.4795121e+10,\n",
       "          9.4752915e+10, 9.4839497e+10, 9.4756569e+10, 9.4671143e+10,\n",
       "          9.4744863e+10, 9.4800740e+10, 9.4733214e+10, 9.4803870e+10,\n",
       "          9.4739743e+10, 9.4784299e+10, 9.4715863e+10, 9.4725145e+10,\n",
       "          9.4792008e+10, 9.4924366e+10, 9.4656487e+10, 9.4769553e+10,\n",
       "          9.4816240e+10, 9.4914396e+10, 9.4910988e+10, 9.4914552e+10,\n",
       "          9.5113560e+10, 9.5140332e+10, 9.5054889e+10, 9.5164359e+10,\n",
       "          9.5038849e+10, 9.5079858e+10, 9.5151358e+10, 9.5070478e+10,\n",
       "          9.5242887e+10, 9.5202247e+10, 9.5111143e+10, 9.5033795e+10,\n",
       "          9.5116624e+10, 9.5214150e+10, 9.5064433e+10, 9.5260262e+10,\n",
       "          9.5143969e+10, 9.5123915e+10, 9.5107547e+10, 9.5206572e+10,\n",
       "          9.5106728e+10, 9.5000232e+10, 9.5243485e+10, 9.5249342e+10]]]],\n",
       "      dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-d31c84f9-8d7a-4fdc-bd13-61430f76c159' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d31c84f9-8d7a-4fdc-bd13-61430f76c159' class='xr-section-summary' >Coordinates: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>simulation_year</span></div><div class='xr-var-dims'>(simulation_year)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>0 10 20 30 ... 4960 4970 4980 4990</div><input id='attrs-7ee188bb-6780-442d-9642-9c7b88bf065d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7ee188bb-6780-442d-9642-9c7b88bf065d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47acc6b2-7cfb-4a12-a222-c357fa4e5780' class='xr-var-data-in' type='checkbox'><label for='data-47acc6b2-7cfb-4a12-a222-c357fa4e5780' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0,   10,   20, ..., 4970, 4980, 4990], dtype=int16)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rgi_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U14</div><div class='xr-var-preview xr-preview'>&#x27;RGI60-19.02147&#x27;</div><input id='attrs-329c9a70-c311-46be-b9c0-ad8b9d2b029c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-329c9a70-c311-46be-b9c0-ad8b9d2b029c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fca09448-1981-4a45-8318-9c684de6854c' class='xr-var-data-in' type='checkbox'><label for='data-fca09448-1981-4a45-8318-9c684de6854c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;RGI60-19.02147&#x27;, dtype=&#x27;&lt;U14&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ssp</span></div><div class='xr-var-dims'>(ssp)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;ssp126&#x27;</div><input id='attrs-1c04d6c8-058a-4f3b-83d0-024444e434ea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1c04d6c8-058a-4f3b-83d0-024444e434ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6670ebe4-c869-4f45-83fe-50e0faa0c3a6' class='xr-var-data-in' type='checkbox'><label for='data-6670ebe4-c869-4f45-83fe-50e0faa0c3a6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;ssp126&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>period</span></div><div class='xr-var-dims'>(period)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;2081-2100&#x27;</div><input id='attrs-a906f1d5-c4cf-4153-8be5-256c5c6a3a79' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a906f1d5-c4cf-4153-8be5-256c5c6a3a79' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0add0b80-d9c8-40dd-a007-bee247c71fb1' class='xr-var-data-in' type='checkbox'><label for='data-0add0b80-d9c8-40dd-a007-bee247c71fb1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2081-2100&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rgi_reg</span></div><div class='xr-var-dims'>(rgi_reg)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;19&#x27;</div><input id='attrs-2189c5e7-62fe-44c5-bd19-c75e3c9ab9bf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2189c5e7-62fe-44c5-bd19-c75e3c9ab9bf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dbb3fcfc-dd6f-426c-9d25-b42edcdaf901' class='xr-var-data-in' type='checkbox'><label for='data-dbb3fcfc-dd6f-426c-9d25-b42edcdaf901' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;19&#x27;], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gcm</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U9</div><div class='xr-var-preview xr-preview'>&#x27;gfdl-esm4&#x27;</div><input id='attrs-73f8fa77-8f62-4c7d-bef3-a03f1d71ce95' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-73f8fa77-8f62-4c7d-bef3-a03f1d71ce95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f81310c-7fe5-4415-9360-80a0a7607f37' class='xr-var-data-in' type='checkbox'><label for='data-7f81310c-7fe5-4415-9360-80a0a7607f37' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;gfdl-esm4&#x27;, dtype=&#x27;&lt;U9&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6d2c64b1-f187-4e59-8a1b-03f0d6d7f85a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6d2c64b1-f187-4e59-8a1b-03f0d6d7f85a' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m3</dd><dt><span>long_name :</span></dt><dd>Glacier volume at timestamp</dd></dl></div></li></ul></div></div>"
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       "<xarray.DataArray 'volume_m3' (ssp: 1, period: 1, rgi_reg: 1,\n",
       "                               simulation_year: 500)>\n",
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       "...\n",
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       "          9.5106728e+10, 9.5000232e+10, 9.5243485e+10, 9.5249342e+10]]]],\n",
       "      dtype=float32)\n",
       "Coordinates:\n",
       "  * simulation_year  (simulation_year) int16 0 10 20 30 ... 4960 4970 4980 4990\n",
       "    rgi_id           <U14 'RGI60-19.02147'\n",
       "  * ssp              (ssp) object 'ssp126'\n",
       "  * period           (period) object '2081-2100'\n",
       "  * rgi_reg          (rgi_reg) object '19'\n",
       "    gcm              <U9 'gfdl-esm4'\n",
       "Attributes:\n",
       "    units:      m3\n",
       "    long_name:  Glacier volume at timestamp"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_future_hot.sel(rgi_id='RGI60-19.02147').volume_m3.isel(gcm=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e6f016a8-ee4b-4a34-a51f-ff521be04cea",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "43aacb71-4617-4692-bd68-40aaaca7d760",
   "metadata": {},
   "source": [
    "### Check if the new `no-runaway` files work right:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "15edbcb4-755e-4b4c-b467-96ca95fdce37",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://cluster.klima.uni-bremen.de/~drounce/per_glacier-filled-norunaway/19/Rounce_rgi19_glaciers_2081-2100_ukesm1-0-ll_ssp585_Batch-27001-28000.nc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "cac28585-2e51-44bb-83f0-3b2c8d9507ca",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "1f6d0be3-4e3b-48a8-a6d7-0b471cea436e",
   "metadata": {},
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       "\n",
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       "\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:          (simulation_year: 5001, rgi_id: 2752)\n",
       "Coordinates:\n",
       "  * simulation_year  (simulation_year) int16 0 1 2 3 4 ... 4997 4998 4999 5000\n",
       "  * rgi_id           (rgi_id) object &#x27;RGI60-19.00001&#x27; ... &#x27;RGI60-19.02752&#x27;\n",
       "Data variables:\n",
       "    volume_m3        (simulation_year, rgi_id) float32 dask.array&lt;chunksize=(5001, 1000), meta=np.ndarray&gt;\n",
       "    area_m2          (simulation_year, rgi_id) float32 dask.array&lt;chunksize=(5001, 1000), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    contributor:        Rounce\n",
       "    contributor_email:  drounce@cmu.edu\n",
       "    creation_date:      25/06/2022\n",
       "    rgi-region:         rgi19\n",
       "    aggregation-level:  glaciers\n",
       "    period:             ssp585_2081-2100\n",
       "    gcm:                gfdl-esm4\n",
       "    ssp:                ssp585\n",
       "    information:        PyGEM for mass balance and calibration with OGGM for ...\n",
       "    stop_criterion:     Simulations were stopped if volume was 0 for 20 years...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-2256c105-f533-4cc0-b459-606902e92c01' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2256c105-f533-4cc0-b459-606902e92c01' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>simulation_year</span>: 5001</li><li><span class='xr-has-index'>rgi_id</span>: 2752</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-4c89baf0-90a8-44a9-aa62-369b20de8f0d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4c89baf0-90a8-44a9-aa62-369b20de8f0d' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>simulation_year</span></div><div class='xr-var-dims'>(simulation_year)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 4997 4998 4999 5000</div><input id='attrs-e596feca-6821-47f4-807b-5fa35787be5d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e596feca-6821-47f4-807b-5fa35787be5d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f6fead8-ceb8-4276-918f-77c54c1b3451' class='xr-var-data-in' type='checkbox'><label for='data-7f6fead8-ceb8-4276-918f-77c54c1b3451' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 4998, 4999, 5000], dtype=int16)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>rgi_id</span></div><div class='xr-var-dims'>(rgi_id)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>&#x27;RGI60-19.00001&#x27; ... &#x27;RGI60-19.0...</div><input id='attrs-36b29578-285e-4040-bf7f-549e4882fe13' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-36b29578-285e-4040-bf7f-549e4882fe13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7ae2a4c5-dc39-4731-a863-18c12df85a09' class='xr-var-data-in' type='checkbox'><label for='data-7ae2a4c5-dc39-4731-a863-18c12df85a09' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;RGI60-19.00001&#x27;, &#x27;RGI60-19.00002&#x27;, &#x27;RGI60-19.00003&#x27;, ...,\n",
       "       &#x27;RGI60-19.02750&#x27;, &#x27;RGI60-19.02751&#x27;, &#x27;RGI60-19.02752&#x27;], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-012597f6-2bd3-4cfc-9c61-26511e37b46a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-012597f6-2bd3-4cfc-9c61-26511e37b46a' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>volume_m3</span></div><div class='xr-var-dims'>(simulation_year, rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5001, 1000), meta=np.ndarray&gt;</div><input id='attrs-0b18831a-acac-4f9d-810b-b5ec76bc7bd3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b18831a-acac-4f9d-810b-b5ec76bc7bd3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc5ea078-5d55-4b82-8a6f-285e16262212' class='xr-var-data-in' type='checkbox'><label for='data-dc5ea078-5d55-4b82-8a6f-285e16262212' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m3</dd><dt><span>long_name :</span></dt><dd>Glacier volume at timestamp</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
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       "                </thead>\n",
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       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 52.50 MiB </td>\n",
       "                        <td> 19.08 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (5001, 2752) </td>\n",
       "                        <td> (5001, 1000) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 7 Graph Layers </td>\n",
       "                        <td> 3 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"116\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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       "  <text x=\"86.034793\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,86.034793,60.000000)\">5001</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>area_m2</span></div><div class='xr-var-dims'>(simulation_year, rgi_id)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5001, 1000), meta=np.ndarray&gt;</div><input id='attrs-1fcdaeff-93a6-4749-a28d-2c26a98438e6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1fcdaeff-93a6-4749-a28d-2c26a98438e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4f7f4df8-6767-42eb-ad37-5023c1024bad' class='xr-var-data-in' type='checkbox'><label for='data-4f7f4df8-6767-42eb-ad37-5023c1024bad' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m2</dd><dt><span>long_name :</span></dt><dd>Glacier area at timestamp</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table>\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 52.50 MiB </td>\n",
       "                        <td> 19.08 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (5001, 2752) </td>\n",
       "                        <td> (5001, 1000) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Count </th>\n",
       "                        <td> 7 Graph Layers </td>\n",
       "                        <td> 3 Chunks </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                    <th> Type </th>\n",
       "                    <td> float32 </td>\n",
       "                    <td> numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"116\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
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       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n",
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       "  <text x=\"33.017397\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2752</text>\n",
       "  <text x=\"86.034793\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,86.034793,60.000000)\">5001</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-d7e1b683-7823-4826-81a0-3565b7a11de9' class='xr-section-summary-in' type='checkbox'  ><label for='section-d7e1b683-7823-4826-81a0-3565b7a11de9' class='xr-section-summary' >Attributes: <span>(10)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>contributor :</span></dt><dd>Rounce</dd><dt><span>contributor_email :</span></dt><dd>drounce@cmu.edu</dd><dt><span>creation_date :</span></dt><dd>25/06/2022</dd><dt><span>rgi-region :</span></dt><dd>rgi19</dd><dt><span>aggregation-level :</span></dt><dd>glaciers</dd><dt><span>period :</span></dt><dd>ssp585_2081-2100</dd><dt><span>gcm :</span></dt><dd>gfdl-esm4</dd><dt><span>ssp :</span></dt><dd>ssp585</dd><dt><span>information :</span></dt><dd>PyGEM for mass balance and calibration with OGGM for glacier dynamics</dd><dt><span>stop_criterion :</span></dt><dd>Simulations were stopped if volume was 0 for 20 years or 100-yr avg mb was within +/- 10 mm w.e.</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:          (simulation_year: 5001, rgi_id: 2752)\n",
       "Coordinates:\n",
       "  * simulation_year  (simulation_year) int16 0 1 2 3 4 ... 4997 4998 4999 5000\n",
       "  * rgi_id           (rgi_id) object 'RGI60-19.00001' ... 'RGI60-19.02752'\n",
       "Data variables:\n",
       "    volume_m3        (simulation_year, rgi_id) float32 dask.array<chunksize=(5001, 1000), meta=np.ndarray>\n",
       "    area_m2          (simulation_year, rgi_id) float32 dask.array<chunksize=(5001, 1000), meta=np.ndarray>\n",
       "Attributes:\n",
       "    contributor:        Rounce\n",
       "    contributor_email:  drounce@cmu.edu\n",
       "    creation_date:      25/06/2022\n",
       "    rgi-region:         rgi19\n",
       "    aggregation-level:  glaciers\n",
       "    period:             ssp585_2081-2100\n",
       "    gcm:                gfdl-esm4\n",
       "    ssp:                ssp585\n",
       "    information:        PyGEM for mass balance and calibration with OGGM for ...\n",
       "    stop_criterion:     Simulations were stopped if volume was 0 for 20 years..."
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_no_runaway"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "03b54f9f-7062-4c79-8ee0-b97f3ec8df26",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "4203460c-32fb-489e-aba3-d6a9150006c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def func_plot_crazy(ssp = 'ssp585', period='2081-2100', ylim1=3e10, rgi_crazy = 'RGI60-19.02147', rgi_reg = '19'):\n",
    "    pathi = f'/home/www/drounce/per_glacier-filled-norunaway/{rgi_reg}/Rounce_rgi{rgi_reg}_glaciers_{period}_gfdl-esm4_{ssp}*.nc'\n",
    "    ds_no_runaway = xr.open_mfdataset(pathi)\n",
    "    pathi_old = f'/home/www/drounce/per_glacier/19/Rounce_rgi{rgi_reg}_glaciers_{period}_gfdl-esm4_{ssp}*.nc'\n",
    "    ds_old_wrunaway = xr.open_mfdataset(pathi_old)\n",
    "    plt.plot(ds_old_wrunaway.simulation_year, ds_old_wrunaway.sel(rgi_id=rgi_crazy).volume_m3.load(), label='old version: with runaway')\n",
    "    #plt.gca().semilogy()\n",
    "    plt.axvline(100, color = 'grey', ls = '--')\n",
    "    plt.ylabel('volume')\n",
    "    plt.xlabel('simulation_year')\n",
    "    plt.plot(ds_no_runaway.simulation_year, ds_no_runaway.sel(rgi_id=rgi_crazy).volume_m3.load(), label='new version: cut runaway')\n",
    "    plt.title(f'{rgi_crazy}\\n{ds_no_runaway.gcm}, {ds_no_runaway.period}')\n",
    "    #plt.xticks([0,100,500,1000,2000,3000,4000,5000], fontsize=16)\n",
    "    plt.xlim([0,300])\n",
    "    plt.grid()\n",
    "    plt.ylim([0.2,ylim1])\n",
    "    plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "24215501-4c28-4787-b8b4-708c58500841",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"not all values found in index 'rgi_id'. Try setting the `method` keyword argument (example: method='nearest').\"",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/indexes/base.py:3621\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   3620\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3621\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/_libs/index.pyx:136\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/_libs/index.pyx:163\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
      "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5198\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5206\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'RGI60-19.02149'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/xarray/core/indexes.py:408\u001b[0m, in \u001b[0;36mPandasIndex.sel\u001b[0;34m(self, labels, method, tolerance)\u001b[0m\n\u001b[1;32m    407\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 408\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel_value\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    409\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/core/indexes/base.py:3623\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3623\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m   3624\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m   3625\u001b[0m     \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m   3626\u001b[0m     \u001b[38;5;66;03m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m   3627\u001b[0m     \u001b[38;5;66;03m#  the TypeError.\u001b[39;00m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'RGI60-19.02149'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Input \u001b[0;32mIn [195]\u001b[0m, in \u001b[0;36m<cell line: 5>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m func_plot_crazy(ssp \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mssp126\u001b[39m\u001b[38;5;124m'\u001b[39m, period\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m2021-2040\u001b[39m\u001b[38;5;124m'\u001b[39m, ylim1\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1e12\u001b[39m, rgi_crazy \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRGI60-19.02149\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m      4\u001b[0m plt\u001b[38;5;241m.\u001b[39msubplot(\u001b[38;5;241m132\u001b[39m)\n\u001b[0;32m----> 5\u001b[0m \u001b[43mfunc_plot_crazy\u001b[49m\u001b[43m(\u001b[49m\u001b[43mssp\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mssp370\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mperiod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m2021-2040\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mylim1\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1e12\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrgi_crazy\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mRGI60-19.02149\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[38;5;66;03m#func_plot_crazy(ssp = 'ssp370', period='2021-2040', ylim1=1e12)\u001b[39;00m\n\u001b[1;32m      9\u001b[0m plt\u001b[38;5;241m.\u001b[39msubplot(\u001b[38;5;241m133\u001b[39m)\n",
      "Input \u001b[0;32mIn [192]\u001b[0m, in \u001b[0;36mfunc_plot_crazy\u001b[0;34m(ssp, period, ylim1, rgi_crazy)\u001b[0m\n\u001b[1;32m      4\u001b[0m pathi_old \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/home/www/drounce/per_glacier/19/Rounce_rgi19_glaciers_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mperiod\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_gfdl-esm4_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mssp\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m*.nc\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m      5\u001b[0m ds_old_wrunaway \u001b[38;5;241m=\u001b[39m xr\u001b[38;5;241m.\u001b[39mopen_mfdataset(pathi_old)\n\u001b[0;32m----> 6\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(ds_old_wrunaway\u001b[38;5;241m.\u001b[39msimulation_year, \u001b[43mds_old_wrunaway\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrgi_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrgi_crazy\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mvolume_m3\u001b[38;5;241m.\u001b[39mload(), label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mold version: with runaway\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m      7\u001b[0m \u001b[38;5;66;03m#plt.gca().semilogy()\u001b[39;00m\n\u001b[1;32m      8\u001b[0m plt\u001b[38;5;241m.\u001b[39maxvline(\u001b[38;5;241m100\u001b[39m, color \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgrey\u001b[39m\u001b[38;5;124m'\u001b[39m, ls \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m--\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/xarray/core/dataset.py:2533\u001b[0m, in \u001b[0;36mDataset.sel\u001b[0;34m(self, indexers, method, tolerance, drop, **indexers_kwargs)\u001b[0m\n\u001b[1;32m   2472\u001b[0m \u001b[38;5;124;03m\"\"\"Returns a new dataset with each array indexed by tick labels\u001b[39;00m\n\u001b[1;32m   2473\u001b[0m \u001b[38;5;124;03malong the specified dimension(s).\u001b[39;00m\n\u001b[1;32m   2474\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   2530\u001b[0m \u001b[38;5;124;03mDataArray.sel\u001b[39;00m\n\u001b[1;32m   2531\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   2532\u001b[0m indexers \u001b[38;5;241m=\u001b[39m either_dict_or_kwargs(indexers, indexers_kwargs, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msel\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m-> 2533\u001b[0m query_results \u001b[38;5;241m=\u001b[39m \u001b[43mmap_index_queries\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   2534\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindexers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\n\u001b[1;32m   2535\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2537\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m drop:\n\u001b[1;32m   2538\u001b[0m     no_scalar_variables \u001b[38;5;241m=\u001b[39m {}\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/xarray/core/indexing.py:183\u001b[0m, in \u001b[0;36mmap_index_queries\u001b[0;34m(obj, indexers, method, tolerance, **indexers_kwargs)\u001b[0m\n\u001b[1;32m    181\u001b[0m         results\u001b[38;5;241m.\u001b[39mappend(IndexSelResult(labels))\n\u001b[1;32m    182\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 183\u001b[0m         results\u001b[38;5;241m.\u001b[39mappend(\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m)  \u001b[38;5;66;03m# type: ignore[call-arg]\u001b[39;00m\n\u001b[1;32m    185\u001b[0m merged \u001b[38;5;241m=\u001b[39m merge_sel_results(results)\n\u001b[1;32m    187\u001b[0m \u001b[38;5;66;03m# drop dimension coordinates found in dimension indexers\u001b[39;00m\n\u001b[1;32m    188\u001b[0m \u001b[38;5;66;03m# (also drop multi-index if any)\u001b[39;00m\n\u001b[1;32m    189\u001b[0m \u001b[38;5;66;03m# (.sel() already ensures alignment)\u001b[39;00m\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/xarray/core/indexes.py:410\u001b[0m, in \u001b[0;36mPandasIndex.sel\u001b[0;34m(self, labels, method, tolerance)\u001b[0m\n\u001b[1;32m    408\u001b[0m                 indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mget_loc(label_value)\n\u001b[1;32m    409\u001b[0m             \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m--> 410\u001b[0m                 \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\n\u001b[1;32m    411\u001b[0m                     \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnot all values found in index \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcoord_name\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    412\u001b[0m                     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTry setting the `method` keyword argument (example: method=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnearest\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m).\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    413\u001b[0m                 ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n\u001b[1;32m    415\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m label_array\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;241m.\u001b[39mkind \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m    416\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m label_array\n",
      "\u001b[0;31mKeyError\u001b[0m: \"not all values found in index 'rgi_id'. Try setting the `method` keyword argument (example: method='nearest').\""
     ]
    },
    {
     "data": {
      "image/png": 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9+/LkzdJnb/j5+cnL+bVz/fp1eZnP+CAiIiIiIipZOA8lIiIiIiKyPrtMVAJAnTp1AACXL19GZmam0XLnz5+Xl2vXrl2gNp6tx9rtODo6YsqUKQZvw0PPB8YAMQaIMUCMAWIMEMA4KO44DyWyHGONlMJYI6Uw1kgpjDVSiq1jTRJCCJu0XEiTJk3CjBkzAADHjh1D06ZNDZabOXMmJk6cCADYs2cPOnToYHYbQgj4+fnh5s2bqFWrFs6dO2e0bO3atXH+/HlUqFAB169fhyRJFuwNERERERERFXechxIREREREVmX3V5R2bVrV3k5NDTUYJns7GysXLkSAODl5YU2bdpY1IYkSQgODgaQ80vVY8eOGSx37Ngx+ZeswcHBnBwSERERERGVQJyHEhERERERWZfdJiqbNGmCl19+GQCwdOlSREdH65WZO3eu/OvTMWPGQKvV5lkfGRkJSZIgSRL69+9vsJ2xY8dCrVYDAEaPHo3Hjx/nWf/48WOMHj0aAKDRaDB27NjC7BYREREREREVU5yHEhERERERWZfdJioBYN68eXB2dkZmZiY6dOiAGTNm4NixY4iIiMDQoUPxySefAAACAgIwfvz4ArUREBCAjz/+GAAQFxeHFi1aYP369YiLi8P69evRokULxMXFAQA+/vhj1KhRwzo7R0RERERERMUO56FERERERETWY7fPqNQJCwtD7969kZycbHB9QEAAduzYgerVq+uti4yMlG/D069fPyxfvtxgHdnZ2Rg8eDCWLVtmtB8DBw7EDz/8AJXKrnO/RERERERElA/OQ4mIiIiIiKzD7mczXbp0wa+//opx48YhICAALi4u8PLyQmBgIGbNmoWEhASDk0NLqFQqLF26FDt27EBwcDDKly8PBwcHlC9fHsHBwdi5cyeWLFli8eTw2rVrGD9+PGrVqgVXV1d4e3sjKCgIc+bMQWpqaqH6TLahu4VTfq/WrVvnW9euXbsQEhICPz8/ODo6ws/PDyEhIdi1a1fR7wgZdPv2bfzyyy+YPHky3njjDfj4+OR72y5TrHGMMzMzsWjRIrz88svw9fWFs7MzqlWrhqFDh+LMmTMW94nyZ404WL58udnjhbGTl7mlpqZi9uzZCAoKgre3N1xdXVGrVi2MHz8e165dK9wOk564uDhMmzYNHTp0kP//dXNzQ0BAAAYMGIAjR45YVB/HAvtjjRjgOGC/kpOTsW7dOowfPx6tWrVC9erV4enpCQcHB5QpUwatW7fG7NmzcffuXbPqi4qKQu/eveHv7w8nJyeULVsWr732GtauXWtRv9auXYsOHTqgbNmycHJygr+/P3r37m3w1qRUeMVhHhoaGgpPT0/UqVOnSOeTnJdQUZ67SE1NxebNmzF8+HAEBQWhVKlS0Gq1KF26NJo3b46pU6fi1q1bVtoTKu5scZ4sNTUVVatWlf/uqly5cpG0Q8WLkrG2f/9+9O/fH9WrV4erqys8PT0REBCAt956CwsXLsSjR4+s2h4VL0rE2tWrV/Hvf/8bjRs3hpeXF7RaLby9vfGvf/0L06ZNw+3bt63SDhVP1j5fbY4imXsKsont27cLDw8PAcDgKyAgQFy6dMnW3SQLGTuez75atWpltI6srCwxcOBAk9sPGjRIZGVlKbdjJIQwfXz79etndj3WOsZJSUkiKCjIaB2Ojo7ixx9/LORe07OsEQehoaFmjxehoaEm67p06ZKoUaOG0e09PDxEWFhY4XechBBCvPzyy2Ydt759+4q0tDSTdXEssE/WigGOA/Zr3759Zh03Hx8fsXv3bpN1TZkyRahUKqN1dOrUSTx+/NhkHampqaJjx45G61CpVGLq1KnW/AioGFBiPsl5CQlRtLF26tQp4ebmlu946uHhIdatW2flPaPixlbnycaPH5+nHX9/f6u3QcWLUrF27949ERwcnO8Yl5CQUPidomJJiVhbuXKlcHZ2Nhlj3t7eYu/evVbaKypuTB17S85Xm6Mo555MVNrAiRMn5AHEzc1NTJ8+XURFRYnw8HAxePDgPINVcnKyrbtLFtAdu+HDh4vTp08bfV25csVoHRMmTJDradiwoVi7dq2IiYkRa9euFQ0bNpTXTZw4UcE9IyHyDvyVKlUSHTp0KNDAb41jnJmZKVq2bCmX7datm9i1a5c4fvy4+O9//yvKlCkjf0Hs3LnTCntPOtaIg9wJij179pgcL+7fv2+0nuTkZBEQECDXNXjwYBEeHi6ioqLE9OnT5RM/Li4unPxYSbVq1QQAUb58eTFmzBixceNGERMTI6Kjo8XXX38tKlSoIB+Pnj17mqyLY4F9slYMcBywX/v27RMVK1YUffv2FfPmzRObN28W0dHR4ujRo2L9+vXi7bffFmq1WgAQDg4O4uTJkwbrWbRokXzcqlWrJpYuXSpiYmLE1q1bRZs2bcweS9599125bJs2bcTWrVtFTEyMWLp0qRyvAMTixYuL4uMgG1BqPsl5CRV1rB0+fFiuo0WLFmLGjBli37594sSJE2LPnj1i6NCh8o851Go1/5YpwWx1nuzEiRNCrVYLJycn4e7uzkTlc0CpWHvw4IFo3LixXF9ISIj46aefxLFjx0RsbKzYvHmzGDNmjPDz8+Pf6CWUErF25MgR+XtSpVKJAQMGyHOBjRs3ii5dusjtODs7i99//93Ke0nFgbXOV5ujKOeeTFTagO6X+BqNRkRFRemtnz17tnxQp0yZonwHqcAKe9wuXLggNBqNACACAwNFampqnvUpKSkiMDBQjh9edausyZMni7CwMHHr1i0hhBCJiYkWD/zWOsZLly6V2x4xYoTe+kuXLsm/2qpevbrIyMiwbGfJKGvEQe4ERWJiYoH78vnnn8v1zJ49W2/90aNH5XgzdSU3ma9Tp05i/fr1IjMz0+D6pKSkPEmjgwcPGizHscB+WSsGOA7YL2PHPrctW7bkOTH1rLt37wpPT095MpmUlKTXRu4TCxEREQbbCQ8Pl8t06dJFr29JSUmiUqVKAoDw8vIS9+7dM39HqdhSYj7JeQkJUfSxdvToUdGjRw9x5swZo2W2bt0qJEmSf9SRnZ1tcTtU/NniPFlmZqacSJo2bZrw9/dnovI5oFSs9enTRwA5d7fZtm2b0XLZ2dmco5VQSsRap06d5DoWLFhgsMyHH34olxk5cmSB2qHizRrnKc1R1HNPJioVdvz4cfmADh061GCZrKwsUbt2bfmgpqenK9xLKqjCfsEMHz5criM6OtpgmejoaJMnpUk5BRn4rXWMdWOEt7e3SElJMVhmxowZcj0bNmwwq39kOVslKtPT0+WT3LVr1zZ627WhQ4fKbcXExBSoLbJMWFiY/JmPHj3aYBmOBSWbOTHAcaDkq1mzpgBybgH7rFmzZsnHZO3atQa3v379unxlZseOHQ2WeeONN+QTINevXzdYZu3atSaT2WRflJpPcl5CxencRffu3eW+xMfHF0kbZDu2irW5c+cKAKJmzZoiLS2NicrngFKxlvtq8Tlz5hS222SHlIq1UqVKCQCidOnSRss8ePBA7kujRo0sboPsT1ElKot67qkCKWrr1q3y8oABAwyWUalU6Nu3LwDgwYMHiIiIUKJrZGNCCGzbtg0AUKtWLTRr1sxguWbNmqFmzZoAgG3btkEIoVgfqXCsdYwvXryIc+fOAQB69OgBFxcXg/XkfmDyli1bCtt9KmYiIiLw8OFDAEC/fv2gUhn+SmccKK9Nmzby8u+//663nmNByZdfDFgLx4Hizd3dHQDw5MkTvXW6OYGHhwe6detmcHs/Pz+0a9cOABAeHo5//vknz/p//vkH4eHhAIB27drBz8/PYD3dunWDh4cHAB7/kkCJ+STnJQQUr3MXSn2vkm3YItauXbuGyZMnAwAWLVoEBweHQtVH9kGpWJs/fz4AwNPTE6NGjbK8o2T3lIq19PR0AECVKlWMlvH09ISPj0+e8kSWUmLuyUSlwo4cOQIAcHV1RePGjY2Wa9Wqlbx89OjRIu8X2V5iYiJu3rwJIO/xN0S3/s8//8TVq1eLumtkJdY6xrpxJL96ypYti4CAAAAcR0oic+MgMDBQTmAxDpSRlpYmL6vVar31HAtKvvxiwFo4DhRfFy5cwMmTJwHkJHpyS09PR0xMDACgefPmJk+O6o5rWloa4uLi8qyLjY2VTzaYOv4ODg5yoik2NhYZGRmW7QwVK0rMJzkvIaB4nbtQ6nuVbMMWsTZixAikpKSgT58+aN26daHqIvuhRKylp6fLP/Zp3749nJycAABZWVm4fv06rl69avBHbFSyKDWu6X4wlpiYaLRMcnIy7ty5k6c8kaWUmHsyUakw3ZUP1atXh0ajMVou9wkN3TZkP37++WfUqVMHLi4ucHd3R40aNdCvXz+Tv445e/asvPzsCa1nMT7sk7WOcUHquX79OlJSUszuKylnwIABKF++PBwcHODj44NmzZrhs88+w59//mlyO3PjQKPRoHr16gA4Xijl4MGD8nLt2rX11nMsKPnyi4FncRwoGVJTU3Hp0iV8/fXXaNWqFTIzMwEAY8eOzVPu4sWLyMrKAqD8GJCZmYlLly6Z3hEq1pSYT3JeQkDxOndh6fcq2RelY23dunXYuXMnSpUqhblz5xa4HrI/SsTaqVOn5ERk/fr1kZycjLFjx8LHxweVKlVClSpV4Onpifbt2yMyMtLynSC7oNS4NmzYMADA3bt3sWjRIoNlvvzyS73yRJZSYu7JRKWCnjx5Iv+CwdjlsTqlSpWCq6srgJyTimRfzp49i3PnzuHx48d49OgRLl++jJUrV6Jt27YICQmRb9OW240bN+Tl/OKjYsWK8jLjw35Y6xgXpB4hRJ7tqPiIjIzEX3/9hYyMDNy9exfHjx/H9OnTUb16dSxevNjodrrj6erqCi8vL5Nt6OIgKSkpzy/Syfqys7Mxc+ZM+d89evTQK8OxoGQzJwaexXHAfi1fvhySJEGSJLi6uiIgIADjx4/H33//DQCYMGECevXqlWcbW44Bhuoh+6HUfJKxRcXp3MWpU6ewY8cOADkn/ZmoLFmUjrX79+/LPyCaOXMmfH19C1QP2R+lYi33yfzs7GwEBgZi3rx5ePDggfx+eno69u/fj7Zt22LWrFkW1U/Fn5Lj2vvvvy/fPnbkyJEYPHgwwsLCEBcXh82bNyMkJAT/+c9/AACffvqp/FgJIkspMT8wntInq8v9XBk3N7d8y7u6uiIlJQWPHj0qym6RFbm4uODNN9/Eq6++ilq1asHNzQ1JSUk4ePAgFi1ahLt372Lr1q0IDg7Gvn37oNVq5W0tiQ/dlxgAxocdsdYxZqyUDFWrVkW3bt3QvHlz+Uv8ypUr2LRpEzZu3IgnT55g2LBhkCQJQ4YM0dteFwfmfp/oPHr0CI6OjlbaC3rWN998I9/SsVu3bgZv88KxoGQzJwZ0OA6UXC+99BJ++OEHBAUF6a3jGEAFpdR8krFFxeXcRVpaGgYNGiRfhT59+nSr1k+2p3Ssffzxx/j777/RvHlzDB48uEB1kH1SKtbu3bsnL8+aNQtPnjzB66+/jmnTpqFBgwZITk7Gpk2bMGHCBDx8+BATJkxArVq1EBwcbFE7VHwpOa6p1WqsWLECXbp0wVdffYUlS5ZgyZIlecq0adMGkyZNYpKSCkWJ+QETlQrKfQ9ycx7UrTuB9Pjx4yLrE1nXn3/+afCKhvbt22P06NF44403kJCQgIMHD2LhwoX44IMP5DKWxEfuk4uMD/thrWPMWLF/ISEh6NevHyRJyvN+UFAQ3nnnHfzyyy/o1q0bMjIyMG7cOLz55psoW7ZsnrK6OLDk+wRgHBSlgwcPYsKECQCAMmXKYOHChQbLcSwoucyNAYDjQEnRtWtXBAYGAsj5XH///Xds2LABW7ZsQc+ePfHtt9+ic+fOebbhGEAFpdR8krFFxeXcxahRo+Tn8/br1w9dunSxav1ke0rG2qFDh7Bs2TJoNBosWrRI728wKtmUirXcj9l48uQJ2rdvj19++UV+vq6vry+GDRuGevXqoVWrVsjOzsbEiRPx5ptvMiZLCKW/Q8+dO4eVK1fi9OnTBtdHR0dj6dKlqF27NipUqFCgNoiUmB/w1q8K0j1AGYD88FFTdLflcnZ2LrI+kXWZuu3aCy+8gI0bN8pXUX733Xd51lsSH7lv2cb4sB/WOsaMFfvn6elpchLSuXNnTJ48GUDOM8+WLl2qV0YXB5Z8nwCMg6Jy5swZhISEIDMzE05OTvj5559RpkwZg2U5FpRMlsQAwHGgpPDy8kK9evVQr149BAUF4d1338XmzZuxcuVKXLlyBcHBwVi+fHmebTgGUEEpNZ9kbFFxOHcxY8YM+aqQoKAgLFiwwGp1U/GhVKylpaVhyJAhEEJgzJgxaNCggWUdJbtni+9QIOeqSl2SMreWLVuiW7duAHISTcaSTGR/lPwOPXz4MJo3b46wsDBUqFABq1atwq1bt5Ceno7r169jwYIFcHFxwbp169CkSROcOXPG4jaIAGXmB0xUKsjd3V1eNueyV92vcMy5TJzsQ9WqVdG+fXsAwOXLl3Hz5k15nSXxkfsXWowP+2GtY8xYeT4MGTJETmIcPHhQb70uDiz5PgEYB0UhMTERHTp0wP3796FWq7Fu3Tq88sorRstzLCh5LI0Bc3EcsF99+vTB22+/jezsbIwaNSrPbcA4BlBBKTWfZGyRrc9dLF68GJMmTQIA1KpVCzt37sxzGzEqOZSKtenTp+PChQuoWLEivvjiC8s6SSWCLb5DfX190bBhQ6NlX3vtNXk5NjbWonao+FIq1tLS0tCzZ088fPgQZcuWxbFjx9C7d2+88MIL0Gq18PPzw4gRI3Do0CE4OTnh5s2b6Nevn2U7Q/SUEvMDJioV5OTkhNKlSwPI+wBSQ+7fvy8f1NwPICX7V6dOHXn5zz//lJdzP4g2v/jI/SBaxof9sNYxLkg9kiTl+7BjKl7KlCkjf2fkHit0dMczJSUFDx48MFmXLg58fX35XDoru3nzJtq1a4ebN29CkiQsW7Ys3+eLcCwoWQoSA+biOGDfdHGQkpKC3bt3y+/bcgwwVA/ZD6Xmk4wtsuW5i7Vr12LEiBEAAH9/f+zbtw8+Pj6FrpeKJ6VibdasWQCAdu3aISwsDOvWrdN76epOSUmR3ztw4IClu0TFlFKxlrt8fvOu3GWTkpIsaoeKL6Vibffu3fIccfTo0XqPCdGpW7cuevfuDQCIj4/HqVOnLGqHCFBmfsBEpcJ0SarLly8jMzPTaLnz58/Ly7Vr1y7yfpFyjN3mLXcCM/fxN4TxYZ+sdYwLUk/FihX5K2Q7ZOq2kObGQWZmJn7//XcAHC+s7c6dO2jfvj2uXLkCIOeW3n379s13O44FJUdBY8ASHAfsl6+vr7x87do1eTkgIEC+BZjSY4BGo0GNGjXy6TkVZ0rMJzkvIcA25y62b9+Ovn37Ijs7G+XKlUN4eDh/YPUcUCLWdLepCw0NRc+ePQ2+7ty5AyDn7zvde9OmTbN0d6gYUyLW6tatKy9nZWWZLJt7vUajsagdKt6UiLVz587Jy40aNTJZPHVlBAAAHGRJREFUtnHjxgbbJDKXEnNPJioV1rJlSwA5v9CKj483Wi737b1atGhR5P0i5Zw9e1ZeLl++vLxcpUoV+d+Gbu+W26FDhwAAFSpUQOXKla3fSSoS1jrGunEkv3pu3bqFixcvAuA4Yo+SkpLkyXLusULH3DiIi4uTf6HHOLCehw8f4rXXXpPH9JkzZ2LkyJFmbcuxoGQoTAyYi+OAfct9FWzuW944ODigSZMmAIDo6GiTz/jQHVdHR0cEBgbmWRcUFAQHB4c85QxJT0/HsWPH5G10z0sn+6TEfJLzEgKUP3cRHh6OHj16IDMzE6VLl8a+fftQrVq1AtdH9oPnyUgpSsSav78/KlWqBAC4evUqhBBGy+p+SAjkfI9SyaFErOVObptKhgJARkaGwe2IzKXE3JOJSoV17dpVXg4NDTVYJjs7GytXrgQAeHl5oU2bNkp0jRSQmJiIffv2AQCqVauW5w8RSZLkW4SdP39e/p/6WceOHZN/mRAcHGzySgsqXqx1jAMCAuRfWm3YsAGpqakG61m+fLm8HBISUtjuk8J++OEHeVLTqlUrvfWtW7eGp6cnAGDFihVGJ0CMA+tLTU1Fp06dcOLECQDAp59+in//+99mb8+xwP4VNgbMxXHAvv3888/ycv369fOs080JkpOTsXnzZoPb37hxA/v37wcAvPrqq3meCwLkPCfk1VdfBQDs37/f6C14Nm/ejOTkZAA8/iWBEvNJzksIUPbcRVRUFIKDg5GWlgZPT0/s2bMnz1VJVLIpEWtCiHxf/v7+AHISTbr3IiMjC7RPVDwpNa51794dQM7feeHh4UbL5f4bMPcPEMn+KRFrVapUkZcPHz5ssmzuxFLu7YjMpcjcU5DiXn75ZQFAaDQaERUVpbd+9uzZAoAAIKZMmaJ8B6lAtm/fLjIyMoyuv3XrlmjYsKF8bOfOnatX5sKFC0KtVgsAIjAwUKSmpuZZn5qaKgIDA+X4uXjxotX3g8yXmJgoH89+/fqZtY21jvHSpUvltkeOHKm3/vLly8LDw0MAENWrVzcZm1Q4lsZBYmKiOHHihMkyYWFhwsHBQQAQzs7O4saNGwbLff7553Lbs2fP1lsfFRUlNBqNACBatWplzu5QPtLS0kSHDh3kz33MmDEFqodjgf2yRgxwHLBvoaGh4vHjxybLfP311/JxqVKlisjMzMyz/u7du8LT01MAEP7+/uLOnTt51mdmZoouXbrIdURERBhsJzw8XC7z5ptv6rWTlJQkKlWqJAAILy8vce/ePct3mIqdws4nIyIi8v3bhfMSEkKZWEtISBBeXl4CgHB1dRVHjhyx8l6QPVAi1vLj7+8vfy9TyaVErF27dk04OTkJAKJ+/fri4cOHemVWrVol19OpU6fC7hYVQ0Uda/fv3xcuLi4CgHB3dxe//vqrwX7s3LlTqFQqAUBUqFBBZGVlFXbXqJgryPnq0NDQfPNRRT33ZKLSBk6cOCGcnZ0FAOHm5ia++uorER0dLQ4cOCCGDBkiH/CAgACRnJxs6+6Smfz9/UX58uXF6NGjxZo1a0RUVJRISEgQ+/btE59++qnw8fGRj23Lli3FkydPDNYzYcIEuVzDhg3FunXrRGxsrFi3bl2eROfEiRMV3kM6fPiwCA0NlV9z5syRj0eLFi3yrAsNDTVajzWOcWZmpmjRooVctnv37mL37t3i+PHj4rvvvhNlypQRAIRKpRI7d+4sgk/j+VXYOND9sdm8eXPx1VdfiR07dojY2FgRGxsr1q9fL95++20hSZJc54IFC4z2JTk5WQQEBMhlhwwZIg4cOCCio6PFV199Jdzc3OQkR0JCQtF9KM+Rbt26yZ9327Ztxa+//ipOnz5t9HXhwgWjdXEssE/WiAGOA/bN399feHt7i8GDB4sVK1aII0eOiJMnT4rDhw+L77//Ps//kw4ODmLfvn0G61m0aJFcrlq1amLZsmUiNjZWbNu2TbRp00Ze17NnT5P9effdd+Wybdq0Edu2bROxsbFi2bJlolq1avK6xYsXF8XHQTZQ2PmkuSf0OS+hoo61y5cvy3+rABDffPONye/U06dPi7///luBPSelKTWumcJE5fNBqVjLnYSqWbOmWLZsmYiLixMHDhwQo0aNkn8M5OHhwR/7lFBKxNq0adPkMm5ubmLixIniwIEDIiEhQezevVsMHz5c/tEqALFq1aoi3muyBWucrzYnUSlE0c49mai0ke3bt8tXOBh6BQQEiEuXLtm6m2QB3R+1+b26d+8u7t+/b7SerKws8f7775usY+DAgfwFjA3069fPrGOsexljrWOclJQkgoKCjNbh6OgofvzxR2t/DM+9wsZB7j82Tb1cXFzM+mK/dOmSqFGjhtF6PDw8RFhYWFF8FM8lS459fic6OBbYJ2vEAMcB+2bu33x+fn5i7969JuuaPHlynqT0s6+OHTvme/Vmamqq6Nixo9E6VCoV79JSAhVmPmnuSVbOS0iIoo213CfFzH1xPCu5lBjXTGGi8vmhVKxNmDDB5N95ZcqUMXilHZUcRR1r2dnZYuzYsSbjDIDQarVizpw5RbinZEvWOF9tbqKyKOeeTFTa0NWrV8W4ceNEQECAcHFxEV5eXiIwMFDMmjVLpKSk2Lp7ZKHIyEjxxRdfiNdff10EBAQIb29vodFohJeXl6hfv74YOnSoRX+A7NixQwQHB4vy5csLBwcHUb58eREcHMwrYmzIWolKHWsc44yMDPH999+Lli1bitKlSwsnJydRtWpVMXjwYPHbb78VZnfJiMLGQXJysli9erUYOXKkaNq0qahUqZJwcXERDg4O4oUXXhBt27YV06dPt+jX4o8ePRKzZs0SgYGBwsvLS7i4uIiaNWuKcePGiatXr1pz9597lp5MM+dEB8cC+2KNGOA4YN/Onz8v5s6dK7p16yYaNGggXnjhBaHRaIS7u7uoVq2a6N69uwgNDTX77/mjR4+KXr16iYoVKwoHBwdRpkwZ0b59e7FmzRqL+vXTTz+J9u3bizJlyggHBwdRsWJF0atXL54AK8EKOp+09IQ+5yVUVLHGRCU9S6lxzRAmKp8vSsVaVFSU6NOnj6hcubJwdHQUnp6eIigoSHz55ZfiwYMHVtwjKq6UiLW4uDgxbNgwUa9ePeHu7i7UarXw9PQUjRs3Fh9++KHJOz2R/VMyUalTFHNPSQghQERERERERERERERERESkIJWtO0BEREREREREREREREREzx8mKomIiIiIiIiIiIiIiIhIcUxUEhEREREREREREREREZHimKgkIiIiIiIiIiIiIiIiIsUxUUlEREREREREREREREREimOikoiIiIiIiIiIiIiIiIgUx0QlERERERERERERERERESmOiUoiIiIiIiIiIiIiIiIiUhwTlURERERERERERERERESkOCYqiYiIiIiIiIiIiIiIiEhxTFQSERERERERERERERERkeKYqCQiIj2VK1eGJEno37+/rbtiFcuXL4ckSZAkCVevXrV1d9C6dWtIkoTWrVvbuitERERERERERERENsNEJREREREREREREREREREpjolKIiIiK+jfvz8kSULlypVt3RUiIiIiIiIiIiIiu6CxdQeIiKj4KQ63Ry3JIiMjbd0FIiIiIiIiIiIiIpvjFZVEREREREREREREREREpDgmKomIiIiIiIiIiIiIiIhIcUxUEhGVcDdv3sSECRPQqFEjeHp6QqvV4oUXXkD9+vXRs2dPLF++HMnJyXm2qVy5MiRJQv/+/fXqi4yMhCRJkCQJkZGREEJg6dKlaNmyJUqXLg0PDw80adIEq1atyrNdeno6Fi1ahGbNmsHb2xvu7u5o0aIFNmzYYLTvz7Zliq7c1KlTzf1oZNnZ2Thw4AA++ugjtGjRAj4+PtBqtfDy8sJLL72Ejz76CH/88YfBbadOnQpJkrBixQoAwLVr1+S+5H7l1rp1a0iShNatW5vs15EjR9CnTx9UrlwZTk5O8PLyQsOGDfHZZ58hKSnJ6HaGPrcNGzbg1Vdfha+vL5ydnVGzZk188sknuHfvnvkfVD5+/fVXud2ZM2fmW/67776Ty8fExBgsc+LECQwbNgw1a9aEm5sbXF1dUbNmTQwfPhwXL140Wf+VK1cwd+5cdOnSBZUrV4azszOcnZ3h7++Pd955B7t37za5/fLly+X+Xb16FWlpafj222/RrFkz+Pj4FDjeiIiIiIiIiIiIKAefUUlEVIIdPnwYnTt31ktE3r59G7dv38Zvv/2GdevWwcfHB507d7a4/oyMDAQHByMsLCzP+7Gxsejbty/i4uIwb9483L9/H127dsWhQ4fylIuKikJUVBQuX76MSZMmWb6DVjJt2jR88cUXeu8/fPgQp06dwqlTp7Bw4UKsXr0aISEhRd6f7OxsfPDBB1iwYEGe99PS0nDy5EmcPHkS8+fPx88//4z27dvnW1efPn2wevXqPO9fvHgRc+bMwZYtW3D48GGULVu20P1u0KABgoKCEBsbixUrVmDChAkmy4eGhgIA6tatiyZNmuj1+6OPPsK3334LIYRe3y9evIglS5ZgwYIFGDJkiF7diYmJqFatmsF2//jjD/zxxx/YsGEDevfujdDQUGg0pv8kunPnDkJCQnDy5EmT5YiIiIiIiIiIiMh8vKKSiKiESktLw7vvvovk5GS4u7vjk08+wa5duxAfH4/o6GisWbMGo0aNQoUKFQrcxueff46wsDC899572LFjB+Lj47F27VrUrFkTAPDf//4X+/fvR//+/REVFYXhw4dj7969iI+Px9KlS1G+fHkAwOTJk3HmzBmr7HdBZGZmoly5chgxYgRWrVqFo0ePIj4+Hlu3bsUnn3wCNzc3pKamolevXjh37lyebUeMGIHTp08jODgYAFC+fHmcPn1a72WJCRMmyEnKKlWqYNGiRYiJiUFERATGjRsHrVaLhw8fonPnzjh16pTJuj7//HOsXr0aXbt2xebNmxEfH4+dO3eiU6dOAIDLly9j3LhxFvXPlEGDBgEAzp8/j+joaKPlTp06hYSEBADA+++/r7d+9OjR+OabbyCEwCuvvIJly5YhMjISMTEx+PHHH1G3bl1kZmZi6NCh2L59u972WVlZcHBwQJcuXeQ4PHHiBPbv34/vv/8edevWBQCsXr0aX375Zb77NXDgQJw6dQp9+/aVY33Lli1o2rSpWZ8LERERERERERERGSCIiKhECg8PFwAEABEWFma0XEZGhnj48GGe9/z9/QUA0a9fP73yERERcr0AxLfffqtX5q+//hLu7u4CgPD19RWSJIktW7bolTt16pRQqVQCgPjggw9MthUREWFyf3XlpkyZorcuNDRUXp+YmKi3PjExUaSnpxut+/r166JChQoCgOjdu7fBMv369RMAhL+/v8l+CiFEq1atBADRqlUrvXW//vqr/JnUq1dP3L9/X6/Mrl275DJNmjTRW//sMfq///s/vTLZ2dmiQ4cOAoDQaDTi9u3b+fbbHMnJycLV1VUAEIMHDzZa7oMPPhAAhFar1Wt77969ct+XLFlicPvHjx+Ltm3byp95RkZGnvWPHj0SN2/eNNp+dna26N+/vwAgXF1dxYMHD/TK5I4bU30hIiIiIiIiIiKiguEVlUREJdStW7fk5VdeecVoOY1GAw8PjwK10bRpU4wZM0bv/bJly8q3SE1KSkKPHj3QtWtXvXINGjRAy5YtAeTcptZWKleuDK1Wa3S9n58fPv74YwDA9u3b9W5Fak0LFy5EdnY2AGDJkiXw8vLSK/P666/LVyHGxMQgNjbWaH2NGzc2eFtdSZLw4YcfAsi5otTU1Y+WcHd3R48ePQAA69evx+PHj/XKpKen46effgIAdO7cGb6+vnnW655v2b17dwwcONBgO05OTpg/fz6AnOeCRkRE5Fnv6uqKcuXKGe2nJEmYO3cu1Go1UlJSsH//fpP71bZtW6N9ISIiIiIiIiIiooJhopKIqITKnaTRPQvQ2t59912j61588UWLyl25csV6HSuk5ORkJCYm4syZM/jtt9/w22+/wcXFJc+6oqJLmNWtW9fkbUUHDx6st40hvXr1giRJBtc1btxYXrbm56+7/WtycjI2bdqktz4sLAx3794FoH/b1+TkZERGRgIA3nrrLZPt1K5dGz4+PgCQb6I1IyMDN27cwLlz5+RjevPmTZQuXRoA8r2F7nvvvWdyPREREREREREREVlOY+sOEBFR0WjZsiWqVq2KK1euYOzYsfjpp58QEhKCV155BUFBQXBwcCh0GwEBAUbX5b4S0Jxy//zzT6H7UxjXrl3Df/7zH4SFheHatWsmy965cwdVq1a1eh/S0tJw6dIlAMj32YcNGzaEVqtFRkYGfvvtN6PlatWqZXSdt7e3vGzNz/9f//oX6tSpg7NnzyI0NBS9e/fOs16XOC9XrhzeeOONPOsSEhLkK0p79uyJnj17mtVm7iuIdTIyMvDDDz9g1apVSEhIQHp6utHt79y5Y7L+Bg0amNUPIiIiIiIiIiIiMh+vqCQiKqG0Wi3CwsJQu3ZtAEBsbCwmTZqEli1bwsvLC6+//jrWrFmDrKysArehu8rQEJVKZVE5XXLKFnbt2oU6depg/vz5+SYpARi8nak13L9/X14uU6aMybJarVa+GvDevXtGy5l7jAoTB4bobpMaERGBq1evyu//9ddf2L17NwCgb9++UKvVeba7fft2gdpLTU3N8+979+6hefPmGDVqFI4fP24ySQnkf0xLlSpVoH4RERERERERERGRcUxUEhGVYHXq1MHp06exZcsWvP/++6hevTqAnKTMnj178N5776Fp06YFTg6VBHfu3EGvXr2QmpoKNzc3TJ06FdHR0bh9+zbS0tIghIAQAuHh4fI2RfmMSh1jt2u1F3379oWDgwOEEFixYoX8/sqVK+Wk6LO3fQXyJkwXL16M06dPm/WaPn16nnrGjBmD+Ph4AEDXrl2xfft2XL16FampqcjOzpaPa8WKFQHkf0yfTagSERERERERERFR4fHWr0REJZxarUbXrl3RtWtXAP+7om3BggWIj49HfHw8hg4dii1btti2owbkvuLP1BWXKSkpBW5j48aNePDgAQBgy5YtaNeuncFypq5atJbcV+39/fffJstmZmbKz3nMfQvX4sLHxwfBwcH4+eefsWLFCkyePBmSJGH58uUAgBYtWhi8JbDuKlEg52rQevXqWdx2cnIy1q9fDyDn2ZKrV682Wjb3VaxERERERERERESkLF5RSUT0nClXrhwGDBiA6OhoNGrUCADwyy+/FNntTAvD3d1dXjaVULp48WKB2zhz5gyAnGSfsSQlAMTFxZmsxxpXQDo6OqJGjRoAgOPHj5ssm5CQgIyMDAAoUDJPCYMGDQIAJCYmIjIyElFRUTh//jwAw1dTAsBLL70kf5ZHjx4tULuXLl2SP5t33nnHaLnz58/j0aNHBWqDiIiIiIiIiIiICo+JSiKi55RWq0WrVq0A5Fydp7uqsDipXLmyvGwqUbh27doCt5GZmQkAePLkidGrNlNTU7Fq1SqT9Tg5OQEA0tLSCtwXAHKy9MyZM4iJiTFabsmSJXrbFDft2rWDv78/ACA0NBShoaEAADc3N/To0cPgNr6+vmjWrBkAYM2aNUhKSrK4Xd0xBUxfbbto0SKL6yYiIiIiIiIiIiLrYaKSiKiEOnz4MC5fvmx0fXp6Og4ePAggJ3Hk6+urVNfMVqpUKTRo0ABATqLL0O1Xjxw5gnnz5hW4Dd0VjKmpqdiwYYPe+qysLAwaNAg3b940WU+5cuUAALdv38Y///xT4P4MHz5cvuXtkCFDkJycrFdm7969WLp0KQCgSZMmCAoKKnB7RUmlUslXTm7atEm+Hevbb78NNzc3o9t99tlnAHJu4frWW2+ZTKKnpaVhwYIFePLkifxe9erV5asyV6xYYfD5k2FhYZg/f77F+0RERERERERERETWw0QlEVEJFR4ejpo1a6J169aYM2cO9uzZgxMnTuDo0aMIDQ3Fyy+/jBMnTgAABg4cCI2meD62eOTIkQByntn48ssvY926dUhISEB4eDg+/PBDtGvXDoGBgQWuv0ePHnB0dAQADBgwABMmTEB4eDji4uKwYsUKNG3aFGvXrkWLFi1M1vOvf/0LQM6zNIcNG4Zjx47h8uXL8stc9evXx/jx4wEAp06dQqNGjfDjjz8iLi4OBw8exEcffYTOnTsjKysLDg4OWLx4cQH3XBnvv/8+VCoVUlNT5QSusdu+6nTs2BFjxowBABw6dAi1a9fGF198gfDwcJw8eRJHjx7FihUrMGjQIJQrVw6jRo3KcxVl6dKl0bFjRwDA7t270aFDB2zevBnx8fHYtWsXBg0ahJCQEFStWrVYJuiJiIiIiIiIiIieF8XzrDQREVlFdnY2Dh48KF85aUhwcDBmzJihYK8sM2jQIOzatQtbt27F2bNn0bNnzzzr69evj02bNslXNFrKz88PCxcuxKBBg/DkyRPMmjULs2bNylPmnXfeweDBg03eYrVt27Zo1qwZjh07hjVr1mDNmjV51hu6qs+YmTNnIiUlBd9//z1+//13DBkyRK+Mp6cnNmzYgJdeesnsem3Bz88Pr732Gnbt2gUACAgIQMuWLfPd7ptvvoG3tze+/PJL3Lp1C1OnTjVa1tXVFWq1Os97CxcuRMuWLfHHH39g//792L9/f571lSpVwtatW+WEJhERERERERERESmPV1QSEZVQH330ETZt2oThw4ejWbNmqFSpEpycnODk5ITKlSujR48e+OWXX7B161Y4OzvburtGqVQqbNy4EQsWLEBQUBBcXV3h6uqKBg0aYPr06Th+/DjKli1bqDYGDBiAw4cPo2vXrvD19YVWq0W5cuXw+uuvY/369Vi3bp1eIsxQP/fu3YvPPvsML774Itzc3OTbj1pKpVJhwYIFOHToEN577z1UqlQJjo6O8PDwwEsvvYRJkybh0qVL6NChQ4HqV1qfPn3k5QEDBpi1jSRJmDx5Mi5evIhPPvkEgYGB8Pb2hlqthru7O+rUqYP33nsPK1aswF9//aUXwxUrVsSJEyfw8ccfIyAgAI6OjvD09MSLL76IKVOm4OTJk6hTp45V95OIiIiIiIiIiIgsIwlLLvEgIiIistCnn36Kr776Cmq1GtevXy/w1a9ERERERERERERUsvCKSiIiIioyWVlZWLlyJQDgjTfeYJKSiIiIiIiIiIiIZExUEhERUZH56aefcOPGDQDAsGHDbNwbIiIiIiIiIiIiKk5461ciIiKyqsuXLyMjIwNxcXEYO3Ys7t27hxdffBEJCQkFfm4nERERERERERERlTxMVBIREZHswYMH8hWQlqpXrx4A6CUjtVotDh48iObNmxe6f0RERERERERERFRyaGzdASIiIio+tm7digEDBhRo22d/+1SqVCk0atQI06ZNY5KSiIiIiIiIiIiI9DBRSURERFbFmzUQERERERERERGROXjrVyIiIiIiIiIiIiIiIiJSnMrWHSAiIiIiIiIiIiIiIiKi5w8TlURERERERERERERERESkOCYqiYiIiIiIiIiIiIiIiEhxTFQSERERERERERERERERkeKYqCQiIiIiIiIiIiIiIiIixTFRSURERERERERERERERESKY6KSiIiIiIiIiIiIiIiIiBTHRCURERERERERERERERERKe7/ATKpGtjxB/aDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 3400x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(34,10))\n",
    "plt.subplot(131)\n",
    "func_plot_crazy(ssp = 'ssp126', period='2021-2040', ylim1=1e12, rgi_crazy = 'RGI60-19.02149')\n",
    "plt.subplot(132)\n",
    "func_plot_crazy(ssp = 'ssp370', period='2021-2040', ylim1=1e12, rgi_crazy = 'RGI60-19.02149')\n",
    "\n",
    "#func_plot_crazy(ssp = 'ssp370', period='2021-2040', ylim1=1e12)\n",
    "\n",
    "plt.subplot(133)\n",
    "func_plot_crazy(ssp = 'ssp585', period='2021-2040', ylim1=1e12, rgi_crazy = 'RGI60-19.02149')\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "1561aa98-73bb-4c53-bd89-b1069a6d0faf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bN1D6eyO3ZgAA0TcQ16PXopX2Bi5s+hAdpn6JjOQEJMScgqt3dzRp0UGmiImIqL7acvou3t56AQDg5+mAN4e0QXcvRyg462ydpZA7ACIiIiIiIqp9FixYAEEQHvmXsoGBgRAEAYGBgVUTWD3n5eUFQRAwffp0uUOp86ZPnw5BEODl5fVI/dy6dUv6LgQHB1dJbEREREREREREVDUEhQJZvd8CAPgnbobNt83RZK0/fMNfgcnakcjPy5E5QiIiquuSs/Jx5OoDLP3rGp7/32m8teVvAMD03l7Y/Hwv9GzhxALaOo4z0RIRERERERERERERERERERFRndRlwNOIuLgbLVOPwwnpKBCV0EIJVyEZEXt/QY8nX5U7RCIiqqO2nbmLt7eeh1orGrw/sbsHPh7Z/pEno6HagUW0RERERERERNTgeHl54fbt25g2bRpnmCUiIiIiIiIiqsMEhQI9XlkHAMjKSIWJyhR/b/sK/te+QeOLK6AdPQ9KE5bHEBFRxYRcfYA3t5yHVieiRSMrdG5qhw7udujiYY/uXg4soK1HmCUQERERERER1RK3bt2SO4R6Izg4mMWxREREREREREQNjLWtAwCg48iXkfHNCniIcTh7eB18hkyTOTIiIqrtRFFE2M1k/B5xBzEJmbiRmAWtTsRYnyb4enwXKBQsmq2vWERLRERERERERERERERERERERPWGta0Dwpo8jV73guAcvgjpfkNh5+Qqd1hERFTL6AtnD1xKwLGYRNxMyjZY/lhbF3zxZGcW0NZzLKIlIlkoFAq0bdsW9+/fh0KhkDscIiIiIqISCYIAc3NzqNVqPpqHiIiIiGo13nclIiIi+le7se8gfuluNBXv49KK8bCYfwCmZuZyh0VFMH8lIjkduvwA3/91A1fiM6X3LE2VGOfbBAPbucLDwRItna34/4YaAF6BiEgWJiYmGDduHJo3bw4TE9bzExEREVWHgoICLF++HAMGDICzszNMTU3h5uaGJ554Ar/99ht0Ot0jbyM8PBzjx4+Hm5sbzM3N0bx5c8ydOxdXr1595L5btmwJQRDQp0+fMtveu3cPSqUSgiDgrbfeMtomPT0dixYtQp8+faTxaNy4MUaOHIktW7ZAFEWj6wmCACcnJ7i5ueGTTz4BAPz1118YP348PDw8oFKp4OXlZbBOXFwc3nnnHfj6+sLOzg4qlQqurq7o1KkTJk2ahODgYGRkZBTblpeXFwRBwPTp00vd3927d+Opp55C06ZNYWZmBicnJ/Tq1QuLFy9GVlZWiesFBwdDEAQIgoBbt25Bp9Phl19+Qe/eveHg4AArKyt07twZCxcuRE5OTqkxPKoRI0ZAEAT4+/sbXR4SEgJBEKBUKtG8eXOjx2t8fLy0Pz///LPBsunTp0MQhGKfTWBgIARBwO3btwEAv/76q9SH/k9gYGCpsR88eBAjR46Em5sbzMzM0Lx5c7zwwgu4e/du+QfAiIdjvn//Pt5++2106NABNjY2EAQBISEhAP4dn6LvlUTfbsGCBcWWLViwQFoOAHl5eViyZAl8fX1hY2MDOzs7DBw4EMuWLYNGoylxGwUFBdi9ezfmzZuH7t27w8HBASqVCk5OTujZsycWLFiApKQko+smJiaW+Dk+PDaCIODVV1812mbx4sUQBAEqlarY9yA1NRVBQUGYOnUq2rdvD2tra+mcOGTIEPzyyy8oKCgw2u/rr78uHYv37t0rcQz0unXrBkEQ0L59+zLbEhERVTXedyUiIiL6l30jN+Q8tR7Zojk6FPyNM6vmyR0SPYT5KxHJJTRBwAvrz+FKfCYsTZWY4OeBn6b4Ivy9gfhsTCcMaOOCVi7WLKBtIHgFIiIiIiIiqodu3bqFYcOG4cqVKwbvJyQkYP/+/di/fz9WrFiBnTt3wtHRsVLb+Pbbb/HGG28YFDfeunULK1euxPr167Fp06ZH2ofJkyfjs88+Q1hYGG7dulWsGLKoDRs2SHFMmTKl2PLDhw9jwoQJSE5ONng/Pj4ee/bswZ49e/DEE09g48aNsLa2LjWu999/H59//nmJy48fP44RI0YUK5J98OABHjx4gIsXL+L3339Ho0aNMGLEiFK39bC8vDxMnjwZ27dvN3g/JSUF4eHhCA8Px48//oi9e/eia9eupfaVk5ODwYMH4/DhwwbvX7hwARcuXMCuXbvw119/wcrKyuj6+htHnp6euHXrVoX2AwACAgKwd+9enD59GllZWcXG/ejRo9LrtLQ0nD9/Hr6+viW2Kavwtaq8++67WLx4scF7t27dws8//4ytW7fi6NGjaNeu3SNvJzw8HCNHjiyx8LQ6JCQkYOjQoTh37pzB+2fOnMGZM2dw8OBB7Nixw+isIHPnzsWvv/5a7P2UlBREREQgIiICS5cuxc6dO4sVxjs7O6N9+/aIjo5GSEgInn/++WL9FP2sSyoa1rfp1q1bsePJx8dHKpx+eJ8PHDiAAwcO4Oeff8a+ffvg5uZm0Gb27Nn49ttvodPp8L///Q/vvPOO0e0DwPnz53HmzBkAwMyZM0tsR0REREREREQ1o0XHnjiX8D26Hn8OPR5swdWoyWjj95jcYRERkQxCbyRh34X7SMrMxx83lQCAyT2b4e0hbWFnqZI5OpITZ6IlIiIiIiKqZ7KysjBw4ECpgHbMmDHYtWsXoqKisHnzZgQEBAAATpw4gZEjR0Kr1VZ4G9u3b8frr78OnU4HOzs7fP755wgNDUVoaCg+++wzKJVKTJkyBXFxcZXeD30xrCiKWL9+falt9cs7dOiALl26GCw7efIkhg0bhuTkZLi6uuKzzz7D7t27cfr0aezevRtTp04FAOzbtw/Tpk0rdTvbt2/H559/jk6dOmHNmjWIiIjA0aNH8frrrwMA8vPzMXHiRGRkZMDGxgZvvfUW9u/fj9OnTyMsLAzr16/HvHnz0KRJk0qNybRp06QC2i5dumDt2rWIjIzEn3/+iRkzZkAQBMTFxWHgwIFlzpg5Z84cHDlyBNOmTZOKWbdv345evXoBACIiIvDZZ59VKs7y0Be9ajQanDhxotjyhwslixZRPtzG1dUVbdu2Ldd2g4KCcOHCBbi7uwMARo8eLRUO6/8EBQUZXXflypVYvHgxAgICsH79ekRFReHQoUN49tlnARTOqFoVhZNZWVl48sknkZeXh/fffx8hISGIiIjA6tWr0bhx40fuvyTjxo1DdHQ0Xn75ZRw8eBCnT5/Gb7/9hjZt2gAonAF55cqVRtfVaDRo0aIF5s+fj40bNyIsLAyRkZHYsmULnn/+eZiamiI5ORljx47FgwcPiq2vPx6Mfc63b982KNQ+f/48UlJSim3/5MmTACCd44rSarXo2bMnPv30U+zZsweRkZE4efIkfvvtNwwdOhQAcPbsWUycOLHYuu3bt5e+F8HBwUb3X09/7JiYmOCZZ54ptS0RERERERER1YyuAyci0m4oFIII1b7XoC7IlzskIiKqAaIo4nZyNi7fz8Dn+y5j8spT+C38H/xxKQEAMKuPJxaO6cgCWuJMtEQkj4KCAixatAgAMGjQIKhUvCARERFR4T9mc9UVL+isiyxUymp7BMwnn3yCmzdvAgA++OADfPrpp9Kybt264cknn8QzzzyDdevWITQ0FL/88gteeOGFcvdfUFCAefMKH31mZ2eHsLAwg5k3e/XqhdGjR6NPnz64du1apfejbdu28PX1xZkzZ7B+/Xq89957RttduXIFZ8+eBVB8Flq1Wo2pU6dCrVZj6NCh2Lp1KywtLaXlvr6+GDFiBPr374+5c+di27ZtOHjwIB5//HGpTdGZdi9cuICBAwdi7969MDMzk97v378/gMKCXX3h8Pr164vNNOvv749Jkybh22+/RU5OToXGY+/evdLsvgMHDsS+fftgamoqLR88eDB69eqFuXPnIiUlBa+//jo2btxYYn+hoaH43//+JxUR68dj2LBh8PPzw8WLF7Fy5Up8+umn1fIoNV9fX9jY2CAzMxMhISFSISNQWIwcHh4OABgxYgT27NmDkJAQvPbaawZ96AsujRVNlqR58+YAIP0bxN7eHh07dizXuqGhoZgzZw5WrFhh8P0dOHAgTE1NsWrVKoSHh+Ps2bPw8fEpd0wPS05OhrW1NU6cOGFQFN69e/dK91kekZGROHDggMGsvl27dkXv3r3Rq1cvJCQkYPny5XjuueeKrfvJJ5+gRYsWxc5rfn5+ePLJJ/Gf//wHvXv3RmJiIn788UeD8xJQ+BkuX74c8fHxuHLlikFRtP5z7tChA3JychAbG4tjx45hzJgxUpszZ84gMzMTgPFZif/66y+0bt262Pu9e/fGlClTEBQUhJkzZ+Lo0aM4fPgwBg4caNBu9uzZCAsLw9WrVxEaGorevXsX60utVuO3334DAAwfPhyurq7F2hAREVU33nclIiIiMq7V1O+Quqw7Wuhu4cz3T8HtqSVwb16+H2VT9WH+SkTV5U5KDt7eeh6hNwyfUDjOpwlau1gh5fZlvDnEu9r+Xx3VLSyiJSIiIiKiWiNXrUX7j/6UO4waEf3fIbA0rfp/kuXn52PVqlUACgvOFixYUKyNIAhYvnw5/vjjDyQnJ2Pp0qUVKqLduXOnVCj64YcfGn10fceOHfH+++/j7bffrtyO/L8pU6bgzJkzuHTpEv7+++9is8wCwLp16wAU7tfkyZMNlv3++++4desWzM3NsXbtWoMC2qLmzJmDVatWISIiAsHBwQZFtEUpFAqsWrXKoIC2qPj4eOm1vrDWGBMTE9ja2pa43Jhly5YBKCz+DAoKMiig1ZszZw42bdqEQ4cOYdu2bbh//36JM5eOGzfOoIBWz8zMDPPmzcPzzz+P5ORkREdHo3PnzhWKtTyUSiX69u2L/fv3F5t19tSpU8jLy4OdnR1effVV7NmzB8ePH4dOp4NCUfhQnQcPHuDy5csAKlZE+ygaN26MH3/80ehNtTfeeEP67h0/fvyRimgB4K233jJ6vFenl156yWgBqoODA6ZPn44vvvgCFy5cQHp6Ouzs7AzatGzZstS+O3XqhNmzZ+O7777Djh07jBbR6oWEhBgU0eqPj8DAQKmINiQkxKCIVt9Gf1w9zFgBbVEzZszADz/8gHPnzmHHjh3FimgnTJiAV199FZmZmQgKCjJaRLt7924kJSUBQJXMSExEREREREREVcfBuTGi/D6CX9Sb8M0+hoLg3jjlMhYtn1wAOyc3ucMjIqIqkp6rxpoTsVh5/CZyCrRQKQXYWZjCwVKFN4a0wZAOblCr1diXEc0CWpIo5A6AiIiIiIiIqs7p06eRlpYGAJg+fTqUSqXRdra2tnj66acBANHR0bh//365t3Ho0CEAhUWr06ZNK7HdjBkzHvkGxMSJE6WiyfXr1xtts2HDBgBAnz594OnpabBs165dAAoL9JydnUvdlr7oNSwsrMQ2vXv3hpeXV4nLixas6h/rXhU0Go00G+fgwYPh4eFRYts5c+ZI6zxcnFrUw7P2FtWtWzfptX5W44eJoghRFHHr1q1SIi+dvnDy9OnTyMrKkt7X72vfvn3Ru3dvWFhYIDU1FefPny/WBjA+82h1eOqpp0osoG7Tpg2sra0BlDxmFVHa51NdStumr68vgMLPPTY2tsy+UlNTcePGDVy6dAkXL17ExYsXYW9vD6DwnKNWqw3au7q6SoWzDx+3+s86MDBQ+qxLaqOf4bg0oigiPj4eMTExUmwXL15EkyZNAAB///13sXWsrKwwceJEAMCmTZuMziSt/867ubnhiSeeKDUGIiIiIiIiIqp5fiPm4tqYPbhg5gtTQYueiVtg+VM3RAa/DU1+rtzhERFRJSVm5mPRvst4ekUYei06jO8PX0NOgRY9mjvi4GsBiPpgEA6+HoAhHfijCTKOM9ESEREREVGtYaFSIvq/Q+QOo0ZYqIwXtz6qixcvSq979uxZatuePXvip59+ktYracbSh124cAEA0Lx5czRq1KjEds7OzvDy8ipXwV1J3N3dMWDAABw+fBgbNmzA4sWLDQpzT506hRs3bgAwXgAYFRUFAPjzzz/LXdBbdDbZh5U1I2vfvn3RokUL3Lx5E6+++irWrVuHsWPHon///ujevbvR2WPL4+bNm1LRXnk+V72ix8PDis70+TBHR0fpdWZmZnnDrDB9QaRGo8GJEycwdOhQAIYzj5qZmcHPzw/Hjx9HSEgIunbtatDG2dkZ7du3r7YYiyptzIDCGVuzsrIeecysra3RokWLR+qjMh71mLhw4QK+/fZb7N+/v9TvkU6nQ2pqKlxcXAzeDwwMxJUrVwwKpO/cuYObN29CEAQEBAQgN7fwf2idP38eKSkpcHR0hFarxYkTJwCUPivx3r178dNPP+HYsWOlfkb62WQfNnv2bKxcuRIZGRnYunUrnnnmGWlZfHw8/vjjDwDAM888AxMT3nIjIiIiIiIiqo1ad+0HdD2Ci8d3wvToZ/DWxKD3vdVIubsJkQUx6PbUGzAzN/40KyIiqj20OhHXH2ThWEwifvjrGjLzNNKyNq42eGVQawzt4AaFgrPNUtk4Ey0REREREdUagiDA0tSkQfyprkfEpKSkSK8fLlB7mJvbv7+4LbpeebdRVv9A4eySj0pfHHvnzh0cO3bMYNm6desAACqVCuPHjy+27oMHDyq8PX2RnjH6mTRLolKpsHv3brRr1w4AEBkZiffeew99+/aFvb09hg4divXr10Or1VYopur4XC0tS/6fAfrZfwFUONaK6NatmzR7q74otqCgQJoNWF9k27dvX4M2wL8zj5ZWNFnVShsz4N9xe9QxK+s4qy6PckysXr0avr6+CAoKKrWAVs/Y90z/WcbHx+PKlSsA/v2c27dvD2dnZzRr1gzNmzeHKIrS+eDs2bPIyMgAYHxWYlEUMXv2bIwYMQJ79+4ts8i5pHNAjx490KlTJwDFZ5peu3YtNJrCm7QzZ84stX8iIiIiIiIikl/HfqPR+r1TONPzO/wjuMNRyETv618j6YuuuH31nNzhERFRCeLT87DkzyvosfAQhnx3DAv3XUZmngadmtjh6/FdsO/lftj/Sj880akxC2ip3FhES0REREREVE9VV6FuTfWv9+STT8Lc3BwAsH79eul9rVaLTZs2AQCGDh0KJyenYuvqi/2GDRuGCxculPtPSZTKsmcQbt++PS5cuIDt27dj5syZaNWqFYDCwrw///wTU6ZMQc+ePStV4AvU3LjXBBMTE/Tp0wfAvwWykZGRyM3NhZ2dHXx8fABAanPs2DHodDokJSUhOjoaQM0W0daU8hxntcmVK1fw/PPPQ6PRwMXFBUuWLMHp06eRnJyMgoICiKIIURSxevVqaR1RFIv1U7QAVn886Itoiy7Tf+YPt1EqlVLBdVFr1qyRtt21a1cEBwfj8uXLyMjIgEajkeLTzyxrLDa92bNnS9u+deuW9L6+qLZXr15lzlhMRERERERERLWDoFDAd9gMOL8Zha12M/EAjmgiJsB6wyjERkfKHR4RERWRnqvGov2X0X/JESw7cgPJ2QWwMlWiZ3NHfDqmI3a82AdPdmuK9u62LJ6lCuOz5YiIiIiIiOqRoo9cT0hIgLe3d4lti84WWXS9sjg4OEj9l6U8bcpia2uLESNGYMuWLdiyZQuWLl0KlUqFw4cPS/3rZ6t9mJOTE+Li4lBQUICOHTs+cizlpVQqMWbMGIwZMwYAcP/+ffzxxx9YtmwZTp8+jdOnT+O5557D9u3by9Xfw59raSr7ucolICAAf/75J06fPo2srCypMLJv375QKpXQ6XTw8/ODubk5UlNTcf78edy4cUMqdDQ282hDUHRmWJ1OV2K77Ozsao8lODgYGo0GSqUSR48eLbGItKwZr93c3ODt7Y2YmBiEhITg+eefl46Hop9zYGAggoODpWX6/3bt2hV2dnbF+l25ciUAoFWrVggNDYWFhUWl4gOAqVOn4q233kJ+fj6Cg4OxYMEChIeHSzPnchZaIiIiIiIiorrHRGUKkxaBEHq+jusrR6OV9gYUm8YhYXYIXJu2lDs8IqIGq0Cjw9GYROw8dw+HLicgT114L7y7lwNm9W2OQe1cYaLkHKL06HgUEZEsFAoFWrZsCVtbW4P/+UtEREREj6ZooeipU6dKbRsREWF0vbLoH2ceGxuL5OTkEtslJiYazNT4KPRFsikpKdi/fz8AYN26dQAAGxsbjBo1yuh6+plMo6KiUFBQUKltF535tbKzwDZu3BgzZsxAWFgYfH19AQB79uwp8bHxD2vRogUsLS0BVN/nKhd9caRGo8GJEyeMzjxqZmYGf39/AIUFk/o2jRo1QocOHSq13bo+o6+NjY30OjU1tcR2MTEx1R7LpUuXAABdunQpdRbWqKioMvvSf+5Hjx7FvXv3cP36dQiCYDDjsL7N+fPnkZSUhBMnTgAoeVZifXyjRo0qsYBWFEWcOXOmzPgcHR0xbtw4AMCvv/4KURSxZs0aAICVlRUmTJhQZh9ERETVifddiYiIiCrP3skNzi/+iRvKFnBABh78bzbEUn68TI+O+SsRPezivXR8vPMipgdFoMfnhzBnbRT2nL+PPLUO3q7WWD3ND5ue64WhHRuzgJaqDI8kIpKFiYkJJkyYgBYtWsDEhJNiExEREVWVbt26wd7eHkBhgVdJM1RmZmZi06ZNAID27dujcePG5d7GoEGDABQWna1du7bEdsHBwaU+Fr0innjiCWkG3HXr1iEvL0+axXXs2LElFsbpi2vT09Olx61XVFUWW6pUKqnQT6PRIC0trVzrmZiYSOsdPHgQd+/eLbHtqlWrpHXqwiytfn5+sLKyAlC4b6GhoQCKzzCr3/+QkBBp5tH+/ftX+vMxNzcHAOTn51dqfbl5eXlJr0srTt2wYUO1x6LRaACUPuvt/fv3sWvXrjL70n/O8fHxWLFiBYDCc5Szs7PUxtPTE15eXhBFET/88IP0PSrpeC9PfDt37sT9+/fLjA8AZs+eDQC4desW9u7di40bNwIAnnrqKYPiZiIiIjnwvisRERHRo7FzdIZqQhDyRBU65Z9BxOYlcodUrzF/JSI9jVaHHw9fw5hlJ/Fr2G2EXE1EWo4aLjZmmNW3OXbN64M/X+2Pge1c6/wkGVT7sIiWiIiIiIioHjEzM5MKvC5evIhPP/20WBtRFDFv3jwkJSUBAObNm1ehbYwZM0Yquv30009x9erVYm2io6OxcOHCioZfIlNTUzz11FMAgN27d2P9+vXIzMwE8O8stcZMmzYNHh4eAIA33ngDx44dK3U7RWdCrYzjx4/j+vXrJS4vKCiQ+re2tjYoDCzLiy++KPUxa9YsqNXqYm3WrFmDAwcOAADGjRtXoeLoihIEAYIgGBRzVoZKpULv3r0BAKtXr0Z2djbs7OykWYT1+vfvDwD466+/cPHiRQAlzzxaHvqxuXHjRqX7kJODgwM6d+4MAAgKCkJKSkqxNidOnMD3339f7bG0bt0aAHDt2jWpCLqonJwcTJ48uVwzLxcthP3hhx+Kvaen/+z1bRQKBfr161dqfLt37zY6Tjdu3JC+X+UxYMAAtGxZ+CjHOXPmICMjAwAwc+bMcvdBRERERERERLVXM++uONf2dQBAl+gluHLqgMwRERHVb7eTs/H0ijB8fTAGGp2Iwe1dsXhcJ2x+vhfC3h2ID0e0R+em9iyepWrDIloiIiIiIqJ65qOPPkKLFi0AAAsWLMBTTz2FvXv34syZM9i6dSsee+wxaQbZXr16Ye7cuRXq39TUFD/++COAwsfI+/v7Y/HixQgPD0dYWBgWLVokFUW2atWqyvZLXyybm5uL+fPnAwBcXV0xcODAEtcxMzPDpk2bYGZmhqysLDz22GOYOnUqtmzZgtOnTyMyMhK7du3Cxx9/jM6dO6Nfv364cOFCpWM8fPgw2rRpg8DAQCxZsgR//vknzpw5g5MnTyIoKAj9+vWTHhk/a9asCs2uMHz4cIwfPx4AcODAAfj7+2PdunU4ffo0Dh06hNmzZ0sF1I6Ojvjmm28qvR81TV8QmZ6eDgDo27cvlEqlQRt/f3+YmZkhMzNTmuH4UWba1R+jkZGRWLx4Mf7++29cv34d169fx7179yrdb03SF34mJCSgX79++P3333H27FkcPnwYr7/+OgYNGgQ/P79qj+OZZ54BAOh0OgwfPhyff/45jh07hoiICPz000/o2rUrQkJC0KdPnzL7cnd3l84b+uPB2Oesf0/fpkuXLtIs3A979tlnAQBxcXHo1asX1qxZg4iICBw7dgwLFixAt27dkJKSAl9f33LtryAIUsFsfHw8gMJznb7Qm4iIiIiIiIjqvh5Pv41zlr1gLqjhvn86Yi+dkjskIqJ6RacTEX4zGe9vv4Bh3x/HmX/SYGNmgm+e7oIVz3TDxB7N0N3LEUoFC2ep+nEudCKSRUFBAb766itotVoMGjQIKpVK7pCIiIiI6g0bGxscPnwYw4YNw5UrV7B161Zs3bq1WLs+ffpg165dxYoVy+PJJ5/EkiVL8NZbbyEtLQ3vvvuuwXJLS0ts2rQJS5YsKXVm1oro378/PDw8cOfOHenx7RMnTiwzfn9/f4SEhODpp5/GnTt3sG7dOqxbt67E9ra2tgZ/1+l00mt98WZpdDodjh49WuqMtqNHj8aiRYvK7Otha9euhUajwfbt23HmzBlMnTq1WBt3d3fs3bsXTZo0qXD/cnm4SNJY0aS5uTn8/f2lcXV0dESnTp0qvc0XXngBP/30E1JSUvDuu+8aHMMBAQEICQmpdN81Zfbs2di/fz927NiB6OhoTJo0yWB5p06dsHXr1mqdkRgAunfvjk8++QQff/wx0tLS8P777xdrM3/+fHTs2BEnT54ss7/AwEDpvCEIgtEZhx8+RkqblfiVV17BwYMHceDAAcTExGDWrFkGyy0sLLB27VrpxwblMX36dHz00UfQarUAgBkzZpRrPSIiourG+65EREREVUOhVKLNi5tx+bvBaKeORs7mychudhpWNvZyh1avMH8lanjupOTgz0vxWH/qH9xMypbe79ncEV8/3QVNHSxljI4aKs5ES0SyUavVBgUJRERERFR1vLy88Pfff2Pp0qUICAiAk5MTVCoVXF1dMXToUPzvf//DsWPH4OjoWOltvPHGGzhx4gTGjRsHFxcXmJmZwdPTEzNnzkRUVBSGDx9ehXtUWEz3cJGgfnbasvj7++PatWv4+eefMXz4cLi7u8PU1BTm5ubw8PDA4MGDsXDhQly5ckWatbIy3njjDWzduhUvvPAC/P390axZM5ibm8Pc3BxeXl54+umnsWfPHuzYsQMWFhYV7t/c3Bzbtm3Drl27MG7cOGk/HBwc0LNnTyxatAhXr15F165dK70PcujevTssLf+9MVbSDLNF3+/fv/8jPbqpSZMmiIiIwKxZs9CqVSuYm5tXui+5KBQKbNmyBcuWLUP37t1hZWUFKysrdO7cGQsXLsSpU6fg5uZWI7F89NFH2Lt3LwYPHgwHBweYmpqiadOmGDduHA4cOICvvvqq3H0VLYht3749nJ2di7Xx8vKCp6en9PfSZiVWqVTYu3cvfvjhB/j5+cHS0hIWFhZo1aoVnn/+eZw5c0aa5bm83N3dpVmwlUolpk2bVqH1iYiIqhPvuxIRERFVDQsrG7i/sAtxgivckITz64v/cJgeHfNXovonT63FzcQsJGfl405KDo7FJGLR/ssY/O1R9PvyCD7bexk3k7JhZarE+G5NsXZmD2yY488CWpKNIJZnGh2qVhkZGbCzs0NSUhKcnJzkDqdBUavV2LdvH5544gn+oqmGFRQUSDNvvfHGG7CyspI5ooaFx768OP7y4djLJzk5GY0aNUJ6enqxGR6pbqls7pqXl4fY2Fg0b968Thaq1RY6nQ4ZGRmwtbWFQsHfRNYUnU4nPbLd1dW1UjP3UuXxuJcXx984nU4HT09P3L17F8OGDcO+ffseuc+Hr5XMXeXF/LV+4H1XefE8Jg/ed5Ufj335cOzlxfGXD3PX+oP5q3zKOoedO/w7uh5/DmpRibhJh+DZ1leGKOsn5q/y4vVbXvV1/EOvJ+Hl388hKSvf6HKlQoCfpwNGdnHHGJ8msDYzqeEI6+/Y1xW1MX+t+aOQiIiIiIiIiIioDjt48CDu3r0LAJg1a5bM0RARERERERFRdeo6cCLORQWha2448rc8h5S5O+Do0kTusIiIapWYhEysC7+NteG3IYqAqVKBAq0OpkoFPBwt0KmJHR5r54qA1s6ws2ThKtUuLKIlIiIiIiIiIiKqgC+++AIA0LhxY4wePVrmaIiIiIiIiIioujmP/w6Zvw6AtyYG8csDcG1MEFp37Sd3WEREsjpy5QGCQm/hWkIm7qfnSe9P8PPAglEdoFIKEAQBSoUgY5REZWMRLRERERERERERUSkyMzORkJCAjIwMrFmzBkeOHAEAvPnmmzAx4e01IiIiIiIiovquSYt2uD1xL9I2TYWHGAfH7aMR9vcL6DHlEyh5b4CIGpg8tRbLQ27gh8PXpPdMFAIea+uCKf6eCPB2ljE6oorjlZyIiIiIiIiIiKgUW7duxYwZMwze8/Hxwbx582SKiIiIiIiIiIhqmme7bkh/+TjOrpoGn+wT6BW7FJe/+At2k4Pg3ryt3OEREVUbtVaH/RfjceJaIqJupSI2ORuiWLhsqn8zjPVpitau1rA1V8kbKFElsYiWiGQhCAKaNWuG5ORkCAKnbSciIiKi2s3U1BQajUbuMIhIZgqFAh4eHhg5ciQWLFgAlYo3hYmIqHbhfVciIiKi6mXn0Ahd5+9GxM5laH9uIdqpo5EdHIDTPT9HtydmyR1encP8laj2u3A3HW9tPY/L9zMM3ne2McO7w9pinG9TmSIjqjosoiUiWahUKkydOhX79u3j/3QkIiIiolpNoVDA0dERGRkZvJFL1EBNnz4d06dPlzsMIiKiMvG+KxEREVH1ExQK9Bj7EuK6Po5/1s9Ce/VFdIt4HWEJMfCftgiCQiF3iHUG81ei2kurE7H8yHV8d/gatDoR9pYqTPDzgH8LJ3RsYodG1qb8fyZUb7CIloiIiIiIiIiIiIiIiIiIiIioAtybt4Xr20cRvnIe/BM2oNftnxG2Oh+95nwnd2hERJWSkl2AX0Nv4UZiFm4mZiP6/2efHd65MT4Z1QGNrM1kjpCoerCIloiIiIiIiIiIiIiIiIiIiIiogpQmJvB/4Wec+t0TPa8sRq97QTjzR1f4Dp0ud2hERGVKysrHuX/ScD0xC/+k5GDXuThk5Wuk5ZamSnw2piPG+TaVMUqi6sciWiKSRUFBAb777jsUFBRg0KBBfDQDEREREdVaOp0ODx48gE6ng42NjdzhEBERERGViPddiYiIiOTRc+K7CP/pFvwTfkfbsLcQkZsJn+FzoTLlrI2lYf5KVHPy1FpcistAdr4GV+IzsONsnDTTbFEd3G0x1qcJ7C1N0bulE9ztLWSIlqhmsYiWiGSTm5srdwhEREREROWi0+nkDoGIiIiIqFx435WIiIhIHn6zf8TFr66gY/459Pj7A9z/+3skBn6BzoFPyh1arcb8laj6JGfl42JcBk5cS8Tm03eRlqMu1qa1izXau9vC3d4CPh72GNTOFQqFIEO0RPJhES0RERERERERERERERERERER0SMwUZmi5ct7EL71S7S6uRaNkYjGITNx6uIe+M79mbPSElG1EkURl+9nwspMCSdrMyzadxnrI/6BKP7bppG1KRpZm8HZxgxDOrjhiU6N4WhlKl/QRLUEi2iJiIiIiIiIiIiIiIiIiIiIiB6RhZUN/J/9FLnZb+FU8KvombgFPZO2IWJ5Hrq/vA6CQiF3iERUD6XnqvHO1vPYfzEeAGCuUiBPXfiEvRaNrNCxiR1Gd3VHYBsXKDnLLFExLKIlIiIiIiIiIiIiIiIiIiIiIqoiFlY26Pniapz9sz86h76CHmn7ELb6NfhN+5Iz0hJRlTh1Mxlf/nkV/6TkICdfg+wCLUz+v0A2T61DUwcLfPlUZ/Ru2UjmSIlqPxbREhERERERERERERERERERERFVMZ8h03AqIxE9L32KXveCkfT5Dlz3ngP/yR/IHRoR1VG5BVp8tPMiNp++a/C+h6MFlk7yRUsXa1x/kIU2rjawMFXKFCVR3cIiWiIiIiIiIiIiIiIiIiIiIiKiatBz/Bs4pVWj1ZWf0AhpaBSzBOePtEXnAU/JHRoRyeh2Sg4O3hPw2+pIJGcVILtAA3sLU7jZmWNgOxcEersgPVeNe2m5iEvLhVqrQxMHCyw/cgPR9zMgCMDE7s0wpWczKBUCWjpbw9REAQDo6mEv784R1TEsoiUiWQiCgMaNGyMtLQ2CIMgdDhERERFRqVQqFbRardxhEBERERGVivddiYiIiGqnnhPfRUH+azj1y1z0TN4Ju+MfQ91nJFSmZnKHJivmr1Tf3EnJwdqwW7gSnwlbcxWaOFigu5cjGtuZIyNPjdikbFy8l4GwG0m4lZwDQAkgVVo/ISMfVxMycTQmEcClErfjZGWKZVN84d/Cqdr3iaghYBEtEclCpVJhxowZ2LdvH1QqldzhEBERERGVSKFQwMnJCRkZGbyRS0RERES1Gu+7EhEREdVepmbmaDv1G6R+fwSeursI3/Il/Cd/KHdYsmL+SvVFclY+Fu2/gm1n7kInGi775dhNo+uYKAS0sNFiakAHtHGzg5WZCVJzCnA1PhO7/o7DhXvpcLY2g7u9BZrYW0CpEHAzKQtuthb4ZHQHNLG3qIE9I2oYWERLRERERERERERERERERERERFTN7Bwa4VSHV9Hz0n/hd/UbhP90F+0nfQ5be84mSVQX6XQiNp++g0X7ryAtRw0A6Ne6EYZ3aoxctRYxCVmIvJWCjFw1rM1N0NTBEh3cbeHbzAHdPGxx/K8DeKK7h0EReb/WzpjdrwV0OhEKBSf2IKoJLKIlIiIiIiIiIiIiIiIiIiIiIqoBfmNfQdQ/J+GXeRj+Cb8j4buDuPP4j+jQZ7jcoRFREVqdiHN30mBmokBrV2skZRXg4r10XLqXjhtJ2bBUKXEjMQtn/kkDALRrbIuFYzvCt5lDufpXq9WlLmcBLVHNYREtEclCrVZj2bJlyMnJweOPP85HMxARERFRraXT6ZCYmAidTgcbGxu5wylRYGAgjh49ioCAAISEhMgdDhERERHJgPddiYiIiGo/pYkJ/OZvw/mQrXA8+h6aivFwPjAFYZeeQbdpS2BqZi53iDWG+SvVBqIoYt+FeETeSoFaq4Naq0OuWoewG8lIysoHAAgCIIrG17c0VeL1x70xvbcXTJSKGoyciKoKi2iJSBaiKCI9PV16TURERERUm2m1WrlDICIiIiIqE++7EhEREdUdnQOfRHa3gYhY8x/0SN2LXnFrce3LUFhM+hVNW3WUO7wawfyV5CSKIu6l5WLh3svYfzHeaBs7i8LC7vRcNUwUAlq72qCjuy28XW1QoNVBpxMxrltTNLG3qMnQiaiKsYiWiIiIiIiIiKgSgoODMWPGDABAbGwsvLy85A2IiIiIiIiIiIjqFCsbe/R4ZT3O/vkrmoe9h9ba63jw20jcn/EHGnu2kTs8ojorNikbm6PuwMrMBF5OVmjeyApWZkocjUnEqZspuJmUjVtJ2chVF06goVIKmNi9GZysTaFSKqBSFhbM9m3VCCYKAYmZ+bCzVMHMRCnznhFRdWARLREREREREVE9EBISIncIREREREREREREVAk+Q6bhQcf+uLV6JLx0d3AneAzO+r8DM1sXaPKyIUJE6+6DYWltJ3eoRLVaeo4aP/x1DWvDbkGtLXt2Y6VCQEd3W3w2phM6NS35++Via16VYRJRLcMiWiIiIiIiIiIiIiIiIiIiIiIiGbk0aY4Hs3bj/srH4SHGwSPsZYPl2SHmiHB4DF7jP4dLk+YyRUlUO2Xna7Ap6g6+P3wNaTlqAEC/1o3gbGOG2KRsxCZlIz1XjW7NHDCgrQvautmgeSMreDhaQqVUyBw9EcmNRbRERERERERERERERERERERERDJzadIc957djagdH8Im5w6stOnIV5jDUpuFxkIieqTtQ8bKowhvMQuitgAmdu7wHfUilCYs/6H6S63VISdfC6VSwJ2UHPx15QHScgrQxN4Caq2IK/GZOHApHpn5GgBAaxdrfDCiPQK8nQ360Wh1MGHBLBEZwTMDERERERFRPbNgwQIIggBBEAAAeXl5WLJkCXx9fWFjYwMbGxv06NEDS5cuhUajKbO/vLw8LF26FAMHDoSbmxtMTU3h4uKCQYMGYfXq1Ub7SExMlGL4+eefjfY7ffp0qc2rr75qtM3ixYshCAJUKhWysrLKPQaPPfYYBEGAh4cHRLH0Rzbl5eXBzs4OgiDg6aefLrFNUFAQHn/88XKPgZ6XlxcEQcD06dMBAKdPn8b06dPRvHlzmJmZSZ+TXlpaGhYuXIhevXrBwcEBKpUKzs7OaN++PcaOHYuffvoJCQkJxbYTGBgIQRAQGBhY6v6eOHECzzzzDLy8vGBubg57e3v4+Pjggw8+QGJiYonrhYSESJ9XSEgIAGDTpk0YOHAgnJ2dYWFhgTZt2uCtt95CSkpKqTFUtYsXL+Kll15Cp06dpDFzc3PDoEGD8OWXX+L+/ftl7ktJ9O0WLFhQbP0ZM2ZI7zVv3lxqW96+H/bwZ3jt2jXMmzcPrVu3hqWlJQRBwK1btwAAwcHB0nb07xlz69YtqV1wcHCx5frvoZeXF4DC4++jjz5Chw4dYGVlBUdHRzzxxBNYt25dqbFnZ2dj48aNmD17Nrp27Qo7Ozvp2A0ICMBXX31V4nc4KipKivGPP/4odWwEQcB3331ntM3zzz8PQRDQuHHjYsvu37+P5cuX46mnnkLr1q1hZWUFMzMzNGnSBKNHj8bGjRuh0+mM9jtu3DgIggAHBwfk5eWVOg4ajQZubm4QBAFPPPFEqW2JiIiIiIiIiIxp0qId/F7fgjYfnELTj6+g5Yfn4PZRDK4M24xrJq1hi2z43/wBvW7/jO7nP8Klr4YgPaXk+3pEdUGBRocbiVnYcfYepgdFoP1Hf6Dzgj/R9b8H0Pr9/ejy3wPo+PGfGPb9cSz58ypWHo/Fgt3RWLjvMraeuYvMfA28nCzx2ZiO2P9Kv2IFtABYQEtEJeJPUYhIFoIgoFGjRsjKyipWNEBEREREVSchIQFDhw7FuXPnDN6PjIxEZGQkDhw4gB07dkChMH7z6O+//8bo0aNx+/Ztg/cTExNx+PBhHD58GCtWrMDu3bvh6uoqLdcXfUZHRyMkJATPP/98sb6PHj0qvS6p2FDfplu3brC2ti7PLgMApkyZgiNHjuDu3bs4duwYAgICSmy7Z88eZGRkSOs9TD8Gd+7cMXi/rDEw5ueff8ZLL71UYtHt5cuXMWjQIMTFxRm8n5SUhKSkJFy+fBk7duyAVqvFvHnzSt3Ww3Q6HV5++WUsW7bM4P38/HycO3cO586dw9KlS7F582Y8/vjjZfb1zDPP4LfffjN4PyYmBkuWLMH27dtx/PhxuLm5GV3fy8tLOqbKKnIujVarxZtvvonvvvuuWD8JCQlISEjA4cOHER0dbbSAtDbbuXMnpkyZguzs7Brb5tWrVzF06NBiRblhYWEICwvDqVOnsHTpUqPrDh8+3OA7rZeUlIRjx47h2LFjWL58Ofbt24e2bdsatPHx8YGtrS0yMjIQEhKCoUOHGizPz8/HqVOnpL+HhIQYLbzXb//h77tWq0XTpk2NFsnGxcVh165d2LVrF1avXo1t27YVO9fMnj0b27dvR1paGnbs2IGJEycaHQMA2Ldvn1TkPnPmzBLbERERVRfedyUiIiKqnwSFAm17DobaJwDhv38Gi7gwFJg5oEPaUXTOi8L9H3rhmu8b8B0+BwqlUu5wy435a8OQkl2AX47dRGxSFhSCAA9HS/TwcsTd1BycuJ6Eaw+ycDc1F1pd2feKzVUK9GnZCJ5OVriXlgMTpQItna3Rs7kjerVwgkLB44iIKo5FtEQkC5VKhblz52Lfvn1QqVRyh0NERERUb40bNw7R0dF4+eWXMXLkSDg6OuLq1av49NNPcfnyZezevRsrV67Ec889V2zd69evIyAgAOnp6bC1tcWLL76IHj16wMPDA8nJydi1axdWrFiByMhIjB49GsePHzfI7QIDAxEdHW20sO727dsGhXrnz59HSkoKHB0dpfc0Gg1OnjwJoHhRXFmefPJJvPjii8jPz8e6detKXX/9+vUAAAcHBwwbNqzYGAwYMADp6emwsbHBiy++iJ49e5Z7DIqKjIzEb7/9Bg8PD7zxxhvw8/ODRqPB8ePHpTbPPPMM4uLioFKpMGfOHAwbNgxubm7Q6XS4e/cuwsPDsX379gqNhd4777wjFdA2b94cb7/9Nnx9fZGdnY1du3Zh6dKlSE9Px4gRIxAREYEuXbqU2NeHH36I0NBQjBkzBs8++yw8PT2RkJCAZcuWYe/evbh+/Tpee+01bNiwoVKxltfcuXOxZs0aAEDjxo0xb9489O7dG3Z2dkhMTERERAS2bNlS5dvt3r07Lly4gJ07d+KDDz4AAPz5559wd3c3aNe8efNK9f/PP/9g6tSpsLS0xIcffoh+/fpBqVQiMjKyQsXkFZGTk4ORI0ciOTkZH3zwAQYNGgRra2ucPn0an3zyCeLi4rBs2TKMHDkSQ4YMKba+RqNBp06dMGrUKPj5+cHd3R2iKOL27dvYvn07Nm3ahNjYWIwZMwbnzp2Dubm5tK5SqUTfvn2xb98+owX14eHhBjPAHjt2DDqdzqD4PyEhAVeuXAFQ/HyhL7B+7LHHMGzYMHTq1AnOzs7IzMzEzZs3sXLlSoSFheHgwYN48cUX8euvvxqsP3ToUDRt2hR3795FUFBQqUW0QUFBAIBGjRph1KhRJbYjIiKqLrzvSkRERFS/qUzN4P/sp9Lfb5wPheW2Z9EYiWh85m1cvrAWnq/sh6W1nYxRlh/z1/pLo9Xh7J00hFx9gLVht5GZZzixxC/HbhZbx0KlRAtnKwxs64KhHRvDTKWATifC0coUthYqaHUilAoBKs4oS0RVjEW0RERERERUe4gioM6RO4qaobIEauCX9frZZvWPhwcAX19fDBkyBO3bt0dCQgKWL19utIh22rRpSE9Ph4+PDw4cOIBGjRoZLB88eDBGjBiB4cOH49SpUwgODsacOXOk5QEBAVi+fDni4+Nx5coVg9kn9YW1HTp0QE5ODmJjY3Hs2DGMGTNGanPmzBlkZmYCgEH85WFvb4/hw4dj27Zt2LJlC5YuXQpTU9Ni7dLT07Fv3z4AwPjx44u1KToGmzdvRvPmzQ0K98oag6Kio6PRqVMnHDt2DPb29tL7ffr0AQDcvHkTp0+fBgB88803xWaa7dGjB8aNG4cvvvgCaWlpFRqPCxcu4OuvvwYAdOzYEcePHzeIITAwEIMHD8bw4cNRUFCAuXPnGsz8+bDQ0FB89tlneP/99w3eHzp0KIYOHYoDBw5gy5Yt+OGHH+DsXPyxWVVh165dUgFtr169sG/fPoN9Ago/nw8++KDYLMKPysrKCh07dkRUVJT0nre3N7y8vKqk/9jYWLi7uyMsLAzNmjWT3u/Zs2eV9G9MYmIiCgoKEBYWhg4dOkjv+/j4wM/PD3369EFeXh6WL19utIg2KCgIrVu3LvZ+z5498fTTT2PWrFkYMmQIrl69inXr1mHWrFkG7QICArBv3z6cPn0aWVlZBsXC+vPFoEGDcPLkSaSmpuL8+fPo2rVrsTZA8fOFUqnE1atX0apVq2LxBQQEYMaMGfj444/x3//+F//73//wwQcfGOyLQqHAjBkz8Omnn+LQoUO4e/cumjZtWqyvBw8eYO/evQAKZ7U2ds4hIiIiIiIiIqpKLTv3Rk6L0wjb+gU63VyDdupLOLt8Ijq/vhtKE5YEkTz+vpOG1zedw43Ef5+y1cHdFk/7eUAURVy+n4nT/6TC2doMgW2c0bmpPVo4W8HFxqzUGYlVdWeSZSKqY3jFJCIiIiKi2kOdA3zuXna7+uC9OMDUqto389JLLxktQHV0dMSMGTOwePFiXLhwAenp6bCz+3d2guPHjyM0NBQA8OuvvxYroNUbOnQonnrqKWzatMloEa1eSEiIQRGtfrbJwMBAqYg2JCTEoIhW30Y/S2VFTZkyBdu2bUNqair279+P0aNHF2uzZcsW5OfnS+2LKjoGQUFBcHJyMrqd0sbgYcuWLStW6KkXHx8vve7fv3+JfQiCAAcHhxKXG/PTTz9Jj7JftWqV0RiGDh2KmTNnYtWqVYiIiEBkZCS6d+9utL9u3brhvffeMxrb66+/jgMHDkCj0SAsLKzaZuNcvHgxAMDS0hJbtmwpcVwBwMPDo1piqE6LFy82KKCtCZ9++qlBAa1eixYtMHr0aGzcuBEnTpwwuq6xAtqiBg0ahFGjRmHHjh3YsWNHsSJa/XlKo9HgxIkTGDp0qLRMfy4YMmQItFotjhw5gpCQEIMiWn0bFxcXtGvXzqBvQRCMFtAW9dFHH2H58uVISkrCrl27MH/+fIPlM2fOxGeffQadTodff/21WAE5APz2229Qq9VSeyIiIiIiIiKimmBpbYde0z7HlYgBaL53EnxyQnH2m1Ew6/cS2vYYDIWSlYdUvR5k5OFoTCLO3knDvdRcnLieBK1OhK25Cfp7O2NIBzcM79QYCkX1TyxCRFQZnN+aiGShVqvxyy+/4MqVK9L/ZCQiIiKiqvdwYWhR3bp1A1D4qPPY2FiDZbt27QIAtGnTBp06dSp1G/qCz8jISGg0/z6SydXVVSqcffgR7fpZIwMDA6XiuZLa+Pr6wsbGptQYjBk+fLhUGLx+/XqjbfTvN2vWDP369TNYVnQMGjdujNzcXOmx8A8raQyK8vDwKLaNoho3biy9Dg4OLrFdZRw6dAhA4cy/pc1mWrQAWL+OMZMnTy5xRgD9cQUUzq5rzK1btyCKYonjWZbk5GSEh4cDACZMmAB39/pVfG9qaorx48fX6DYFQcDkyZNLXK7/XFNSUso1E3JiYiKuXbuGixcvSn/0sxL//fffxdoX/Z4XPRcUFBRIn3V5zhdFi/dLotPpEBcXh6tXr0qxXb58WZpd1lh8Xl5eGDRoEICSv59BQUEACseqc+fOZcZBRERUHXjflYiIiKjhatvjcVzsuQQ6UYBPzkm0/3Mizn89HBp1gdyhlYj5a+2UkadGcla+wXs6nYhTN5Nx/m4a8jVaiKKIq/GZeO5/Uejx+WG8ueU81p/6B0djEqHViRjZxR3H3hqApZN9MbKLOwtoiahW40y0RCQLURSRlJQkvSYiIiICAKgsC2dobQhUljWymaKzvz7M0dFRep2ZmWmwTP+Y+qtXr5b6+KSi1Go1UlJS4OLiIr0XGBiIK1euGDxq/c6dO7h58yYEQUBAQAByc3MBAOfPn0dKSgocHR2h1WqlGS/LUxRnjJmZGZ566imsXr0au3fvRmZmpkExblxcnFSIN2nSpGL7WXQMXF1dy7VNY2OgV1ZRXfPmzdGvXz8cP34c3377Lf788088+eSTCAwMhL+/PywtK3fM5Ofn49q1awBQagEtAPj4+EClUkGtVuPixYsltqvscVVVzp07J/07orTC5LqqdevWMDc3r9FtNmrUqMTZlgEYzH6cmZlpdObfkydP4ocffsChQ4eQkpJSYl/6fwsWZWJigj59+uCPP/4wKJA9deoUcnNzYWdnBx8fH+Tk5AAAjh07Bp1OB4VCgcTERERHRwMo+XwhiiLWrVuH1atXS31WJD4AmD17Ng4ePIjr16/j+PHjBsdeVFSU9J3hLLRERCQn3nclIiIiati6PTEDMW7NkXb8F3ROOYCuOWEIXzkP/v/5Re7QjGL+Wjtk5KpxMTYNt5OzEXI1EcdiEqHRiXC0MoWfpwMC27hgY+Q/+PtuOgBAIQAiAP1HJghA5yZ26N2qETwdLeHtZgPfZhV7mhoRkZxYREtERERERLWHIACmVnJHUa+UVnipUPz7cBKtVmuw7MGDB5Xanr7ATS8gIAA///wz4uPjceXKFbRt21YqqG3fvr00M2Xz5s0RGxuLY8eOYcyYMTh79iwyMjIA/PuY98qYMmUKVq9ejdzcXGzbtg3Tpk2Tlv3+++/Q6XRSu4dV1RjoFS1CLMmGDRswfvx4hIWFITo6GtHR0fj000+hUqng7++PyZMnY/r06RUqsExNTZVeGyvuLUqlUsHJyQnx8fGlFkFW9riqKkWLHIvO4FtflOdYqWplFWmX9bkuWLAAn3zySbm2VVIBa0BAAP744w+cPn0aWVlZsLa2ls4Xffv2hVKpRM+ePWFubo7U1FScP38eXbt2NSjSN3a+yMvLw7hx47B///5Him/MmDFo1KgRkpKSEBQUZFBEu2bNGgCAubl5qTP6EhERERERERFVN2/fQMA3EGf+CIZv+Cvwf7AREds7osfYl+UOjWqZxMx87P1Hgfe+Pobs/OL3/FKyC3AgOgEHohMAAFamSqhMFEjLKZw1WBCAoR3cMH+wN1q5VPxpckREtQWLaImIiIiIiKgYfZFcly5d8Ntvv5V7vSZNmhj8vWhBW0hIiEERbdFlAQEBiI2NRUhICMaMGSO1USqV6Nu3byX3orDfJk2a4N69e1i/fr1BEe369esBAJ06dUKnTp2KrVt0DL755hsAgJOTE5RKZanbfHgM9MpaT79uaGgoDh8+jG3btuHo0aOIjo6GWq3G8ePHcfz4cXz11VfYt28fvL29y+zvYeWdVZjkVZ5jpTY5fPiwVEDbokULvPHGG+jbty+aNWsGKysrmJgU3n766KOP8Omnn5bYj/6coNFocOLECQwdOrTY+cLMzAz+/v4ICQlBSEiIQRGts7Mz2rdvX6zfhQsXSgW0AQEBePHFF+Hr6ws3NzdYWFhIBcL9+/fH8ePHS5z1xNTUFM888wy+/fZbbN68GT/++COsrKyQl5eHDRs2AADGjh1rdJZeIiIiIiIiIqKa5jt0OsLiLqHXP7+g/bnP8aDHSLg0aS53WFTDtDoRf115gH0X7uNWcjaSswrgYGUKjVaHS3EZABQAtPBwtEAbV1t0cLfFyC7uaGJvgasJmTgYHY/j15LQxtUGbw5pA2cbMyRm5UOAAGszE1iY1q17mURExrCIloiIiIiIiIrRP9Y9KysLHTt2rHQ/bm5u8Pb2RkxMDEJCQvD8889Lj2ovWkQbGBiI4OBgaZn+v127doWdnV2lt69QKDBp0iR89dVXOHz4MBISEuDq6oqYmBicPn0agPFZaAHDMWjbti0AwNXVtUYKHAcOHIiBAwcCAJKTk3Ho0CH88ssv+Ouvv3Djxg1MmDABZ8+eLVdfRWc1TUhIKLWtRqNBcnIyAMDR0bGS0Ve/Ro0aSa/v379f4fWLzqqqn43YmOzs7Ar3XVNq0z6sXLkSQOGxFh4eLs0w/bDSZjcGAD8/P1hZWSE7OxshISEYOHAgQkNDARQ/X+iLaF999VXpfNG/f/9iheKiKGLVqlUAgH79+uGvv/4yGLuKxAcAs2fPxrfffousrCxs3rwZ06dPx44dO5CWlgYAmDlzZpl9EBERERERERHVlB7PLsLVxUfRRnMVMetfhsubu+UOiR6RRqtD9P0MnL6ditvJOUjMzAcEwNHSFI3tzdHM0RJ3UnLx9500JGXl405qDhIy8g36+Cfl36epeVmLeHNkVwzr1AQKheG9ta4e9ujqYY83hxjG4GJT/ielERHVBSyiJSIiIiIiomJ8fHwQGhqKmzdvIj4+Hm5ubpXuKzAwEDExMTh69Cju3buH69evQxAEBAQEGLQBgPPnzyMpKQknTpwAAIM2lTVlyhR89dVX0Gq12LhxI15++WWsW7cOQOHMrJMmTTK6XtExePDgAVxcXB45lspwcnLChAkTMGHCBIwePRq7du3CuXPncO3aNbRu3brM9c3MzNC6dWtcu3YNp06dKrXt2bNnoVYXPorrUYqnq5uPjw8EQYAoijh27BhmzJhRofVtbP59tFhqamqJ7WJiYkrtR86ZfatqH6rCpUuXAAADBgwosYAWAKKiokrtx8TEBH369MGBAwcQEhKCyMhI5OTkwM7ODj4+PlI7/fni2LFjSExMlLZv7HyRkpKC+Ph4AMD48eNLLKDNysrC1atXS40PANq3b49evXohLCwMQUFBmD59OtasWQMA8PT0lIrfiYiIiIiIiIhqA6WJCVRjfoR68zD4Zh/Dmf1B8B1WsXtpVP1EUcSp2BTs+jsOZiYKONuYQYAAlVJAYBsXtHKxBgAcv5aIj3ZeQmxSxX44b2+pwvhuTeHbzAGNbMyQkl2AAo0O3TxsEXn8MAa3dy1WQEtE1JCwiJaIiIiIiIiKGTVqFJYtWwZRFPH9999j0aJFle4rICAAv/zyC+Lj47FixQoAhYVoRYvtPD094eXlhVu3buGHH36QZnUsOvtkZXXt2hXt27dHdHQ01q1bh5dffll69Hq/fv3QrFkzo+sVHYPVq1fj3XfffeRYHtXAgQOxa9cuAEBSUlK5imgBYNCgQbh27RouXbqEiIgI9OjRw2g7/Yyd+nVqK0dHR/Tu3RsnT57Epk2bsHDhQri7u5d7fS8vL+l1VFQUnnzySaPt9MdJSczN/51xIT8/v5SWVa95838fvRcVFYVu3boZbVfWPlQFjUYDoPRZb8+ePVtmETdQeL44cOAATp8+jT179gAA+vbtazADtL+/P8zNzZGamooff/wRoigCMH6+0MdWVnyrVq0yaFua2bNnIywsDMePH8eRI0dw+PBhAMD06dNlLawmIiIiIiIiIjKmRceeCDs5Bb3ur0XH8Pk4LQLdnmg4hbRajQZ3r/0NlYU1HF2bwtzCSu6QJPkaLf64GI/g0Fs4+0+a0Taf7b0MTydLaLQi7qXlAgBszE3g5+mAto1t4WxtBkEAkrMKcDc1B/+k5MDZxgx+no5o6mABO0sVfJs5wFxV/Alr+gkViIgaOhbREpEsBEGAnZ0dcnJy+D8ZiYiIiGqhwYMHo0ePHoiIiMCSJUvg4+ODp59+usT2Fy5cwK1btzBy5Mhiy4oWtv3www/F3tMLCAiQimiBwsfV9+vX79F25P9NmTIF77//PiIiIrBhwwZcu3ZNer8kRcfgp59+QseOHTF79uwS25c2BuVx7tw5AIVFv8aIoohDhw4BKMynixaCluWFF17AihUroNPpMHfuXBw7dgy2trYGbQ4cOIDVq1cDAHr06IHu3btXeB/Ky8vLC7dv3wYAqQCyot5++22MGjUKOTk5GD9+PPbt2wc7Ozujbe/evYumTZtKf3dwcEDnzp1x/vx5BAUF4c0334Sjo6PBOidOnMD3339fagyNGzeWXt+4cQNt2rSp1L5URseOHeHo6IiUlBQsXboU06dPh5mZmUGbTZs2YfPmzdUeS+vWrXHlyhWcOHEC169fR6tWrQyWJyYm4plnnilXX/pzg0ajwfLlyw3e0zMzM0PPnj1x9OhR6Xzh5ORkdPZkZ2dn2NvbIy0tDRs2bMBrr71WbJwiIyPx4Ycflis+AJgwYQJeffVVZGZmYvLkydDpdBAEocIzIhMREVUH3nclIiIiImO6TV+C00vvoFvmEficeg2nYk+gxdgP4ezuJWtcVZG/FuTn4dalU9Cq82Dn6gWFQoGs1ASkXIuA4p9QtMw4BU9kAAC0ooDzFr7Iaz0SUCgBCHDvNABNWrSHUMITjB6VKIoG+5aUlY9jMYk4cjURx2ISkZ5bWMhqaqLAOJ8msLNUITmrAAKAB5n5OHk9CbeTcwAACgF4tpcX5g/2ho25qlriJSJqiFhES0SyUKlUePHFF7Fv3z6oVEzuiIiIiGqj9evXo0ePHkhJScGECRPw22+/YcKECWjdujWUSiUePHiAs2fPYvfu3QgPD8f8+fONFpC6u7ujVatWuH79OtLT0wEYL6INDAzEr7/+KrXp0qUL7O3tq2RfJk+ejA8++ACiKOI///kPAMDU1BTjx48vdb2iY/D8889jz549mDhxYoXHoDzOnTuHGTNmoHv37hg5ciR8fX3h5uYGtVqN2NhYBAUF4eDBgwAKZ8ktWsBZlk6dOmH+/PlYsmQJ/v77b/j6+uLtt9+Gj48PsrOzsXv3bvzwww/QarUwNTWVZgyuzUaOHIlZs2Zh9erVCA0NRfv27TFv3jz06dMHtra2SEpKQlRUFDZu3IguXbogODjYYP0XX3wRzz33HBISEtCvXz98+OGHaNOmDVJSUrB3714sX74cfn5+CA0NLTEGHx8fmJubIy8vDx9++CFUKhU8PT2h+P8b7k2aNIGFhUW17L+JiQmee+45LFq0CBcvXsRjjz2Gt956C82aNUNCQgI2b96M4OBg9O7du9R9qArPPvssdu/ejezsbAQEBOCdd96RZsYNDQ3FN998g/j4ePTq1QthYWGl9tW9e3dYWloiJyenzPPF0aNHpTb9+/c3+j9aFAoFpkyZgmXLluH8+fPo27cvXn/9dbRu3Rrp6enYt28fli9fDmtra7i7uyMmJqbM/bWyssLEiROxcuVKxMfHAwAee+wxeHp6lrkuERFRdeN9VyIiIiIyxtTMHF1f2YJTP81Ez+Sd6Jm4BQUrtiParD0yHDoCggKiiRmUDs1g69kZ3j6BUCiLz1xa1Sqbv4o6HS6d3A1t6DK0zTkDb6H0GVVzRDOYQAtTQYPOeaeBC6f/Xfg3ECe44K5DTyha9Idz6x6wd2mK/JxM5GWnIz8nE+ZWtnBq7IXEe7FIjj0HaxcvNO/YCzmZaUi8ex352enQadSwb+wFB9dmyMvJRPS5cKSd2Q7n/H9gY66CSikgp0CL7AINXERgAgr/mFko4WpnDjdbM5hmKYCsIoErgYJWOuQUaKEUBJipFDBNVQAbKzTMJVKKInonJUG5bhXAH+HVOI6/fDj28lLmFMgdQjEsoiUiIiIiIiKjWrZsibCwMDz55JO4ePEidu/ejd27d5fY/uGZTYsKDAzE9evXARTOLhAQEGC0TVHG2lSWl5cXevfujZMnTyItLQ0AMGzYMDg4OJS63sNjsGfPHukR88aUNgblFRkZicjIyBKX9+7dW5oxtiIWL16M7OxsLF++HDdu3MDcuXOLtbGzs8OmTZtKnA23tlmxYgUsLCywbNkyxMXF4b333jParkuXLsXemz17Nvbv348dO3YgOjoakyZNMljeqVMnbN26tdRiZRsbG7z88sv48ssvcebMGQwePNhg+ZEjR4wWgFaVDz74AEeOHEF4eDhCQ0MxZswYg+WBgYFYunSp0Rlaq9JTTz2FGTNmICgoCHFxcXj55ZcNliuVSnz77bdITU0ts4hWpVKhd+/e0qzLdnZ28PHxKdYuMDAQn3zyifT30s4XCxcuxMmTJ3Hu3DlERUVh8uTJBssdHR2xdetWfPTRR+UqogUKj5+VK1dKf585c2a51iMiIiIiIiIikovSxAQ9XgzGhRO7oTq+GG3V0WhfcAFIuPBvo7sALgBxe11w1747dCaWEE0sAJUFVC6t4OU3FI3cmskSv0ZdgEvHtyH/4h40TY1ARzGhcIEApMIGOYIlGulSAACZghUSTD2Q4dwNtu0Hw7v7IJiYqHDn5iXcCwmCzYMIaBXmMNHmolXBZbjjAdxTdgMpu4GokmPw/P8/AKDZqYCdoIOxZ2NZA+iv/4sAIL/IwocnvBUBpP3/HyNM//9PdVAAcAYMC3epxnD85cOxl5civ3JPKKxOLKIlIiIiIiKiEnl7e+PcuXPYtGkTtm7disjISCQmJkKr1cLJyQlt2rRB3759MXbsWPj6+pbYT0BAAFatWgUAaN++PZydnYu18fLygqenJ27fvg3A+OyTj2LKlCk4efKkwd/Lw9vbG2fOnMGvv/6K/fv3IyoqqlJjUJZJkybB1dUVBw8eRGRkJO7du4eEhARoNBq4uLjA19cXEyZMwMSJE6WZTitCoVBg2bJlmDhxIlasWIHjx48jISEBZmZmaNGiBZ544gm8+uqrRj+b2kqpVOLHH3/EjBkzsGLFCoSEhODevXsoKCiAk5MTOnfujKFDh+KZZ54ptq5CocCWLVuwYsUKBAcHIzo6GkBh4fSECRPw2muvlWsW2cWLF6N169ZYu3YtLl26hPT0dGi12irfV2MsLS3x119/4dtvv8Xvv/+O69evQ6VSoU2bNpg2bRqef/553Llzp0ZiWbNmDR577DH88ssvOHfuHAoKCuDm5ob+/ftj3rx56NGjBxYsWFCuvgICAqQi2r59+0JpZNYTf39/mJmZIT+/8P9AlHa+sLOzw8mTJ/HNN99g06ZNuHbtGkxMTODh4YHhw4fjlVdeQdOmTSu0vz169IC3tzdiYmJgb2+PcePGVWh9IiIiIiIiIiI5CAoFOvUfDbHvSNy5cQH3/z4MXeJVAAIETS7Ms++hZe7FwqLS1L2GK/8DIOpNnDfvDsenvkPTVtX7w229vJwsnN28CK1jf0OXIpWmOaIZLjiPgOvA/8CzjS8cFAqIOh0EhQJmABoZ6cujVSd4tPrG4L3szDRcjjyA3CuH4JDyNzzUsbAU8qEWlcgVzJEHM1iL2bAU8pEjmuGeiQectfGwFwqr75Jgj2yFNUQIcNE+gKWQD50oIEWwx4PGgbDx7o8byXko0OrQ2M4CzRwtYGdRXWWxFaPRanDu7Dl09ekKEyVLyGoax18+HHt5adIzgMWz5A7DgCCKYu0r7W1gMjIyYGdnh6SkJDg5OckdToOiVquxb98+PPHEE3y0VQ1Tq9UICgpCWloa5s2bB0tLS7lDalB47MuL4y8fjr18kpOT0ahRI6Snp1fJLI0kn8rmrnl5eYiNjUXz5s1hbm5ejRHWbzqdDhkZGbC1ta1UESVVjk6nQ3JyMrRaLZydnY0W9FH14XEvL46/cRkZGXBzc0Nubi5eeOEFLF++/JH7fPhaydxVXsxf6wfed5UXz2Py4H1X+fHYlw/HXl4cf/kwd60/mL/Kh+cwQ7nZmYg+ugkFCTGAOheCJg8KdTYcMy6jheYmFIKIfFGFsy1fQI8pC6Co5P3SO9f+BhQm2H+48OlhL/7nP7gR9Sfyz26CUpMNQdRCIWrQOPc6XFA4w2wqbBHT6HGYtx+Mln5DYG1b+pPGKkOn1UKtzoepqTmE/78fJup0yEhPgZW1LUxUptBptXhw7yZsHV1gaf3vXLSiTofcnEyYW1hXelxqEo99eXH85cOxl1dtzF9ZSk1EshBFEffv35deExERERHVZmq1Wu4QiKgW2bBhA3JzcwEAs2bVrl/MExFRw8b7rkRERET0qCysbNDtCeP3O+5cv4C0zS+hU/5Z+N/8AZe+OArTYZ+hVZe+UsEpAGjUBTh/aB0Kbp2CoM2HoFND0KqhNbWBwq0DzK7vR5fcUwCAIWiCHFgg5es16CzeN7rdeDjjTtfX0GXYLPQ0q96JOhRKJcyUhj9GExQK2Dk0Mmjj1qx1sXUFhcKgqJaIiOoGFtESERERERERERGVk0ajwTffFD72z8/PD926dZM5IiIiIiIiIiKimuHRqhOavv0XIrb/gI7nP0eHgr+BnSNxf6czUkzdUWBiBYWohWvuDfgiyXgniZsBABpRAQVEeAr3Ct8XgWzRHBdcRkJwbgNBoQSUJjCxsEX7gPFws7Cqob0kIqKGhkW0REREREREREREpUhJSUFKSgqSk5Px9ddfIyYmBgDw3nvvyRwZEREREREREVHNEhQK9HjyVdzpMhCXd36IdhmhaCwkonFBIlDwb7sU2OKa82DozO0BpQqCQgVkP4BN6mXkWDSG28gPoDBR4XzwOxAhwLnnaLTpNRL+9k6y7RsRETVMLKIlIiIiIiIiIiIqxQ8//IBPPvnE4L0RI0Zg7NixMkVERERERERERCQvj1ad4DF/B3Ky0nHhzF/Iz0iENjcDCqUKJtZOaNdvLHqWMXtsQUEBIgQfAMAb/cfDyoqzzRIRUc1jES0REREREREREVE5mJiYwNPTE5MmTcK7774rdzhERERERERERLKztLZDp/78oTEREdVdLKIlIiIiIiIiIiIqxYIFC7BgwQK5wyAiIiIiIiIiIiIioiqmkDsAImq4LCwsoFQq5Q6DiIiIiKhMCgX/+UxEREREdQPvuxIRERFRXcL8lYiI5Mb/C0hEsjA1NcVrr72GTp06wdTUVO5wiIiIiIhKpFAo4OLiAktLSwiCIHc4REREREQl4n1XIiIiIqpLmL8SEVFtwCJaIiIiIiIiIiIiIiIiIiIiIiIiIiJqcFhES0RERERENUYURblDICIiqpV4jSQiIiIiIiIiIiIiqnkmcgdARA2TWq3Gb7/9huTkZKjVaqhUKrlDIiIiomqkUBT+fk+n08kcCVHF6XQ6pKSkQKPRwMbGRu5wiKie0mq1AP69ZhIREVUG77sSERERUV3C/JWIiGoDFtESkSxEUcQ///wjvSYiIqL6zcTEBAqFAnl5ebCyspI7HKIKKygokDsEIqrncnJyoFQq+T+LiIjokfC+KxERERHVJcxfiYioNuDUFkREREREVO0UCgUsLS2RlZUldyhERES1jiiKyMjIgI2NDQRBkDscIiIiIiIiIiIiIqIGg0W0RERERERUI2xtbZGTk4PU1FS5QyEiIqo1RFFEXFwc1Go17Ozs5A6HiIiIiIiIiIiIiKhBMZE7ACIiIiIiahjs7OyQm5uL+Ph4ZGdnw87ODiYmJpxxrwJ0Oh0KCgqQl5cHhYK/iawpOp0OGo0GAJCXlwelUilzRA0Lj3t5cfyrhyiK0Gq1yMnJQUZGBtRqNZo2bQpLS0u5QyMiIiIiIiIiIiIialBYREtERERERDXG1dUVpqamSEtLw927d+UOp84RRRG5ubmwsLBg8XENEkUR6enpAIDMzEwWEtYwHvfy4vhXL6VSCRsbG9jZ2bGAloiIiIiIiIiIiIhIBiyiJSIiIiKiGiMIAhwdHeHg4ACNRgOtVit3SHWKWq3GsWPH0L9/f6hUKrnDaTAKCgqwb98+AMDMmTNZ6FbDeNzLi+NffRQKBVQqFYuTiYiIiIiIiIiIiIhkxCJaIpKNSqVi4QwREVEDJQgCVCoVC7IqSKlUQqPRwNzcnGNXgxQKBQoKCqDVamFmZgZzc3O5Q2pQeNzLi+NPRERU9/C+KxERERHVJcxfiYhIbnwGJRHJwtTUFG+++SY6d+4MU1NTucMhIiIiIioRc1ciIiIiqiuYuxIRERFRXcL8lYiIagMW0RIRERERERERERERERERERERERERUYNTL4pob9++jfnz56Nt27awsrKCo6MjunfvjiVLliAnJ6fKtrN//36MHTsWTZs2hZmZGZo2bYqxY8di//79VbYNIiIiIqr/mL8SERERUV3B3JWIiIiI6hLmr0RERERUUSZyB/Codu/ejalTpyIjI0N6LycnB1FRUYiKisKqVauwd+9etGrVqtLb0Ol0mDt3LlavXm3w/r1793Dv3j3s2LEDs2fPxooVK6BQ1Iu6ZKJqp9FosHHjRiQmJkKj0UClUskdEhERUY1g/kpU9zB3JSKihoq5K1Hdw9yViIgaMuavRHUP81ciIqoN6nTWdvbsWUyYMAEZGRmwtrbGwoULERoaisOHD2POnDkAgJiYGAwfPhyZmZmV3s77778vJcE+Pj7YsGEDIiIisGHDBvj4+AAAVq1ahQ8++ODRd4qogdDpdLhx4wYyMjKg0+nkDoeIiKhGMH8lqpuYuxIRUUPE3JWobmLuSkREDRXzV6K6ifkrERHVBnV6JtpXXnkFubm5MDExwYEDB9CrVy9p2WOPPYbWrVvjrbfeQkxMDL7++mssWLCgwtuIiYnBV199BQDw8/PDsWPHYGFhAQDo3r07Ro0ahYCAAERFRWHJkiWYOXPmI/1yjYiIiIjqL+avRERERFRXMHclIiIiorqE+SsRERERVVadnYk2IiICx48fBwDMmjXLIAnWmz9/Ptq1awcA+P7776FWqyu8ne+++w4ajQYA8OOPP0pJsJ6lpSV+/PFHAIXTzH/77bcV3gYRERER1X/MX4mIiIiormDuSkRERER1CfNXIiIiInoUdbaIdseOHdLrGTNmGG2jUCjw7LPPAgDS0tJw5MiRCm1DFEXs3LkTANC2bVv4+/sbbefv7482bdoAAHbu3AlRFCu0HSIiIiKq/5i/EhEREVFdwdyViIiIiOoS5q9ERERE9CjqbBHtiRMnAABWVlbo1q1bie0CAgKk1ydPnqzQNmJjYxEXF1esn9K2c+/ePdy6datC2yEiIiKi+o/5KxERERHVFcxdiYiIiKguYf5KRERERI+izhbRXr58GQDQqlUrmJiYlNiubdu2xdYpr+joaKP9VPV2iIiIiKj+Y/5KRERERHUFc1ciIiIiqkuYvxIRERHRoyg5g6zF8vLykJSUBABo2rRpqW0dHBxgZWWF7Oxs3Llzp0LbuXv3rvS6rO14eHhIr8vaTn5+PvLz86W/p6enAwBSUlIqFB89OrVajZycHCQnJ0OlUskdToNSUFCAvLw8AEBycrL0mmoGj315cfzlw7GXjz7PaaiPrqrL+Stz19qF5zF5MHeVF497eXH85cOxl1dDzl+Zu1JV4XlMHsxd5cdjXz4ce3lx/OXTkHNXgPkrVQ2ew+TD/FVePPblxfGXD8deXrUxf62TRbSZmZnSa2tr6zLb6xPhrKysatuOlZWV9Lqs7SxatAiffPJJsfe9vb0rFB9RfbF48WK5QyAiohqSnJwMOzs7ucOocXU5f2XuSmSIuSsRUcPSEPNX5q5E9QdzVyKihqUh5q4A81ei+oT5KxFRw1Kb8tc6WURb9JcnpqamZbY3MzMDAOTm5lbbdvTbKM923n33Xbz++uvS39PS0uDp6Yl//vmn1hwYDUVGRgY8PDxw584d2Nrayh1Og8Pxlw/HXl4cf/lw7OWTnp6OZs2awdHRUe5QZFGX81fmrrULz2Py4djLh2MvL46/fDj28mrI+StzV6oqPI/Jh2MvL46/fDj28uL4y6ch564A81eqGjyHyYvjLx+Ovbw4/vLh2MurNuavdbKI1tzcXHpdUFBQZnv9IxAsLCyqbTtFH7NQ1nbMzMwMEmc9Ozs7fjFlYmtry7GXEcdfPhx7eXH85cOxl49CoZA7BFnU5fyVuWvtxPOYfDj28uHYy4vjLx+OvbwaYv7K3JWqGs9j8uHYy4vjLx+Ovbw4/vJpiLkrwPyVqhbPYfLi+MuHYy8vjr98OPbyqk35a+2JpAJsbGyk1+V5zEJ2djaA8j2+obLb0W+jMtshIiIiovqN+SsRERER1RXMXYmIiIioLmH+SkRERESPqk4W0Zqbm8PJyQkAcPfu3VLbpqamSkmqh4dHhbbTtGlT6XVZ27lz5470uqLbISIiIqL6jfkrEREREdUVzF2JiIiIqC5h/kpEREREj6pOFtECQPv27QEA169fh0ajKbHdlStXpNft2rWr1DYe7qeqt2NmZoaPP/7Y6KMaqHpx7OXF8ZcPx15eHH/5cOzlw7GvP/krP0t5cfzlw7GXD8deXhx/+XDs5dXQx5+5K1UFjr98OPby4vjLh2MvL46/fDj2zF/p0XHs5cXxlw/HXl4cf/lw7OVVG8dfEEVRlDuIynjvvfewaNEiAEB4eDh69uxptN3ixYvx7rvvAgD+/PNPDB48uNzbEEURTZs2RVxcHNq2bYvLly+X2LZdu3a4cuUKmjRpgjt37kAQhArsDRERERHVd8xfiYiIiKiuYO5KRERERHUJ81ciIiIiehR1dibaMWPGSK+DgoKMttHpdFi7di0AwN7eHgMGDKjQNgRBwOjRowEU/losPDzcaLvw8HDp12SjR49mEkxERERExTB/JSIiIqK6grkrEREREdUlzF+JiIiI6FHU2SLaHj16oF+/fgCA1atXIywsrFibr7/+WvoF2CuvvAKVSmWwPCQkBIIgQBAETJ8+3eh2Xn31VSiVSgDASy+9hNzcXIPlubm5eOmllwAAJiYmePXVVx9lt4iIiIionmL+SkRERER1BXNXIiIiIqpLmL8SERER0aOos0W0APD999/DwsICGo0GgwcPxqJFixAeHo4jR47gueeew1tvvQUA8Pb2xvz58yu1DW9vb7z55psAgKioKPTp0wcbN25EVFQUNm7ciD59+iAqKgoA8Oabb6J169ZVs3NEREREVO8wfyUiIiKiuoK5KxERERHVJcxfiYiIiKiyBFEURbmDeBS7d+/G1KlTkZGRYXS5t7c39u7di1atWhVbFhISIj2mYdq0aQgODjbah06nw5w5c7BmzZoS45g1axZ++eUXKBR1ui6ZiIiIiKoZ81ciIiIiqiuYuxIRERFRXcL8lYiIiIgqo85nbSNHjsT58+fx2muvwdvbG5aWlrC3t4efnx+++OILnD171mgSXBEKhQKrV6/G3r17MXr0aLi7u8PU1BTu7u4YPXo09u3bh1WrVlU4Cb59+zbmz5+Ptm3bwsrKCo6OjujevTuWLFmCnJycR4q5IdI/XqOsP4GBgWX2tX//fowdOxZNmzaFmZkZmjZtirFjx2L//v3VvyO1zIMHD7Bnzx589NFHGDZsGBo1alTmo0xKUxVjq9Fo8PPPP6Nfv35wdnaGhYUFWrZsieeeew6XLl2qcEy1WVWMf3BwcLm/HyXdECgqJycHX375Jbp37w5HR0dYWVmhbdu2mD9/Pm7fvv1oO1yLREVF4b///S8GDx4sHa/W1tbw9vbGjBkzcOLEiQr1x2O/Yqpi/HnsV1xGRgZ+//13zJ8/HwEBAWjVqhXs7OxgamoKFxcXBAYG4ssvv0RycnK5+gsNDcXUqVPh6ekJc3NzuLm5YciQIdiwYUOF4tqwYQMGDx4MNzc3mJubw9PTE1OnTjX6SK66oK7mr8xdqxZz1+rB3FVezF3lw9xVXsxd5cHctWYwdyWAuWt1Yv4qH+au8mL+Kh/mrvJh/lozmL8SwPy1ujB3lRfzV/kwd5UX81d5NMjcVSRZ7Nq1S7S1tRUBGP3j7e0tXrt2Te4w65SSxvLhPwEBASX2odVqxVmzZpW6/uzZs0WtVltzOyaz0sZi2rRp5e6nqsY2MTFR7N69e4l9mJmZiStXrnzEva49qmL8g4KCyv39CAoKKrWva9euia1bty5xfVtbW3H37t2PvuMy69evX7nG69lnnxXz8/NL7YvHfsVV1fjz2K+4gwcPlmu8GjVqJP7xxx+l9vXxxx+LCoWixD6GDx8u5ubmltpHTk6O+MQTT5TYh0KhEBcsWFCVQ0AlYO5a9cp7fmLuWjFVkTuJIq/flVUV48/rd8Uxd5UXc1f5MHelkjB3rXrlPT8xd624qsifRJHX8MqoirHn9btymL/Kh7mrvJi/UkmYv1a98p6jmL9WTFXkT6LI63dlVcX48xpeccxd5cX8VT4NMXdlEa0Mzpw5I1pYWIgARGtra3HhwoViaGioePjwYXHOnDnSB+zt7S1mZGTIHW6doR+3F154Qbxw4UKJf27evFliH++8847Uj4+Pj7hhwwYxIiJC3LBhg+jj4yMte/fdd2twz+RV9KTTrFkzcfDgwZVKhqtibDUajdi3b1+p7bhx48T9+/eLp06dEn/44QfRxcVFOjnu27evCvZeflUx/kUTgj///LPU70dqamqJ/WRkZIje3t5SX3PmzBEPHz4shoaGigsXLhStra1FAKKlpaV49uzZKtl/ubRs2VIEILq7u4uvvPKKuGXLFjEiIkIMCwsTv/nmG7FJkybSOEyaNKnUvnjsV1xVjT+P/Yo7ePCg6OHhIT777LPi999/L27btk0MCwsTT548KW7cuFEcP368qFQqRQCiqampeO7cOaP9/Pzzz9J4tWzZUly9erUYEREh7tixQxwwYEC5vz8TJ06U2g4YMEDcsWOHGBERIa5evVo6TgCIK1asqI7hoP/H3LV6MHetHsxd5cXcVR7MXeXF3FU+zF3JGOau1YO5a/Vh/iof5q7yYf4qH+au8mL+SsYwf60ezF+rB3NXeTF/lQdzV3kxf5VPQ8xdWUQrA32lvImJiRgaGlps+Zdffil9uB9//HHNB1hHPeqYXb16VTQxMREBiH5+fmJOTo7B8uzsbNHPz0/67BrKL/4++ugjcffu3WJ8fLwoiqIYGxtb4WSsqsZ29erV0rb/85//FFt+7do16ZearVq1EtVqdcV2thaqivEvmhDExsZWOpYPP/xQ6ufLL78stvzkyZPS51zaLzfrguHDh4sbN24UNRqN0eWJiYkGydHRo0eNtuOxXzlVNf489iuupDEvavv27dJ4jB07ttjy5ORk0c7OTvpHfGJiYrFtjBw5UurjyJEjRrdz+PBhqc3IkSOLxZaYmCg2a9ZMBCDa29uLKSkp5d9RqhDmrtWDuWv1YO4qL+au8mDuKi/mrvJh7krGMHetHsxdqw/zV/kwd5UP81f5MHeVF/NXMob5a/Vg/lo9mLvKi/mrPJi7yov5q3waYu7KItoadurUKemDfe6554y20Wq1Yrt27aQPt6CgoIajrJseNRl+4YUXpD7CwsKMtgkLCyv1gtQQVCYZq6qx1X8vHB0dxezsbKNtFi1aJPWzadOmcsVXl8iVDBcUFEgXt3bt2pX4CIHnnntO2lZERESltlVX7N69W9rXl156yWgbHvvVpzzjz2O/+rRp00YECh/P8LAvvvhCGosNGzYYXf/OnTvSL9OeeOIJo22GDRsm/UPxzp07Rtts2LCh1H+o0KNj7lp9mLvWDOau8mLuWnswd5UXc1d5MXdtOJi7Vh/mrjWH+at8mLvWLsxf5cPcVX7MXxsO5q/Vh/lrzWDuKi/mr7UHc1d5MX+VV33KXRWgGrVjxw7p9YwZM4y2USgUePbZZwEAaWlpOHLkSE2E1qCJooidO3cCANq2bQt/f3+j7fz9/dGmTRsAwM6dOyGKYo3FWFdV1djGxMTg8uXLAICnn34alpaWRvuZPn269Hr79u2PGj79vyNHjiA9PR0AMG3aNCgUxi8fDWn8BwwYIL2+ceNGseU89qtXWeNfVXjsG2djYwMAyMvLK7ZMn+vY2tpi3LhxRtdv2rQpBg0aBAA4fPgwMjMzDZZnZmbi8OHDAIBBgwahadOmRvsZN24cbG1tATSMcZcDc9faiblr9eH1u37g9bs45q7yYu4qL+auDQdz19qJuWv14jW87uP12zjmr/Jh7io/5q8NB/PX2on5a/Xh9bt+4DW8OOau8mL+Kq/6lLuyiLaGnThxAgBgZWWFbt26ldguICBAen3y5Mlqj6uhi42NRVxcHADDsTdGv/zevXu4detWdYdW51XV2Oq/O2X14+bmBm9vbwD87lSl8o6/n5+flKzV9/HPz8+XXiuVymLLeexXr7LGv6rw2C/u6tWrOHfuHIDCf+gVVVBQgIiICABAr169YGpqWmI/+vHMz89HVFSUwbLIyEgUFBQYtDPG1NRU+odmZGQk1Gp1xXaGysTctXZi7lp9eP2uH3j9Lo65q7yYu8qHuWvDwty1dmLuWr14Da/7eP02jvmrfJi7yov5a8PC/LV2Yv5afXj9rh94DS+Ouau8mL/Kp77lriyirWH6XwW0atUKJiYmJbYrenDp16Hy2bx5M9q3bw9LS0vY2NigdevWmDZtWqm/zIuOjpZeP/zFfhg/m4qpqrGtTD937txBdnZ2uWNtCGbMmAF3d3eYmpqiUaNG8Pf3xwcffIB79+6Vul55x9/ExAStWrUCUP+/H0ePHpVet2vXrthyHvvVq6zxfxiP/UeTk5ODa9eu4ZtvvkFAQAA0Gg0A4NVXXzVoFxMTA61WC6Dmj3uNRoNr166VviNUYcxdqx9z19qF1+/ahdfvqsPcVV7MXWsWc9eGi7lr9WPuWvvwGl578PpdtZi/yoe5a81j/tpwMX+tfsxfaxdev2sXXsOrDnNXeTF/rVn1OXdlEW0NysvLQ1JSEgCUOL2wnoODA6ysrAAUntSo/KKjo3H58mXk5uYiKysL169fx9q1a/HYY49h7Nix0vTaRd29e1d6XdZn4+HhIb3mZ1O2qhrbyvQjiqLBegSEhITg/v37UKvVSE5OxqlTp7Bw4UK0atUKK1asKHE9/ThaWVnB3t6+1G3oxz8xMdHgVz/1iU6nw+LFi6W/P/3008Xa8NivPuUZ/4fx2K+44OBgCIIAQRBgZWUFb29vzJ8/HwkJCQCAd955B5MnTzZYR87j3lg/9GiYu9YM5q61C6/ftQuv31WDuau8mLvWDOauxNy1ZjB3rX14Da89eP2uOsxf5cPcteYwfyXmrzWD+Wvtwut37cJreNVg7iov5q81o6HkriX/pImqXGZmpvTa2tq6zPZWVlbIzs5GVlZWdYZVb1haWmLUqFEYOHAg2rZtC2trayQmJuLo0aP4+eefkZycjB07dmD06NE4ePAgVCqVtG5FPhv9P1IA8LMph6oaW35Gj6ZFixYYN24cevXqJV04bt68ia1bt2LLli3Iy8vD888/D0EQMHfu3GLr68e/vOcuvaysLJiZmVXRXtQe3377rTT1/Lhx44w+ZofHfvUpz/jr8divel27dsUvv/yC7t27F1vG475+Ye5avZi71k48j9UOvH5XLeau8mLuKi/mrg0Hc9fqxdy19uK5TH68flc95q/yYe4qP+avDQfz1+rF/LV24nmsduA1vGoxd5UX81d51bfclUW0NSgvL096bWpqWmZ7/ZcoNze32mKqT+7du2e02v/xxx/HSy+9hGHDhuHs2bM4evQofvrpJ7z88stSm4p8NkVPbvxsylZVY8vPqPLGjh2LadOmQRAEg/e7d++OCRMmYM+ePRg3bhzUajVee+01jBo1Cm5ubgZt9eNfkXMXUD/H/+jRo3jnnXcAAC4uLvjpp5+MtuOxXz3KO/4Aj/1HNWbMGPj5+QEo3J8bN25g06ZN2L59OyZNmoTvvvsOI0aMMFiHx339wty1ejF3rZ14HpMfr99Vi7mrvJi71hzmrsTctXoxd629eC6TF6/fVY/5q3yYu9Ys5q/E/LV6MX+tnXgekx+v4VWLuau8mL/WnIaSuyoqvAZVmrm5ufS6oKCgzPb6KZ0tLCyqLab6pLTpsl1dXbFlyxbpV2Q//vijwfKKfDZFp9rmZ1O2qhpbfkaVZ2dnVywZKGrEiBH46KOPAAA5OTlYvXp1sTb68a/IuQuof+N/6dIljB07FhqNBubm5ti8eTNcXFyMtuWxX/UqMv4Aj/1HZW9vj44dO6Jjx47o3r07Jk6ciG3btmHt2rW4efMmRo8ejeDgYIN1eNzXL8xdqxdz19qJ5zH58fpddZi7you5a81i7krMXasXc9fai+cyefH6XbWYv8qHuWvNY/5KzF+rF/PX2onnMfnxGl51mLvKi/lrzWoouSuLaGuQjY2N9Lo80wZnZ2cDKN9U0FS2Fi1a4PHHHwcAXL9+HXFxcdKyinw2+s8F4GdTHlU1tvyMqtfcuXOlpOHo0aPFluvHvyLnLqB+jX9sbCwGDx6M1NRUKJVK/P777+jfv3+J7XnsV62Kjn958divuGeeeQbjx4+HTqfDvHnzkJKSIi3jcV+/MHeVF3NXefA8Vjfw+l025q7yYu5aezB3bTiYu8qLuat8eC6r/Xj9Lh/mr/Jh7lq7MH9tOJi/yov5qzx4HqsbeA0vG3NXeTF/rT3qW+7KItoaZG5uDicnJwDA3bt3S22bmpoqfbgeHh7VHltD0b59e+n1vXv3pNdNmzaVXpf12dy5c0d6zc+mbFU1tpXpRxAEg/WoZC4uLtL5qeh3Q08/jtnZ2UhLSyu1L/34Ozs7G0yXXpfFxcVh0KBBiIuLgyAIWLNmDUaPHl3qOjz2q05lxr+8eOxXjn78s7Oz8ccff0jvy3ncG+uHHg1zV/kxd615vH7XDbx+l465q7yYu9Y+zF0bBuau8mPuKg9ew2s/Xr/LxvxVPsxdayfmrw0D81f5MX+tebx+1w28hpeOuau8mL/WPvUpd2URbQ3TJ2PXr1+HRqMpsd2VK1ek1+3atav2uBqKkqbnLpokFx17Y/jZVExVjW1l+vHw8ICVlVW5Y23oSpu+vrz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\n",
      "text/plain": [
       "<Figure size 3400x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(34,12))\n",
    "\n",
    "plt.subplot(141)\n",
    "func_plot_crazy(ssp = 'ssp126', period='2021-2040', rgi_crazy = 'RGI60-19.02149')\n",
    "#func_plot_crazy(ssp = 'hist', period='1995-2014')\n",
    "plt.subplot(142)\n",
    "func_plot_crazy(ssp = 'ssp126', period='2081-2100', rgi_crazy = 'RGI60-19.02149')\n",
    "plt.subplot(143)\n",
    "func_plot_crazy(ssp = 'ssp370', period='2081-2100', rgi_crazy = 'RGI60-19.02149')\n",
    "\n",
    "plt.subplot(144)\n",
    "func_plot_crazy(ssp = 'ssp585', period='2081-2100', rgi_crazy = 'RGI60-19.02149')\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "2986ccd9-03e4-4f6b-b191-2dc02c38903c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3400x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(34,12))\n",
    "\n",
    "plt.subplot(141)\n",
    "func_plot_crazy(ssp = 'ssp126', period='2021-2040')\n",
    "#func_plot_crazy(ssp = 'hist', period='1995-2014')\n",
    "plt.subplot(142)\n",
    "func_plot_crazy(ssp = 'ssp126', period='2081-2100')\n",
    "plt.subplot(143)\n",
    "func_plot_crazy(ssp = 'ssp370', period='2081-2100')\n",
    "\n",
    "plt.subplot(144)\n",
    "func_plot_crazy(ssp = 'ssp585', period='2081-2100')\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "47616ea7-b1b7-493f-bd28-ec8982fd4c7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f4b2ae946a0>"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a69fe2c3-b441-4104-ac91-8cd5e5e38e19",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}