{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "833a9abb-6fa5-486b-a71d-ff9471aeb637",
   "metadata": {},
   "source": [
    "**Sep2026: runs without errors**\n",
    "\n",
    "# Response time scale glacier model intercomparison"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "052d2ef1-d2f1-4c70-8616-61c5ccef8f6e",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Other response time estimates (e.g. comparison between models) ... UPDATED to FEB2024 with simulation year shifts...."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1a55e8c0-df35-4277-b73a-cef9ce76a756",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import xarray as xr\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import matplotlib.colors as mcolors\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "from help_functions import (pal_models, model_order, d_reg_num_name,\n",
    "                            model_order_anonymous, compute_steady_state_yr,\n",
    "                            get_glob_temp_exp)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2eaa845b-4b2e-4036-81ea-deefadd02cc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "approach = '_via_5yravg'\n",
    "DATE = 'Feb12_2024' \n",
    "\n",
    "fill_option = 'repeat_last_101yrs'\n",
    "ds_reg_yr_shift= xr.open_dataset(f'../data/GMIP3_reg_glacier_model_data/all_shifted_glacierMIP3_{DATE}_models_all_rgi_regions_sum_scaled_extended_{fill_option}{approach}.nc')\n",
    "\n",
    "hue_order_anonymous = []\n",
    "\n",
    "pal_models_l = []\n",
    "hue_order = []\n",
    "for m, p in zip(model_order, pal_models):\n",
    "    if (m!='OGGM-VAS') and (m!='OGGM_v153') and (m!='Huss'):\n",
    "        hue_order.append(m)\n",
    "        pal_models_l.append(p)\n",
    "for m in hue_order:\n",
    "    hue_order_anonymous.append(model_order_anonymous[m])\n",
    "pal_models = pal_models_l\n",
    "pal_models = sns.color_palette(pal_models)\n",
    "\n",
    "dict_model_col = {}\n",
    "for c,m in zip(pal_models, hue_order):\n",
    "    dict_model_col[m] = c\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4f89eb1d-20a9-4868-b4bd-de8f8a749a03",
   "metadata": {},
   "outputs": [],
   "source": [
    "# fpath = f'../data/resp_time{p_add}_X%_threshold{min_perc_change}%_for_deltaT_rgi_reg_roll_volume_{roll_volume}yravg.csv'\n",
    "fpath = f'../data/resp_time_shifted_for_deltaT_rgi_reg_roll_volume_21yravg.csv'\n",
    "pd_response_time_x_perc_loss_comp = pd.read_csv(fpath, index_col=[0])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5e9a3c6-1fdb-4491-abb1-02c623c82031",
   "metadata": {},
   "source": [
    "**Check for how many experiments, we can estimate response time scales**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c5860310-a438-4a10-9616-1f0b7cb0b4dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create \"classes\" of global temp. change\n",
    "T0_l, T1_l = [], []\n",
    "temp_labels = []\n",
    "min_t_r = -0.15\n",
    "max_t_r = 7.0\n",
    "for t0, t1 in zip([min_t_r, 2, 4],[2, 4, max_t_r]):\n",
    "    temp_label = f'{t0:.1f}°C-{t1:.1f}°C'\n",
    "    condi = (pd_response_time_x_perc_loss_comp.temp_ch_ipcc <=t1)&(pd_response_time_x_perc_loss_comp.temp_ch_ipcc >=t0)\n",
    "    temp_labels_length_l = len(pd_response_time_x_perc_loss_comp.loc[condi].groupby('temp_ch_ipcc').count())\n",
    "    pd_response_time_x_perc_loss_comp.loc[condi, 'temp_ch_classes'] = temp_label + f' (n={temp_labels_length_l})'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9ed507a4-583c-4b07-82d8-705ff6d1fb23",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp_ch_classes_num = {'-0.1°C-2.0°C (n=40)': 40,\n",
    "                       '2.0°C-4.0°C (n=31)':31,\n",
    "                       '4.0°C-7.0°C (n=9)':9\n",
    "                      }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "edf2a2ce-0795-4692-a904-9dc34c17f0f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd_response_time_x_perc_loss_comp['temp_ch_classes_sh'] = ''\n",
    "\n",
    "for t in ['-0.1°C-2.0°C (n=40)', '2.0°C-4.0°C (n=31)', '4.0°C-7.0°C (n=9)']:\n",
    "    if t == '-0.1°C-2.0°C (n=40)':\n",
    "        t_sh = '-0.1°C-2.0°C'\n",
    "    elif t == '2.0°C-4.0°C (n=31)':\n",
    "        t_sh = '2.0°C-4.0°C'\n",
    "    elif t=='4.0°C-7.0°C (n=9)':\n",
    "        t_sh = '4.0°C-7.0°C'\n",
    "    condi = pd_response_time_x_perc_loss_comp.temp_ch_classes == t\n",
    "    pd_response_time_x_perc_loss_comp.loc[condi,'temp_ch_classes_sh'] = t_sh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "71c86873-2eb6-40c3-a86b-231bee0a3e22",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns_sel = ['resp_time_-50%', 'resp_time_-80%', 'resp_time_-90%',\n",
    "               'diff_resp_time_-50%', 'diff_resp_time_-80%', 'diff_resp_time_-90%']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "302c2179-4845-4f08-a9a9-c9b3a7ab1e2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             27\n",
      "GloGEMflow        10\n",
      "OGGM_v16          25\n",
      "PyGEM-OGGM_v13    35\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI01 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             18\n",
      "GloGEMflow        27\n",
      "OGGM_v16          24\n",
      "PyGEM-OGGM_v13    31\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI02 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             21\n",
      "GloGEMflow        39\n",
      "GloGEMflow3D      39\n",
      "OGGM_v16          27\n",
      "PyGEM-OGGM_v13    24\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI03 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             28\n",
      "GloGEMflow         1\n",
      "OGGM_v16          14\n",
      "PyGEM-OGGM_v13    40\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI03 2.0°C-4.0°C (n=31) model_author\n",
      "GLIMB             31\n",
      "GloGEMflow        21\n",
      "OGGM_v16          30\n",
      "PyGEM-OGGM_v13    31\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI05 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             28\n",
      "GloGEMflow        23\n",
      "OGGM_v16          29\n",
      "PyGEM-OGGM_v13    38\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI06 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             33\n",
      "GO                22\n",
      "GloGEMflow        25\n",
      "GloGEMflow3D      21\n",
      "OGGM_v16          31\n",
      "PyGEM-OGGM_v13    31\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI07 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             29\n",
      "GloGEMflow        16\n",
      "OGGM_v16          27\n",
      "PyGEM-OGGM_v13    30\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI08 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             30\n",
      "GloGEMflow        26\n",
      "GloGEMflow3D      26\n",
      "OGGM_v16          24\n",
      "PyGEM-OGGM_v13    25\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI09 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             26\n",
      "GloGEMflow        30\n",
      "OGGM_v16          32\n",
      "PyGEM-OGGM_v13    35\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI10 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             23\n",
      "GloGEMflow        32\n",
      "GloGEMflow3D      31\n",
      "OGGM_v16          24\n",
      "PyGEM-OGGM_v13    24\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI11 -0.1°C-2.0°C (n=40) model_author\n",
      "CISM2             29\n",
      "GLIMB             30\n",
      "GloGEMflow        29\n",
      "GloGEMflow3D      29\n",
      "OGGM_v16          25\n",
      "PyGEM-OGGM_v13    28\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI12 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             16\n",
      "GloGEMflow        19\n",
      "GloGEMflow3D      19\n",
      "OGGM_v16          18\n",
      "PyGEM-OGGM_v13    20\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI13 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             12\n",
      "GloGEMflow        15\n",
      "GloGEMflow3D      14\n",
      "Kraaijenbrink      7\n",
      "OGGM_v16          20\n",
      "PyGEM-OGGM_v13    20\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI14 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB              5\n",
      "GloGEMflow         7\n",
      "GloGEMflow3D      10\n",
      "Kraaijenbrink      1\n",
      "OGGM_v16          20\n",
      "PyGEM-OGGM_v13    20\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI15 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             12\n",
      "GloGEMflow        29\n",
      "GloGEMflow3D      28\n",
      "Kraaijenbrink     20\n",
      "OGGM_v16          20\n",
      "PyGEM-OGGM_v13    28\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI16 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB              4\n",
      "GloGEMflow        20\n",
      "GloGEMflow3D      19\n",
      "OGGM_v16          20\n",
      "PyGEM-OGGM_v13    20\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI17 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB              9\n",
      "GloGEMflow        35\n",
      "OGGM_v16          26\n",
      "PyGEM-OGGM_v13    25\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI18 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB              5\n",
      "GloGEMflow         5\n",
      "GloGEMflow3D       5\n",
      "OGGM_v16          15\n",
      "PyGEM-OGGM_v13    25\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI19 -0.1°C-2.0°C (n=40) model_author\n",
      "GLIMB             34\n",
      "OGGM_v16          19\n",
      "PyGEM-OGGM_v13    37\n",
      "Name: rgi_reg, dtype: int64\n",
      "RGI19 2.0°C-4.0°C (n=31) model_author\n",
      "GLIMB             31\n",
      "GloGEMflow         9\n",
      "OGGM_v16          31\n",
      "PyGEM-OGGM_v13    31\n",
      "Name: rgi_reg, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for r in pd_response_time_x_perc_loss_comp.rgi_reg.unique():\n",
    "    for tc in pd_response_time_x_perc_loss_comp.temp_ch_classes.unique():\n",
    "        _p_tc = pd_response_time_x_perc_loss_comp.loc[pd_response_time_x_perc_loss_comp.temp_ch_classes == tc]\n",
    "        _s = _p_tc.loc[_p_tc.rgi_reg==r].groupby('model_author').count()['rgi_reg']\n",
    "        try:\n",
    "            np.testing.assert_allclose(_s.values, temp_ch_classes_num[tc], rtol=0.25)\n",
    "        except:\n",
    "            # if more than 25% of the experiments are missing for one model, we cannot do the model comparison correctly, in that case just remove the data from the entire \n",
    "            # temp. change bin... \n",
    "            pd_response_time_x_perc_loss_comp.loc[(pd_response_time_x_perc_loss_comp.temp_ch_classes == tc) & (pd_response_time_x_perc_loss_comp.rgi_reg==r),\n",
    "                                                  columns_sel] = np.NaN\n",
    "            print(r, tc, _s)\n",
    "    if 'RGI' in r:\n",
    "        pd_response_time_x_perc_loss_comp.loc[pd_response_time_x_perc_loss_comp.rgi_reg ==r, 'rgi_reg_sh'] = r[3:]\n",
    "    else:\n",
    "        pd_response_time_x_perc_loss_comp.loc[pd_response_time_x_perc_loss_comp.rgi_reg ==r, 'rgi_reg_sh'] = 'Global'\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "87690acf-d8f1-4b2d-a18a-b52164bf8f11",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rgi_reg</th>\n",
       "      <th>model_author</th>\n",
       "      <th>temp_ch_ipcc</th>\n",
       "      <th>gcm_period_scenario</th>\n",
       "      <th>min_perc_change</th>\n",
       "      <th>resp_time_-50%</th>\n",
       "      <th>resp_time_-80%</th>\n",
       "      <th>resp_time_-90%</th>\n",
       "      <th>diff_resp_time_-50%</th>\n",
       "      <th>diff_resp_time_-80%</th>\n",
       "      <th>diff_resp_time_-90%</th>\n",
       "      <th>temp_ch_classes</th>\n",
       "      <th>temp_ch_classes_sh</th>\n",
       "      <th>rgi_reg_sh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.302892</td>\n",
       "      <td>ipsl-cm6a-lr_1951-1970_hist</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.478289</td>\n",
       "      <td>gfdl-esm4_1901-1920_hist</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.901467</td>\n",
       "      <td>gfdl-esm4_1995-2014_hist</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.904940</td>\n",
       "      <td>mpi-esm1-2-hr_1995-2014_hist</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.913313</td>\n",
       "      <td>ipsl-cm6a-lr_1995-2014_hist</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>6010</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>4.677751</td>\n",
       "      <td>ipsl-cm6a-lr_2081-2100_ssp370</td>\n",
       "      <td>25</td>\n",
       "      <td>123.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-38.0</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
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       "    <tr>\n",
       "      <th>6011</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>5.230543</td>\n",
       "      <td>ukesm1-0-ll_2061-2080_ssp585</td>\n",
       "      <td>25</td>\n",
       "      <td>116.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6012</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>5.840495</td>\n",
       "      <td>ukesm1-0-ll_2081-2100_ssp370</td>\n",
       "      <td>25</td>\n",
       "      <td>69.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6013</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>5.849305</td>\n",
       "      <td>ipsl-cm6a-lr_2081-2100_ssp585</td>\n",
       "      <td>25</td>\n",
       "      <td>93.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>277.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6014</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>6.884361</td>\n",
       "      <td>ukesm1-0-ll_2081-2100_ssp585</td>\n",
       "      <td>25</td>\n",
       "      <td>58.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6015 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     rgi_reg    model_author  temp_ch_ipcc            gcm_period_scenario  \\\n",
       "0        All           GLIMB      0.302892    ipsl-cm6a-lr_1951-1970_hist   \n",
       "1        All           GLIMB      0.478289       gfdl-esm4_1901-1920_hist   \n",
       "2        All           GLIMB      0.901467       gfdl-esm4_1995-2014_hist   \n",
       "3        All           GLIMB      0.904940   mpi-esm1-2-hr_1995-2014_hist   \n",
       "4        All           GLIMB      0.913313    ipsl-cm6a-lr_1995-2014_hist   \n",
       "...      ...             ...           ...                            ...   \n",
       "6010   RGI19  PyGEM-OGGM_v13      4.677751  ipsl-cm6a-lr_2081-2100_ssp370   \n",
       "6011   RGI19  PyGEM-OGGM_v13      5.230543   ukesm1-0-ll_2061-2080_ssp585   \n",
       "6012   RGI19  PyGEM-OGGM_v13      5.840495   ukesm1-0-ll_2081-2100_ssp370   \n",
       "6013   RGI19  PyGEM-OGGM_v13      5.849305  ipsl-cm6a-lr_2081-2100_ssp585   \n",
       "6014   RGI19  PyGEM-OGGM_v13      6.884361   ukesm1-0-ll_2081-2100_ssp585   \n",
       "\n",
       "      min_perc_change  resp_time_-50%  resp_time_-80%  resp_time_-90%  \\\n",
       "0                  25             NaN             NaN             NaN   \n",
       "1                  25             NaN             NaN             NaN   \n",
       "2                  25             NaN             NaN             NaN   \n",
       "3                  25             NaN             NaN             NaN   \n",
       "4                  25             NaN             NaN             NaN   \n",
       "...               ...             ...             ...             ...   \n",
       "6010               25           123.0           275.0           374.0   \n",
       "6011               25           116.0           267.0           377.0   \n",
       "6012               25            69.0           158.0           223.0   \n",
       "6013               25            93.0           204.0           277.0   \n",
       "6014               25            58.0           132.0           184.0   \n",
       "\n",
       "      diff_resp_time_-50%  diff_resp_time_-80%  diff_resp_time_-90%  \\\n",
       "0                     NaN                  NaN                  NaN   \n",
       "1                     NaN                  NaN                  NaN   \n",
       "2                     NaN                  NaN                  NaN   \n",
       "3                     NaN                  NaN                  NaN   \n",
       "4                     NaN                  NaN                  NaN   \n",
       "...                   ...                  ...                  ...   \n",
       "6010                 22.0                 25.0                -38.0   \n",
       "6011                 30.0                 40.5                 10.0   \n",
       "6012                 17.5                 30.0                 31.0   \n",
       "6013                 18.0                 34.5                 37.5   \n",
       "6014                 15.5                 31.5                 40.0   \n",
       "\n",
       "          temp_ch_classes temp_ch_classes_sh rgi_reg_sh  \n",
       "0     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "1     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "2     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "3     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "4     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "...                   ...                ...        ...  \n",
       "6010    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "6011    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "6012    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "6013    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "6014    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "\n",
       "[6015 rows x 14 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd_response_time_x_perc_loss_comp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a43b020-c5c4-4fc8-bf1d-476095f79753",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "288e4b4a-2db5-4afe-be05-6cbd09c46d61",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rgi_reg</th>\n",
       "      <th>model_author</th>\n",
       "      <th>temp_ch_ipcc</th>\n",
       "      <th>gcm_period_scenario</th>\n",
       "      <th>min_perc_change</th>\n",
       "      <th>resp_time_-50%</th>\n",
       "      <th>resp_time_-80%</th>\n",
       "      <th>resp_time_-90%</th>\n",
       "      <th>diff_resp_time_-50%</th>\n",
       "      <th>diff_resp_time_-80%</th>\n",
       "      <th>diff_resp_time_-90%</th>\n",
       "      <th>temp_ch_classes</th>\n",
       "      <th>temp_ch_classes_sh</th>\n",
       "      <th>rgi_reg_sh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.302892</td>\n",
       "      <td>ipsl-cm6a-lr_1951-1970_hist</td>\n",
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       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.478289</td>\n",
       "      <td>gfdl-esm4_1901-1920_hist</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.901467</td>\n",
       "      <td>gfdl-esm4_1995-2014_hist</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.904940</td>\n",
       "      <td>mpi-esm1-2-hr_1995-2014_hist</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>All</td>\n",
       "      <td>GLIMB</td>\n",
       "      <td>0.913313</td>\n",
       "      <td>ipsl-cm6a-lr_1995-2014_hist</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.1°C-2.0°C (n=40)</td>\n",
       "      <td>-0.1°C-2.0°C</td>\n",
       "      <td>Global</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>6010</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>4.677751</td>\n",
       "      <td>ipsl-cm6a-lr_2081-2100_ssp370</td>\n",
       "      <td>25</td>\n",
       "      <td>123.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>-38.0</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6011</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>5.230543</td>\n",
       "      <td>ukesm1-0-ll_2061-2080_ssp585</td>\n",
       "      <td>25</td>\n",
       "      <td>116.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6012</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>5.840495</td>\n",
       "      <td>ukesm1-0-ll_2081-2100_ssp370</td>\n",
       "      <td>25</td>\n",
       "      <td>69.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>223.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6013</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>5.849305</td>\n",
       "      <td>ipsl-cm6a-lr_2081-2100_ssp585</td>\n",
       "      <td>25</td>\n",
       "      <td>93.0</td>\n",
       "      <td>204.0</td>\n",
       "      <td>277.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6014</th>\n",
       "      <td>RGI19</td>\n",
       "      <td>PyGEM-OGGM_v13</td>\n",
       "      <td>6.884361</td>\n",
       "      <td>ukesm1-0-ll_2081-2100_ssp585</td>\n",
       "      <td>25</td>\n",
       "      <td>58.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>4.0°C-7.0°C (n=9)</td>\n",
       "      <td>4.0°C-7.0°C</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6015 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     rgi_reg    model_author  temp_ch_ipcc            gcm_period_scenario  \\\n",
       "0        All           GLIMB      0.302892    ipsl-cm6a-lr_1951-1970_hist   \n",
       "1        All           GLIMB      0.478289       gfdl-esm4_1901-1920_hist   \n",
       "2        All           GLIMB      0.901467       gfdl-esm4_1995-2014_hist   \n",
       "3        All           GLIMB      0.904940   mpi-esm1-2-hr_1995-2014_hist   \n",
       "4        All           GLIMB      0.913313    ipsl-cm6a-lr_1995-2014_hist   \n",
       "...      ...             ...           ...                            ...   \n",
       "6010   RGI19  PyGEM-OGGM_v13      4.677751  ipsl-cm6a-lr_2081-2100_ssp370   \n",
       "6011   RGI19  PyGEM-OGGM_v13      5.230543   ukesm1-0-ll_2061-2080_ssp585   \n",
       "6012   RGI19  PyGEM-OGGM_v13      5.840495   ukesm1-0-ll_2081-2100_ssp370   \n",
       "6013   RGI19  PyGEM-OGGM_v13      5.849305  ipsl-cm6a-lr_2081-2100_ssp585   \n",
       "6014   RGI19  PyGEM-OGGM_v13      6.884361   ukesm1-0-ll_2081-2100_ssp585   \n",
       "\n",
       "      min_perc_change  resp_time_-50%  resp_time_-80%  resp_time_-90%  \\\n",
       "0                  25             NaN             NaN             NaN   \n",
       "1                  25             NaN             NaN             NaN   \n",
       "2                  25             NaN             NaN             NaN   \n",
       "3                  25             NaN             NaN             NaN   \n",
       "4                  25             NaN             NaN             NaN   \n",
       "...               ...             ...             ...             ...   \n",
       "6010               25           123.0           275.0           374.0   \n",
       "6011               25           116.0           267.0           377.0   \n",
       "6012               25            69.0           158.0           223.0   \n",
       "6013               25            93.0           204.0           277.0   \n",
       "6014               25            58.0           132.0           184.0   \n",
       "\n",
       "      diff_resp_time_-50%  diff_resp_time_-80%  diff_resp_time_-90%  \\\n",
       "0                     NaN                  NaN                  NaN   \n",
       "1                     NaN                  NaN                  NaN   \n",
       "2                     NaN                  NaN                  NaN   \n",
       "3                     NaN                  NaN                  NaN   \n",
       "4                     NaN                  NaN                  NaN   \n",
       "...                   ...                  ...                  ...   \n",
       "6010                 22.0                 25.0                -38.0   \n",
       "6011                 30.0                 40.5                 10.0   \n",
       "6012                 17.5                 30.0                 31.0   \n",
       "6013                 18.0                 34.5                 37.5   \n",
       "6014                 15.5                 31.5                 40.0   \n",
       "\n",
       "          temp_ch_classes temp_ch_classes_sh rgi_reg_sh  \n",
       "0     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "1     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "2     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "3     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "4     -0.1°C-2.0°C (n=40)       -0.1°C-2.0°C     Global  \n",
       "...                   ...                ...        ...  \n",
       "6010    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "6011    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "6012    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "6013    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "6014    4.0°C-7.0°C (n=9)        4.0°C-7.0°C         19  \n",
       "\n",
       "[6015 rows x 14 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd_response_time_x_perc_loss_comp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e6b77fca-8796-4da6-af39-250535365981",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rgi_reg</th>\n",
       "      <th>model_author</th>\n",
       "      <th>temp_ch_ipcc</th>\n",
       "      <th>gcm_period_scenario</th>\n",
       "      <th>min_perc_change</th>\n",
       "      <th>resp_time_-50%</th>\n",
       "      <th>resp_time_-80%</th>\n",
       "      <th>resp_time_-90%</th>\n",
       "      <th>diff_resp_time_-50%</th>\n",
       "      <th>diff_resp_time_-80%</th>\n",
       "      <th>diff_resp_time_-90%</th>\n",
       "      <th>temp_ch_classes</th>\n",
       "      <th>temp_ch_classes_sh</th>\n",
       "      <th>rgi_reg_sh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [rgi_reg, model_author, temp_ch_ipcc, gcm_period_scenario, min_perc_change, resp_time_-50%, resp_time_-80%, resp_time_-90%, diff_resp_time_-50%, diff_resp_time_-80%, diff_resp_time_-90%, temp_ch_classes, temp_ch_classes_sh, rgi_reg_sh]\n",
       "Index: []"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = pd_response_time_x_perc_loss_comp.loc[pd_response_time_x_perc_loss_comp.temp_ch_ipcc>=0.8]\n",
    "dt.where(dt['resp_time_-50%']>600).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "96cce60d-9a08-4f1a-857e-3a1faa680567",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['GLIMB', 'GloGEMflow', 'OGGM_v16', 'PyGEM-OGGM_v13',\n",
       "       'GloGEMflow3D', 'GO', 'CISM2', 'Kraaijenbrink'], dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt.model_author.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23ceb16a-0e98-410a-8d51-f59526f25a07",
   "metadata": {},
   "source": [
    "### first generally look at model differences in the response time scale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b8be2c0c-7b0c-40a1-9ba1-10e9d8d9aaa4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# only global models\n",
    "glob_models = ['PyGEM-OGGM_v13','OGGM_v16','GLIMB', 'GloGEMflow']\n",
    "_l_pd_response_time_x_perc_loss_comp_only_global_models = []\n",
    "for m in glob_models:\n",
    "    _p = pd_response_time_x_perc_loss_comp.loc[pd_response_time_x_perc_loss_comp.model_author==m].copy()\n",
    "    _l_pd_response_time_x_perc_loss_comp_only_global_models.append(_p)\n",
    "pd_response_time_x_perc_loss_comp_only_global_models = pd.concat(_l_pd_response_time_x_perc_loss_comp_only_global_models, axis=0)\n",
    "#pd_response_time_x_perc_loss_comp_only_global_models = pd_response_time_x_perc_loss_comp_only_global_models.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7532c6fc-5c97-4cb7-991e-5514d3557b1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "for _r in d_reg_num_name.keys():\n",
    "    pd_response_time_x_perc_loss_comp_only_global_models.loc[pd_response_time_x_perc_loss_comp_only_global_models.rgi_reg==f'RGI{_r}', 'rgi_reg_long'] = f'{d_reg_num_name[_r]} ({_r})'\n",
    "pd_response_time_x_perc_loss_comp_only_global_models.loc[pd_response_time_x_perc_loss_comp_only_global_models.rgi_reg=='All', 'rgi_reg_long'] = 'Global'\n",
    "pd_response_time_x_perc_loss_comp_only_global_models['absolute_diff_resp_time_-50%'] = np.absolute(pd_response_time_x_perc_loss_comp_only_global_models['diff_resp_time_-50%'])\n",
    "pd_response_time_x_perc_loss_comp_only_global_models['absolute_diff_resp_time_-80%'] = np.absolute(pd_response_time_x_perc_loss_comp_only_global_models['diff_resp_time_-80%'])\n",
    "# numer only = True (changed in pandas version ...)\n",
    "pd_response_time_x_perc_loss_comp_only_global_models_median = pd_response_time_x_perc_loss_comp_only_global_models.groupby(['temp_ch_classes','rgi_reg','rgi_reg_long']).median(numeric_only=True).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bceed66e-39ad-462e-bef6-ee4c7baf9e1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.636714986028974\n",
      "2.7398348752990143\n",
      "4.677751174879019\n"
     ]
    }
   ],
   "source": [
    "glob_temp_ch = get_glob_temp_exp(region='global')['temp_ch_ipcc'].values\n",
    "\n",
    "only_12_range = False\n",
    "if only_12_range:\n",
    "    colors_icci_l3 = ['#70B8FF', '#FABB00', '#F25100', '#D42300', '#B3001E', '#800040', '#550066', '#2B084D']\n",
    "    cmap_icci_3 = LinearSegmentedColormap.from_list('bins_100', colors_icci_l3, N=1000)\n",
    "    # IDEA --> Let's scale from 1.2 onwards\n",
    "    scaler = MinMaxScaler()\n",
    "    temp_ch_sel = np.arange(1.2,glob_temp_ch.max(),0.25)\n",
    "    scaler.fit(temp_ch_sel.reshape(-1,1))\n",
    "    cmap = cmap_icci_3\n",
    "else:\n",
    "    ## '#306BAF', '#1A488A', '#002966'\n",
    "    ## '#4D8ED6',\n",
    "    colors_full_temp_range = ['#002966', '#306BAF', '#70B8FF','#FABB00', '#F25100', '#D42300', '#B3001E', '#800040', '#550066', '#2B084D']\n",
    "    cmap_full_temp_range = LinearSegmentedColormap.from_list('bins_100', colors_full_temp_range, N=1000)\n",
    "    # IDEA --> Let's scale from the entire range onwards onwards\n",
    "    scaler = MinMaxScaler()\n",
    "    temp_ch_sel = np.arange(-0.36,glob_temp_ch.max(),0.25)# need to manually set the minimum to a lower value to have a light blue color at ~1.2°C\n",
    "    scaler.fit(temp_ch_sel.reshape(-1,1))\n",
    "    cmap = cmap_full_temp_range\n",
    "\n",
    "norm = plt.Normalize(vmin=-0.36, vmax=glob_temp_ch.max()) # we need the -0.4 for the correct norm \n",
    "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n",
    "#sm.set_clim(glob_temp_ch.min(),glob_temp_ch.max())\n",
    "# ok, both approaches work the same \n",
    "assert sm.cmap == cmap\n",
    "\n",
    "t = 1.2\n",
    "# just want to make sure that 1.2°C is this color here: '#70B8FF'\n",
    "hex_color = '#70B8FF'\n",
    "rgba_color = mcolors.to_rgba(hex_color)\n",
    "c1=sm.cmap(scaler.transform(np.array(t).reshape(-1,1))).squeeze()\n",
    "c2=cmap(scaler.transform(np.array(t).reshape(-1,1))).squeeze()\n",
    "np.testing.assert_allclose(c1,c2)\n",
    "np.testing.assert_allclose(c1,rgba_color)\n",
    "\n",
    "palette_l = []\n",
    "for temp_ch_med_class in  pd_response_time_x_perc_loss_comp_only_global_models_median.groupby('temp_ch_classes').median(numeric_only=True)['temp_ch_ipcc'].values:\n",
    "    print(temp_ch_med_class)\n",
    "\n",
    "    palette_l.append(cmap(scaler.transform(np.array(temp_ch_med_class).reshape(-1,1))).squeeze())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "92e71fe2-7c62-456e-a9c8-96bb01fe8107",
   "metadata": {},
   "outputs": [],
   "source": [
    "#pd_response_time_x_perc_loss_comp_only_global_models_median = pd_response_time_x_perc_loss_comp_only_global_models_median.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a8ab8c11-0429-4998-8edf-780762018e33",
   "metadata": {},
   "outputs": [],
   "source": [
    "# find order for 2.0°C-4.0°C (n=31)\n",
    "_sel_class3 = pd_response_time_x_perc_loss_comp_only_global_models_median.loc[pd_response_time_x_perc_loss_comp_only_global_models_median.temp_ch_classes == '4.0°C-7.0°C (n=9)']\n",
    "_sel_class3_sorted = _sel_class3.sort_values(by='absolute_diff_resp_time_-50%',ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1651612-31b7-4027-95bf-a62cde2d2198",
   "metadata": {},
   "source": [
    "**general response time scale model differences**\n",
    "- "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cd8749e3-8fe7-403c-95b2-bff72ab009a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2800x2200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('font', size=24)  \n",
    "xlim1 = 140\n",
    "fig, axs = plt.subplots(2,1,figsize=(28,22)) #, sharex=True)\n",
    "ax = axs[0]\n",
    "sns.boxplot(ax = ax,\n",
    "    data=pd_response_time_x_perc_loss_comp_only_global_models, \n",
    "                x='rgi_reg_sh', y='absolute_diff_resp_time_-50%',\n",
    "            #height=10,aspect=0.8,\n",
    "            hue='temp_ch_classes', \n",
    "            palette=palette_l,\n",
    "                  dodge = True, #hue='ssp',\n",
    "            fliersize=0,\n",
    "                  whis = [5,95], \n",
    "                  #order = list(_sel_class3_sorted.rgi_reg_long.values), # order after above 4°C\n",
    "            #y = 'time', #hue_order = ['2040', '2100'],\n",
    "            linewidth=3,\n",
    "            capprops={'color':'grey', 'alpha':0.7},\n",
    "            whiskerprops={'color':'grey', 'alpha':0.7},\n",
    "            saturation = 0.9,\n",
    "            #hue_order=_hue_order, palette=_pal_models,\n",
    "           )#legend = True)#legend=legend)\n",
    "\n",
    "ax.set_ylabel(f'Absolute response time scale differences to\\nmedian (years, 50% of total changes)', weight='bold',fontsize=24)\n",
    "\n",
    "#_,xlim1 = ax.get_xlim()\n",
    "ax.set_ylim([0,xlim1])\n",
    "for n in np.arange(0,xlim1,20):\n",
    "    ax.axhline(n, color='grey', ls=':', alpha = 0.5, lw=2)\n",
    "#ax.set_title(_t[len('temp_ch_classes = '):], weight='bold', fontsize=28)\n",
    "ax.legend(title='Temperature change bins')\n",
    "\n",
    "\n",
    "# same rel. to ref_period\n",
    "xlim1 = 310\n",
    "ax = axs[1]\n",
    "sns.boxplot(ax = ax,\n",
    "            data=pd_response_time_x_perc_loss_comp_only_global_models, \n",
    "                x='rgi_reg_sh', y='absolute_diff_resp_time_-80%',\n",
    "            #height=10,aspect=0.8,\n",
    "            hue='temp_ch_classes', \n",
    "            palette=palette_l,\n",
    "                  dodge = True, #hue='ssp',\n",
    "            fliersize=0,\n",
    "                  whis = [5,95], \n",
    "                  #order = list(_sel_class3_sorted.rgi_reg_long.values), # order after above 4°C\n",
    "            #y = 'time', #hue_order = ['2040', '2100'],\n",
    "            linewidth=3,\n",
    "            capprops={'color':'grey', 'alpha':0.7},\n",
    "            whiskerprops={'color':'grey', 'alpha':0.7},\n",
    "            saturation = 0.9,\n",
    "            #hue_order=_hue_order, palette=_pal_models,\n",
    "           )#legend = True)#legend=legend)\n",
    "#ax.set_ylabel('Region', fontsize=24)\n",
    "\n",
    "ax.set_ylabel(f'Absolute response time scale differences to\\nmedian (years, 80% of total changes)', weight='bold',fontsize=24)\n",
    "\n",
    "#_,xlim1 = ax.get_xlim()\n",
    "ax.set_ylim([0,xlim1])\n",
    "for n in np.arange(0,xlim1,20):\n",
    "    ax.axhline(n, color='grey', ls=':', alpha = 0.5, lw=2)\n",
    "#ax.set_title(_t[len('temp_ch_classes = '):], weight='bold', fontsize=28)\n",
    "ax.legend(title='Temperature change bins', loc = 'upper left')\n",
    "\n",
    "_med_resp_time = pd_response_time_x_perc_loss_comp_only_global_models.groupby(['temp_ch_classes','rgi_reg']).median(numeric_only=True)[f'resp_time_-80%']\n",
    "for e,rgi_reg in enumerate(pd_response_time_x_perc_loss_comp_only_global_models.rgi_reg.unique()):\n",
    "    r = _med_resp_time.loc[('2.0°C-4.0°C (n=31)',rgi_reg)]\n",
    "    if np.isnan(r):\n",
    "        pass\n",
    "    else:\n",
    "        if rgi_reg == 'All' and e==0:\n",
    "            text = f'{int(r)}\\nyears\\n(median)'\n",
    "        else:\n",
    "            text = f'{int(r)}'                        \n",
    "        #ax.text(e,xlim1*0.99,f'{text}', color = 'dimgrey', fontsize=22, ha='center', va='top')    \n",
    "\n",
    "#ax.get_legend().remove() #plt.legend(title='Temperature change bins')\n",
    "for ax in axs:\n",
    "    ax.tick_params(axis='both', which='major', width=2, length=7)\n",
    "    ax.tick_params(axis='both', which='minor', width=1, length=5)\n",
    "    ax.set_xlabel('')\n",
    "    ax.axhline(0, color='grey', ls=':', alpha = 1, lw=4)\n",
    "    for vl in np.arange(0.5,20,1):\n",
    "        ax.axvline(vl, color='grey', ls='-', alpha = 0.5, lw=1)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures_partB/response_time_scale/general_model_differences_response_time_scale_boxplots_only_global_models_landscape.png')\n",
    "plt.savefig('figures_partB/response_time_scale/general_model_differences_response_time_scale_boxplots_only_global_models_landscape.pdf')\n",
    "\n",
    "#plt.savefig('figures_partB/glacier_model_ss_differences/model_differences_steady_state_overall_boxplots.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78ea1767-d5d8-4345-9d8a-e9e98a12edf5",
   "metadata": {},
   "source": [
    "- For all regions except for Arctic Canada South, and for climate scenarios with temperature changes below 2°C, there are more than 25% of glacier model experiments for at least one glacier model where the conditions to estimate a response time scale are not fulfilled. Thus, we only show response time scale estimates for Arctic Canada S under the small temperature changes. Under 2.0°C-4.0°C, the two slowes regions (Subantarctic and Antarctic Islands and Arctica Canada N) also do not fulfill the criteria to estimate response times. \n",
    "- For climate change scenarios above 2°C, the largest response time scale glacier model differences are in Subantarctic and Antarctic Islands (19), Arctic Canada N (03), Globally and Greenland Periphery  (05). The smallest differences are in the fast responding steep mid-latitude regions that basically deglaciate under very warm 4.0°C-7.0°C scenarios. Overall the fastest is in the Low Latitudes.  \n",
    "- Globally and in all regions, the response time scale model differences diminish for warmer temperatures. Only in Arctic Canada N (03), the model differences are larger for climate scenarios with temperature changes of 2.0°C to 4.0°C compared to -0.1 to 2.0°C\n",
    "\n",
    "--> probably the response time scale glacier model differences are related to the glacier surface slope..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f10d6e4e-a6be-457d-8aae-052e99c913f4",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "same for portrait: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e401620e-ba0f-4445-8b95-734623730932",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2200x1600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('font', size=24)  \n",
    "xlim1 = 140\n",
    "fig, axs = plt.subplots(1,2,figsize=(22,16), sharey=True)\n",
    "ax = axs[0]\n",
    "sns.boxplot(ax = ax,\n",
    "    data=pd_response_time_x_perc_loss_comp_only_global_models, \n",
    "                y='rgi_reg_long', x='absolute_diff_resp_time_-50%',\n",
    "            #height=10,aspect=0.8,\n",
    "            hue='temp_ch_classes', \n",
    "            palette=palette_l,\n",
    "                  dodge = True, #hue='ssp',\n",
    "            fliersize=0,\n",
    "                  whis = [5,95], \n",
    "                  order = list(_sel_class3_sorted.rgi_reg_long.values), # order after above 4°C\n",
    "            #y = 'time', #hue_order = ['2040', '2100'],\n",
    "            linewidth=3,\n",
    "            capprops={'color':'grey', 'alpha':0.7},\n",
    "            whiskerprops={'color':'grey', 'alpha':0.7},\n",
    "            saturation = 0.9,\n",
    "            #hue_order=_hue_order, palette=_pal_models,\n",
    "           )#legend = True)#legend=legend)\n",
    "\n",
    "ax.set_xlabel(f'Response time scale differences to\\nmedian (years, 50% of total changes)', weight='bold',fontsize=24)\n",
    "\n",
    "#_,xlim1 = ax.get_xlim()\n",
    "ax.set_xlim([0,xlim1])\n",
    "for n in np.arange(0,xlim1,20):\n",
    "    ax.axvline(n, color='grey', ls=':', alpha = 0.5, lw=2)\n",
    "#ax.set_title(_t[len('temp_ch_classes = '):], weight='bold', fontsize=28)\n",
    "ax.legend(title='Temperature change bins')\n",
    "\n",
    "\n",
    "# same rel. to ref_period\n",
    "xlim1 = 310\n",
    "ax = axs[1]\n",
    "sns.boxplot(ax = ax,\n",
    "            data=pd_response_time_x_perc_loss_comp_only_global_models, \n",
    "                y='rgi_reg_long', x='absolute_diff_resp_time_-80%',\n",
    "            #height=10,aspect=0.8,\n",
    "            hue='temp_ch_classes', \n",
    "            palette=palette_l,\n",
    "                  dodge = True, #hue='ssp',\n",
    "            fliersize=0,\n",
    "                  whis = [5,95], \n",
    "                  order = list(_sel_class3_sorted.rgi_reg_long.values), # order after above 4°C\n",
    "            #y = 'time', #hue_order = ['2040', '2100'],\n",
    "            linewidth=3,\n",
    "            capprops={'color':'grey', 'alpha':0.7},\n",
    "            whiskerprops={'color':'grey', 'alpha':0.7},\n",
    "            saturation = 0.9,\n",
    "            #hue_order=_hue_order, palette=_pal_models,\n",
    "           )#legend = True)#legend=legend)\n",
    "#ax.set_ylabel('Region', fontsize=24)\n",
    "\n",
    "ax.set_xlabel(f'Response time scale differences to\\nmedian (years, 80% of total changes)', weight='bold',fontsize=24)\n",
    "\n",
    "#_,xlim1 = ax.get_xlim()\n",
    "ax.set_xlim([0,xlim1])\n",
    "for n in np.arange(0,xlim1,20):\n",
    "    ax.axvline(n, color='grey', ls=':', alpha = 0.5, lw=2)\n",
    "#ax.set_title(_t[len('temp_ch_classes = '):], weight='bold', fontsize=28)\n",
    "ax.get_legend().remove() #plt.legend(title='Temperature change bins')\n",
    "for ax in axs:\n",
    "    ax.tick_params(axis='both', which='major', width=2, length=7)\n",
    "    ax.tick_params(axis='both', which='minor', width=1, length=5)\n",
    "    ax.set_ylabel('')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures_partB/response_time_scale/general_model_differences_response_time_scale_boxplots_only_global_models.png')\n",
    "plt.savefig('figures_partB/response_time_scale/general_model_differences_response_time_scale_boxplots_only_global_models.pdf')\n",
    "\n",
    "#plt.savefig('figures_partB/glacier_model_ss_differences/model_differences_steady_state_overall_boxplots.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c53e0a34-7788-48ca-abac-595c7c64a21e",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0ed426b0-5c58-419b-bbed-348135528eb4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# compute amount of RGI regions per model \n",
    "pd_regional_sum_initial_models = ds_reg_yr_shift.sel(year_after_2020=0).to_dataframe() ### USE SHIFTED STUFF HERE!!!\n",
    "pd_regional_sum_initial_models = pd_regional_sum_initial_models.reset_index()\n",
    "#pd_reg_models = pd_reg_models.dropna()\n",
    "pd_reg_models_count = pd_regional_sum_initial_models.groupby(['rgi_reg', 'model_author'])['volume_m3'].count().reset_index()\n",
    "pd_reg_models_count = pd_reg_models_count.rename(columns={'volume_m3':'n_experiments'})\n",
    "total_count= pd_reg_models_count.groupby('model_author').sum(numeric_only=True)\n",
    "\n",
    "labels_l = []\n",
    "labels_l_anonym = []\n",
    "for j,n in enumerate((total_count/80).round(0).astype(int).loc[hue_order].values.squeeze()):\n",
    "    if n==1:\n",
    "        label = f'{hue_order[j]} ({n} region)'\n",
    "        label_a = f'{hue_order_anonymous[j]} ({n} region)' \n",
    "    else:\n",
    "        label = f'{hue_order[j]} ({n} regions)'\n",
    "        label_a = f'{hue_order_anonymous[j]} ({n} regions)'\n",
    "    labels_l.append(label)\n",
    "    labels_l_anonym.append(label_a)\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "919cab21-7b5c-4e4b-864c-f86d5e256ef4",
   "metadata": {},
   "source": [
    "## global and regional model differences just between 2.0 and 4.0°C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6fd4bc57-1dce-4d9b-80dc-159d417a9564",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rgi_reg</th>\n",
       "      <th>model_author</th>\n",
       "      <th>temp_ch_ipcc</th>\n",
       "      <th>gcm_period_scenario</th>\n",
       "      <th>min_perc_change</th>\n",
       "      <th>resp_time_-50%</th>\n",
       "      <th>resp_time_-80%</th>\n",
       "      <th>resp_time_-90%</th>\n",
       "      <th>diff_resp_time_-50%</th>\n",
       "      <th>diff_resp_time_-80%</th>\n",
       "      <th>diff_resp_time_-90%</th>\n",
       "      <th>temp_ch_classes</th>\n",
       "      <th>temp_ch_classes_sh</th>\n",
       "      <th>rgi_reg_sh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [rgi_reg, model_author, temp_ch_ipcc, gcm_period_scenario, min_perc_change, resp_time_-50%, resp_time_-80%, resp_time_-90%, diff_resp_time_-50%, diff_resp_time_-80%, diff_resp_time_-90%, temp_ch_classes, temp_ch_classes_sh, rgi_reg_sh]\n",
       "Index: []"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd_response_time_x_perc_loss_comp.loc[(pd_response_time_x_perc_loss_comp.rgi_reg=='RGI19')&(pd_response_time_x_perc_loss_comp.temp_ch_classes=='2.0°C-4.0°C (n=31)')].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7aa5f819-0cd8-45f5-98c0-0dab970e519e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sncGnWUQ5dO7cOckPyogRI7RYmv8TEBAAJycnSQVmZGSEOnXqoFmzZihSpIh4/cOHD3BxccGePXuU3v6dO3fQuXNnBAcHQyaToUqVKnB2dkbZsmXFMomJiVi4cCF++umnDLf1+vVrfP36Vczb2tqifv36aNmyJRo3bgxra2vxXnBwMFxdXRno+v/dv39fMt+oUaNM16ldu7bk4VbKbVDuoAvn/t27d5J5W1vbHG2PlKML5z4uLg7Xrl3LUhko5zRx7m/fvo0VK1YASGooY09f3aAL33vSPHWc97CwMHh7e4v5Fi1a5LCUpA7a/M6/efMGV65cEfP8HdAsdZ37+vXri2kPD49Mt+nu7i6ma9WqJQLfSH3UVecnMzc3V6ocKQNd7t27p9R6pFs+f/4sycynzOdJX18f9erVE/O8diTK+xTb9dim931RvNZjm17e8PXrV4wbNw4AUKhQIWZ3JMqjzp8/L6bZpkcpyeVybN++Xcy3bt0aRYsW1WKJSBUU2/SuXbsm6ayUFsXrPAMDA8n6lDsotucByrXpmZqaIl++fGI+L7fnMciVKIc8PT3FtJ6eHpo2barF0vyf4cOH48mTJwCSMq9MmTIF/v7+uHXrFtzd3fHhwwccP35cXNzEx8dj2LBhSmf8GT16NGJjY9GqVSu8fPkSjx49gpubG16+fIm7d+9KhrFevnx5hhkgZDIZHB0dsW7dOnz48AEBAQG4ceMGLly4gKtXryIwMBCenp4ig1BiYiKGDRsmCYz9Xj19+lRMGxoawt7ePtN1Ui6nuA3KPXTh3CsOpwkADRs2zNH2SDm6cO5nz54tHppaWVlhyJAhOdoeKUfd5z4+Ph4jRoxAQkICDA0NsWbNmpwVmFRGE9/70NBQ9OrVCyVLloSJiQnMzc1RqlQpuLq6YvXq1czsowXqOO/e3t6SURaqVasGAPDy8sKQIUNQpkwZGBsbw8rKCtWrV8f//ve/PN0goqu0+Vu/bds28RlhxgfNU9e5T37gDSRdw1+6dCnd7d27dw9r164V81OmTMm0DJRz6jj3io3gyrafpPy9T25Xotwl5WehTJkySq2nuBzbiojytuvXr+PTp09inm16348TJ07g8OHDYj6zBCWUO8ycORN+fn4AgMWLF0sSx1DeN3XqVFSpUgUWFhYwMTFB8eLF0bx5c8yfP58jM+Qh0dHRePjwoZhPztrn4+ODGTNmoGrVqjA3N4e5uTnKli2LQYMG5elMfpSau7u7JAMkn9vlDYMHD4apqSkA4NOnT/j999/TXTY0NBQzZ84U80OHDuVIjblQyqBWZdr0vn37hoSEBDGfl9vzGORKlEO3b98W0xUrVtSJDCfHjh2TDEv2xx9/YPHixShYsKB4TSaToVOnTnBzcxNDE0VFRWHSpElK7ePLly9o3rw5Tp06laqxvGbNmnBzc0PlypXFa5MmTZI8UFf0v//9D1euXMHIkSPT7VHUpEkTXL58WTS4ffnyRZJy/3ul2OO+ePHimQ4/l0xxCIuUKc8pd9D2uQ8LCxPZHoGkG+oqVapke3ukPG2c+/j4eHz69AlHjhxBmzZtRDYAY2Nj7Nq1SzLEHamPus/90qVLRTDb9OnTUbFixWyVk1RPE9/7sLAw7N+/H+/evUN0dDQiIiLw9u1bHD16FBMmTECJEiWwatWqbJWfskcd5/3Bgwdi2szMDMbGxhgzZgwcHR2xdetWvHnzBjExMQgJCcHDhw+xYsUK1K5dGyNHjlRqOCRSDW1d58nlcsk9VqtWrVCsWLEsb4eyT13nvkuXLpgwYQKApE6j7du3x8yZM/Hw4UNERUUhJiYGz58/x++//46mTZvi27dvAIBp06ahb9++OTgiUpY6zn3x4sXF9IsXL5SqxxUfmgLgQ/FcKuWoK8oOY8q2IqLvx4IFC8S0sbExunXrpsXSkDolJiYiJCQEHh4eGD16NFxdXcVzmvnz58PZ2Vm7BaQcu3btmuio3qxZMwY1fYcOHDiAJ0+e4OvXr4iOjsaHDx9w+fJlLFiwAOXLl8eYMWMQFRWl7WJSDj158kSSwbFIkSJYu3YtqlSpgr/++guPHz9GREQEIiIi8Pr1a2zfvh2dO3eGo6MjPnz4oMWSk6Zs3bpVTBcoUACurq7aKwypTJEiRbBx40YYGBgASLp+6927Nzw8PBAeHo74+Hh8+PABW7ZsQZ06dURwY8uWLbFkyRJtFp2ySbE9D0jdVpeW76k9j0GuRDkUGBgopnXlAeA///wjpuvUqYPp06enu2z58uXx22+/ifmzZ8/i5cuXme7DwMAA69evFz+oKVlYWEgywL169QoXLlxIc1llA4ONjY0lvVOOHj2q1Hp5mWKWlQIFCii9nuIQhMyImztp+9xPnjxZMvyhYj1C6qWpc29tbQ2ZTAaZTAYDAwMULVoUXbt2FUPitGrVCjdu3EDbtm2zUHrKCXWe+9evX4uHXOXKlcOsWbOyWUpSB01970uWLAlHR0e0aNEC1atXh76+vngvLCwMEydOxPDhw5XeP+WMOs57UFCQmDY3N8ewYcNExsZ8+fKhZs2aaN68OcqVKyeWk8vl2LBhAzp27CjpDUzqo63rPE9PT0kD2ODBg7O8DcoZdZ77lStXYuXKlbCxsUFsbCz+/PNPVK9eHaampjA2NkbFihUxZ84cREREoGLFiti2bRv++uuv7B8MZYk6zn2TJk3EdHR0tFJtKHv27JHMs70gd0qZkVfZzxTbioi+Dzt27MCZM2fE/Lhx41CkSBEtlohUrUePHqJNL1++fLCysoKTkxPWrVuHhIQEVKxYEYcOHcK8efO0XVTKobi4OIwcORKJiYkwNDTEf//9p3RnKco7bGxs0KBBA7Rs2RJ169ZF/vz5xXvx8fFYu3YtHB0dUw1/TLmLYpseAOzdu1cSwFyuXDk0b94cNWvWlAxZ7eXlhQYNGjDQNY+LjIzEgQMHxHyvXr1gbGysxRKRKvXp0wfnzp1DpUqVAAD79u2Dk5MTChQoAAMDAxQvXhxDhw7FmzdvYGNjg9mzZ+P06dNKDXNPukexPQ9Iqu8z8z215zHIlSiHgoODxbSyjcYjR45Eu3btMvwXEBCQrfJERERIgkknTJiQ6U3t0KFDRdnlcjmOHTuW6X46dOiQ6XBnzZo1E0OgAsCRI0cy3W5mGjRoIKZv3bqV4+3ldpGRkWI6KxerJiYmaW6Dcg9tnvtNmzZh48aNYr53797o3LlztrZFWacL3/smTZpg/Pjxkjqe1E+d53706NGiQezff/9lA4iOUde519PTQ6tWrbBz504EBQXBx8cHV65cwcWLF3H//n2EhIRgzZo1kmHuNm3axKAnDVHHeVd8oOHv74+dO3cCAPr27Qs/Pz/cvXsXly5dwosXL3Dv3j3UrVtXLH/hwgX88ssvWT4Oyjpt/dYrZnywsLBA165ds7wNyhl1n/sJEybg0KFDGWZrt7Ozw7hx43j+NUwd575Dhw6wtLQU8zNmzEBoaGi62/r3339FVv9keblRPC9L+VlQ9jPFtiKivO/hw4cYM2aMmC9btqwkqyvlfSVKlMDEiRPZaT2PWLhwIR4/fgwgaRSG5OAXyvsqV66M5cuX4/Xr1/j8+TOuX7+OCxcuwNvbGyEhIThx4oQYzh4A7t69iz59+mixxJRTKYOUkzM01q5dG3fu3MGLFy9w6dIl3L17Fx8+fED//v3FsinnKe85dOgQIiIixDyzeuc9zs7OOHXqFDp16pTuMgYGBhgyZAhGjRqVbqI60n22trZo1aqVmN+wYUOGcVF3796VJB8E8nZ7HoNciXIoJiZGTBsZGSm1jqenJ86ePZvhv+wOHXHr1i0kJiaK+fbt22e6jrGxsaSivHHjRqbrtGvXTqnyKO7f29s70+V9fHywYcMGTJw4EX379kWnTp0kwb/du3cXy4aEhIhhFL9XcXFxYlox21pmFJfl0LO5k7bOvaenJ8aNGyfmS5UqJTLAkWZo6ty3bNkSbdu2Rdu2beHs7IyKFStCTy/p0vHKlStwdXVFw4YNOYylBqnr3G/evBkXL14EAPTv319yTUC6QV3nvlmzZjh//jz69esHKyurVO/nz58fY8aMwZ07d1CyZEnx+i+//JLtDlmkPHWc9+jo6FTL9+vXD7t27ULhwoUlr9eoUQOXLl1C5cqVxWtLly6VdPIj9dDGdd63b9+wf/9+Md+rVy9JsBNphjrP/fv379G6dWs0bdoUz549A5DUaOro6AhnZ2eULl0aABAQEICJEyeidOnSOHXqVHYOg7JBHec+f/78mDZtmph/8+YNmjVrhuvXr0uW+/btG3799VdMmDAhw3JR7pHyvCn7mWJbEVHeFhAQAFdXVxHEbmRkhF27dkky/lHeUKtWLdGm17JlS9SqVUt0eHj//j3GjRuHsmXLirYgyp2ePXuGP/74AwBQpkwZzJ49W8slIk16/PgxJk2aJO7jFOnr66Njx464ceMGOnbsKF4/c+YMjh8/rslikgql1aZXoUIFuLm5oVatWpLX7ezssGPHDgwcOFC85u7ujrNnz6q9nKQdih3Xy5Urh8aNG2uxNKRqUVFRGD9+PMqVK4cTJ04AAExNTVG/fn20aNEC1apVQ758+RAXF4fFixejbNmy4hqBcqf58+eLZ/KxsbFo06YNdu/eLYkDS0xMxP79+9GqVStJzBqQt9vzGORKlEMFCxYU0ymHA9OGV69eiWlbW1vY2toqtZ5iNj7FbaSnatWqSm23SpUqYvrly5fpLvfs2TO0bdsWZcqUwciRI7Fq1Srs2bMHJ0+eTBUArOh7H17D1NRUTKd1g5MexWXNzMxUWibSDG2c+/v376Nz587iQsnW1hZnzpzJ0nCalHOaOvd79+7FmTNncObMGbi5ueHp06cIDAzEX3/9Jda/efMmnJyc8Pnz5ywcAWWXOs7958+fMWXKFACApaUlli1blsNSkjpo+/fe3t5eMtzJt2/fJBm9ST3Ucd5TzpuYmGDlypXpbsvc3Bx///23mI+MjMS+ffuULgtljza+84cPH5b08B48eHCW1ifVUNe5f/v2LRo3bixGfalUqRIuXryIgIAAXLlyBW5ubnj9+jWePn0qHoIGBgbCxcUFp0+fzu7hUBao69xPmzZN8mD74cOHaNSoEUqVKoUWLVqgYcOGsLa2xs8//4zExEQ0a9YMtWvXFsvzXi93Uvw8Acp/pthWRJR3hYWFoV27dnjz5g0AIF++fNi5cyfq1aun5ZKROsyePVu06V24cAF37txBWFgY9uzZIzqwfvr0CR07doS7u7t2C0vZIpfLMWrUKNFOv2bNGo7KRKkYGxtj9+7dsLOzE6+tWrVKiyWinEjr+vzvv/+GhYVFuuusWLFCcm+wefNmtZSNtMvX1xdubm5iftCgQVosDalabGwsOnbsiH/++Qfx8fEoWLAgNm7ciJCQENy4cQMXL17EgwcPEBAQgKlTp0ImkyEuLg6zZ89mB5hczNHRURKoHBISgn79+sHW1hZNmzZFs2bNYGdnh169eiE4OBh2dnbo27evWD4vt+cxyJUohxSzXoWEhCi1zrNnzyCXyyX/FC8+ckJx6LlChQopvZ7iMLTKHIey21ZcLjw8HHK5PNUyHh4eqFOnDs6dO5fm+xlJ2Svhe6PY0z4r2X8VM+Cyt37upOlz//z5c7Rp00YElltaWuLcuXMoX7680tsg1dDm997KygrTpk2Dp6cnzM3NASRlgJg8eXK2tkdZo45zP3HiRJGV8c8//1S6cwxpli783jdo0ADOzs5i/vz58znaHmVOHec95Xz79u0zva5v3bq1pG7w8PBQuiyUPdr4zitmfChbtiyaNGmSpfVJNdR17gcNGoQPHz4AAMqXL49r166hRYsWqZarWLEijh8/jh49egAA4uPjMXToUA5brgHqOvd6eno4fPgwfvjhB5EBAkgKfHZzc8ONGzfE/jp16oQjR45I2lkUO3ZT7pHys6DsZ4ptRUR5U2RkJDp06IB79+4BAGQyGTZu3CgZMY3yPkNDQ/Tu3Rt37twRCUxiYmIwdOhQxMfHa7l0lFVr166Fp6cnAKBv375o3bq1lktEusrc3Bxjx44V856enlnqVEe6I+X1ubW1daajrlpaWko6PbJNL2/avn27yO4ok8kY5JrH/PbbbyKOyNjYGBcvXsSwYcNgaGgoWa5QoUJYtGiRJKHFwoULcfPmTY2Wl1Rn+vTpWL9+vaT+DwoKwpUrV+Dp6YkvX74ASGrPPX/+vCRuLS+35zHIlSiHFIduffLkifYK8v8pPoxI+eOWEcVllQkcVXbbRkZGYjoxMTFVauzw8HD07NlTNKSbm5tj0qRJOHnyJF6+fImvX78iPj5eEhBM/0cxOPnTp09Kr+fv7y+msxIMTbpDk+fex8cHrVq1Etk68+fPj9OnT6NGjRpK75dURxe+97Vq1cLMmTPF/J49ezh8tQao+txfu3YNe/fuBQA0atQII0eOVEEpSR104XsPQBLk+uLFixxvjzKmjvOuuE0Akmx96ZHJZJJhz5KzP5H6aPo7/+HDB8lQpWwM1x51nHsvLy/xABwA/vrrrwx788tkMqxatUrc8wcEBEiyeZN6qPN7b2BggNWrV+Phw4f46aefULNmTVhaWsLQ0BD29vZwdXXFkSNHcPz4cVhaWopGcgAoUaJENo6GtC3l772ynym2FRHlPdHR0XBxcYGXl5d4bfXq1cza/x2ztLTEunXrxLyPjw8z9+cy0dHRmDFjBoCkAAbF0VeI0qLYnhcdHQ1fX1/tFYayLeU1fs2aNSGTyTJdT7Ht79OnTwxyzoMUO643b96c9/F5SHR0NFasWCHmR48enWl7/g8//IDq1asDSMr8zgzeuduIESPg4+OD33//HU5OTrC1tYWBgQFsbW3RrFkz/Pvvv7hz5w6qVav23bTnMciVKIcUM9wEBwfj9evXWiyNNPW04nCTmVFcVpnIfmW3rbickZFRquDYTZs2icA5S0tL3L59G8uXL0eHDh1QtmxZ5M+fH/ny5cvyfr8XFSpUENNBQUGSrBsZUbyJrVixosrLReqnqXPv5+eHli1bws/PD0DSsMYnTpxAgwYNslhiUhVd+d736tVLTMfHx+PWrVs53iZlTNXnPiAgQExfu3YNenp6kMlk6f579+6dWH7BggWS996+fZuDI6PM6Mr3vkiRImJa8YaZ1EMd571SpUqS+eyMzqDs6BWUfZr+zjPjg+5Qx7m/cOGCmDYwMMg00wsAFC5cGPXr1xfzzPaifpr43leuXBlLly7F3bt3ERwcjJiYGLx//x6HDx+Gi4sLgKR2LcVrRA5jnTspfp6ApNE3lMG2IqK8JS4uDj169JB0Zlq0aBHGjRunxVKRLmjUqBGKFy8u5q9du6bF0lBWRUdHi9HWQkNDUbhw4Qzb8xSDn9zd3SXvbdmyRUtHQZqk2J4HsE0vt6pQoYIkqDU7bXoA2/XymuvXr0uSUbAjU95y8+ZNhIeHi/kuXbpkuo5MJpMsxza93M/a2hqzZs3C5cuXERAQgNjYWAQEBMDd3R1jx46FiYkJAGlCxrzcnscgV6IcUuwBBwD79+/XTkH+PxsbGzHt5+en9FAzisG5ittIj4+Pj1LbVVwurSGQFYe6nTRpEsqVK5fh9pKHWKQkKQMVkoedysiHDx8QGBiY7jYod9DEuQ8ICECrVq3E99jIyAhHjhyBk5NT1gtMKqMr33t7e3vJPBvH1E9Xzj1pnq6ce8WAG1NT0xxvjzKmjvNepUoVybwyIzgAkGR5MDY2Vmodyj5Nf+cVH3o6OzvDwcFB6XVJtdRx7hXvoW1sbJT+Dite6ylmdyT10JXfem9vbzGtp6eXpxvF87Jy5cpBX19fzCvzeQKAu3fvimneNxDlbgkJCejbty9OnjwpXps/fz6mTp2qxVKRLlG81mObHlHelrIDHdv0cidTU1OUKlVKzGenTQ9gu15eo9imlz9/fnTv3l2LpSFVSxkXk/K5bHrYpvf9+fr1K54/fy7m83KyMga5EuWQo6OjJEPC+vXrERcXp7XyKKYoj42NVboh+8aNG2luIz03b95UaruKy6W1XcVsEnXr1s10e+xVLFW/fn0YGRmJ+StXrmS6juJQlcbGxpIMPZR7qPvcBwcHo3Xr1uKCyMDAAPv27UObNm1yUGpSBV353idnDEimTBZwyhlVn3sjIyMUKlRI6X96ev9362BiYiJ5TzHrOqmernzvFXuCptV5iVRLHefd3t4epUuXFvPKdlxTzNZsZ2en1DqUfZr8zt+8eRPPnj0T88z4oF3qOPeK24uKilK6LIoPQpMzApD66Mpv/YEDB8R069atUw2JSbmDoaGh5IGGMp8nf39/vHr1Ssw3a9ZMLWUjIvVLTEzEkCFDcPDgQfHatGnTMG/ePC2WinSNYrse2/RyFz09vSy15yleY+rr60veY7Db90GxPQ9gm15uppiAJjtteoaGhqzz85CYmBjs3btXzPfo0QNmZmZaLBGpmuJvOKB8ux7b9L4/x44dQ2xsLICka/v27dtruUTqwyBXohySyWSYMmWKmH/z5g1++eUXrZWnXLlyKFy4sJjfvXt3pus8e/YMt2/fFvNNmzbNdJ39+/eLIS3TExERIekt3qRJk1TLZDUgmMOnSOXPnx8tW7YU8zt37sx0HcVlWrZsyQveXEqd5z48PBxt27bFw4cPAQD58uXDzp07lRoGgdRPV773ig/VAaBMmTI53iZlTNXnvn379vjy5YvS/xR7f06bNi3d90j1dOF7HxUVhWPHjon5xo0b52h7lDl1nfeuXbuKacVRFdITEBCABw8eiPmGDRtmug7ljCa/84oZH8zMzJjxQcvUce6LFi0qpkNCQvDmzRulyqLYRlCsWDGl1qHs04Xfej8/P+zatUvMjxw5MkfbI+1ycXER0xcuXMDnz58zXF7x81SwYEGO4EKUi40dOxY7duwQ8xMnTsRff/2lxRKRrgkMDJR0dGObXu5iYWGRpfa8Pn36iHUdHR3TfY/yrj179ojpkiVLokiRIlosDeVEt27dxPSjR4/w6dOnTNdRbPtr0KABZDKZWspGmnfs2DGEhISIeXZcz3sU2/QA4NatW0qtxza970tiYiKWLFki5gcMGJCng5sZ5EqkAoMHD5Y87F24cKFWgzGHDh0qpv/77z9JttS0TJs2TUzb2tqiU6dOme7j9evX2LRpU4bLLFy4EBEREQCSeogOGDAg1TKKN1NXr17NcHv79++Hh4dHpmX73gwZMkRMP3jwAMePH0932Tt37uD06dNprku5jzrO/bdv39CxY0dxoaynp4fNmzejZ8+eKikzqYa2v/exsbH47bffxHyZMmUkWc1JfbR97kl7tH3u586di4CAADHv6uqa421S5tRx3ocOHSoyMz958kQSvJyWJUuWID4+XswrBs2Q+mjiOx8bGyt52NWjRw/kz58/y2Ul1VL1uU/ZiXXFihWZluHAgQPw8/MT8wx20wxt/tYnJCRgzJgxIttH/fr1JZ0iKPfp27evyPoSFxeXYYBbREQEVq5cKeb79+8PfX19tZeRiFTvp59+wrp168T8qFGjsHz5cu0ViHTS/PnzJQlMOnTooMXSEJE6HT9+XHJfwfa83K1NmzYi2URCQgIWL16c4fInT54UyWwAtunlNYod10uWLMm2mzyodu3akg7N//zzDxISEjJcx9fXVzJKDz8Xed+iRYvE6N4WFhaYMWOGdgukbnIiUon379/LCxUqJAcg/o0ePVr+4cOHTNcNDw+XT5gwQbKuj49Pmss6OTmJZTZv3pzmMh8+fJAXKFBALFetWjX5p0+fUi2XmJgonzFjhmS/S5YsSbecissBkJuYmMjd3NzSXHbXrl1yPT09sezw4cPTXG7evHliGXNzc/mDBw/SXO7MmTNyU1PTVGVI7++kuN3Bgwene0x5QWJiorxGjRrieIsUKSJ/+vRpquU+fvwor1SpkliuZs2a8sTExCzvT/Hvn95nkDRD1ec+Ojpa3qpVK7GcTCaTb9iwQROHQlmk6nN/7tw5+ZQpU+R+fn6Z7vvjx4/yNm3aSOqC9evXq+S4KHOarvMVOTg4iO3NmzcvR9uirFP1uT979qz8p59+kvv6+ma439jYWPn06dMl3/natWvn+PNEylHXd37QoEFiWRsbG/n9+/fTXG737t3yfPnyiWXbtm2rsmOjjGmivj9w4IDku33p0iVVHwZlg6rPfXx8vLxixYqSa/x169alu38vLy+5paWlWN7Ozk4eERGh0mOktKnjex8eHi7fv3+/PD4+Pt39fvnyRd6tWzexPQMDg3R/F0jzctIGM3HiRLFuvnz55AcOHEi1TGxsrLxHjx6Str6PHz+qqPSUE+pof1NsV87r7aW5WXbP/dy5cyXrDhkyhPdtuUx2zn1YWJi8R48e8jt37mS6bFRUlHzq1KmS/fTv3z+HpaacUvfzlsGDB4vtOzk5qXz7lH3ZOfehoaHybt26yW/dupXpsrt27ZKbmZmJfZiamqb5rJg0Lyff+02bNol19fT05Dt27EhzuYcPH8rt7OzEsoUKFZJ//fpVBaWnnFBVne/v7y/X19cX2/r5559VV0hSi+ye+5EjR0rWHTp0qDw2NjbNZT98+CCvVauWZHlvb28VHQFlR06+83v27JGHh4en+35cXJz8119/lezj33//zWGJdZ9MLpfLQUQq8eDBA3Tp0gXv3r0TrxkbG6N58+Zo0aIFSpUqhUKFCkFPTw/h4eF4/fo1bty4gZMnTyI8PFysY2hoiLdv36Y5ZISzszPc3d0BAJs3b043W8e2bdskaemtrKwwevRoNGnSBKampnjx4gU2bdqEGzduiGWaNGkCd3d3kdkpJcUhDHr16oV9+/ZBT08PAwcOROfOnWFjY4MPHz5g//79OHz4sFi2SJEiePToEaysrFJt8+PHjyhbtiyioqIAJA3RN3bsWDRv3hxmZmZ4//49Dh8+jEOHDgEARowYgQ0bNoj1fXx8ULJkyVTbnT9/PhYsWAAgKdOuNjPrasKtW7fQrFkz8Xe0sLDA2LFj0axZM+jr6+PmzZtYvXq1yMBmYmICDw8P1K1bN91tjhw5Etu3b0/1ekxMjJjW19dHvnz5Ui0THR2d00MiJany3C9atAjTp08X85aWlqhfv77SZWndujUmT56cwyMiZany3B85cgRdu3aFTCZD48aN0bRpU1SrVg02NjYwNTVFREQE3rx5A09PTxw9elRkeAKALl264MiRIxzmRoPUUecro2TJkuIaZ968eZg/f36OtkdZp47vvZ6eHhwdHeHk5ISqVavC2toahoaG+PLlC27evImdO3fC19dXrGdlZQUvLy9mb9YgdXznP3/+jIYNG8LHxwcAYGRkhBEjRqBNmzawtLSEr68v9u/fjyNHjoh1rK2tcfv2bZQoUUJ9B0sS6q7vu3TpIjK6ODg4wMfHh7/nOkLV5/7cuXPo0KGDJNtDs2bN0KdPH5QvXx4GBgZ4//49Tp48if3790uW2759e5qjspB6qPrc+/v7o0iRIrCzs0OXLl3QsGFDODg4IF++fAgICMDly5exb98+BAcHAwDy5cuHXbt2oVevXpo5YBLU0QYTEhKCBg0a4OXLlwCSRmrp168fXF1dYWVlhefPn2PNmjV48OCBWGf16tX44Ycfcno4lAXqOPfbt2/HyJEjU70eGxuL5MdBenp6MDAwSLXMuXPn0KxZM6XLT9mnynN/8+ZNNGjQQMzr6emhZcuW6bbzp2RnZyfJBkbqpcpzHxoaCktLSwBAhQoV0Lp1a9SsWRNFixaFhYUFoqKi8OnTJ9y8eRMHDhyAv7+/WLdMmTK4evUq7OzsVHVolAFtPW8ZMmSI+H47OTnh8uXL2d4WZY+6vvMVK1ZE27ZtUbNmTRQpUgRmZmb4+vUrHj58iAMHDsDb21usJ5PJsGfPHl7na5g6vveJiYlwdXWVZOh1cXFBr169YG9vj5CQEJw/fx4bNmwQ25DJZDh+/Dg6duyY00MiJam7zl+2bJl4HiuTyfDy5UuUKVMmByUmVVH1uf/48SNq1aqFz58/i9fKli2LoUOHonbt2sifPz8CAwPh4eGBzZs3IywsTCw3YsQIrF+/PqeHREpQx3e+YsWK8PX1Rbt27dCsWTNUqFABZmZmCAoKwp07d7B79268evVKLD9x4kSlRvDK9bQcZEuU5wQEBMhdXV0lEfNZ+efi4iJ/9epVuttXJpNrshUrVshlMplS+3V0dJSHhoZmuD3F5V+8eCFv3rx5ptstVKhQutlZk23btk2pcjZt2lQeFRUleY2ZXP/PoUOH5CYmJpn+HU1MTOSHDh3KdHuKPXyz+o80S1XnXvF7k51/38t3TZeo6twfPnw4W+d86NCh8piYGA0eMSVTdZ2vDGZy1Q3a/N6XK1dOqewwpHrq+M4/ffpUXqJECaXOfdGiReW3b99W81FSWtRV3wcEBEgyPsydO1eNR0HZoepzv2XLFrmRkZHSdb6+vr586dKlGjhSSkmV5/7Tp09Kn3NLS8s0M32SZqirDeb58+dye3t7pbYzffp0DR0tKVLHud+8eXO2t5neqF2keqo8925ubtneFgC5g4OD5v8A3zFVnvuQkJBsbadRo0by9+/fa+Hov1/aet7CTK7ap+3vvLm5uXzXrl1aOHJS1/c+MjJSqWf0AOSGhobyrVu3auiIKZm66/zq1auL5Zs2barmo6GsUMe5v337trxo0aJZ2lavXr3SzfhKqqeO816hQgWl1s+XL5989uzZGjxa7VKuGycRKc3W1haHDx/GrVu30KdPHxQqVCjTdcqUKYPp06fj6dOnOHLkiMp62kycOBFeXl5o2rRpusvY2dlh6dKlcHNzQ4ECBZTetoGBAc6ePYupU6cif/78qd6XyWTo0qUL7t27h2rVqmW4rYEDB+Lo0aMoVapUmu9bWlpi9uzZuHTpEoyNjZUu4/ema9euuH37Nlq2bJlmBiaZTIZWrVrhzp076Nq1qxZKSOrCc//9UtW5r1u3Ln766SdUrlw50wxuhoaG6N69O9zd3bFp0yYYGhrm+Dgo6/i9/36p6txXrFgRrq6uIvtDRkqWLIlFixbh7t27qFWrVo7KT9mjju98xYoV8fDhQ4wdOzbN63kgaVSKcePG4c6dO6hdu3aOjoGyR131/a5duxAfHy/mBw0apJLykuqo+twPHjwYd+7cQe/evdPM3JdMT08PXbp0gZeXF3766accHQNljyrPvZmZGVq3bp3hNXvBggUxatQoPHv2DN27d89x+Um3lC9fHg8ePMDw4cNhYmKS5jKVK1fG8ePH8eeff2q4dERElFNmZmb4/fff4ejoqFQbnaOjI7Zu3YorV67A3t5eAyUkIlUyMTHB0KFD4eDgkOmyBQoUwMSJE/Ho0SP07dtXA6UjTTE1NcWFCxewbNkyFCtWLM1lZDIZOnTogJs3b7LNJ4+5d++eZDQOxZF9KW+qXbs2Hj16hMmTJ6c5crKiOnXqYM+ePdi7d2+G7X+k+9q2bYuCBQum+76hoSE6duwIb29v/Pbbb5ormJbJ5PL/Pz4NEamFXC7HvXv38PLlS3z58gUhISEwMTGBpaUlihUrhjp16igVCJtTHz58gKenJz59+oSYmBjY2NigSpUqqF+/vtLDFqUnMjISFy9exPv37xEZGYlixYrByckpy40k8fHxuHbtGu7fv4/w8HBYW1ujZMmScHZ2ZhBVFvn6+sLLywsfPnwAABQrVgyNGzdmw9V3gOf++6Wqcx8aGor79+/jzZs3+PLlC2JiYmBmZgZLS0tUqlQJNWrUYIcDHcPv/fdLVef+9evXePr0Kfz8/BAaGoqEhARYWFjA1tYW9erVQ+nSpdVRfMomdXznv337Bnd3d7x79w7BwcEoWLAgypYti6ZNm6YbEEOax/r++6Xqcx8REQFvb2+8ePECISEhAJIegJYpUwb169fPsAGVNEtV5z46Ohp3797F+/fvERAQgG/fvsHOzg4lS5ZEkyZN+ODjO/H161dcunQJvr6+iIyMRJEiRVCtWjV2YiIiyiNiYmLw8OFDvHz5Ev7+/oiMjISRkREKFCiA0qVLo3bt2pkGRhBR7vH582c8ePAA79+/F+34+fPnh5WVFapXr47q1aunOSwy5S2JiYm4du0anj9/joCAAJiamqJ48eJo1qwZbGxstF08IlKxuLg4PHjwAA8ePEBQUBBiYmJgYWGBYsWKoV69emwnzmMSExPx+PFjvHz5EgEBAQgJCUGhQoVQrFgxNGnS5Ltsw2WQKxERERERERERERERERERERERERER6ZycpW8kIiIiIiIiIiIiIiIiIiIiIiIiIiJSAwa5EhERERERERERERERERERERERERGRzmGQKxERERERERERERERERERERERERER6RwGuRIRERERERERERERERERERERERERkc5hkCsREREREREREREREREREREREREREekcBrkSEREREREREREREREREREREREREZHOYZArERERERERERERERERERERERERERHpHAa5EhERERERERERERERERERERERERGRzmGQKxERERERERERERERERERERERERER6RwGuRIRERERERERERERERERERERERERkc5hkCsREREREREREREREREREREREREREekcBrkSEREREREREREREREREREREREREZHOYZArERERERERERERERERERERERERERHpHAa5EhERERERERERERERERERERERERGRzmGQKxERERERERERERERERERERERERER6RwGuRIRERERERERERERERERERERERERkc5hkCsREREREREREREREREREREREREREekcBrkSEREREREREREREREREREREREREZHOYZArERERERERERERERERERERERERERHpHAa5EhERERERERERERERERERERERERGRzmGQKxERERERERERERERERERERERERER6RwGuRIRERERERERERE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PH3Dnzh3xMNzLywudOnXCsmXLstzDTBM0We/+8MMPWSqbsr9RQFL9rGwQVXbq8u3bt4vpBQsW4Oeff87yNijvCR7eEommmQeX5DV632JgtfGitosBgPUz62fWzxlRx3W5ubl5qo6zkZGRCA0NhZ+fH+7fv4+4uDgAwKtXrzBt2jRs3LgRO3bsYNCVkpZ2WQALo/zaLobGhcdEYPKxedouBgDgyZMnaNeuHXx9fcVr+vr6aNiwIRwcHGBkZISPHz/Cy8sL4eHhAJKC9C9fvoydO3eie/fume4jKioKw4cPF436yUxNTVGvXj0ULlwYBQoUQGhoKD5//ozbt2+LjuNv3rzBhAkTcP78+UyzpgYHB6NXr164eFH6u12gQAHUq1cPNjY2MDc3R1BQEPz9/XH79m1ER0cDSMqMNmDAANy8eTNLWQlPnDiBkJAQWFpaZrrs+fPn1RocqinqPIatW7di2LBhorOLoaEhGjZsiBIlSsDU1FR0bH/27BkzaCvp5JwdsPwOn2eERIah428DtF0MAHn7Gh4A7ty5g8ePH6NKlSqZLvvs2bMcZZ1s2bIlKlasKHktISEBQUFBuHXrFnx8fAAAr1+/Rps2bXD58mVekynh73ohMDdI3ckwL/sap4cfvTP/7dYV165dQ/v27cVIgkWKFMHFixez9NyPiAgAdmwojAIW39eAzGHhiRgwImudzNVJE9eGnp6e6NKli2TEW2NjYzRu3BjFixeHTCaDn58fvLy8EBUVBblcjj179uDs2bM4duwYmjRpopZjz2uqmUdAX/b93ZfGy2V4+FU32vLev3+Pzp07i9igZCVKlED16tVhY2ODhIQE+Pv74/79+wgICAAAvHjxAv369YOvry+mTZuW5f3evXsXLVq0kHzH7OzsULduXRQuXBgymQxBQUF49OgRXr16JdovsjoKdUBAAM6ePatUYHtoaGiWkhM+f/48VYBr+fLlUbVqVVhbWyM0NBReXl7w8/MDkJSxtlGjRvD09ETp0qWzdBy5RZ6M4tE3KwBD89xz45NXdejQId3hOw4fPoyhQ4eKm72JEyeiQ4cOKF68uFrLdOPGDbRs2RKRkZEAAAMDAwwdOhQ//vhjqoaXZMHBwTh9+jSWL1+OW7duAYBYPzOTJk1SOkW2sipXrownT57A398f586dQ/v27TNdJ/nBrKGhIUqUKIFXr16ptEyKxowZg3Xr1on5atWqYcWKFWJYF0WvXr3CjBkzcPDgQQBJQavOzs64cuVKpll1jhw5gp49e4oLRjMzM/zwww8YP3487O3t01zn48ePOHbsGJYvX47nz59DLpdnOnTq6tWrMWHCBDFvZWWFKVOmYMSIEbCxsUlzHR8fHxw8eBArVqyAn58f4uLixEPVjBQqVAj58uXD58+fsWvXLvz555+ZBjG/ePECN27cAPB/n43czN7eHvXq1RNB8mvWrMGBAweyta3atWtj2bJlaNOmDSpXrpxmD5/w8HDMnz8ff//9NwDg4sWLWL58OaZMmZKj4/geWJjIUeA7C3LVJW/evEGjRo3w+fNnAEkBRj169MD06dNRu3btND/vX79+xcWLF7F69WrxQFnZ3zNN0mS9m7w/VUuuj48fP47Q0FAULFgww+XDwsJEMEBW6nLFoWGHDx+e7fJS3pJoagT5dxjkqiuP+lg/S7F+Zv0MqP+63MrKKsPPS3R0NC5cuIC///4bly5dApDUQNikSRNcvHhRJ0Zq0XUWRvlhYaw7nb2+N0+ePEGTJk1EpgsDAwNMmTIFkydPRqFChSTLxsTEYO/evZgyZQoCAwMRExODXr16Ydu2bejfv3+6+4iNjUXr1q1x9epV8Vr9+vXx888/o3Xr1jA0NEy1Tnx8PK5fv46NGzdi165dYiSdjISEhKBRo0aS7J+tW7fGnDlz4OjomGYbSHR0NDw9PbFmzRocPXoUiYmJSv9OJtfdsbGx2LNnD8aOHZvpOoqdG3J7O4uxsTFq1qwp2lns7OzQtm3bHG3z6NGjIsBVX18fM2bMwNSpU9PsbBIQEID9+/en+pxSapZmBWDF5xlak5ev4RXrsW3btuGvv/7KdJ2c1oMDBgzAkCFD0n3/+PHjGDhwIMLCwhAZGYlx48alm5mI/o+5QSIKGH5vbbG6cqefOXd3d3Tq1AkREREAkp5zXLp0CWXLltVyyTRn/vz56T4TTubs7MwOMGowZMiQDOtdyn0KWOjBsmDmSa5IPTRxbejm5oYOHTqIDp1mZmZYsGABRo0aBXNzaftLREQENmzYgLlz5yIiIgIhISFo3bo1Tp06hebNm6vqsPMsfZkcBnrf4W+PjlxGvX37Fo0aNRIjpclkMvTt2xezZs1KswOeXC7HrVu3sGrVKuzcuROJiYn49u1blvcbFxeHfv36iYDVokWL4p9//kGXLl3SHBkoMDAQR48exfbt20XijsykvNdSJsh137594nuflXutsmXLYsSIERgwYECqJIuJiYnYsmULJkyYgG/fvuHjx4/o378/vLy8sp0BV5d9X11ASGd07dpVMvRXTEwM/v33X7XuMzAwED169BAXFNbW1nB3d8fatWvTDXAFkh6Y9e/fH97e3jhz5ozW078PHPh/2XqVySr08uVLXLt2DUBS4LE6G5Z37NghCXB1dXXF7du30bx58zQr0LJly+LAgQOSrK93797NdOikFy9eYPDgwSLAtXTp0rh9+zb++uuvdANcgaQfrzFjxuDp06fYuXNnpn+LK1euSHpY1alTB48fP8bMmTPTfZAPAKVKlcKUKVPw5s0brFixQulhMPX19dG3b18ASQG5Fy5cyHQdxXTmKbMX5SZDhw6Fv78/3r9/j4MHD2LGjBlo0aKFGNI1O4YNG4Yff/wRVapUSfcH3MLCAsuWLcPQoUPFa2vXrs32Pok0ISoqCt27dxc32Kampjh8+DD27duHOnXqpPt5Nzc3h6urKy5cuIAbN26gWrVqmiy2UjRd76pL8m91cpBBZhRvarJSlysO6VGkSJEslpKIVI31c2qsn1k/A9q/Ljc2NkanTp1w8eJFbN68GSYmJgCSPgddu3bF+/fvVbIfInWIjo5G7969Rb1iamqK8+fP448//kizTcPIyAiDBg3C/fv3Ua5cOQBJjd2jR49Oc1j5ZBMnTpQEuM6ePRs3btxAx44d0wxwBZLaMJo0aYLNmzfDx8cH3bp1y/BY5HI5+vfvL8qRL18+rFmzBufOnUOzZs3S7eRrbGyM1q1b49ChQ3jy5AmaNWuW4X4U9enTBwYGBgCUa0MLDw/HkSNHAAA1a9bUyd9kZd25cwdfv37FtWvXsHLlSgwcOBDly5fP0TaDg4MxevRoJCYmQk9PDwcOHMCvv/6abjZ1Ozs7jB8/HqVKlcrRfonUKS9fwwNAu3btxPV68kPijCQmJmLHjh0AkjKVKZNgI6s6d+6M//77T8wrjvxHlBudP38eHTp0EAGupUuXhqen53cV4EpElFdo4towMDAQ/fv3F22Otra2uHnzJiZPnpwqwBUA8ufPj//973+4efMmbG1tASS1FfTv3x+BgYE5PWQitYmNjUXPnj1FgKuxsTEOHTqEnTt3pjvChEwmQ7169bBt2zbcv38fVatWzda+jxw5gmfPngEATExM4ObmBldX1zQDXIGke58RI0bA3d0dly9fVmof1apVQ40aNQAAx44dEwkeM5Ic22NgYCDigjJSpEgRbN68Gc+ePcP06dPTHEVcT08Pw4YNE/dxAHD9+nWcO3dOqePIbRjkSlrTsWNH8aUHoFRAX05MmzZNpGnW19fHqVOn0KhRoyxto23btnjw4AEaNmyojiIqpWbNmqhevTqApOwJycPQpUexEX/w4MFqK1doaKhkSNE6depg37594mFCRiZPnizJCrVhwwa4ubmlu/zo0aPFcRcoUACXLl1ChQoVlC6rTCZDv3798OjRo3TTdCckJGDIkCEikNbBwQEXL15E4cKFld6PgYEBJk6ciHv37qFAAeWGHFM8R5k9gJHL5eLHytraGh06dFC6bLrGwcFBqWFr1WXYsGFi+tWrV6JBikgXLVq0CPfu3RPzO3fuhIuLS5a2Ub9+fdy6dQtdu3ZVcemyT1v1rjr069dPDK+szMP05GUMDAzQr18/pfeT/LcCkO6NGRFpDuvn9LF+JmWp+7p8yJAhko6CgYGBmWYbItKmP/74A48ePRLz27dvh5OTU6brFSlSBOfPnxcPyCIjIzFy5Mg0l03uAJ5s0qRJ+O2337JUzqJFi+LgwYNYtGhRusts27YNp0+fFvNLlizBmDFjsrSfChUqwM3NDePHj1dqecUArevXr2caRLV//34x4o8629A0oVatWuI3T1V+/fVXMWzgxIkTs3ydQ6SL8uo1fDLFh6cfPnwQmcXS4+bmBl9fXwDSa2dV69atG4yM/m8EktycNZu+bydOnEDnzp1FhrEKFSrAw8ND68lyiIgoezRxbTh58mR8+vQJQFLnzxMnTqBy5cqZbrdSpUo4ceKE6CD66dMnjkxKOm3RokVipGwgKcDT1dVV6fWrVq2K69evo3Xr1lnet2KAp4uLS5Y6/ZYpU0bpZZPbjqKjo7Fv374Ml339+jW8vLwAJCUntLa2znT7Tk5OGDJkSKajPwNJiSbr168v5k+ePJnpOrkRn7aQVjVu3FhMJ6d9dnFxgUwmg0wmw8KFC5Xe1rx588R6KbNHvH//XpI5durUqahXr162ymxhYaH1HpjJWYSioqKwf//+dJdTDIIsVKiQUimys2vt2rUi8FQmk2H9+vVKBbgm++OPPyQ9DxYvXpzmctevX5f0nli0aFG2GwwKFy6MokWLpvnevn378Pr1azG/bt26bD+QL1euXJo9r9JSq1Yt0SPlyJEj+Pr1a7rLXr58WWQd6tu3b5b+3tnVpUuXbH0///jjD7GeOj+H2ZUyA1lGf3cibYqMjMTKlSvFfN++fbN0Q6DI0NAw3Z5yWfX48WNMnToVtWrVgrW1NYyMjFC0aFE4Ozvjr7/+QlBQUKbb0Fa9qw62trZo164dAMDLy0tyXCn5+PiIrFmKGVbSU7JkSVGfKkp+TfFfTnz58gV//vknnJycUKRIERgZGcHa2hq1atXC1KlTM30ANWbMGFEOxQwtKW3ZskVS5oyGm96xY4dYTjGzPZEuYP2sHNbPrJ8zo4nr8p49e0qClnfs2IF3796pfD9EOfXt2zf8888/Yt7V1TXTbKmKHBwcsGDBAjHv4eGR5nDQf/zxh5guVaoU/vzzz2yWGKhdu3aar8vlcsl2GzdunOkoPunR09NDzZo1lV5eMRN3Zh0ckt/X19fPUueG7Lpz546oPwsUKCAy+WQmOjoaBQoUEOt6e3uruaRJ+0zuJJAvXz5MnTpV7fskUjddvYZXtezUgynXUzVDQ0NJRvKMhvMl0lWHDh1Ct27dEBMTAwCoUqUK3N3d08ywlezt27fi97tkyZLi9StXrmDEiBGoWLGi+I3/3//+J1k3MTERnp6e+Pnnn9GmTRuUKFECpqamMDIyQpEiRdCiRQv8/vvv+PLli9LH8O7dO6xZswZ9+/ZF1apVUaBAARgYGKBQoUKoVq0axo4di+vXryu1rfnz54tjS68j4eXLl8Uyzs7OSm3X19cXv/76K5o2bYqiRYvCyMgIVlZWqFWrFqZMmZLhaAXJhgwZIva7ZcsWAEnX2v/++y+aNGkCOzs7GBkZwd7eHn379pWMcJAVkZGR+Oeff9C0aVMULlwYxsbGcHBwQP/+/eHu7p7p+un9fU6dOoW+ffuiXLlyyJ8/P2QyGZYvXy7eV7x/HzJkSJa2fenSJfTp0welS5eGsbExChUqhGbNmmH16tWIi4vL1t8hLdHR0ejatasog62tLe7cuaOy7ROpgiauDf38/LBnzx4xP2HChCzFrNSrV0+SdGz37t348OFDtspIpE5RUVGS71O3bt3Qq1evLG/HzMwMjo6OWV5P8Xuhzs5HWUmqoYl7LcW/1du3b9WyD21jkCtplaWlpZhODpBUzCyxefNmpbaTmJgobkwAYMSIEZL3N23aJC7G9fX1lc74oKv69+8vovUzqiw9PDxE5aU4RJs6KD4gbd68OWrVqpWl9fPnzy8592fOnEmz4lXcj5WVldp+ABSzmFSuXBlt2rRRy37SknxM3759w4EDB9JdTlONjooGDBggphUDxzOjuKziNnSFYjCAqalppkEMRNqyf/9+BAcHi3nFoaO1IT4+HhMnTkSNGjWwZMkS3Lt3D0FBQYiNjcWnT5/g7u6OGTNmoGzZspKsaWnRZr2rDso+RNq2bRvkcnmqdbRp06ZNKFu2LGbOnAkPDw/4+/sjNjYWQUFBuHfvHpYsWYLq1avjxx9/REJCQprbUGwszWhoj5SZ25VdVtmGcCJNYf2ce7B+dhbTulg/a+q6fPLkyWI6Li4Ohw4dUst+iHIi5W/LTz/9lOVtjBw5Evnz5xfza9askbzv4+MjyW4xduxYGBsbZ6O0GXN3dxfDxAHA//73vxwH/Surc+fOov1xx44dom5P6e3bt/D09ASQNJJT8jCQ6lS7dm1UqlQJQFK76PHjx5Va79ixY6IdtUKFCtnuyJ8VJ06cQEhICACgYcOG6XYaJ8pNdO0aXl3q1KkjgiwOHz6cbqb8yMhIcU1UpUqVdDsuqEJcXJzkb5+VUSKIdMHu3bvRu3dv8dyxVq1auHz5cpZHq4uNjcWYMWPQtGlTbNy4Ec+fP09z9Ma4uDiUKFECzZo1w6+//orz58/D19cXUVFRiI2Nhb+/P9zc3DBnzhyULFlSMlxteqZOnYpSpUph3Lhx2LNnDx4/fozw8HDEx8cjODgYjx49wn///YdGjRqhb9++IlutpiQmJuLnn39G+fLl8fPPP+PKlSv49OkTYmNjERISgnv37mHp0qWoUqUKZs+ene41XlqePHmCunXr4ocffsDVq1fx+fNnxMbGiuCzJk2aYN68eVkq7/Pnz1GvXj2MHz8eV65cQUBAAGJiYvD+/Xvs2rULzs7OGDVqVLr36mkJCwtDt27d0LFjR+zZswevXr1SWaeA2NhYjBo1Ci1btsTevXvh4+ODmJgYBAcHw9PTExMmTEDDhg2zFDSdnrCwMLRr1w5HjhwBkBRsdPXqVbX+zhBlhyauDTdu3Ch+O9Lq0KCMH3/8UdxPx8XFYcOGDaosIpFKHDhwAIGBgWI+O21aOaE4upqPj4/a9mNnZyeel1y9ejXdfcnlcmzfvh1AUoxTp06d1FIexba2rFxz5CbqGWuESEnJjaMARDag9u3bw97eHr6+vnj58iU8PDzQrFmzDLdz/vx5kdGyePHiIjtPMsWHbsm9/XKzwoULo3Xr1jhz5gw8PT3x9u1bSa/PZIoPrNX5YPbt27eSgNTsZrvo37+/6OEpl8vh7u6e6rgUz6WLi4taHr5ER0dLeqf27t1b5fvISP/+/TFz5kwkJCRg27ZtGDp0aKplFANgK1eujLp160oeGKlLly5dYGFhgfDwcDx+/Bj37t3LNIPK3bt3xcNqc3PzbPd6U5fw8HBJz2JXV1e1DcVFlFOKdWCpUqU08jAzPYmJiejevTuOHTsmXrOysoKzszOsrKzg6+sLNzc3xMbGIjQ0FEOGDEFoaGiaGZu0Xe+qQ5cuXVCwYEGEhoZix44dIptBSskBVpaWlujcuXOmDbKDBw8WmRcVM3sp9t7NiSVLlkiyMhkZGcHJyQklSpRASEgI3NzcEBwcjISEBCxfvhzv37/HgQMHUh2bskFUKbMYuLu7Qy6Xp/m3UtwOg1xJ17B+zj1YPzuLaV2rnzV5XV67dm2ULl1ajCjj6emZZwNbKPdS/G2xt7dH06ZNs7yN/Pnzw8XFRXQ8Tfm9Tzmvrnpe8ViMjY01Osy9oaEhevfujf/++w9v376Fh4cHnJycUi2nrc4NAwYMwOzZswEkdRDu2bNnputooyOxYkazOnXqAEjKrPbff//h2LFjol2wSJEiaNq0KQYPHpxpey6RtunSNby6DRw4EDNmzEBkZCQOHjwohtVUdPDgQREAq+568OjRoyJ7tbGxMerWravW/RGp0ubNmzFixAgkJiYCABo0aIAzZ86gYMGCWd7Wjz/+KDqWVqtWDTVq1ICBgQFevHghCc5ISEgQGcny58+PKlWqoHTp0rCwsEBcXBz8/Pxw/fp1hIeHIzIyEgMHDoSBgUGG13a+vr7iHq9ChQqoUKECChUqBAMDAwQFBeHu3bti9JM9e/YgPDwcJ06c0EhHpYSEBPTu3RsHDx4UrxUrVgz169eHjY0NIiIicOPGDbx+/Rrx8fH4448/EBgYiHXr1mW67Y8fP6JVq1b49OkTChYsKLKufvnyBZcuXUJYWBgA4JdffkHlypWVuj4OCwtD+/bt4ePjAyMjIzg7O8Pe3h5BQUFwc3NDaGgoAGD9+vWIjo7ONNMbkPSMdMCAAeJvXrduXVSuXBlyuRyPHj3K8XkYNWoUtm7dCj09PTRo0AAVK1ZEYmIirl+/jufPnwNIGnVg0KBBOHXqVLb34+/vj/bt24vh36tWrYqzZ8/m+uf0lDdp4tpQcR+Ojo7ZyjBZsmRJNG7cWNyjXb58OcuB+UTqdunSJTFdokSJbGVjzYkyZcqI6ePHj+PJkyeoXLmyWvaV/Fspl8uxbdu2NL+Pnp6eIgC2d+/eMDQ0VEtZHj58KKbt7e3Vsg9tYyZX0irFBtJSpUoBSBryatiwYeL1jRs3ZrodxWWGDh0qufmLi4vDjRs3xHyDBg1yVGZdkdzQpBj1rygqKkoEQVasWBH169dXW1muXLkimW/YsGG2tlO2bFnJMEUpt/v+/XsRzAyo71zevHlTDDGjzv2kp2jRomjZsiWApIfJisec7NChQ6LRUZNDNhsbG6N79+5iXpkewYrLdOvWDSYmJmopW1bExMTg1atXWLt2LWrVqoUHDx4ASAogz8nQjETqlpxZCND+79mSJUskAVQzZszAp0+fcPDgQaxfvx5nzpzBu3fvJBn/pkyZIvlNTqbtelcdjIyMxNAbb968SfWbBiT9ziUH1/Tq1QtGRkaZbnfBggVYvXp1qmGjk19T/JdVXl5emDFjhphv37493r17h7Nnz2L9+vU4cOAAPn78KAmyOnToEP7+++9U2ypcuDAqVKgAAAgICEhz+GwfHx8xPHRypr4vX75IbsKS+fr6ir+Vvb295AaVSBewfs49WD/rVv2szetyxc+zskNwEmmSYv2Uk/pXcd23b99KhmxT/P0qXLgwSpQoke39ZERxPzVr1lRbY356lMnindy2VrBgQXTp0kUj5QKSOjonBymcPn1akjkoLcHBwTh9+jSApAwd/fv3V3sZAcDb21tMlyhRAvv370fVqlXxxx9/4NGjR4iIiEBERARevnyJTZs2wcnJCT179uQQ5KTTdOkaXt0GDBggnpmkVw8mv66np6fWAPqzZ89i9OjRYn7s2LGwsLBQ2/6IVOm///7D8OHDRYBr06ZNcf78+WwFuPr5+eHff/+Fvb09PDw88ODBA2zfvh2bNm3ClStXsHDhQrGsnp4ehg4dKjo3Xr9+Hbt27cJ///2HjRs34uzZs/j8+TMWLVokOgqOGTMm3czNQFKnlc2bN+Pz5894+vQpjhw5go0bN+K///7D/v378erVK3h4eKBs2bIAgFOnTmVpdL+cWLBggQhwLVy4MA4ePAhfX18cOnQIa9euxc6dO/Hq1Svs27dPJFBav3499u3bl+m2f/nlF3z69AnTp0/Hhw8fcOzYMaxbtw6HDh3Cmzdv0KJFC7HsrFmzlMoQ+++//8LHxwetW7fG27dvcebMGaxfvx6HDh3Cx48fMW7cOLHs9u3bsXv37ky36eXlhRMnTqBatWq4f/8+bt68iS1btmDr1q24ffs2xowZk+k20nP9+nVs3boV9erVw+PHj+Hl5YVNmzZhy5YtePr0KZYvXy6WPX36NDw8PLK1n9evX8PR0VEEuDZu3BgeHh4McCWdpe5rw7i4ONy8eVPMZzeeApCW78aNGyI7LJGu0Pa9lmLStaioKDRr1gyLFy+WtImpiouLi7geSStuC9DMCM3v37+XBBe3atVKLfvRNqaqI605efKkeIAFQAT1AcDw4cPx66+/IjExEQcOHMCqVavSbegICgrC0aNHASQ17ioGyAIQQ0IkSx4GTBNWrFiR4XDzigoVKoQFCxYovW1XV1eRUXP79u2YO3eu5P3Dhw/j69evANTf81oxi2u+fPly9DeuUqWKuGFS3C6AVMGe6jqXmtpPRgYPHoxz586JIObkrB7JNNXomJaBAwdi8+bNAJKG5Vm0aJEksFxRYmIi9uzZI1lXG/z8/DLtrdKgQQPs378/z/ZqobzB19dXTGujbkoWHh6OX3/9VcxPmTJF0vCarHDhwjh27BiaNm0Kb29vxMfHY+bMmZKLbEC79e748eOVXrZhw4ZZqnMHDx4sMghs27YtVfYtxZuatLKoaFpyFnEgqdHxyJEjqQIQjIyMsGjRIsTExGDlypUAkhqeR44cCXNzc8myzZs3Fz3/L1++nKqXpGLmsGnTpongrMuXL6N69erpLsssrqSLWD+rHuvn/5OX6mddui5PDvYFIBk+i0hXJAebA0kZj7Ir5bpv375FsWLFAEjreXXW8ZraT3oaNWqE8uXL48WLFzhw4ABWr14t6YDr5eWFV69eAUjq3KCOUYPS4+DggKZNm8LDwwOxsbHYv3+/JPgrpX379okHmI6OjiJpgLopXutcu3YNM2bMQHx8PAwMDNCsWTOUKlUKYWFhcHd3x+fPnwEkDU/o7++PS5cuwcDAQCPlJMoKXbmG14RixYqhZcuWOH/+PC5fvgxfX1/JtZafn5/ILNaqVascBSDt2LEDt27dkryWkJCA4OBg3LlzR9S3ADBu3DgsXrw42/si0qS9e/dKRtNr2bIljh07BlNT02xtLyEhAaamprhw4QLKly+f6n3FzpaGhobYtGlThtszMjLC1KlTkZiYiBkzZiA0NBTbt2/H2LFj01xesZNkepKDeCtVqoTo6GisWrVK7c+j3r59iz/++ANA0qg0V65cSbczZc+ePWFtbS0CU+fPn4+ePXtmmOU0JiYGM2fOFPtQZGVlhV27dqFMmTKIjIzEmzdvcPPmzUyDc2JjY1GzZk0cO3Ys1XWkiYkJ/vnnH4SHh4uEMLNmzULv3r3Tfa4GAPHx8ShcuDAuXboEa2vrVO8r0xk3PTExMShXrhwuXbqE/PnzS96TyWSYNGkSrly5Ip5v7969O8sZ+u/fv4927drB398fQFJn3QMHDmT7+0KkCeq+NgwICEBUVJSYV9V9flRUFD5//izu84l0gWKbVpUqVTS+/+bNm6Nz5844fvw4gKSYsmnTpmH69OkoX7486tevj7p166Jhw4aoXbt2jkYTMzY2Rq9evbB+/Xq8fv0aV69elWSujY6OFr+p5cuXz1GAe0Z++ukn8QyhRIkS6Ny5s1r2o20MciWtOHLkiGQIdiMjI0lPNnt7e7Rr1w6nTp3Ct2/fsHv37nQbeLdv347Y2FgASQ0wKYe3T5kBQZkelTt27Mg0k4syGXiOHDmS6TLJHBwcshTkamJigp49e2Ljxo14+fIlrl27hkaNGon3NRkEqfg3trCwyPDGLDOWlpZpbjeteWXO5YoVK/Dy5ct0308ruDg7+5k3b54YnjQt5cqVS3MI2PR07doV5ubm+Pr1a6og1w8fPuDixYsAgBYtWqB48eJKb1cVnJ2dUbx4cfj5+eHjx49wc3OTBKkrunTpEj5+/AggqTG1efPmmiyqUkxMTPDnn39i4sSJ2i4KUYbCw8MRHx8v5pWpm06dOpXpcEK//PILrKysslSWXbt2iUwAdnZ2+OWXX9Jd1sjICKtXrxaNgW5ubnj+/LkksESb9a7ikNKZiYiIyNJvauPGjVG2bFm8evUK+/fvx6pVq0RDZ3R0NPbv3y/Kqvgbrg1Pnz6V9MpfvXp1hhm2/vjjD+zatQtfvnxBeHg4du3alepazdnZGf/99x+ApPOueK2X/BqQ9BkZO3Ysfv/9d4SGhsLNzS1Vnaw4jA+DXEnXsH6WYv2sWt9T/azp6/LkHvZA0gPE8PBwZhEjnZHyt0WxrSSrUq6rWLcrTitTx798+RIrVqzIcJmBAwemCgTI6n5u3LiRbvaLZJMmTUK5cuUy3ZZiuebOnYvw8HAcOXIEffv2Fe9pIqNGRgYMGCDq+h07dmQY5Ko4Wo4mOz0nD7MLQGRWa9CgAXbv3i0JtI2NjcW8efNENu4rV67g119/zfCahEgbdOkaXlMGDRqE8+fPIzExETt27MDMmTPFezt27BCZKXNaD168eFG0XaenfPny2LBhQ6rOZkS6TDHAtWrVqjhx4kSOO8aMHz8+zQDXnBg6dKgYCeTChQvpBrkqq2TJkmjevDlOnz4Nb29vtd83rVixQgRo/Pzzz5mOFtK8eXO0bdsWZ8+exdOnT3H37l3Url073eVtbGzw888/p/u+nZ0dOnbsKLLCKhPkCgBLly7N8POwbNky7N+/HzExMXj79i3Onz+Ptm3bZrjNn3/+Oc0AV1X4888/UwW4Kho2bJgIyFHMPKkMDw8PdOnSBWFhYQCSRi7YvHkzOz2RTtPEtWHKdlZV3+czyJV0RXa+T+qwa9cuDBo0CIcPHxavyeVyPH/+HM+fPxftTmZmZujUqRNGjx6d7ViWQYMGYf369QCS2pgUg1yPHDkifhPV1ea0detW0VYDAAsXLsxRhxhdxiBXUptTp07hy5cvktdCQ0Nx8+bNVEGHy5YtS5WlZdSoUeLCYOPGjek28G7cuFFMjxgxItX7ydlMk5mZmWVa9gsXLmDr1q0ZLpOdYSZVbdCgQeL4t23bJh7Afvr0CRcuXACQ9KBR3RlwFP/Gyvx9M6J4UxUeHp7ufpTd1+HDh+Hu7p7u+2kFF2dnP1u3bpX0SEnJyckpS0GuJiYm6NGjBzZv3oznz5/jxo0b4kZalY2O2SGTydCvXz8sWrQIALBz5850g1wVh6/p27dvjgKgcyJ//vz44YcfxPzXr1/h4+MDb29vREVFYdKkSdiyZQvWrl2LevXqaaWMRJnJTt108+bNTIOEpkyZkuUHMIqZ/vr27SvJgpSW+vXro1q1amKYYzc3N0kQlS7Uu+oycOBAzJs3D2FhYTh69Ch69+4NADh69Kh4UKytLNeKFIOUatasiVq1amW4vJmZGfr27YtVq1aJ9dMKokp2+fJlyOVySSaF5N/nhg0bwszMDE2bNsXx48fh7u6OxMREyW8GM7mSLmP9LMX6WbXyWv2sS9flKR/off36lUGupDOyU/+mJ+VnXbGtJavtOR8+fMj096tu3bqpAgGyup+nT59mup8ePXpkOcj1559/hlwux7Zt20SQa0xMDPbu3QsAKFOmjORBhKb07NkTEyZMQExMDK5evYp3797BwcEh1XJv376Fl5cXgKSMbr169dJYGSMjIyXz9vb2OHv2rKTDQHK5Fi5ciLCwMKxZswYAsHz5ckyePDnVskTapEvX8JrSrVs3jB07FhEREdi+fbskyDU52N/c3Bxdu3ZVe1levHiBVq1aYezYsfjzzz81mkGbSBUeP36M7du3Y+TIkTnaTp8+fbK8TmJiIm7fvo179+7Bz88P4eHh6Q5TnTxMfGbev3+Pmzdv4sWLFwgNDUVUVBTkcrl438fHB0BSYMj9+/fVGqCuGDDWr18/pdZp0aIFzp49CyCpg01GQa6dO3fOtM6pVauWCHJNOeJkWooXL55pUIyNjQ06dOggAm3c3NwyDXJNbqdQNWNj40yzuym2PSjzN0h29OhR9OnTB9HR0QCAiRMnYvny5Rlm1yXSBZq4NtTUfT6RtqX8rGfUqUKd8ufPj0OHDuHUqVNYvnw5Ll68KGJsFEVGRmLv3r3Yu3cvunTpgi1btmQ5CL1JkyYoXbo03rx5g3379mHlypUiyDQ57kwmk6nlecOtW7cwZswYMd+3b1+lr6FyIwa5ktp4e3vD29s7w2XMzc2xYsUKSVbXZJ06dULRokXx8eNHeHt74+HDh6hWrZpkmZs3b+LRo0cAAGtra7i6uqa5D0UpG2XVyc3NTa2BGE2bNkWpUqXg4+ODvXv3YsWKFTA0NMSOHTtET0dNBEEq/o1z+vdNzjwFINUDRk2dy7T2o42HnYMGDcLmzZsBJDU0Jj8kSu5Vkj9/fnTr1k3j5QKSsoUkB7kePHgQ//77b6qGgaioKBw6dEjMazNIoGDBgmkGpgcHB+Ovv/7C4sWLcffuXTRr1gzHjh1D69attVBKooxp8/cspbt374rpxo0bK7WOo6OjCKK6c+eO5D1t1ruKDbbqMHDgQMyfP188TE9unEx+gKSum5qsyu45TQ6iSnlOgaTMBxUrVsSzZ8/w5csXPHr0SFzLvXnzRgxbm9wI3Lx5cxw/fhwhISG4f/++aEx9//69aEwvUaIESpcunc2jJFIP1s/qwfo5SV6rn3XpujxlgysDXEmXqPK3RbGdBZB+1lXZnpMRc3NzhISEqH0/GXFwcECzZs3g7u6O8+fPw9/fH4ULF8axY8e03rmhYMGC6NixIw4dOgS5XI6dO3di1qxZqZbbuXOn+H3s2LFjjjL/ZJWxsbHk3M2ZMyfDoNVff/0VmzZtQkxMDL5+/YrTp09nK5CHSF106RpeU0xNTdG9e3ds3boVT58+hbe3N+rVqwdvb288ffoUANC9e/ccDyW9efNmDBkyRPKaXC5HREQEXr58iSNHjmDZsmWIjIzEihUrcP/+fZw9ezbD0QqIdMGIESNw6dIlvHnzBnK5HKNHj4aRkVG2n8EZGBikeuaZkfj4eKxcuRJ///03/Pz8lFonZSKilK5du4YZM2bA09NT6XvwzLaZE0FBQXjx4gWApI4zyo5++eTJEzGtONx4WpT5mxcqVEhMKxM41rBhQ6WCOBs1aiSCXBXv9dNSqlQptXWaqFChQqZZVbP6NwD+L2FV8vPpX3/9FXPmzMl+QYk0SBPXhpq6zyfStpSf9ZSfV03r0KEDOnTogMDAQFy+fBleXl64ffs27t69m6psx44dQ9OmTXHt2rVUx5GZgQMHYsGCBQgNDcWxY8fQs2dP+Pv74/z58wCSkn+UKFFCZccFJHVE6ty5s+hcUr16dTGCW16lnZR69N3Knz8/HBwc0LlzZ6xYsQLv379PM8AVAPLly4dhw4aJecWMrWm9NnDgwDQbQlLeBCgOr5WeLVu2QC6XS/4pZtDRFTKZTAxNFhISguPHjwOAJLV29+7ds7TNFStWYPz48Rn+S0nxbxweHi5uYLIj+aFHyu2mNa/MuUzOTKT4LzlwND3Z2c/bt29T7WfevHmZrpcRJycnkblj7969iI2Nxe3bt/H48WMASb3vc5o5N7uqVauG6tWrA0g658mfPUXHjx8XN7+Ky+sSKysr/PXXX1i6dCmApOFp+/fvzx5vpJMsLCygr/9//ZOUqZuSg3cU/yUHo+REYGCgmE4rw1BaSpYsKaZTNobqSr2rDqVKlUKTJk0AAOfOnUNAQAACAgJw7tw5AEkdVhT/Ntqi6nOaLGW2wLSmk5dRZlknJyelykakSayfpVg/q9b3Uj9r47o8eZgoIOkBc1YbLonUKeVvS8phDbNCsZ0FkNbtitPK1PHOzs6p6ni5XJ5p/ZTV/QwZMiTN/eRUchBKQkKCGHlGVzo3JLfvAdJRcRQpvq64vCakzLySVqIBRYUKFUKzZs3EfHIGWiJdoUvX8JqkGIyXXP8l/5/yfVWSyWQwNzdH7dq18csvv0geGl++fBkLFy5Uy36JVKlYsWK4dOmSCE6Qy+UYNmyYyAifVZaWlpJ6KCMxMTHo2LEjJk+erHSAK5C6Y5+iTZs2wdHRER4eHlm6zspomzn16dMnMR0bG4t//vlHqX+Kz29TXvumpExmecUA0PSy5CpSNmBFcTnFe/202NjYKLXN7Mjq30BxyOn0fPjwASNGjBDPh9esWcMAV8pVNHFtmLKdVV33+UTalp3vkybY2NigZ8+e+Pvvv+Hh4YGQkBB4enpi2LBhkvI+fvwYs2fPzvL207rX2rlzp9qSE3769AmtW7eGv78/AKB06dI4c+ZMng96Z5Arqc28efNS/bB//foVb9++xbFjxzBx4kQULFgww22MGDFCDIW4Y8cOxMbGive+ffuGPXv2SJZNi52dnSTDpGKPvrwgZWV59+5dkYmpW7duWU7/ffjw4UxvGFNSfIiakJAgen5nR3Jm3pTbBVI/1FXXudTUfjKj+IAlKCgIJ0+elDQ6Dh48WCvlSqb48GfHjh2p3ld8TReyYGVk0qRJYpjDwMBAyd+ZSJcoNoRp8/dMsWebssH2isulbAzVlXpXXZLr6/j4eOzatQu7du0SjYParsuTqfqcJlMcqkuxwTk5MMrY2BgNGzYEANSoUUNko0pr2ZTbI9IlrJ9zJ9bPSXSpftbkdfmzZ8/EtJ2dndr2Q5RdinWwYltJVqVcV7GtRXEfOWnLyYzifrT5W9KzZ0+RoXDbtm34/Pkzzpw5A+D/hpbTlo4dO4oHk0+ePEmV3evOnTviHFlaWqJjx44aLZ9iNi9ra2vY2tpmuk6lSpXE9IcPH9RSLqKc0JVreE1q3ry5OO49e/YgMjJSPGNxcHBQ66h0iqpVq4YJEyaI+ZUrV0qe/RDpKgcHB1y6dAlFixYFkPQ8bMCAASI7Z1aYmJgoveyCBQtEh0yZTIbevXtj3759ePr0KcLCwhAbG5tmx6D0glefPHmC0aNHi/erVKmCFStW4ObNmwgICEBUVJRke4r3x2kN86sqih0RsyuzgExlMq5mlbIZsJW5V0+Wlc9HVqnjb6Cnpyee5wPfz+8q5S3qvjZMGbOiqvt8ExMTpe7PiDRJV9qBMqKvr48mTZpg48aNcHd3l8RVrV+/HlFRUVnaXunSpUVSjTNnzkjatk1NTdGjRw+VlT0oKAitW7fG69evAQBFihTBhQsXUKRIEZXtQ1cxyJV0moODgxieMCgoCEeOHBHv7d+/X2R1adSoESpXrpzmNgwMDMQw7wBw8+ZN9RVYC8qWLSuGrTx9+rTIfAOor+d1So6OjpL569evZ2s7r169kvRaSv4RSGZvby/5QVTXuaxXrx6MjIzUvh9lKJ7DjRs3Yvfu3QCS/hbaDvTp16+fuGk9ffq05NwFBQWJB0V6enro16+fVsqoLD09PbRs2VLMX716VYulIUpf06ZNxbQ26ybFC31lh1RRXC5lpjRdqnfVoWfPnqJhctu2bdi6dSuApMaHnj17arNogqrPaTLFB2Tu7u6i8Tw5MKpx48bi3Ovp6YlsTx4eHqJ3o2JAlaYeuBFlFevn3In1cxJdqp81eV1+48YNMZ0c0EukSxTbWhQ/r1mluG7JkiVRrFgxMa/4++Xv74/3799nez8ZUdzPvXv3tBbIZG5uLjKQPnjwANOnTxeBEJpqQ0uPoaGh5LcnZTZXxfmePXtKfp81oWLFimJa2Q71ir9B6sz6RpRdunINr0mKI8N9+fIF48ePF5n/BwwYoJbAp/S0bdtWTAcHB2c6dDeRrihTpgwuXbokOsrFx8ejd+/eOHnypFr2FxMTg1WrVon5LVu2YM+ePejZsycqVqwICwsLSdZNZX5zly9fLq6B2rZtizt37mDixImoV68ebG1tJUFYym5TFRSDQC0sLNLM7J/Zvy1btmikrIq+ffum1HLK3KvnVkWKFMG2bdvEM8NVq1Zh4sSJWi4VUdao+9rQwMAA9evXF/PZjacApPf5DRo0kPwOEOkCxTifnLRpaUrjxo0xa9YsMR8dHQ1vb+8sbye5bSk+Ph7Tpk3DgwcPAABdu3ZV2W9/eHg42rZtK0Z/tra2xoULF1CqVCmVbF/XMciVdN6oUaPE9MaNG9OcTi+LazLFYEBPT098/PhRhSXUvuTKMi4uTjR6Fy9eHC1atMjyti5fvpzpTWJKpUqVkgSf7tq1K1vHodhgL5PJ0hzyUvFcHj16FNHR0dnaV0aMjY3RqFEjMZ/d4WZUoVy5cuKB68mTJ8UQJppudExL0aJFxfmIi4vDvn37xHv79u0Tw7g0b95c8hBNVyVnpwKSgnSJdJFiHejj46O1hzCKwyUp+yD87du3Ytra2lryni7Vu+pgYWEBFxcXAEkP9e/fvw8gaYhPXWnQVPU5TWZraysyOAUHB+P+/ft4/fo1fH19AaTO/JccJBUWFoa7d+/i3bt3Yj8ODg7fzU0a5T6sn3Mn1s+6WT9r4rr81q1bkr+T4pDaRLpC8Xvo5+cHDw+PLG8jIiICR48eTXObQOoAdcURk1RJcb8xMTGSTuyaphjMmhwEYWxsrBOdG5IDzwBg9+7dIlNaYmKi6PQMaGe0nKpVq4ppxSzjGVEMiFFmWFwiTdOVa3hNS6seTPm6JqTMMvTu3TuN7p8oJypUqICLFy+K+624uDh0794d58+fV/m+bt68KX57q1Spkul3VZnv0sWLF8X0b7/9BkNDwxxvUxUUR9gIDw9XOnhU25S9V0++3wbSv1fPzfr3758q0HXSpElaLhWR8jRxbai4Dy8vr2zVrz4+PvDy8kpzm0S6QjFO6d27d5LPrK5q166dZP7Tp09Z3kavXr1EZyF13GtFRkaiQ4cOuH37NoCktpYzZ86kmxAyL2KQK+m8Ll26oHDhwgCACxcu4P3793jx4gU8PT0BJGUP6NWrV4bbGDZsmOjBEh8fj9WrV6u30BrWu3fvVBkc+vfvLxkaQt1Gjx4tpi9fvpzlntcRERFYt26dmG/Xrp1kCL209hMcHKy24SsV9/PkyRMxFIw2pPWjp+0MI8kUH8AoBikrTisuo8sUL1SShwgk0jU9evSQDBO5fPlyrZSjVq1aYlrZGxPF5WrXrp3qfV2qd9VBl+tyQD3nNJli8MTly5clw1unDKxQbJBJuWxanV+IdAXr59yL9XMSXaqfNXFdvmzZMjFtaGiIbt26qWU/RDnRs2dPSdC34udWWevXr5cEJI4ZM0byfsmSJSWZ9P777z+1dCZu1qyZZOj6FStWpDt8rrq1atUqVWCVi4uLTgRhOjo6ik4DHz9+FBmzL126JOrGUqVKpRpRSRMUs2x/+fJFdMLOyNOnT8W0vb29WspFlBO6cg2vaRUqVJBkEQOSMoCVL19eo+VIGbymyWcZRKpQpUoVnD9/XlyvxcTEwMXFBe7u7irdj2LSnmrVqmW6vDIdo7KyzbCwMJGFTN2KFCkiuWbIDQExgPIZ6q5duyamM7pXz8369++PrVu3ijp95cqVDHSlXEMT14bDhw+Hvr4+AEAul+Pvv//O8jaWL18u7qcNDAwwfPhwlZaRSBV69uwp6dCRnTYtTUuZyT47I+gUKFAAXbp0kbxWtGhRtGrVKkdlA5Kyy3bp0kWMfGZqaoqTJ0+iTp06Od52bsK7RtJ5+vr6GDp0KICkzAWbN2/Gpk2bxPt9+vTJdJgse3t79O/fX8wvXrw4W+mldVXBggXRuXNnyWuafjA7ZswYke1ILpdj5MiRIpOnMmbNmiW5sZ46dWqayzVs2FDywHXatGlq6UXas2dPlClTRsyPGjUKYWFhKt+PMvr06SPpSVuvXj3JMHHa1L17dzHE69WrV/H27VtJDzITExN0795dm0VUSmxsrCRgQ/HhG5EuMTMzw4QJE8T87t27tZIFSbEH3p49ezJ9EH7r1i1JY2haPUt1qd5VhzZt2ohOO0BSo23r1q21WCIpxXN69+7dTBuvv337Jsn0lVH2eMXfbTc3NxEYZWpqmurBWvXq1UVAk+KyKbdDpGtYP+derJ+T6Er9rInr8v3790syIg4ZMiRXjDxB3x8zMzOMGzdOzB89ehSHDx9Wev13797h559/FvPNmjVL9d0GgJkzZ4ppHx8fzJgxI5slTp9MJsP06dPFvJeXF1asWKHy/SgjX758kjZCQHc6N8hkMvTr10/M79ixQ/I/APTr108rI/s0adIEtra2Yj6z65zg4GCRoABghzXSTbpyDa8NKes9bdSDd+7ckczzeoxyo5o1a+Ls2bOwsLAAAERFRaFTp04qDc5UDADPLLNpYmKiJJmMKra5YcOGLD3ry6lOnTqJ6X///Vdj+80JX19fyT1yWr58+YJTp06J+byceXHAgAGpAl3/97//abdQRErQxLWhvb09evfuLeZXr16dpZgVb29v/PPPP2K+b9++vIYinWRiYoKJEyeK+YMHD+LgwYNZ3k5kZKTGOr0kj/KWrESJEtnaTsp7K1UkJ0weNeDSpUsAkgJwjx49qpVO0NrGIFfKFUaMGCEacDdv3oytW7dK3lPG4sWLRQ/A+Ph4dOjQQdJrLrdLvgjy9vbGnTt3NJ6S2tLSEqtWrRLzt2/fRu/evZW6+V22bJlk3REjRmR4g7d27VrRaBAWFoYWLVrg+fPnOSh9avny5cOWLVtEb6p3796hZcuW8Pf3V+l+lGFpaYm7d++K85udCwB1MTc3F0O8yuVy7Nq1C7t27RI9yFxcXLQy1GtYWBgSEhKUXn7u3LmSIGtmciJdNn36dElWt/79+0uGINWEfv36iQ4mnz59woIFC9JdNjY2VtIw0Lx5c1SoUCHVcrpU76pDvnz54OnpKepyDw8P5MuXT9vFEipWrCgZqnn8+PEZ/obPmTMHnz9/BpA03Lfiw/iUFIOfPDw8RKOvo6NjquHQZDKZeADu6ekpbtiAvN34S3kD6+fcifVzEnXVz7p2Xb5161YMHjxYzBcuXFgSBEika2bNmiVp3xkwYIBS2bn8/f3Rpk0bkcXVzMwM69evT3NZJycnSYbXFStWYO7cuTkseWqDBg1Chw4dxPyUKVPw33//qXw/ypg9e7ao9729vSXZbLVt4MCBYvrQoUMICQnBoUOH0nxfk/T09DB+/Hgx//vvvyM8PDzd5efNmyc62xQuXFin/sZEinThGl4bhg4dKqkHhwwZotH9x8XFSUbbs7CwQN26dTVaBiJVqVevHk6fPi3uxSMiItC+fXuVJdopXbq0mHZ3d8+w0+nixYtTBWhkts1jx46lu9zLly8zbFdQh8mTJ4t78sOHD0uG+s2MNtsppkyZgpiYmAzfT742cnBw0KnOteowYMAAbNmyRQT1rFixgoGulCto4tpw6dKlsLOzAwAkJCSgU6dOklEw0vPs2TN06tRJtLMVKVIES5cuVWnZiFRp2rRpkszlAwcOxPHjx5Ve/9GjR2jYsGG2RpZbtmwZLly4oPTy3759wx9//CHm7ezsULNmzSzvF0gasVrxXmvWrFnZ2k6yhIQE9OvXT3SW0dfXx759+1SSHTY30td2AdQhPjLvZJXJirx83KVLl0bLli1x4cIFSdbOatWqoUGDBkptw9raGgcOHECLFi0QGRmJL1++wMnJCcOGDcOPP/6Y5gNdIKnB5cyZM/jll19UcizqYmdnJy6ItGXw4MHw9PTExo0bASTdgNarVw9///03nJ2dU2WaePXqFWbOnIkDBw6I12rVqpVpNo/y5ctj69at6NmzJ+Lj4/HmzRvUqVMH48ePxw8//JDuEGjfvn3DkSNHsHDhQqWOp0mTJvj777/Fw//bt2+jatWqmDJlCoYPHw4bG5s01wsNDcWePXvSfYCUHZoOWs6KAQMGiGxRitlFkt/TBjc3N8yYMQOTJk1Cjx490j1Xb968wbx58yTlHjBggFLD/nzvwqM0nzlG23TlmI2NjXHw4EE0bNgQnz9/xrdv39C1a1f07NlT3ICnldknMTERHh4ekov07LKwsMDcuXNFNqY///wT+vr6mDt3riQoJiAgAEOGDMH169cBJF14Z1QH61K9qw5ly5bVdhEytHDhQjRr1gwJCQnw9PRE9+7dsWHDBknGptjYWMybN08yjM68efMyzKpva2uLypUr48mTJwgNDUVoaCiA9DP/OTs74/Dhw/j69Su+fv0KIKnxt2TJkjk+xu+B3rcYJGq7EFqg9y39Bwmawvo5NdbPqpGb62dduC6Pjo7GxYsXsXz5cknjpomJCY4ePcqMF0oIj4nIfKE8SBeO29TUFHv37kWTJk0QFhaGb9++oVWrVpg6dSp++uknyVCKQFJdsGfPHkydOlUEvOvp6WHt2rUZDkO9YsUKPHz4UAx59ttvv+H8+fOYO3cuWrdunSrwPdnTp0+xYsUK+Pn5ZXosMpkMO3bsQMOGDfHixQskJCRg7NixOHz4MGbPng1HR8d0OxncunULS5YsyXQfyipYsKDOBlNVqFABdevWxa1btxAeHo6RI0eKOrdu3brptl9qwk8//YS1a9fiw4cPePfuHdq1a4fdu3fDwcFBLBMbG4tff/1VErw2b968VMP+kVRIHm7Xz4guHLcuXMNrg6mpqdbqwU+fPmHs2LGSTK4TJkyAgYGBVsqTW3yN0wO+s7v9pGPOHRo3bowTJ06gffv2iIqKQnh4ONq2bYtLly5lO0AiWa1atVCsWDF8+PABYWFh6NmzJ7Zs2YKiRYuKZWJiYvD777/j119/hZmZGSIjIzPcZufOnfHo0SMASb/vaXVIuXjxIgYNGoSvX78qtU1VKVOmDObMmSOCa4cNG4ZHjx5hxowZkmGPk8XHx+PSpUvYvn07Lly4gE+fPmmknIoMDQ1x+/ZtuLq6YsuWLZJntdHR0Zg2bZokedPvv/+e44xuuUFy56whQ4YgMTFRPPtVxxDweU1Y+PdV3wO6c8yauDa0s7PDjh070KlTJ8TExODz58+oX78+FixYgFGjRqVqy4uMjMSGDRswZ84c0ZHVyMgIO3fuTLNeJKl4uex7u4QC8P+PW8uMjIywf/9+NGrUCJ8/f0ZUVBRcXV3Rv39/zJw5M80RvORyOW7duoXVq1djx44dSExMzNaowTdv3sTkyZNRt25dDB06FN27d083lurGjRsYP348Hj58KF6bPn16tn+r8+XLp7J7LblcjuHDh4t4Kj09PWzfvh1dunRRyfZzozwZ5Hrrd+30aCf1GjVqVKpo++HDh2dpG/Xr18fVq1fh4uKCd+/eIS4uDmvXrsXatWthb2+P6tWrw9raGiYmJvj69SvevXuHBw8epMpMoGxFumLFCkkAZ2Zq1KiBkSNHZumYdM369ethYWEhHq7ev38fLVq0QPHixVG3bl3Y2NggPDwcz58/x7179yTrNm/eHEeOHIGpqWmm+3F1dcXZs2fRs2dPBAcHIzIyEn/99Rf++usvlCtXDpUqVUKhQoVgYGCAr1+/4s2bN3jw4AGioqLENvT09NC1a9cM9zN+/HgUKlQIw4cPR1RUFIKCgjBz5kzMmjULVatWRdmyZVGoUCHIZDKEhYXh1atXePjwoSS7kpGRETp37pyFv2Lu0rZtW9jY2CAwMFDS08zGxiZLmTrSaux5//69mD527Fiay6T8HCV7/vw5xo0bh/Hjx6Ns2bKoXLkyrKysYGBggJCQEDx+/BiPHz+WrOPo6JhrhsDRtrE7NZ+hl/5PqVKlcPPmTbi4uOD+/fuQy+XYt28f9u3bBxsbG9SpUwfW1tbInz8/IiMj4efnhwcPHiAoKEiynebNm6d6MK6sKVOm4MqVK6LX3W+//YY1a9agefPmsLS0hK+vL9zc3CQ92BcvXpxp5xRN17uK2YiU0aNHD5UOy6xLGjdujD///BNTp04FABw/fhwlSpRA8+bNYW9vj5CQELi5uUk+R127dsWPP/6Y6badnZ3x5MkTyWvpZf5L6/W8+jdXB6uNF7VdhO8a62fWz+qQ2+tndV+XBwcHp/q8fPv2DaGhofDz88O9e/dSZb+tUqUKduzYkeMHzt+LycfmabsI37WqVaviypUraN++Pfz8/BAXF4c//vgDixYtQqNGjeDg4ABDQ0N8+vQJXl5ekuxeRkZG2L59O3r27JnhPgwNDXH+/HkMGzZMdGK9ceMGOnXqBFNTU9SrVw9FihRBwYIFER0djcDAQDx+/Bhv376VbKdMmTKSrDcpWVpa4tq1a+jZs6fICH3u3DmcO3cOBQoUQL169WBrawsLCwtERUXh06dPePjwYapghVq1aqFMmTJZ+TPmKgMGDMCtW7cAQDKaT1ayuP7333+pMuXGxsZK5jt06JAqgHnMmDGSzL6KzMzMcPjwYTRv3hyRkZG4du0aypcvj2bNmqFUqVIICwuDu7s7AgICJMeS3vbo/3T8TTudxCmJJq/hf/755ywF92zYsEFng/LTs2PHDlGHKYqMjMSLFy9w8+ZNxMfHi9cbN26c4+xG34MfvS21XQTKhJOTE44ePYrOnTsjJiYGISEhaN26NS5fvowqVapke7t6enr49ddfMWzYMADA+fPnUb58eTRu3BgODg4ICgrC5cuXERISAgBYt24d+vfvn+E2//e//2HDhg0IDAxEcHAw2rVrh9q1a6Ny5cqQyWS4c+eOuEdr27YtbG1tsX379mwfQ1bNmzcPb9++xdatWyGXy7F06VKsWrUKdevWRZkyZWBqaorw8HC8ffsWDx48EAG42W1HyamxY8fi6NGjOHPmDEqWLAlnZ2fY29sjKCgIbm5u4twASSPwZHZ+8pKBAwdCLpdj6NChItBVJpNJOuhSagNG5I3Rk3IrTVwbtmrVCmfOnIGrqyvCwsIQERGByZMniw6gxYsXh0wmg5+fH65evSqJbyhYsCCOHj0qGfmJ0vfwa/oJAEj9SpcujRs3bogONomJidi+fTu2b9+OkiVLivishIQE+Pv74969e5I2BQA5GjX41q1buHXrFn744QeUKVMGVapUgbW1NfT19REYGIh79+7Bx8dHsk7Xrl0lI+Bp05o1ayQdZcqUKYMrV67gypUrSq2v2AE5r8iTQa6UN7m6usLW1lZkojAyMsrWEF01atTAnTt3sGjRIvzzzz+ix4uvry98fX3TXS9fvnxo06YNZsyYofRFw5EjR7JUNhcXl1wf5CqTybBs2TI4OTlh+vTpeP78OQDAz88v3cwelpaWmD17NiZMmJBudpC0tGjRAvfv38dvv/2GzZs3i8b6ly9f4uXLl+muZ2RkBBcXF8yePRvVq1fPdD9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      "text/plain": [
       "<Figure size 3000x2200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd_response_time_x_perc_loss_comp_sel = pd_response_time_x_perc_loss_comp.loc[pd_response_time_x_perc_loss_comp.temp_ch_classes == '2.0°C-4.0°C (n=31)']\n",
    "plt.rc('font', size=25)  \n",
    "xlim1 = 140\n",
    "fig, axs = plt.subplots(2,1,figsize=(30,22)) #, sharex=True)\n",
    "ax = axs[0]\n",
    "sns.boxplot(ax = ax,\n",
    "    data=pd_response_time_x_perc_loss_comp_sel, \n",
    "                x='rgi_reg_sh', y='diff_resp_time_-50%',\n",
    "            #height=10,aspect=0.8,\n",
    "            hue='model_author', \n",
    "            palette=pal_models, saturation=0.9,\n",
    "                       hue_order=hue_order, dodge = True, #hue='ssp',\n",
    "                                            fliersize=0, whis = [5,95], \n",
    "                                            #y = 'time', #hue_order = ['2040', '2100'],\n",
    "                                            linewidth=3,\n",
    "                                            capprops={'color':'grey', 'alpha':0.7},\n",
    "                                            whiskerprops={'color':'grey', 'alpha':0.7})\n",
    "\n",
    "ax.set_ylabel(f'Response time scale difference to\\nmedian (years, 50% of total changes)', weight='bold',fontsize=26)\n",
    "\n",
    "#_,xlim1 = ax.get_xlim()\n",
    "ylim0, ylim1 = -70, 130\n",
    "#ylim0, ylim1 = -190, 350\n",
    "ax.set_ylim([ylim0,ylim1])\n",
    "for n in np.arange(-50,ylim1,25):\n",
    "    ax.axhline(n, color='grey', ls=':', alpha = 0.5, lw=2)\n",
    "#ax.set_title(_t[len('temp_ch_classes = '):], weight='bold', fontsize=28)\n",
    "ax.legend(ncol=8, bbox_to_anchor=(-0.07,1), loc = 'lower left', fontsize=24)\n",
    "\n",
    "\n",
    "# same rel. to ref_period\n",
    "ax = axs[1]\n",
    "sns.boxplot(ax = ax,\n",
    "            data=pd_response_time_x_perc_loss_comp_sel, \n",
    "                x='rgi_reg_sh', y='diff_resp_time_-80%',\n",
    "            #height=10,aspect=0.8,\n",
    "            hue='model_author', \n",
    "            palette=pal_models, saturation=0.9,\n",
    "                       hue_order=hue_order, dodge = True, #hue='ssp',\n",
    "                                            fliersize=0, whis = [5,95], \n",
    "                                            #y = 'time', #hue_order = ['2040', '2100'],\n",
    "                                            linewidth=3,\n",
    "                                            capprops={'color':'grey', 'alpha':0.7},\n",
    "                                            whiskerprops={'color':'grey', 'alpha':0.7})\n",
    "#ax.set_ylabel('Region', fontsize=24)\n",
    "\n",
    "ax.set_ylabel(f'Response time scale difference to\\nmedian (years, 80% of total changes)', weight='bold',fontsize=26)\n",
    "\n",
    "\n",
    "    \n",
    "#ylim0, ylim1 = -70, 130\n",
    "ylim0, ylim1 = -190, 390\n",
    "ax.set_ylim([ylim0,ylim1])\n",
    "for n in np.arange(-175,ylim1,25):\n",
    "    ax.axhline(n, color='grey', ls=':', alpha = 0.5, lw=2)\n",
    "    \n",
    "#ax.set_title(_t[len('temp_ch_classes = '):], weight='bold', fontsize=28)\n",
    "ax.legend(ncol=8, bbox_to_anchor=(-0.07,1), loc = 'lower left', fontsize=24)\n",
    "\n",
    "_med_resp_time = pd_response_time_x_perc_loss_comp_sel.groupby(['temp_ch_classes','rgi_reg']).median(numeric_only=True)[f'resp_time_-80%']\n",
    "for e,rgi_reg in enumerate(pd_response_time_x_perc_loss_comp_sel.rgi_reg.unique()):\n",
    "    r = _med_resp_time.loc[('2.0°C-4.0°C (n=31)',rgi_reg)]\n",
    "    if np.isnan(r):\n",
    "        pass\n",
    "    else:\n",
    "        if rgi_reg == 'All' and e==0:\n",
    "            text = f'{int(r)}\\nyears\\n(median)'\n",
    "        else:\n",
    "            text = f'{int(r)}'                        \n",
    "        ax.text(e,ylim1*0.99,f'{text}', color = 'dimgrey', fontsize=22, ha='center', va='top', weight='bold', zorder=10)    \n",
    "\n",
    "#ax.get_legend().remove() #plt.legend(title='Temperature change bins')\n",
    "for ax in axs:\n",
    "    ax.tick_params(axis='both', which='major', width=2, length=7)\n",
    "    ax.tick_params(axis='both', which='minor', width=1, length=5)\n",
    "    ax.set_xlabel('')\n",
    "    ax.axhline(0, color='grey', ls=':', alpha = 1, lw=4)\n",
    "    for vl in np.arange(0.5,20,1):\n",
    "        ax.axvline(vl, color='grey', ls='-', alpha = 0.5, lw=1)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures_partB/response_time_scale/glacier_model_differences_response_time_scale_boxplots_2.0°C-4.0°C_landscape.png')\n",
    "plt.savefig('figures_partB/response_time_scale/glacier_model_differences_response_time_scale_boxplots_2.0°C-4.0°C_landscape.pdf')\n",
    "\n",
    "#plt.savefig('figures_partB/glacier_model_ss_differences/model_differences_steady_state_overall_boxplots.pdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c28200da-824d-46bd-a9e0-54c6e8a0ebc7",
   "metadata": {},
   "source": [
    "**Analysis**\n",
    "- From the global glacier models, for 80% of total changes, GLIMB responds the slowest globally and in all regions except for two regions. In Svalbard & Jan-Mayen, GLoGEMFLow is similarly slow or slower responding and in South Asia W, PyGEM is slower. \n",
    "- From the global glacier models, OGGM v161 response time scales are similar to other models or mostly faster for many regions. However, GloGEMflow responds fastest in W Canada & US, Russian Arctic and Southern Andes. PyGEM responds fastest in Scandinavia. From the regional glacier models, in Iceland, the GO model that is only available for Iceland is the fastest glacier model for temperature changes between 2.0 to 4.0°C, and in South Asia W. The Kraaijenbrink et al glacier model is the fastest glacier model for temperature changes between 2.0 to 4.0°C in South Asia W.\n",
    "\n",
    "- For most cases, the tendencies remain similar betweeen 50% of total changes compared to the above described 80% of total changes. However in some regions the tendencies change. For 80% of total changes, OGGM v161 is slightly faster under 2.0 to 4.0°C climate scenarios, but for 50% of total changes, the global response time scale is fastest for GloGEMflow. In Svalbard & Jan-Mayen, for 80% of total changes GloGEMflow is slowest, but for 50% of total changes it was faster than the median response time scale. Only for 50% of the total changes, in Central Asia and South Asia W, PyGEM and GloGEMFlow3D are slighlty slower than GLIMB.\n",
    "\n",
    "- GloGEMFlow3D always responds slower than GloGEMflow. \n",
    "- The response time scales of CISM2 (only available in Central Europe) are similar to the median glacier model response time scale\n",
    "\n",
    "---\n",
    "- here analysed for 80% of changes: For most glacier models and regions, the differences to the median response time scale diminish for climate scenarios above 4°C. However,  the glacier model response time differences to the median is more positive for higher temprerature for the GLIMB model in the Southern Andes and for GloGEMflow in Svalbard and Jan Mayen. \n",
    "    - for only 50% of the changes. The response time difference to the median is only more positive for higher temperatures for the GLIMB model in Central Asia, South Asia W, and SOurthern Andes. \n",
    "    - to check: are these the only models where glacier mass remains in these regions for above 4°C???"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6a86e21-0098-427a-a6d1-fb8ce80b26bc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "33ff19f2-3b7d-4814-be59-058836338e26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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c2Jw5c9jDhw/lxiNd3rZv384YY6ykpIQtWbJEpp9VeZmamrIlS5YI1tulpaXs5MmTbMqUKczR0VGpzPr6+mz06NHs7t27gvOjpvsQ5eXl7JdffmENGzZUmD8ffvghy8rKUiqfEG7fvs2GDBnCDA0NFeZZy5Yt2fbt21lFRYXgeCMiItioUaOYgYGB0vchEomYp6cnW7JkCcvNzVUrnwjibYcMBgRBEBpEkwYDxhj78ssvefH169dPod/6YjDYtGmTygFAyatx48YsMjJSZV7JG2Ras2YN1+mWd8kbZLp+/brKxr7kZWhoyPbs2aNSPnmN6aioKEGD4wDY2LFj1Rqku3btmlrPAbwZhFeFtvInPT2dtW/fXu2yNmLECMF5IoTqGgwOHDjAzMzMBMn+yy+/aFT2HTt28OL//fff1Qr/8uVL3mBQ//79lfqPjY1lbm5ugt+Vjo4OW7t2rSBZmjRpUiW9Ex4eLih+aYOBWCxmc+fOVRq/pMGgsLCQ9e/fX20Zvb29BcmnDG0Mgq1fv17lwLfk5enpyZKSkqr9LPKo67q8vLxc6cC9snevygAnTUxMjFrfmLyyKok8g8HixYsFPY+5uTm7cuWKWvILZfHixby0hKbz7bff8sLt27dPoV9pg4iiAUYh8m3atEnGT2JiIve/SCRi+fn5cuPKy8vj5be8MtGjRw/u/507dwqWUxuIxWL2xRdfqFXmAwICFBqs67vBQNO6UlMGg4sXL1bpWYOCggQPikuG06bB4I8//lCrnwAobgvKMxg8f/6cderUSVC83bt3F2SwW7p0qdp5r6urK7hNVJN9iFevXrFu3boJitfFxYVFRkZWyWBQWlrKZsyYoXbZFzI5ZNOmTUrbDIouRZMPCOJdpX6sjSYIgnhH6d27N1atWsW5Q0NDwRir81uxKGLJkiX44YcfePf09fXRvn17NGnSBHp6ekhKSsKdO3e4rQOSk5Ph7++PkJAQeHp6Ck5r//79WLRoEedu3rw53N3dYWJigpSUFNy+fVsmzIkTJxAYGIji4mLefTc3N7Rq1QpmZmZIS0vDrVu3uH13S0pKMGnSJJSXl2Py5MmC5Xv58iUmT56M5ORkAG8OkO7YsSOsra2RlZWFGzduID8/n/N/8OBBeHt7c3saK+PAgQN47733UFpayrtvZWWFDh06wM7ODqWlpUhNTUVERAS31YIqtJU/jDGMHj2aO9yxEgcHB3h5ecHW1hY6Ojp49eoVnjx5gvj4eN7WEnWFy5cvIygoiJOtZcuWaNOmDUxNTfHs2TPcunWLJ/eCBQvQqVMn+Pv7ayT9cePGYd68ecjJyQEAbN26FXPmzBEcfseOHSgrK+PcH374oUK/t2/fxqBBg5Cdnc277+rqCg8PD1hYWCA7Oxu3b9/m/IjFYixcuBCvX79WWY4r9wKvpEmTJmjdujWsrKygr6+P7OxsREZGIiUlhfOTlJSEPn36ICIiAk5OToKfGwDWrFnD2yPcw8MDLVu2hL6+Pp49e4Y7d+7w/M+cORPnzp3j3bOysoK3tzccHBygp6eHvLw8JCUlITY2VuZbrEusXLkSS5cu5d3T1dWFj48PnJ2dUVBQgPDwcLx48YL7Pzo6Gt26dcO1a9eUHhqrCeqaLmdvJlxxbpFIBFdXV7Rs2RINGjSASCRCZmYmwsPDkZmZyfmLiIhAv379cO/ePUFbOVy7dg3Dhg3jbXUDAKampujUqRMcHBzAGEN6ejrCw8Nl/Alh5cqVWL16NQBAR0cHHTp0gLOzM3R0dPDw4UPeIb75+fkYN24cHj58CGtra7XTUsYHH3yAtWvXoqKiAgDwxx9/oEePHkrDvH79Gtu2bePcFhYWMmcaSPLo0SPud+U7E4q0X8m4KmnatCmsrKyQk5MDxhjOnTuH0aNHy/g7c+YMV36srKzg7OzM+3/v3r24evUqAMDPzw/vvfeeYDm1wYwZM7B161bePQMDA/j6+sLR0RG5ubm4c+cOr6xfuXIFPXr0wNWrV2FlZVXTImuNuqwrpetMAwMDtGnTBo0bN4alpSVKS0uRkpKC8PBwXptv7969YIxh7969WpNNHebPn4/169fL3HdxcYGbmxusra1RUFCAxMREPHjwgNMZQiksLMTQoUMREREB4I3e6Ny5M+zs7JCfn4/Q0FBeWQ4JCcHnn3+OLVu2KI1XOv/Nzc3h6ekJe3t7mJmZoaioCPHx8YiJieFkrqiowMKFC2FqaoqPP/5YrefQVh+itLQUAwcOxM2bN3n3LS0t0aVLF9jY2CAzMxO3bt1CXl4eEhMTMWLECJmzXlRRXFyMYcOG4cKFC7z75ubmXP1WUlKC2NhYPHz4kPv/ypUrCAgIwM2bNxVu63T+/HnMmjWLd09XVxdt27aFi4sLTE1NUVRUhIyMDDx48ECmHUsQhAS1Z6sgCIJ4+9D0CoOcnByZWV1Pnz6V61fVCoPXr1+zhIQE7nJycuL8dunShfdf5ZWamsrKysp49yS363BycpIb7vnz5zLy7d27lyefsbEx+/HHH+Uu/3z58iX74IMPeP69vLzY69evFeaV9KzUylnenTt3Zrdu3ZLxn5mZyZs19PjxY5mZ4R988IHc/C4uLmZr167lLXM1NTVljx49Uiif9OwbGxsbBoA1bdqUHT58WGaZbWFhIfvss894YYRsMxMRESEzM6tt27bs33//lbskuby8nF28eJFNmzaN2dnZKYxXm/lz8uRJXrwtWrRgFy5cULitQUFBATt69CgbP348Gzt2rNL8UJfqrDCofKf+/v5yl5o/e/aM9erVixemc+fOGpVfusyEhYUJDiu5dZWdnR0rKSmR6y8zM5OnPwCw4cOHy91yqLy8nG3fvp1ZWlpyfnV0dORu6SFJkyZN2MCBA9lff/3F0tPTFfq7ceMG8/f358kyePBglc8qucLAyMiIm4k2cOBAuTOPk5OTudl5UVFRvPTs7e3ZwYMHFS75LykpYefOnWMzZsxgXbt2VSmbKiR1svSqiGvXrsnVyQkJCXJn5V26dEmmjgkKCmIpKSk8f2KxmB05coQ1atSI57dbt25V2i5NGXVdl5eVlTE9PT02duxYtn//foVbGFRUVLAzZ84wT09PniyffPKJyjxITk6W2SrD1dWV7d27V+53KRaL2c2bN9mcOXOYqampoBUG1tbW3Lv/8MMPZd45Y4zdvHlTZrWPsm1/qoP0aoF169Yp9FtYWMhGjBjB8//bb78p9J+RkSHzzaqDdB01dOhQuf7Gjx/Pq3elZ24XFhYyDw8Pzs+ECRN4/xcUFLDGjRtzelLedkU1yV9//cV7bpFIxObOnStTvsrKytiWLVtktkWRfj7Gqt4WrQr1QVc+f/6cJSQkyLSRf/75Z4XyycuP8+fPM0tLSzZnzhx28eJFVlpaKjdPCgsL2ebNm7n2SuX1zz//qMxPSf/aWGHwv//9j5cGADZy5EiFq4zz8/PZ3r17Wd++fdnIkSPl+pFeYVD53NbW1mzr1q0ys+7LysrYTz/9JPOuVW3J9s033zBXV1e2YsUKFhERobD9mpqayhYvXszbstLIyEjlir2a6kNIr5QwMTFhv//+u0y9U1xczH777TdmYmLCk6fyUrXC4KOPPuL5b9KkCduzZ4/cVRAREREyKx5mzJihMG7p1SPz589nmZmZCv0/fPiQrVq1ijVr1oxWGBCEFGQwIAiC0CCaNhgwxmT2j1S0VF+VwUAaRXsZq0LR3t/KSE9P53UkLS0tBe3dKf1MGzZsUOhXepAJAOvVq5fgpda+vr68sFu2bFEZ5vz587wlr8oGr6Ub+wBY8+bN5Q7SSBIUFMQL88cffyj0KxaLmZeXF8//qFGjWHFxscpnYeyNoUYR2syfjz/+mPOjp6en0CgmD2VGpKpQHYNBZedWUUedsTd7qjdr1kytjqg6PHjwgBf3Rx99JCjclStXeOEWLFig0O+ECRN4fpcuXaoy/sjISN4gbqdOnZT6V2frlvLyct7ZCwBYTEyM0jDSe5IDYBMnThS0P+6qVatkBp6Eounyqq7el6SiooK1bNmSF/6zzz5TGiYuLo45ODjwwvzvf/+r5lPwqeu6XCwWq7UdU0FBAU8mY2Njbt9nRQwZMoT3DH5+foLPJMnMzFS49YS87U/WrFmjNL6oqCjeFiwNGzZUax9pdVi0aBFvoK5Xr15s586dLDw8nMXFxbGbN2+ytWvXyujQWbNmKY03Pj6e59/Dw0MtuW7dusUL7+/vL9fftWvXeP58fX3Zv//+yx49eiT3nIiQkBBe+K+++krQgFhNkJ+fzzP0Aqq30QsNDeUGECsvVecMVbUtqi51XVcq2mtfKFlZWQq3wZLHo0ePeIO8QiYvSMqnaYPB8+fPmZGRES+N1atXCw6vqP0qbwssa2trlVuSSX6LANgXX3yhUn519OLBgwd58asyxNZEHyI5OZmn6/X19VWebXb+/Hm5W3QpMxicOXOG59fb21tlnVhSUiKzDWRUVJSMv5cvX/L8TJ8+XWm8klRUVCicKEMQ7ypkMCAIgtAg2jAYSO9ffOjQIbn+6rLBQHrmoNCDP8ViMa+D3bJlS4V+pQeZTExM2LNnzwSlc+nSJbUGHyRZuHAhF05XV1fhQJK8xv6NGzdUxh8bG8sLExgYqNCv9AGQbdq0qfJBm5JoO38GDx7M+VE1kKxtqmMwsLe3F3Rg2ubNm3nhNm7cqCnxGWOMNxPLwsKCFRYWqgwzefJknkyKOtPx8fG8Q2cHDRokWK4NGzbw0rh+/brgsKpIT0/nHZin6tBKaYOBo6Oj4INFP/nkEy6cra2tBqSvOtUZBJOeNe3p6Sloj2PpgQ5PT89qPIEsdV2XV4WIiAieXMoGA8PDw2X0SlpamkbkkDYYDBgwQFA46UEnVQa56nDz5k02cuRImcFDeZezszP7+++/VcYpnacdO3ZUS6bIyEhe+Pbt2yv0K706UtH14Ycf8sLFx8dzOszKyoplZGSoJaOmkdbXAwcOFBRu7dq1vHBDhgxR6r8+GAxqQldW12BQFX7//Xe18kTSr6YNBvPmzdNK/PIMBkLOqsnNzeXpIE2vBmWMsdGjR/N0mTJqog/x3Xff8fyqMpJUIll3Vl7KDAaSZ7QYGxsL/hbT0tJ4Bkl5RtXbt2/z5Dh58qSguAmCkI8OCIIgiDpNgwYNeO7Xr1/XjiBVhDGGzZs3c24vLy8EBgYKCisSiXh7sMfFxeHx48eCwgYGBqJJkyaC/G7atIn7raenh2XLlgkKB4AnX0VFBc6cOSMonL+/P7p27arSX+vWrdG8eXPOXbnvqjz+/PNPnnvVqlUwNjYWJI8yajJ/MjIy1BewjvDRRx/B0tJSpb/Bgwfz3MreaVXlqCQvLw8HDhxQ6v/Vq1c4ePAg5+7WrRvc3Nzk+t28eTNvr94VK1YIlmv69Om8PWdPnjwpOKwq7Ozs4Ofnx7lv3bqlVviZM2fC3Nxc7XTz8vJQUlKidri6wO7du3nupUuXQk9P9fFmY8aMQbt27Th3dHQ0wsPDNSzd/1HXdbkQ2rZty9sHX1n5lNbj33zzDezt7TUmiySSZ0MoQ9s6S5LS0lLo6+urLIutW7fG+vXrMXHiRJVxFhYW8txGRkZqySTtXzo+STZt2oSxY8cqjW/ChAnYuHEj7968efM4XfLdd9/B1taW9/+NGzcwadIkNGnSBIaGhrC3t0e/fv2wa9cu3pkamkJaP3z33XeCwn322Wews7Pj3P/++2+93yO8vuhKdRkxYgTPrW69qSkqKip455EYGhpizZo1WknLxcUF48ePV+nP0tIS3bp149yRkZEa/84k8z8pKQlpaWmCw2qjDyHZVtTV1cXChQsFybJgwQLo6uoK8hsTE8Od0QK8aRcKPdvD3t4eEyZM4NynTp1SGaY+9ykIoi5ABgOCIIg6jvRBWvWNmJgYXiN4zJgxaoWXPhD2+vXrgsINHz5ccBqXL1/mfnfv3h0ODg6CwzZt2pR3aKFQ+QYOHCg4DcnBW0WN34qKCly7do1zN2zYUOkBkOqg7fxp3bo19zspKQl//PFH1QStZYS+08aNG8PU1JRza7pDM27cON5Bk9IHVkqzZ88eniFyxowZCv0GBwdzv11cXNCxY0fBchkZGcHHx4dzC/1WJCktLUVmZiaSkpKQmJjIuySNNbGxsWrFq46+kCyvpaWlgg4ir4vcuHGD+21iYqJWHkgP0krGpWnqui6XpLi4GOnp6XLLp42NDedPWfmU/Mb09PQwdepUteUQgomJicqDhSuRNiBqYxAmPz8fQUFBCAgIwIEDB7jDqBXx6NEjjB49Gm3atOENQAlBJBJVy7+ygUMDAwMcOHAAR44cwZAhQ+Dg4AB9fX00bNgQw4YNw/Hjx7F3717o6+tzYU6fPs0ZUL28vPDJJ5/w4vzyyy/RvXt37NmzB8nJySgtLUVGRgYuXLiAyZMno1+/firzSx1KSkpw9+5dzt2sWTN07txZUFh9fX2MGzeOczPGEBoaqjHZaoP6oivlwRhDYWEhUlNTZXRSWVkZz6+69aamuHfvHvLy8jj38OHDtWYk7devH3R0hA2BSeq94uLiKn1jYrEYr169QnJyskz+Sw+yq5P/mu5D5OfnIyYmhnN3795d8Dto2LAhz7iiDMn6DYBK46o0kn3ClJQUJCQk8P5v0aIF7/2uWrUKWVlZaqVBEMT/odo0ThAEQdQqr1694rk1MWO8JpEedHFwcEBiYqLg8NKzd4WGlZzVpYzHjx/zGtDOzs5qyQcAVlZWSEpKUku+Nm3aCI5fciBUslMlycOHD3n/+fn5Ce4UKaMm8mfChAlYv3495/70009x9OhRvP/++xg0aBBv8Lsuo+47rZylquidVhUjIyNMmTIFv/32GwDg2rVrePz4MVq1aiXX/5YtW3hySQ72SFJUVIT79+9z7ubNm6tdFiRn8QsJ++LFC+zduxfnzp1DZGSk4Bl4OTk5gmXS1dWFp6enYP+jR4/GF198gdLSUgDA2rVrceXKFcyYMQPDhg1Dw4YNBcdVW2RlZXHfJAB4e3urNeva19eX55YcXNQ0dVmXx8XFYc+ePQgODkZUVJTgmdSKymdeXh4ePnzIudu2bSto1VJVaNGihaBZ0gBkZNC0ziouLsagQYN47QUTExN8/PHHGD16NDw8PGBqaoqsrCzcvXsX27Ztw+HDhwG8ee+9e/fGrl27eLNPJZE00ALqr9SU9m9mZqYyzMiRIzFy5EiV/kpLSzFv3jzO/fvvv/MGEtesWYPVq1dz7m7duqFdu3Z4/vw5Tp8+jbKyMly8eBHjx48XNONWCNHR0Zx+A4AuXbqoFd7X15e3guLu3bsyq1TqC/VJV1Zy/fp17Nu3D6GhoXjw4IHg8q5OvalJpFc2SE8U0iRVbXsDb/SeqpWIJSUlOHXqFA4dOoR79+4hLi4OFRUVgtJTJ/813YeIjo7mTVDr0KGD4Pgr/Qsx3Er3CS0tLdWqp6WNt4mJibzVe1ZWVhgwYABOnz4N4I1h2c3NDR9++CHGjh2LDh06qG0wJoh3GTIYEARB1HFyc3N5bsml3vWB5ORknnvWrFnVik/ogIzQfJKWb8eOHdixY4faclUiVD51BoEkZyKWl5fL9fPy5UueW53OhDJqIn86d+6MTz75hDfAcOHCBVy4cAE6Ojrw8vJCt27d0KNHD/Tq1UtrM8+qS1XfqfQsP00wc+ZMzmAAvDEKyFviHx4ejnv37nHuoKAg3rZBkrx8+ZLX8b148SKvo6Yuyr6V4uJiLFu2DOvXr69S/qgzoNmgQQPe+1BF48aNsXLlSt52LmFhYQgLCwPwZjZft27d4O/vj169eqFp06bCBa8hpGcZtmzZUq3wkqss5MWnSeqiLs/NzcXChQuxbdu2Km1Toah8pqen8+LTlB6XR1X1FaB5nbV06VLeQFKTJk1w7tw5mZUNDRs2xJAhQzBkyBAcPHgQQUFBKC8vR0VFBaZNmwYPDw94eXnJxC9tMCguLlZLPmn/QgwGQlm/fj231WJgYCB69uzJ/ZeUlIRvv/2Wc2/cuJHXhgoNDUXfvn1RWFiIf//9F//884/gLR+VUZ/0g7apT3nx8OFDfPTRR7zVpuqgaUOgULTVfpWHNvXeqVOn8Omnn6ptqK5EnfzXdB9Ceha+0G0A1fUvXU+3b99erXSkkVdP//rrr7h58ybXf87MzMSqVauwatUqWFtbo1u3bujevTsCAgLQqVMnwdspEcS7CG1JRBAEUYfJyclBeno67566jbjaRtN71wpdEiy0Q19b8mli9r8k0o196bMvqkpN5c+GDRvwww8/yAxWi8ViREREYOPGjZgwYQIaNWqEXr164eDBg1rZt7k6aPqdVgd3d3d0796dc+/cuVNuR1F6v3Rl2xHVVFkoKSnBiBEjsGbNmioPTKpTNqoy+PfFF19gy5YtsLa2lvkvNjYWW7duxbRp0+Ds7IzOnTtj69atCjvqtYG0IdrCwkKt8NKDFdqcmVrXdHlOTg569+6NrVu3VlkHKdpqUFt6XB51RV9lZGRgw4YNnFskEuHgwYMKz1GpZOzYsfj+++85d0lJCb788ku5fqXLa2ZmptoyKouvqqSkpGDlypUA3qyoWLt2Le//zZs3c6sshw8fLjPhwtfXF8uXL+fcv//+u0bkqk/6QdvUl7y4d+8eunXrVmVjAVB7W6C+DXpv27ZtGDZsWJWNBYB6+a/p55Beza7umU5Cv4uaqKdbtWqFmzdvyt1GLTs7GydOnMDixYvh6+sLJycnzJ8/Hy9evNCoXATxtlA3WooEQRCEXG7fvs0bkLCwsODtsVwf0PRMRE0PEtd1+aqKppbc1lT+iEQifP3113j69ClWr16Nrl27yt0uQywW4/Llyxg3bhwCAgKQmpqqUfneJiQPP05LS8OJEyd4/79+/Rp79uzh3O3bt1e6DF0bKyHksWrVKpw7d45z6+rqYvTo0diyZQvCwsKQkpKCgoICVFRUgDHGXdra610R06dPx9OnT/HHH3+gV69eCrepCAsLw4cffoj27dvj0aNHNSrju0RN6ar58+fztuaq3ALs77//xv3795GWlobCwkKZ8hkQEKC2DO/C1gn//vsvbwZ/7969Be+XP2/ePN7qgdOnT8vdr9rOzo43oJWens7bckcVz58/57klDxGtDosWLeIGvL766iuZCSGV22oAwPvvvy83jmnTpnGDhzdu3Ki1WeJE7VFaWoqgoCCeMcLe3h4LFizAsWPH8ODBA2RnZ+P169c8nVRX2qvS1De9FxcXh1mzZvHy08PDAz/++CMuXryI+Ph45OXloaSkhJf30vv51yYGBgY8t7r1qfT2sYqoqXrazc0Nt27dwrlz5zB58mQ0atRIrr+0tDSsX78eLVu25G3PSRDEG2hLIoIgiDrMpUuXeG5fX99615CWnoH777//YtCgQbUkjSzS8i1atIi3X3B9Qfo5pGfFaSpebeePg4MDFi1axA2k3L59G9euXUNwcDCuX7/Om6V97do1DBw4ELdv34ahoaHWZKqvjB07FnPnzuVmdG3ZsgWjRo3i/j948CCvnHz44YdK45MuC4GBgdi/f7/mBMabrT8kZ9mamZnh3Llz6Nq1q8qw+fn5GpVFCJaWlvjkk0/wySefcAeFVpbXy5cv8zrR0dHR6NOnD8LDw2Fra1vjskoiPYNT3UFG6dmIdeGckZrQVc+fP+dtc+To6IhLly7JbDsiDyHlU1t6vC4TFRXFc/fq1UtwWGNjY3Tp0oVrKzHGcPfuXfTv31/Gb+vWrbltwxhjSEhIEPTeAMgcrKlq9YMQrl+/jt27dwN4c6jwwoULef+Xl5cjOjqac0seGC+Jra0tXF1d8eTJEzDGEB4eLvgwa0W8jfqhqtSHvPjnn3+4ba0AoGfPnjh27JjKWd+1UWfKo77rvdWrV/MMkAsXLsSaNWtU9tfqSv4DsuVS3ZUwQv1Lv+uioiKtns3Xr18/9OvXD8Abw86NGzdw5coVnD17FikpKZy/169fY8aMGTA1NUVQUJDW5CGI+gatMCAIgqijFBcXY9u2bbx7Q4YMqSVpqo70fvPqbgWgbeq6fEKRPmhV8uDM6lCb+WNmZobevXtj2bJluHz5MlJTU7Fy5Upe5yIyMlLmOyHeUDnzuZKzZ8/yll1v3bqV+21sbIxJkyYpja8mysKVK1d4S8y//PJLQcYCQHYf5JrG0NAQfn5+WLx4Mc6cOcNttSLZQX7x4gV+/vnnWpTyDdLnAsTHx6sVXnJwSl58tUFNlM9///2XN6NxzZo1ggedhZRPBwcH3iCTpvR4XUZ6QFXdM2ocHBx4bkXv3cPDg+eWPmhVGdJ+3d3dBYeVh1gsxpw5czj3+vXrZVYo5ebm8gzkyvJF8j9NlPu3UT9UlfqQF5KHXevo6GDHjh2Ctoip7TqzEm21X2sKyfxv1aoVVq9eLWhyV13JfwAyZy09ePBArfBC/ddmn6Jly5aYOnUqtm3bhuTkZAQHB6Nbt248PwsXLhR8SDVBvAuQwYAgCKKO8t///pfXkDI0NMTEiRNrUaKq4evry3Or00mvCTw9PXlbGtQ1+YTi7u7O6yBev35dI/vR1qX8sbW1xTfffCOz7770VjvE/zFz5kzud0VFBbZv3w7gzaDHlStXuP/GjRuncl9uKysrtGrVinPfvXtX4x0r6cGYAQMGCApXWlrKO7y5LmBubo7Zs2fj6NGjvMEDTZbXqq44s7Gx4W1vFxERIXhLAeDNYauSdOzYsUpyaJKa0FVVLZ/Pnz/nzWZUhIWFBW8wOjIy8q3fYkZ6YLOwsFCt8NL+FZ150bdvX55b6F7vxcXF3MoE4M13Ld2uUZf//e9/3LZWAwYMwPDhw2X8SH+PyraPkfxP3QOd5eHp6cnbouT27dtqha+L+qGu68rqrB6W1Ett2rSRGfwVKlttIT0poDrnMNQ0hYWFvIH/fv36CT5foK7kP/BmMF1yNc3Vq1cFb1nFGENISIggv3WlTygSidCzZ0+cP38eXl5e3P2UlBTcvXu3VmQiiLoIGQwIgiDqIPfv35c5vG/GjBm1vo1FVfDx8eENCBw7dkytvYO1jb6+Pm9v6QcPHqg9s6YuoKury9uG4OXLl7xZT1WlLubP+PHjeVsQVeeQubedNm3awN/fn3Nv374djDGZvVpVbUdUieSg26tXr3D27FnNCCoRpyRCD9I7fPiwRgbKtIG/vz+aNWvGuTVZXqW34lJHt/r5+XG/CwsLcfLkScFhJc++AGQHfGqDmtBVVS2flVvPCEFyS56ysjLeFkhvI46Ojjx3ZGSkWuHDw8N5bukVB5UMHjyYdy7OoUOHBOmMo0eP8owSAwcOlNnvWx2ys7OxZMkSAG/K7G+//SbXn3TZUjYbWfI/TRzIbGhoyBvYjo+PFzyIVl5ejgMHDnBukUiELl26VFum6lLXdWV15JPUS+ocyqyOXtIm7du35w1WHzt2rN6s9q1qnVBUVIQjR45oQ6QqUTmAXklycjIuXLggKOz58+eRnJwsyK+04faff/4RLKM2MDY2RmBgIO8e9SkI4v8ggwFBEEQd4/Llyxg4cCBvBlOjRo2wfPny2hOqGujp6WH69OmcOzk5WWEHubaQPBwWABYvXlxnD4NThuRscuDNIYqaGESta/mjp6fHm0lcncGbdwHJ9/f06VOcO3eONwjZunVrnlFBGTNnzuTNhFyyZIlasy1VIb1ftPR2DvIoLi7GihUrNCaDNpAcRNBkeZUeHFRniwPpFWs//PCDoFVJR48e5R366+Hhgfbt2wtOV5toW1dVpXxmZGRg/fr1gtOQ1uM//PBDvRk8qwrSuufIkSMyg3CKuHTpEp49e8a5TUxM0K5dO7l+raysMHDgQM6dk5PDrbhSBGMMv/76K++eqq3bVLF06VLuYOa5c+cq3NLK3Nyct32Nopm4L1++RFJSEueWNE5WB2n98P333wsKt2HDBqSnp3PuQYMGwcbGRiMyVYe6riurI5+kXoqPjxck25UrV3Du3DnBaWgTXV1dfPDBB5y7pKQEixcvrkWJhFOVOgEA1q5dq/Y5AdpGeuLIwoULVRquSktLZc5fUYaPjw86dOjAuQ8dOlTrK7uljTzUpyCI/4MMBgRBEHWEJ0+eYM6cOejbty+vs2VkZIT9+/fXiQ5XVVm0aBFMTEw491dffaX2Yam5ubk4dOiQpkUDAAwfPpzXgD116hQ+//xztbZbKS8vx549e3h7Dtc0Q4cORdu2bTn3gwcPMHnyZMEz1dLS0uTe13b+bNq0CRkZGYLjOn36NHeQLwDBe4i/q4wdO5anP2bMmMEbjBC6ugAAvL29MXLkSM59//59TJ48Ga9fvxYcB2MMJ0+e5Om5SiSXhgPAr7/+qnTAt6KiAh9++CFiYmIEp19d/vrrL94AnSoePHiAiIgIzq3J8iodV3BwsOCwgwcPRvPmzTm3vJVt0jx9+hSzZs3i3ZPci7220bauki6fv/zyi9K4ioqKMGHCBLllXRFeXl4YOnQo505LS8Po0aMFD6JnZWXVaj2kLp06deJt+ZKbm4uZM2eqHPTMzMyUMRANGjRIZqa2JMuWLeO5v/76a6Xf8m+//cYbzOrQoYPc7YOEEhkZic2bNwN4s2/7t99+q9S/5PYdleGk+fPPPzkdaWVlpZEDmQFg6tSpvEHs48ePY+PGjUrDhIWFYenSpbx7n332mUbkqS51XVc2a9aMtwJGHfkk9VJGRgZ27dql1H98fDzee++9OjUx5vPPP+edT7Vt2zaV+lUSRe1XbWNiYsIz0p08eRJxcXFKw5w8ebJOTnIYNGgQvL29OXdkZCTGjx+vcJu4wsJCBAYGyhxcrwpJPSwWizFq1Ci144iPj8fly5dl7oeGhqplCBOLxdi3bx/vHvUpCEICRhAEQWiMhIQEBoC7nJycWEJCAu96+vQpi4iIYFeuXGEHDhxgixYtYt27d2c6Ojq8sACYpaUlO3v2rKC0ly1bxgubkJCg1L+zszPnNyAgQPAzBgQEcOGcnZ0Fh9u9e7fM802aNIlFREQoDFNQUMBOnDjB3n//fWZqasq6dOmi0O/UqVN5cavLw4cPmYWFBS+Orl27stOnT7Py8nK5YcrKytjNmzfZokWLWOPGjRkA9vr1a7l+t2/fzos7ODhYsGzqPFtkZCQzNjbm+W/fvj07c+YMq6iokPFfXl7OLl26xKZNm8bs7e0VxqvN/HF2dmZGRkZs4sSJ7MiRIywvL09hfDt27GCWlpY8OY4fP640T9RBnbyuTpmr6vdXVT7//HOZ7w8A09fXZ+np6WrFlZaWxpo0acKLx93dne3fv5+VlJTIDVNRUcEiIiLY8uXLWatWrRgA9vDhQxl/ZWVlzMnJiRd3UFCQXBnDw8NZr169OH+2traC30dV9VhlWD09PTZixAi2a9culpmZqfCZT5w4IfM8v//+u1rpKSMvL4/3vRsbG7OVK1eymzdvsvj4eF7dk5OTIxP+woULTCQS8eSbMmUKe/nyJc+fWCxmR48eZY6OjjI6QNH3X1Xqsi7PyMhgJiYmvLg///xzuTrr6tWrrF27dgwAE4lEzMbGRnCZe/HiBbOzs+Ol07x5c7Z//35WWloq418sFrPQ0FA2Z84cZmpqKvddM1Z1vSPdtlm2bJngsELYtm2bjG7q27cvi4yMlPErFovZiRMnmIuLC8+/jo4Oi4qKUpnWhAkTeOEaN27Mrl69yvPz+vVrtnLlSt63IRKJ2Pnz56v1nD169ODi27Fjh0r/+/fv58m6YsUK3v9nz55lhoaG3P+ffvppteSTZuvWrTJ5vHDhQpabm8vzV1ZWxrZt2yZTNwcGBqpMo6bqwvqgK7t168YLM336dHbhwgX2+PFjnnypqam8cP/++y8vnLGxMdu2bZtMeqWlpWzHjh3M3t5ebp05depUpfKp47cq/PnnnzJ6YMyYMQq/64KCArZv3z7Wt29fNnLkSLl+goODefFt375dsDxC+1WLFi3i+XNxcWHXrl2T8Zebm8uWLFnC9PT05Oa/Mtlqqg9x9+5dTj7J+mrNmjXs5s2b7NGjR+zGjRts1apVvG937Nixask3c+ZMmTK7dOlSlpKSojBMWloa2759OxsyZAjT0dFhixcvlvFTmU8eHh7shx9+YDExMUwsFsuN78mTJ2zEiBE8OTp06KBUboJ41yCDAUEQhAaR7lRX5+rXrx+Lj48XnHZdNxgwxmQ64JVXo0aN2IABA1hQUBALDAxkAwYMYK1atZIxomjTYMDYm863mZmZjHzm5uYsICCAjRs3jk2cOJENGTKEtW/fntdRr7xq22DA2JtBBgMDAxnZrK2tWd++fVlQUBAbM2YM8/Pz4w1+WVpa1kr+SJZF4M3ATOvWrdnAgQNZUFAQCwoKYj179pQZjACgsJNYVd5Wg8HDhw/l6pkxY8ZUKb579+4xBwcHmfiMjY2Zn58fGz16NJs0aRIbNmwY69y5MzM1NZXxK89gwJjsIBUAZmhoyHr06MEmTpzIRowYwVq3bs37f+zYsWq9j+oaDKTlc3V1Zf3792fjx49nEydOZP369ZMZ8AXAfHx8WFlZmVrpqeLjjz8WVKcoGuSVrjsAMF1dXebn58cmTJjAhg0bxg2iS16Ojo7syZMnGn0Wxuq+Ll+6dKmMXzMzM9a3b1+uzDdt2pT3/8KFC9Uuc1euXJExfFSm1bNnTzZ+/HgWGBjIAgICZHRjfTMYiMViFhQUJLfctmrVio0cOZJNmjSJDRo0iBvslL5+/fVXQWnl5+czLy8vmfCenp5s7NixbODAgTIDeQDYypUrq/WMe/fu5eLq2rWrwkEsScrKyjijU+Xl5ubGJkyYwLp3785rT1lYWLBnz55VS0Z5SH+Plfq4Z8+eLCgoiA0aNEhufrm7u7OsrCyV8ddkXVjXdeW+ffsEyScvnySNUZVXw4YN2bBhw9jEiRNZ//79WYMGDbj/dHR02PHjx3n+a9tgwBhj8+bNk/vMrq6ubPDgwWzSpElsxIgRzNvbmzewPWLECLnx1YTBID09nWcQlvxWx44dy8aPH8+6d+/O9PX1uf9sbW3ZX3/9JVi2muxD7Nmzh+nq6goqiwDYggULZOS7fPmy0jRKSkrY0KFD5cbn5ubGhg4dyiZNmsTGjBnDevfuLWOAA6DUYCB5WVpasu7du7NRo0ax9957j40cOZK5u7vL+DMwMGC3b98WnK8E8S5ABgOCIAgNUl2DgZGRERs9erRaDcFK6oPBgDHGDh48yOu0qHMNHDhQYbyaGGRijLHo6GjWpk2bKslnYWGhcIZ1TTb2GWPs8uXLcgd0lV2qDAbayh9pg4HQa/z48ay4uFhwPgrhbTUYMCZ/QOH06dNVju/58+fMz8+vyrpOmY5StCJC3jVs2DD2+vXrWjUYCLl69uzJsrOz1UpLCPn5+XLfrfSlbJB37dq1MrMKlV3u7u4q65iqUtd1eXl5ucxsSmXXzJkzWUVFRZXKXFRUFGvRooXa8tc3gwFjbwaQPv30U7Wf1djYmG3YsEGttJ49e8Z8fX0Fxa+jo8OWLFlSrWcrKCjgBpJ1dHTYnTt3BIeNiYmRa3yUvPT09NjBgwerJaMixGIx+/zzz+VO9lB0de/eXZCxgLGarQvrg64UUvfJy6eXL18yNzc3QTLp6+tzg9OS9+uCwYAxxn799Ve5RlxlV20aDBh7s6JMnoFX3uXg4MDu3Lmjlmw13Yc4efKkzOpIeXpn3bp1jDHGNm7cyPtPiI6rqKhg33zzjVrfk+T1008/qcwnoZe1tTW7cOGC4DwliHcFOsOAIAiihtHR0YGxsTEaNmyIdu3aYdSoUfjmm29w6tQppKen49ChQ+jZs2dti6k1xowZg6SkJKxYsULQ4XxNmzbF9OnTce7cOZw6dUrr8nl4eCAqKgp///03fHx8oKOjvKps0KABRo0ahZ07dyI1NbXOHJYVEBCAJ0+eYOXKlbz9oeXRoEEDTJo0CSdOnFAZrzby59ixY1i2bBl8fX2hr6+vND4dHR306dMHp06dwr59+5TuV03wkd7vu2nTpujfv3+V42vcuDGuX7+O48ePo2fPnirfnYmJCQYOHIiNGzciNTUVLi4uCv3+8ssv2L17N2/faGnatm2LP//8E8eOHYORkVFVH0Nt/vzzT6xevRo9e/bk7bmsCF9fX+zatQuXLl2ClZWVxuUxMzNDcHAwDh8+jIkTJ8Ld3R2Wlpa8/bBVsWDBAkRFRWHs2LFK89LV1RW//vorwsPDlb6/uoC2dLmuri7++ecf/Pbbb2jYsKHC+Lp27YpDhw5h8+bNKtNWhKenJ2JiYrBhwwa0adNGqV9TU1OMHDkSJ0+elDlAtT5gYGCA//znPwgJCcHYsWNV1qWWlpaYPXs2IiMjMXv2bLXSatKkCa5du4ZVq1YprB9FIhF69+6N4ODgau83/sMPPyA5ORkAMH36dHTs2FFw2DZt2uD69evo3bu33P9btGiB06dPY8yYMdWSUREikQi//PILQkND0b9/f6V6xcPDAzt37sTVq1dhbW2tFXmqQ33Qlb/88gtu3bqF2bNnw8fHBzY2NoLalQ4ODrh9+zbmzJmjsF4yMDDAqFGjEBYWhmnTpgmWqaaZO3cuHj9+jBkzZqisM52dnbFgwQKsXbu2hqSTj7+/P+7cuYOhQ4dCJBLJ9WNtbY3Zs2cjKipKLR1QGwwZMgQPHz7EH3/8gT59+sDJyQkGBgZo2LAhfHx88O233yIuLg7z588H8ObsGUmE1EE6OjpYuXIlHj16hJkzZ6o8q08kEqFt27ZYtGgRoqKi5J4jMmbMGOzZswcTJ06Eo6OjShkaNWqEL774AnFxcejTp49K/wTxriFirA6ddkMQBEG8cyQlJSEsLAwZGRnIycmBvr4+LCws4OLiAnd3dzRp0qRW5cvJycGNGzeQmpqKrKwsiMViWFhYwNHREW3atEHLli2hq6tbqzIKITY2FuHh4cjIyMCrV69gYmKChg0bwt3dHV5eXlV+Bk3nT3FxMaKjoxEfH4+XL1+ioKAA+vr6sLS0RIsWLdChQ4c6ORBRHzh16hTvMNXly5fLHAJaHQoLC3Hjxg08f/4cWVlZKCsrg7m5ORo2bAg3Nze0bt1abYOaWCzG/fv3ce/ePWRmZsLExASNGjWCp6cn3N3dNSZ7VSkrK0NMTAzi4+Px4sULFBQUQCQSwdLSEi4uLujQoYPSQeW6SFFREa5du4Znz54hMzMTxsbGsLe3R/v27VUOWtdltKHLy8rKcPv2bURGRiInJwcWFhZo1KgROnToAFdXV40/Q1JSEm7fvo309HTk5ubCyMgIdnZ2cHNzQ7t27eqMwVoTFBcX4969e3j06BFycnJQVFQEc3Nz2NjYwNvbGx4eHlU2xEjCGMOtW7cQHx+PlJQUGBsbw8nJCT4+Phppf4jFYqxZswbFxcUAgE8//RS2trZViis2NhYhISHIyMiAubk52rVrBz8/P43kg1BevXqFq1ev4sWLF8jOzoaZmRkcHBzQpUuXOm9E1DR1VVfm5+fj2rVriI+PR0FBAWxtbeHk5AQ/Pz+tGK21SUVFBcLCwvD48WNkZGSguLgY5ubmaNq0Kby8vJROKqgtUlJScO3aNSQnJ6O8vBwNGzZE06ZN0b17d5UTK+orU6dOxc6dOzn3q1evYGFhoVYcjDFEREQgJiYGmZmZyMvLg4mJCaysrNCyZUu4u7ur3f5/9uwZYmNjkZiYiNzcXJSWlnI6y8vLC+7u7jWqPwmivkEGA4IgCIIgiHeAsWPH4tChQwDezOxKTEysdYMcQRAEQRAEUX9p0aIFnjx5AgBo3rw54uPja1kigiA0AZnTCIIgCIIg3nLS0tJw/Phxzj1gwAAyFhAEQRAEQRBV5tKlS5yxAAA6d+5ci9IQBKFJyGBAEARBEATxlvPHH3+grKyMc8+aNasWpSEIgiAIgiDqM8XFxfjss8949yZOnFhL0hAEoWloSyKCIAiCIIi3mMTERHh5eaGgoAAA0KxZMzx+/LhenL1BEARBEARB1AwLFy5Ely5dMGbMGKX7+6enpyMwMBBXrlzh7lH7kiDeLvRqWwCCIAiCIAhCcyQmJgJ4c/DhnTt3sHz5cs5YAABLly6lzhxBEARBEATBIzY2FuvWrYOTkxPGjRsHPz8/NG/eHBYWFsjPz0dCQgIuXLiAnTt3orCwkAsnEomwdetWal8SxFsErTAgCIIgCIJ4ixCJRAr/69q1K0JCQpTOGiMIgiAIgiDePYYOHYpTp06pFUZHRwe//fYbPv30Uy1JRRBEbUC9RYIgCIIgiHcAV1dX7N+/n4wFBEEQBEEQhAw2NjZq+W/dujVOnDhBxgKCeAuhFQYEQRAEQRBvEZIrDIyNjdGyZUuMHDkS8+fPh6WlZS1KRhAEQRAEQdRlIiMjcfbsWdy8eRNxcXF48eIFCgoKIBKJYG1tDQcHB/j5+aF///4YNmwYbUNEEG8pZDAgCIIgCIIgCIIgCIIgCIIgCIK2JCIIgiAIgiAIgiAIgiAIgiAIggwGBEEQBEEQBEEQBEEQBEEQBEGADAYEQRAEQRAEQRAEQRAEQRAEQYAMBgRBEARBEARBEARBEARBEARBgAwGBEEQBEEQBEEQBEEQBEEQBEGADAbEW8y0adMgEom4iyDeRpYvX84r54mJibUtUpVR51nq0nP37NmTk8PFxUUraSQmJvKed/ny5VpJpy5x+fJl3jP/9ddftS1SlXBxceGeoWfPnrUtjlZ4W94VUfP89ddfvLJz+fLlWpWnJvQ5oVmovV83UafuexfqSYKoDu+KnpN8xmnTptW2OEQ9oa71k+vSOEV1IYMBQRAEQRAEQRAEQRAEQRAEQRBkMCCIuk5dm31HEARBEARBEARBEARBEMTbCRkMCIIgCIIgCIIgCIIgCIIgCIIggwFBEARBEARBEARBEARBEARBEIBebQtAEARBVJ3ly5fX+sE+tUFdem7aJox41+nZsycYY7UtBkEQBFEPqc8HQhIEoTmoLUkQdQtaYUAQBEEQBEEQBEEQBEEQBEEQBBkMCIIgCIIgCIIgCIIgCIIgCIKgLYmId5j4+Hjcv38fycnJYIzByckJ/v7+cHR0rHbcjDFEREQgJiYG6enpKC4uhr29PZo3bw4/Pz/o6+tr4AnqP48ePUJ4eDjS09NRUFAAW1tbODs7w9/fH8bGxtWOv7S0FDdv3kRiYiLS09Oho6MDe3t7tG3bFt7e3hp4gv/j6dOnuHfvHp4/f46Kigo4ODigW7duaNasmUbT0SY5OTkICQnB8+fPkZeXB1tbW7Rr1w4dO3aESCSqcrwVFRW4du0a4uLikJWVBTs7O+49GxoaavAJ6idxcXG4ffs2UlJSYGRkhMaNG6Nz585wcnKqbdHU4unTp4iJiUFSUhLy8vKgp6cHa2truLq6wtfXFyYmJrUtokrS0tJw9epVvHjxAuXl5WjcuDE8PDzg5eVVK/LUVJ5WVFTg7t27iIuLQ0ZGBgoLC2Fubg4XFxd4e3vD2dlZI+mokiEsLIyToby8HPb29nBzc0Pnzp2ho6O5OS4vXrxAWFgYUlNTkZ2dDRsbGwQFBcHS0lJjaUgjqV9zc3Ph4OCA7t27o3Xr1krD5efn4+rVq3j8+DFev34Ne3t7+Pj4aKQOi4iIQHR0NNLT01FaWgp7e3u4urrCz88PBgYG1YqbMYZbt25x7SBra2s0adIE/v7+MDMzq7bskhQWFuL69etITk5GRkYGDA0NYW9vj06dOqFVq1YaTUsRRUVFCA8Px8OHD5GTk4Pi4mIYGxvDysoKLi4u8PT0hL29vdblKC8vx8OHD/Hw4UOkpqaioKAAJiYmsLa2hqenJ9q1awddXV2NppmamorQ0FA8f/4cxcXFsLOzQ+fOneHh4VGteEtKSnD58mUkJCQgNzcXjRo1QrNmzeDn56fxZ6gqYrEYN27cwJMnT5CamgpjY2N4eXmhR48e0NNT3M1mjOHOnTu4d+8esrKyYGZmhhYtWqB3794wMjKqlkza7oNkZWXh8uXLSE5ORllZ2TtTT1ZSVFSEq1ev4tmzZ8jKyoKNjQ3atGmDrl27Kn3n2uL58+cIDQ1FWloa8vPzYW1tDUdHR/j7+6NBgwY1Lo+61GSfOTs7G9evX0dqaioyMzNhYWGB0aNHa6TvL0lRUREuX76MpKQkvHr1qtZ1V0ZGBqKjoxEXF4fc3FxUVFTAysoKjo6O6Nq1K+zs7DSW1uPHjxEeHo6MjAzk5ubCxMQEjRo1gqenJ9zd3TXallOEtscXKikoKEBISAhevHiB9PR0mJiYYNCgQVptd5SVleHq1avc2Ia5uTk6duwIX19fpX318vJy3Lx5E5GRkcjNzYWVlRXc3NxU1lVC0LYOqql+ck32QxQhFosRHR2NqKgopKeno7CwEAYGBrCwsEDTpk3RunVrNG/eXOty8GAE8ZYydepUBoC7Kjl//jzr0aMH77/KS0dHh/Xr1489ePCgSmlmZ2ezRYsWsUaNGsmNHwAzNzdnn3zyCUtPT1cal6Lwyq6pU6dy4efNm8fd19PTY3l5eUrTO3funEx8V69eVRomMzOTiUQizv9XX32lMo+KiorYjz/+yFxdXRU+h5GREZs4cSJLSEhQGZ88YmNjWVBQEDMzM1OYhpOTE1u3bh0rKSkRFGdAQAAX1tnZmbsfGhrKevfuzcsHyatLly7sxo0bVXoOISxbtoyXnrI8U+Q3JSWFvffee8zIyEjuMzRu3Jjt2LFDbdnKysrY6tWrmb29vdx4bWxs2MKFC7myqYlnkUTynenr67OMjAy1n+G9997jpRMVFaU0HcmyoYqQkBDWuXNnuXmjq6vLBg8ezO7cucMYYywhIYH3/7JlyxTGq04+VudZSktL2cmTJ9mUKVOYo6OjUt2kr6/PRo8eze7evStYluDgYF4c27dvFxxWXWJjY9mgQYOYrq6uXPnbtWvHDh06xPl3dnbm/gsICFAatzp+tZ2n0sTFxbGpU6cyS0tLpWm1aNGCffXVV+zZs2dy46nOu0pOTmYfffQRs7a2Vpi+ra0t++abb1TWY5Uoqv9DQkJY7969mY6Ojkwa9+/fFyyzPLZv386LLzg4mDH25tudOHEiMzQ0lPts/fr1Y0+ePJGJLysri82aNUuhXvb29mahoaFqy1lUVMR++OEH1rhxY4X5bWZmxqZNm8aeP39epbzYsmULr9xLxz1jxgz28uVLpfkmhNu3b7MhQ4YozFsArGXLlmz79u2soqJCUJzq6vOEhAQ2ZcoUZmpqqvQbqvyO5s+fz168eCH4GYWQm5vLtm3bxoYOHcrMzc2VymBhYcHmzZunlgyKvqfY2Fg2fPhwpqenJzctNzc3dvLkSbWfp6ioiC1atEihXnJycmI//PAD135TJJ+mkIy7sp1dWlrKVq9ezZo0aSJXRkdHR7Zv3z658f3111/MxcVFbjhzc3O2du1aweVVEk32QeTx7NkzNmbMGIXvu3379rxnrq/1pCKd9OrVKzZ79mxmYWEhNy1ra2v2yy+/sPLycsFpVYf9+/czb29vhc+up6fH+vbty27evKk0nvz8fJ7+ateundqyiMVi1rRpUy6Ohg0bsrKyMqVhtFFeFbV/Y2Ji2PDhw5m+vr5MGkeOHFH7eRWRk5PDZs2apbA+cHJyYj/++CNXRtTRXerqubCwMDZ//nzm7u6usm7q3LkzO3z4cLWee8mSJQr1YeVla2vL3n//fXb79m2FccnTt0LQxviCIl2QnJzMJk2axExMTGTSWL9+vWCZ5aGov1dQUMC+/PJLZmdnJ/fZWrVqxS5cuCATX3l5OVu3bp3Cvri9vX2V+viMaU4HKUJb/WRptNEPUbcvnp+fz5YsWaKyTgPA7Ozs2Hvvvcdu3bol+BmrAxkMiLcWeRXrqlWrVH6EAJiBgQHbuXOnWukdOXKENWjQQFD8AJilpSW7dOmSwviExqOoYj1x4gTvP1WdtsWLF8vEt3z5cqVhDhw4wPMvr6KS5Pr164IUYeVlaGjI9uzZozROScRiMVu6dKnCzoy8y8PDQ+EgmCTyBhF+//13uY1P6UtfX5/t379f8HOoQ3UH2S9fvqywESF9zZ07V7BcOTk5zNfXV1C8rVu3Zs+ePdO4wWDbtm08P7///rtg+RljLC8vj9cY7Nixo1x/VTEY/PDDDwqNTNJlZ9euXXXSYLB06VK1dZSuri5bu3atIFlqymCwZ88epQOOkteCBQsYY9obCNF2nlYiFovZkiVL1NKVynRAVd/Vpk2bmLGxseD0GzduzCIjI1XGK6/+X7NmjUKDEKAdg8G1a9cEtQtsbW15xsjY2Fje4Iuiy9DQkJ07d06wjA8ePFA4UCnvMjY2Zrt27RIcf0lJCRs+fLiguBs2bMgiIiKqZDAoLS1lM2bMUKvsBgQEsJycHJVxq6MDjx07plb5rbw0OUDFGGP+/v5qy2Btbc0uXrwoKH5539OBAweUTsqQvH755RfBz5KUlMRatmwpKF4/Pz+Wk5NT4waD/Px81rNnT0Ey/vTTT1w8ZWVlbOLEiYLCffDBB0wsFguWUdN9EGnOnTun0hhVeX3yySeMsfpbT8rTSVFRUax58+aC0ho7dqzKwfLq8OrVK9anTx+1nn/u3LlKjVBTpkzh+RdSz0py8eJFXvjKtpIitFVe5bV/d+3aJXdgt/LSlD6Ojo5WavyQvPr06cNyc3O1ZjCQfh9Cr6CgIFZUVKTWcx8+fFitdwm8mfCgCEl/Qg0G2hpfkKcLzp8/z2xsbBTGrQ2DQUpKCvP09BSk5yTbbPn5+ax3796C8uS7774TLKM2dJA02uwnS6Ktfog6ffG4uDi12uaSeVoT0JZExDvD7t278eWXX3Lu5s2bw9PTEwYGBtz2RJWUlpbi/fffh4mJCcaMGaMy7s2bN+OTTz6BWCzm7uno6KBt27ZwcXGBkZERUlJScOvWLZSUlAAAXr16hUGDBuHUqVPo06ePBp/0DT169ICuri4qKioAABcvXsSQIUMU+r948aLce8uWLRMUxtDQEN26dVPo98SJEwgMDERxcTHvvpubG1q1agUzMzOkpaXh1q1bKCgoAPBmOfqkSZNQXl6OyZMnK4wbABhjmDp1Kv7++2/efWNjY3To0IFbbhofH4/w8HAwxgAADx48gJ+fH8LCwtCwYUOlaUiya9cufPbZZ5zb09MTLVq0gKGhIZ48eYK7d+9yaZSVlWHatGlo3749WrZsKTgNbRMTE4OgoCDk5eUBABo3box27drBwsICqampuHnzJu99/fbbb+jUqRPee+89pfEWFxdj4MCBuHXrFu++jY0NfHx80KBBA6SkpCA0NBSlpaV49OgRhg4dikGDBmn0+caOHYtPP/0URUVFAIAdO3Zgzpw5gsMfPHiQCwsAU6dO1Yhcv/76K7755hvePV1dXXTp0gVNmjRBfn4+7t+/j9TUVK7sbN26VSNpaxJJfQcA5ubm3LYbZmZmKCoqQnx8PGJiYjg9VFFRgYULF8LU1BQff/xxbYjN4+jRo5g8eTInXyVt27ZFy5YtwRhDXFwcoqKiAADr1q3T6vY8NZGnFRUVmDBhAg4ePCjzX+vWrdGiRQtYWloiLy8PcXFxePz4MafLNMmSJUvwww8/8O7p6+ujffv2aNKkCfT09JCUlIQ7d+6gvLwcAJCcnAx/f3+EhITA09NTcFr79+/HokWLOHfz5s3h7u4OExMTpKSk4Pbt25p5KAni4uLwxRdf4NWrVwAAV1dXeHl5wdjYWKaOyMzMxJgxYxAVFYWcnBz06dMHL168AAA0bNgQHTt2hIWFBZKTk3Hz5k0uP0pKShAUFIRHjx7BxsZGqTwRERHo3bs3srOzefddXV3h6ekJIyMjbmu9Srlev36NyZMno7CwEDNnzlQaP2MM48ePx/Hjx3n3zczM0LVrV9ja2iI9PR2hoaEoLCzEy5cvMXjwYMydO1dgjr6huLgYw4YNw4ULF3j3zc3N0alTJzg4OKCkpASxsbF4+PAh9/+VK1cQEBCAmzdvamSLkpiYGIwbNw6lpaXcPZFIBHd3dzRv3hwWFhYoLi5GdnY2YmJi8PLly2qnqQhpveHg4AB3d3dYW1vDyMgIubm5iImJQUJCAucnOzsbgwcPxq1bt9Te3ury5csICgriymHLli3Rpk0bmJqa4tmzZ7h16xb3HwAsWLAAnTp1gr+/v9J4MzIy0KdPH8THx/PuOzk5oV27djAzM0NSUhJu377NbQU0YcIEODg4qCV/dWCMYcKECbh8+TKAN+Xb19cXdnZ2yM7Oxo0bN5Cfn8/5//rrr+Hr64uePXvi448/xp49ewAABgYG6NKlC5ycnFBYWIibN28iMzOTC7dt2zb4+/tj2rRpKmXSdh/kxo0bGDFiBF6/fs277+HhgdatW4MxxvveNm7cqNUtFWu67fHy5UtMnjwZycnJAAA7Ozt07NgR1tbWyMrKknnnBw8ehLe3N5YsWVLNJ5UlPz8fAQEBCA8P5923srJC586dYWVlxW0RVvmugTft98zMTOzatUtuvFOnTsXOnTs5944dO7B27VrBcu3YsUMmPkXUZJ85JCQE77//PqePnJyc4O3tDQsLC6SlpSEsLExwXMp4+vQpevfujfT0dN79pk2bom3btjA1NUVycjKnGy9evIjp06drfHu+SqS/EQMDA7Rp0waNGzeGpaUlSktLkZKSgvDwcF4/Z+/evWCMYe/evYLS+fXXXzF//nyZNmLDhg3Rtm1b2NraoqioCMnJyYiKiuKVSU2h7fEFSeLi4rBw4UKu32xjY4NOnTrB2toaGRkZvLEkTVFSUoIhQ4YgOjoawJtvvUuXLrCyskJaWhpu3LjBPXtFRQWmT5+OTp06oWXLlhgzZgwuXboEADA1NYWvry/s7e2Rk5OD69ev8/TWsmXL0KNHD/Ts2VOpPNrSQZLUVD+5JvshiiguLsagQYOQmJjIu9+0aVOuHVdRUYFXr14hLi4OT58+1UqfTCk1YpYgiFpA2hJfaf1u3ry53FlVsbGxMlsVWVlZccvmFXHt2jXerEVdXV32xRdfyA336tUr9uWXX/Ispo0aNZK7VUpCQgJLSEhgP//8M0+mvXv3cv9JX9LxSM7wbtu2rcJnyMnJkTvzUl9fnxUUFCgM16pVK85vr169FPp7/PixzEy0Dz74gD19+lTGb3FxMVu7di0zMDDg/JqamrJHjx4pjJ8xxn766SeZd7dp0yb2+vVrGb9Pnz6VmQXZv39/pbO5JGcdmpqacttEjBw5ksXFxcn4j4mJYW3btuWlERgYqPQZqkJ1ZuVXzpDw8vKSO3MnKyuLBQYG8sI4OjqqXG4tvVrF3Nycbd68mZWWlvL8ZWdns08//ZT3zqr6LIr8Tp48mecvOjpaqeySSM4gNDAwYJmZmXL9qTMjNTIyUmZVSlBQEEtNTeX5q6ioYPv37+eWnkrnTV1YYfDNN98wV1dXtmLFChYREaHw+0lNTWWLFy/mzWY3MjJiSUlJSuPX9gqD9PR0mVlCAQEBLCYmRsbvgwcPuPrB0NCQt9xckzMntZ2njDH29ddf855ZJBIp1MeMvdEDW7ZsYT4+PhpbYbB3716ef2NjY/bjjz+y3NxcGb8vX75kH3zwAc+/l5eXXN1eiXT9X1n/dO7cWe4S3szMTMHLjBUhPROtss3h5uYmd9Z8eHg4a9asGS/Mpk2b2KBBgxjwZuuCw4cPy5SBp0+fsg4dOvDCffHFF0plKyoqYm3atOGFad68udxVgU+ePGEDBw7k+TU0NGQRERFK09i0aZNM++GHH36Qma1YWFjIvvvuO67sSus2VSsMPvroI57/Jk2asD179sid0RsREcG6devG8z9jxgyl8QvVgWPHjuXFO3nyZKVbOCUmJrINGzawtm3banyFQffu3Zmfnx/buHGj0hWTUVFRbMSIETy5PT09Vc5kl/6eKvWmv7+/3K1enj17xnr16sUL07lzZ5XPMX78eF4Ye3t7dvDgQZlZiS9evOC1TaTLkKaR910bGBiw1atXy+ih/Px8mfzq0qUL279/P6dvFy1aJKPrSktLZdpOjRo1Utne0lYfpJLCwkIZPdWhQwd27949Gb9hYWGsXbt23PdfX+tJaV1eWd6bNm3KDh8+LFMeCwsL2WeffcYLY2RkxLKzs5WmUxWmTZvGS8fc3Jz997//lWlf5+bmsvnz58vM0P3vf/8rN16xWMx7Bw0bNhS8tVJBQQGvj9ehQweFfrVdXqXbv5VytWrVSu5qvPz8/CptVyqJWCzm1RuVdcfp06dl/GZmZvLqMOk2qDLUWWFw/vx5ZmlpyebMmcMuXrwoUz4qKSwsZJs3b5aR459//lH53GfOnJHZ3rFHjx7s+vXrcr/J4uJidvz4cTZ69GilZUQyPlUrDLQ9viCtCyrTatSoEdu/f7/MN1JSUsJSUlKUyqwK6ZnylXWOpaUl27Jli0ya6enpMm228ePHs9WrV3N11Zo1a+TWVdJ9ZB8fH5XyaUsHVVIT/WTGtN8PEdoX37Bhg8w7ULZlV05ODtu7dy8bPHgw+/zzz5U+o6YggwHx1iJdsQJgzZo1U2oAKCkpYX379uWFmTZtmlL/kg0sfX19uQ0EaaQroIULFwr2q87+vpIDQyKRSOEekEeOHOH8tWjRgtc5UPQ8z58/58m1YsUKhXJIb02zZcsWlbKfP3+e16gcO3asQr/R0dG8DkHjxo1VDpKKxWL2/vvv8+RStm2TdGMQAJs9e7bSjvbLly95yzQNDQ013oGojsEAAPP19VU6UFZRUSEz4HLq1CmF/uPi4mQ6Z6rOwvjxxx9l5FL3WRT5vXDhAs+fqoG1ShITE3mNnFGjRin0q84gu/Q2BrNnz1bqPzo6WqYRpKohVFMGg+fPn6u1vPTgwYM8uRYtWqTUv7YNBp988gkv/gEDBijsVDH2Rt/3799f5l1ociBE23l6+/ZtXrnW09Nju3fvFpyeovpTnXeVnp7O2wPa0tJS0P7S0uV6w4YNCv3Kq/979eql9lJ7dZCuqwEwd3d3lpWVpTBMZGQkr56rrC8aNWqkdFArJSWF10lu1KiR0nKzYsUKnlwtWrRgaWlpCv1XVFSwcePG8cL4+fkp9J+bm8vbb14kEqnchm/37t1y9b6yNs6ZM2d4fr29vZXmL2Pyv1t5Z9FUIkQHVlRU8La46NOnj1IZpFHWyawKiYmJavmfM2cOLz/+/fdfpf7lfU8jR45Uqi+LiopkBpqVnQ92+fJlnl8bGxv28OFDpXLNnDlTbhnSNNLx6+joKG0HicVimXZv5bf9559/Kk1rzJgxgt9NTfRBli9fzvPbuXNnpROJ8vLyWMeOHet1PSlPlzdv3lzlQGBQUBAvzB9//CFYRiFcvXqVF7+xsTELCQlRGuY///kPL4ypqanCfsiSJUt4fpWVcUl27NjBC/fbb7/J9VcT5VVeP8fDw0PhhB9N8M8///DSa9Kkicrzf6S/KyG6Sx2DQVZWFsvPzxf8DI8ePeIZDVQZeAsLC2W2s509e7bg71LZWIxknKoMBtoeX5CnCxo1aqRwgo0mkDYYAGAmJiZK28lFRUUy35apqSnT0dFhZ86cURiuoqJC5owAeZOmKtG2DmKsZvrJNdEPEdoXlzT22NjYCNo6sxJNtyUVQQYD4q1FXgdHyGB7SkoKb59OIyMjhR1S6T3SV69eLVg+ydlpDRo0YIWFhXL9VcdgIL2HoaID2CRneX/00Ue8vYEVNcz++usvXtyKDva9dOkSz9+sWbMEy79w4UIunK6ursIBFMm9N0UikeDDdV6/fs07+LFfv34K/UobDDw9PZV2liv56quveOFUdczVpToGA0NDQ0GDyWfPnuWFU9bZknxnqipsSbp37y7zvWrCYCB9EJuQGXuMMfb999/z4j927JhCv0IH2aOjo3lxtmrVStCh23/++adaDaGaMhhUhdGjRwuOX5sGg/z8fJ6et7CwkJm9Ig/p+gHQ7EBIVVAnT0eOHFml71MV6ryrb7/9ludX6PkuYrGY+fj4cOFatmyp0K90/W9iYiLorJrqIK9jWXkYmzKkZ4YBYEePHlUZTnqmvaJOXmlpKW9vX6F1ZF5ensyewGFhYXL9Ss+QErrv8KRJk9Rqp0muAjU2Nhas29LS0ngD/MpWGQjRgenp6TyZlXUa6yLFxcW8vbZVvS/p78ne3l7uLDxpNm/ezAu3ceNGhX6lV2wI0ffFxcVy95XXNNLxz5kzR2WYffv2yYQbOXKkynA3b94U3N7Sdh+krKyMV04MDAxUrvZl7M0KW+kZovWpnpSnyxX1cSSJjY3lhdH0qmLpb2TVqlWCwg0dOpQX7ueff5brLy4urkryS+6Rrq+vr3DGfk30maXbvyKRSFA9XB2kV1MJMbSIxWK5h7kqQ9tntfz++++8+JXVr7/++ivPb69evdQ6c0UZQtsSNTG+IE8XHDp0SN1HUgt5BoN169apDCfvnM558+apDCc9016delrTOqim+sk10Q8R2heXPJRcmfGqNtEBQbwjdO/eXeW+bADQqFEjfPjhh5y7uLgYhw4dkut306ZN3G8bGxvMmzdPsDyS+9/n5uYiJCREcFih+Pn5wcjIiHPLO6cAALe/HQD06dOHtz+kkDDm5ubw8fGR608yj/T09JSeiSCN5H7zFRUVOHPmjIyf3Nxc3l6LQ4YMga+vr6D4jYyMePsyBwcH8/ZyVMbnn38OfX19lf4GDx7Mc0dERAiKvyYIDAyEi4uLSn+9e/eGoaEh51b2DJX78wJvzo9YsGCBIFmWLl0qyJ+6iEQi3v6UqampOH/+vMpwkmdh2NnZaeR8hd27d/PcixYtgoGBgcpwH3zwgVb3A65JRowYwf1OSkpCWlparchx9uxZ3t6dU6ZMEXSGSaNGjTBlyhRtiqY2QvM0PT0dx44d49wODg74+uuvtS6fJIwxbN68mXN7eXkhMDBQUFiRSMSrEyrPVxBCYGAgmjRpop6w1aRnz57o2LGjSn+9e/fmuZs3b47hw4erHU6RXg4ODkZKSgrnHjhwoKA60tzcnHfuAwCFe89K6zah+vzbb78V5A94c2bA1atXOff06dMF1V8AYG9vjwkTJnDuU6dOCU5XCBkZGRqNT9sYGhpi4MCBnFv6vCFVfPTRR7C0tFTpT2j7p7CwkKebmjZtKujMIENDQ5kyWhPMnz9fpR/p71NouC5dusDU1JRzK2tvabsPcunSJaSmpnLuwMBAtGrVSmXcbdq0wdixYwXLUhNUp+3h7++Prl27qvTXunVrNG/enHNrsr1fWFiIo0ePcm4rKyvB73vlypU8tyI93qJFC95ZdMePH0dubq7SuJ8/f86d5wG86YPZ2trK9VsbfeaAgABB9XBVyczM5D2/p6enjN6Th0gkwhdffKE1uaqC5DcCKK8X/vzzT557/fr1EIlEWpFLEdoeX5BHs2bNMGrUKOFCagAzMzOVZ0gBsnWOSCTC559/rnY4ZfW0tnVQTfSTa6sfIoS62pYkgwHxziBUGQDA+PHjee6bN2/K+MnLy8Pdu3c597BhwwQptUq6dOnCG3C+fv264LBCMTIygp+fH+eWHOSv5OXLl4iJiQHwRhH26tULvXv35ir+iIgImUMSpePq0aMH9PTkn6Eu2ZDq3r27WofTNW3alHfAqLw8un79OsrKyji3up0UyUP4ysvLBXecJTvbynBzc+O561JlIPQZ9PT00KJFC86t6BmSkpJ4A1ODBg2Cubm5oDT69Omj8tDOqiI98CB9OJs0N27cQFxcHOeeNGmSIOOQKiT1iI6OjqAD1Sv9jhs3rtrp1xRisRivXr1CcnIyEhMTeZeuri7Pb2xsbK3IGBoaynMLfRfq+tUUmsjTK1eu8A7KmjJlilp1liaIiYnhDdSom5fSh6YKrTeFDMBrmv79+wvyJznABAB9+/YV1PGW1MmAYr1848YNnjsoKEiQXJV+JWWRjgsASktLce/ePc7doUMHmWdSRKtWrdCuXTtBfoODg3nu6tT1KSkpvAOA1cXW1pZXX/33v//F06dPqxyftigrK0N2djaePXsmozckB6UfP34sc0imMoS2HRo3bsxLR1EZvXPnjkw7Tujg07hx46CjU3Pd2VatWgkyVNnZ2fHaP6amprz2uCJEIhGaNWvGuRXlWU30QaT7PtXpR9UE2mp7CC3vAL/Nr8n2flhYGO8g8VGjRvEm8ijD29sb7u7unDsqKoo3YUISyUO2i4uLsX//fqVx//333zzdoeiQ7trqM2u77r916xavXaVOm0bdPNAEjDEUFhYiNTVV5huR1MGA4m8kIyMDDx484Nw+Pj7w9vbWqtzy0Pb4gjyGDh1a44YRPz8/QYdjS7e7WrVqhaZNm6oMZ29vz6urFOmtmtBBNdFPrq1+iCJat27N/Q4JCcHx48erFZ82kD/CRxBvIYpmwMujXbt20NPT4xSjZCOnktDQUF4jycnJSeaEc1VYWloiMzMTANQOK5TevXtzg/tPnjxBUlISr5KUHPj39vbmZoZ4enoiKioKYrEYwcHBPIX6+PFjJCcn89KQx+PHj3kVj7Ozs9rPaWVlhaSkJADy80haUdvY2KiVRkVFBc8tJKyFhQUcHR0FxS89Cy8vL0+wbNqmTZs2gv1KPoeiZ5AcNALU++Z0dXXRoUMHQbP/1aVly5bw8/PjBruOHTuGvLw8WFhYyPUvbVAQMtNRCJL507JlSzRo0EBwWHXysqYpKSnBqVOncOjQIdy7dw9xcXEy35UicnJytCydfCIjI3nu9u3bCw7boUMHTYsjgzbyVNoYKt3orQmk9bWDg4Na+rqkpITnFhpW6KC0JpE2FitCWg9Jdh7UCadIL0u3X7p06SIofuBNR9LV1ZUbDA8PD0dFRQVv8O3Bgwe896KurvLx8UF4eLhKf9Jlx9LSUq2yI93JT0xMhKurq+Dw0nEFBgZyMxzT0tLg7e2NadOmITAwEF27dlU4iUKbZGVl4cCBAzh16hQiIiLw/PlzQeHEYjHy8vIE10nqth0KCwsBaKftYGVlhebNm/OM/NpE6HcNvPlGKwdFmjdvLjNorSxcJYryrCb6INV5LzXRZqmptoem28pVoTp6HAB8fX25yWFisRjh4eFy2wCBgYH47LPP8Pr1awDAzp078dFHHymMd+fOndxvOzs7hbPra6vPrO26X7otqU770NDQEO7u7oLqv+pw/fp17Nu3D6GhoXjw4AH3blVRl9uSNTG+II+3sS1ZGbayrtJGWxIQpoNqop9cW/0QRUyYMAFHjhwB8GZMauTIkRg1ahQmT56Mvn37CjIWaRsyGBDvDEJnvAFvKvEmTZpwM9DS09Nl/EgOmAPADz/8gB9++KHK8smbxa8J+vTpgyVLlnDuixcv4oMPPuC5K+nbty8vXFRUFOdH0mAgvU2R5BZGkkjn0Y4dO1TO7laGvDySTmPYsGFVjl9RGtIIWYpfifTMdOkZHLVJVZ9D0TNIL/FW55sD3syY1YbBAHgz66nSYPD69Wv8888/vK3HKikpKcE///zDub29vTXSQCwuLuY1wqqSN3WRU6dO4dNPP61yg6m2DGhZWVncbwsLC7W+BUtLS5ibmyucoVddtJWnL1++5LnVGQTRFNL6etasWdWKT2i9aWdnV610qoLQMiU9sFzVcIr0smSnWiQSqa1LWrduzRkMysrK8OrVK1hbW3P/a0LvC0G67Khj5JNHddtc3333Hf79919uwKGgoAAbNmzAhg0bYG5ujq5du6Jbt24ICAhA165dtTqTVCwWY926dfj+++9RUFBQpTjUMRjUxbZDTRkM1Hl2yW+0quEU5VlN9EEk34uJiYmgbfsqcXR0hLGxseDBSXWpybZHVcu75Gzc6iI967dly5ZqhZcePFQ0i9jCwgKjRo3ithetXHErL71bt27h0aNHnHvixIkKV+PWVp9Z23W/ZFsSgNpbHzZp0kRrBoOHDx/io48+wrVr16oUvj61JbUxviCPt7EtKR1WSFsS0LwOqql+cm31QxQxduxYDB06FCdPngTwZhXQ4cOHcfjwYejp6aFjx47o1q0bevTogYCAALWMKJqCtiQi3hkUzSZWhKSilbeHo6YH+KvayVOFj48P79mlB/ulzy+Q91s6jKTb1tYWbdu2lZt2TeRRbbyHmlz+rk00/RzS30l1vjlNExgYCGNjY86tqGF57Ngx3nNoanVBXc6bqrJt2zYMGzasWrMr1NkGQ5O8evWK+y102yxJ1H1/QtFmnkp3bGuj0Vlb9WZtzNCpqn7Vpl42NTVVO35p3SM967CmdFtda3PZ2dnh5s2bcrcryc/Px7lz57Bs2TL07NkTDg4OmDFjhkb3uq2EMYbp06dj0aJF1XomdXTxu9R2kKaufNc18T1Ivpeq1Hnaei813faoC21+TX8jylZYSLd7JVcRSKLOaty3te6XbEsC6rcntdWWvHfvHrp161ZlYwFAbUl5UFvy/9C0DnpX25I6Ojo4dOgQ5s2bJ2P0qdwq+5dffsHIkSNhb2+PYcOG4cKFC9VKU20ZazQ1gniL0PRMcck9EDWJrq4uevTowbklDQRPnz7lGtz6+vq8pWEBAQGc4pLcgogxxts3sFevXgr386uJPKov74GoXSwtLTFy5EjOHRISgidPnsj4k+wA6enpYdKkSTUhXr0jLi4Os2bN4n0vHh4e+PHHH3Hx4kXEx8cjLy8PJSUlYIxxl/Q+5LWF5GzfqugQ6SWpmqCm87Sm92EFSF8TVaculp1GjRrh9OnTuHnzJj7++GOFe9vn5uZiy5YtcHd3x/fff1/tdCXZuXMn/vrrL84tEonQv39/bNiwATdv3sTz58+Rn5+P8vJynt5Q54BIou5RF7+HmqC+tz3qA3379uUdIPr333/LlI/S0lLs27ePc3t5eSld9fW2llfplWPqPqc22pKlpaUICgriDcja29tjwYIFOHbsGB48eIDs7Gy8fv2a941UNU+pLUnUJ+pi2TEwMMD69evx+PFjLF26FO3atZNr8CkrK8PJkyfRr18/jBkzRmsr3aWhLYmId4a8vDy1lpJJzhqQZz2XXJIPABs3bqz2siZt0adPH26p08uXL/HgwQN4eHjwVgr4+vryDqczNzeHj48PdwDNxYsXMXXqVISHh/NmFyjajgiQzaNFixZh9erVGnkmRWnExMTUyvJIQvY7UXe7GemZOppm6tSp2Lt3L+feuXMnvvvuO86dlpaGc+fOce5BgwbB3t5eI2nX9bypROisu9WrV6O0tJRzL1y4EGvWrFHZcaipxo0qrKysuN+vXr0CY0xwp6dyv29No+08ldaVubm5WjtoXKgM//77LwYNGlSjMrxrSOqewsJCiMVitWaeSeseyW9HOn5Ae7pNuuwUFRXxVo3VJr6+vvD19QUAPH/+HNevX8fVq1dx9uxZ3mHIFRUVWLZsGQwMDPDll19qJO0VK1Zwv3V1dXHw4EGecVwRdUUXA/WnfqxL1EQfRPK9VKXO08Z7qe9tj6qi6W9EWo9LoqOjg8mTJ2PVqlUAgKSkJFy+fBm9evXi/Jw4cYI3IK3osONK6lOfWR2k81Hdc7m0cY7XP//8w1vN1rNnTxw7dkzljO3qtCVrmpoYXyD4aFsH1VZbsi71Q1xdXfH999/j+++/R05ODkJDQ3H16lVcvHgRd+7c4RknDh8+jMLCQpw5c0brctEKA+KdQd5sYkWUlJTwDouTN2gofa/yIKa6iPShxJWGAkXnF8gLJy+MvLglqYk8qk/v4W3HwcGB51bnmwOA+Ph4TYojQ9++fXmHVe/cuZNX+e7evZu356ymtiMCACMjI15jXZt5I29Jo1CENvxPnTrF/W7VqhVWr14taMBdeu/T2qJp06bc75KSErXyNy4ujjdgoSm0nafS+08/fPhQPQE1AOnrmkdyogRjTG3dIznwoK+vL7Psu6b0fn0pO02aNMGECROwceNGPHnyBGFhYTJnK61YsUJmW4eq8OjRI15+v//++4KMBUDd0cVA3W871EVq4nuQfC9FRUVqlZmUlBStnF9Q39seVUV6wpu6ZV56OzRVE+ik27/S2w+puxq3vuhvdZFsSwLAgwcP1Aqvrn8hSH4jOjo62LFjh6DtXagtSShD2zqopvrJ9aXsWFlZYdCgQfjpp59w+/ZtJCUlYcGCBdDV1eX8nD17FqdPn9a6LGQwIN4ZwsLCBPsNDw/nDbJ17NhRxo/06fC3bt2qunBK0MRSPy8vL55ivnTpkswSXXkrBSTvVW5lJLmlUZMmTZQeeuPp6clbtaCNPKqc1afNNAhhdOjQgedW55urqKjAvXv3NC0SD11dXUyePJlzJyYm4urVq5xbsgNkbW1d7QO0pZHMn7i4OLVm5aiTl9IdA6HplJWVCWpwFRYW8joW/fr1EzxjOTQ0VJA/bdO5c2ee+8qVK4LDSpYZTVETedq1a1eeuzp721YV0tc1j3T7RZ08z8jI4M2Qb9euHa+zArzZDsTQ0JBzq6Or1PFfX8tOp06dcPToUfTv35+7V1RUJDP5oipI6+sBAwYIDltXdDFQvbZDTk6O2gMLbwM10QepzntRVw8I4W1oe1SV6uhxgP/8Ojo6aNeunVL/bm5uvDJ26NAhFBYWAnhTL0gOUg0cOFDG6CdNTfWZa5rqtCXj4uK0YsiSrBfatGkjY9RQhNBvRLouro22ZE2MLxB8akIH1UQ/ub62JZs0aYK1a9fydkYA3qz20jZkMCDeGf755x/Bfvfv389zSw+0AICjoyPc3d05d3BwsFaslJIdcQBVmtkqEol4S0kvX76MiIgIpKenA3hziI90owcA/Pz8uCX/L168QHR0NK9hoGx1AfBmNmJAQADnfvDggcZnU/Tu3ZtnVFHnPROaxdnZmTeD//Tp04KXuF68eFEjMy5Voegwt4iICERGRnL3g4KCZPYmrS6SekQsFuPQoUOCwonFYhw4cEBwOtKzNmJjYwWFu3r1qqAZgdLLPoUeTFVUVIQjR44I8qttJPUhAGzfvl1wWHX8CqUm8jQgIIA3uLJz506N7+WpCh8fH96zHTt2TCurNYj/w8/Pj+eWbt8oY+/evbxVWPLaQgYGBrxO3r179wTP9Hr8+DHCw8MF+ZVeBVmf6vrKLT4kqc6BrZVUVW+EhobyDEG1TadOnaCvr8+5Dx48KHhf4AMHDqh1gO3bQk30QaS/9+r0ozTB29D2qCo+Pj681aNHjhwRXHdGRkby+l6enp6CDueVbC8XFBTg8OHDAIA9e/aovRq3pvrMNY2XlxdsbW0599GjRwVvM6SNtiTA/07UOTh29+7dgvzZ2dnB09OTc9++fRtRUVHCBdQANTG+QPCpCR1UE/3k+t4Pkda3mmhLqoIMBsQ7Q0hICO+wXkWkpqZiy5YtnNvIyAhjxoyR6/ejjz7ifhcVFWnlEDnp5f9VnY0guVrg1atXWLNmDefu0aMHr7NWiaGhIbp168a5f/zxR95p8MrOL6hEMo8AYPHixRo9XMjBwYG3BD8sLEytwVVCs0ycOJH7/fr1a6xbt05QOMl9mLVJmzZteMaxAwcOoKioSGa5tar9WKuC9JLtNWvWCGqkbNu2DS9evBCcjre3N88tdH9Doft/Su8zKb3MVBFr167Vyn6tVcHb2xudOnXi3Ddu3OAd4KeIvXv3cue6aJKayFM7Ozuernz58iW3R3FNoaenh+nTp3Pu5ORk/PbbbzUqw7tGr1690KhRI87977//4u7duyrDFRQU4Oeff+bde++99+T6ldZtK1euFCSbOgcA+/j48AwThw4dqjczwwDZgRtNGKSrojcYY1iyZEm109YkpqamGDFiBOd+9uyZTJ0sj5KSEl5b9l1D232Q3r1783SH9N7oioiNjcXBgwc1KgvwdrQ9qor0N5KdnY0//vhDUNhvv/2W51akx6WZMGECb9Ja5TcpvRp3+PDhguKriT5zTaOrq8vrLxQWFuKrr75SGe7p06f49ddftSKT5HcSHx8vyKB65coV3hluqpg5cybPPX/+/Bo/OFjb4wsEn5rQQTXRT67v/RBttCVVQQYD4p1i+vTpSEtLU/h/WVkZpk6dypsVPWHCBJkDUiqZOXMmb0b1xo0bBQ+QVlJUVIQ9e/Yo/L9169Y8t+Q2QuogvRpAcnBM2cC/ZDjpATVVKwwAYPjw4bxO/qlTp/D555+joqJCZdhKysvLZWa0SPLtt9/yZs5+8MEHai0LBd4Yiv7991+1whCyfPTRR7wZCKtXr0ZISIjSMD/99JNKP5pE0jqfn5+PAwcO8L5BDw8P3mCypvDw8ODNiHn8+DHmz5+vNExMTAwWLVqkVjpubm68PUYPHDigco/Rn376CefPnxcUv4mJCZo1a8a5T548ibi4OKVhTp48WWNGIaFId+qmT5+OCxcuKPR//vx5fPjhh1qRpaby9KuvvuKtyPr+++/VmgmqrP4UyqJFi2BiYsKTSd3ZqLm5uYJnHr3r6Ovr4+OPP+bcYrEYkydPVrqiSywWY8aMGUhOTubu+fr6wsfHR67/9957jze5YefOnSoN93v27BE8o7ESyQEmsViMUaNGqT2zMT4+XtDkEWU8evQIBw4cUKsdI/2s0m27quDl5cVzb9y4EcXFxUrDfP311xrZDknTzJ49m+deuHAhHj16pDTM3Llz38ntiCrRdh9ET0+PNzBYWlqKyZMnc1vTyKOgoADvvfeeVlavvS1tj6ry2Wef8dxLly5VuQ3Hpk2bcOzYMc5tamrKGyxThpWVFc8YEBwcjNOnT+P+/fvcvQkTJggesKqJPnNtMGfOHN72OJs3b8aqVasUDl4nJiZi4MCBWjnjA+DXCxkZGdi1a5dS//Hx8XjvvffUGmyfPn06bxuqCxcu4PPPPxcchybakjUxvkDw0bYOqql+cl3qh/zyyy+Cd2MAtNOWVAkjiLeUqVOnMgDc1aBBAwaAtWjRgl26dEnGf2xsLAsICOCFsbKyYqmpqUrTuXLlCtPX1+eFGzRoEAsJCWFisVhumOLiYnbx4kX26aefMhsbG+bg4KA0jcaNG3Nx6+josIULF7KrV6+yuLg4lpCQwF0ZGRlK42natClPzsorIiJCYZhbt27JDdO6dWulaUny8OFDZmFhwQvftWtXdvr0aVZeXi43TFlZGbt58yZbtGgR9/yvX79WmMaPP/7Ii19XV5fNmTOHxcfHKwyTk5PD9u/fzwIDA5mBgQEbP368Qr+SZcPZ2VnwszPGeHJNnTpVrbCqWLZsGS/+hIQEjfiVRp3nX7x4MS8dc3Nz9r///Y+Vlpby/GVnZ7M5c+bIfKPafpbs7GxmaGjIhbW1teXFtWbNGsFxMaZe3kRGRsroi4kTJ8romYqKCvbPP/8wOzs7uXmzbNkypel8+eWXPP/Ozs4sNDRUxt+LFy/YBx98IPcdKHuWRYsW8eJ3cXFh165dk/GXm5vLlixZwvT09OTm9fbt2xWmERwcLNhvVRk1ahQvDZFIxCZMmMCOHDnCoqOjWVRUFDt8+DAbP348E4lEnO5ycnLiwgQEBChNw9nZWZDfmshTxhj75ptvZJ55xowZCr+hrKwstnXrVubj48Pmzp0r14+672r37t0ydcqkSZOU1kUFBQXsxIkT7P3332empqasS5cuCv1K1/81wfbt23lpBgcHCwpX1XKekJAgWCcUFRWx1q1by9Thly9flvH79OlTNnjwYJ5fAwMDdv/+faXybNq0iRdGX1+f/fDDD6yoqIjnr7CwkH3//fecHpTWbarybebMmTz/xsbGbOnSpSwlJUVhmLS0NLZ9+3Y2ZMgQpqOjwxYvXqzQrxB9XvnOXFxc2Ndff83u3r2rsC2TmprKZsyYwZPZwcFBpj6sKp07d+bF3adPH5aYmCjj78mTJ2zs2LEK6z1ldWh1vieh+o8xxsaPHy+TTwcPHmQVFRU8fykpKTy/0mVI00jGrU4bTp1nl0SdNoW2+yCFhYWsWbNmvPg7duzI7t27J+M3LCyMtW/fnvv+TU1N62U9WVVdzpj2657Jkyfz4re0tGRbtmxhZWVlPH+vXr1iX3zxBdPR0eH537hxo1rpnTp1ihdeOh9v376tVnzaLq/V6RtUh99++02mTePn58e2bdvG7t27x2JjY9mFCxfY/Pnzue/C2tqa9e7dW3B5EVq2/v33X5k6ctu2bTJ1VGlpKduxYwezt7eX+25V6bqzZ8/KlK9evXqxGzduyPVfXFzMTpw4wUaPHs06dOigMF51ZND2+EJ1dEFVUadtJ01N1FXa1kE11U/Wdj9EqC6qzMMZM2aws2fPyrSZKykqKmLr16/njV+IRCIWHh6u9Dk1ARkMiLcW6Yp1586dPHfz5s3ZyJEj2bhx41iHDh1klIauri47ePCgoLT++usvGeUGgNnY2LA+ffqw8ePHswkTJrBBgwYxT09PrgFbeakyGKxatUombnmXqsph2rRpMmHs7OwUNtIYY6y8vJxZWlrKhJs1a5agvKnk7NmzzMzMTCYec3NzFhAQwMaNG8cmTpzIhgwZwtq3b89TiJWXMoMBY7IDCZWXq6srGzRoEJs4cSIbN24c69evH3NxcZHxRwYDxajz/K9fv2ZdunSR+z0MGjSIBQUFsYCAAGZgYMD95+npKWNo0NazMMZ4AyfS372ygSd5qFs2fvnlF7npduvWjU2YMIENHTqUNWrUiPtPT09PptGqqiGUnZ3NHBwcZNJp27YtCwwMZOPGjWOdOnXiNeQWLFgg+FnS09OZjY2NTPxubm5s7NixbPz48ax79+48vWhra8v++usvnv/aNhi8evVKbllVdNnY2LDExERe47pnz55K0xDaEK+JPGXsjU4fM2aM3Odr06YNGzZsGJs0aRIbNmwYc3Nz45URTRkMGGNs5cqVnBFG8mrUqBEbMGAACwoKYoGBgWzAgAGsVatWMp0OMhio16m8d++eTIcKeNMWGjFiBAsMDGQ+Pj4y70QkEgkaZBKLxWzEiBEy8Zubm7P+/fuzoKAg1q9fP147oFGjRmzNmjVq5VtJSQkbOnSo3PLr5ubGhg4dyiZNmsTGjBnDevfuzRwdHWX8acpgIHmZmJgwX19fNmLECPbee++xMWPGsHbt2smUW5FIxI4cOaIyP4Vy/vx5mXemq6vLunTpwoKCgtjo0aOZt7c37/+uXbuyr7/+mnevLhgM0tPTWfPmzWXy1snJiQ0dOpRNmDCB+fn5MV1dXe6/fv36sSlTpmj1e5eMu64ZDBjTfh8kJCSEGRsby8Tv6enJxowZw0aPHs3c3d15/61YsUKt569L9WRdNhi8evWKtW3bVu67rmxf9+rVixkZGcn4mTBhgtrplZeXs4YNG8rVt+7u7lV6Bm2W19oyGDDG2CeffCI3n+Rdurq67OjRo2qVF3X89ujRQybNhg0bsmHDhrGJEyey/v3789oDOjo67Pjx42rrul9++UVpO27ixIls1KhRzMfHh9ev9/b2VhinujJoc3yBDAay1IQOqol+MmPa7YeoYzCQvPT09JiXlxcbPHgwmzRpEpswYQLr3r273Dp43rx5gvKzupDBgHhrkVexrly5UlBFbmBgwHbs2KFWelevXuXNOlXncnNzUxp3eXk5GzdunMp4VFUOf//9t0wYZYPklcgbBBBqTJEkOjqatWnTpkp5ZGFhwUpKSlSmsWHDBrlKVcj18ccfK4yXDAbqPX9OTo7ggdgWLVqwxMTEGnsWxhg7efKkXFkGDRqkVjyMVa1sKGqkyGs47Nixo0oNyGvXrsnMvFF0zZo1i4nFYrWe5erVq4Ljd3BwYHfu3FFrcLQmDAaMvWn8Ss+YkXd16NCBK2eVM7IAsKFDhyqNX52GuLbztJKKigq2aNEimcavqkuTBgPGGDt48KDcQWwh18CBAxXGSwYD+URGRipcaSjvMjIyUqstVFxczIYNGyYobnt7e3b//v0q5VtFRQX75ptvZAaShF4//fSTwrirajAQcpmYmLBdu3YJzk+hrF+/XlB9AoD5+vqyzMxMterQmjIYMMZYUlISa9mypaBn6dy5M8vOztb69y4Zd100GDCm3T4IY28G5czNzQXFN3PmTCYWi7ViMKh8Vm3Wk3XZYMDYm/Z1r1691HrHs2fPllmpI5SFCxfKjXP16tVVfgZtldfaNBiIxWK2atUqlX1QOzs7duHCBcYYY4GBgdx9MzMzpfGrU7ZevnzJ3NzcBOWnvr4+9z1URdft379fsG6ovDRpMGBMe+MLZDCQT03ooJroJzOmvX5IVQ0GQi6RSMTmzZtXZZ2uLnSGAfFO8c033+D06dO8U9gl0dHRQd++fXHv3j1MmTJFrbj9/f0RHx+P//znP/D09FTp397eHhMnTsThw4cRGRmp1K+uri7++ecfnD9/Hh988AG8vb1hZWUl96BiZcg7c0DIwcXSfkQiEXr16qVW2sCbvemioqLw999/w8fHh3fugDwaNGiAUaNGYefOnUhNTRW0T+bs2bORkJCAhQsXwsnJSaX/Vq1a4dNPP8WNGzewadMmwc9CKKdBgwYICQnBqlWrYG9vL9ePlZUV5s2bhzt37sDZ2blG5RswYABvn/9KJM830CbffPMNrl69yjuAWRIdHR30798f169fV1sXVdK9e3fcunULgwYNUuinffv2+Oeff7Bx40be3vZC8Pf3x507dzB06FCFYa2trTF79mxERUWhY8eOasVfU1hYWGDnzp0IDQ3FJ598gjZt2sDCwgKmpqZo1aoVRo0ahSNHjuDWrVtwcXEB8Obg+EqkD6avDjWVpzo6Oli9ejWioqIwfvx43v678mjdujWWLVuGxYsXVyk9RYwZMwZJSUlYsWIFb29qRTRt2hTTp0/HuXPncOrUKY3K8i7g5eWFhw8fYsWKFby9pKUxMzPD1KlT8ejRI7X0j6GhIY4fP44tW7agadOmcv2YmJjg/fffR3h4ONq1a6fuIwB4U35XrlyJR48eYebMmbCxsVHqXyQSoW3btli0aBGioqLw5ZdfVindSrp27YqjR49i+vTpcHV1VenfysoKH330EWJjY2UO9dME8+bNw5kzZ2QOvJekRYsWWLNmDa5evaoyv2qTpk2bIjw8HF988YXM4X6VNGrUCMuXL8fVq1dhZWVVwxLWTbTZBwGA/v37Izo6GmPGjOGdUyVJ27ZtsWvXLmzevFnt9oQ6vC1tj6rSoEEDXLx4EXv27EHbtm0V+tPV1UWfPn1w/fp1bNiwQWWfSxHy2sU6OjqCD0+Wh7bLa20gEomwePFixMTEYNmyZejUqRNsbW1haGgIZ2dn9OrVCxs3bkRcXBzXr87NzeXCa7It6eDggNu3b2POnDkwNjaW68fAwACjRo1CWFgY7+BmdQkMDMTTp0+xcOFC3rkGiuSaOXOmoEPt1aEmxheI/6MmdFBN9JOB2u+HhISE4IsvvkC7du2gq6ur1K+BgQGGDx+O69evY/369VXW6eoi+v+WDYJ454iLi8P9+/eRnJwMxhgcHR3Ro0cPQYPMQnj58iVCQ0ORnp6OrKws6OjowMLCAk2aNIG7uztcXV212qCuD+Tk5ODGjRtITU1FVlYWxGIxLCws4OjoiDZt2qBly5YqlacqYmNjERERgczMTOTm5sLQ0BANGjRA8+bN4e7urrJxQ1Sf8vJyXLt2DY8fP0Z2djbs7Ozg7OyMHj16wNDQsLbFq3Xi4uIQGhqK1NRUGBkZwcnJCZ07d0aTJk00lkZqaiquXLmClJQUlJeXo3HjxvDy8pI5NLOqpKSk4Nq1a0hOTkZ5eTkaNmyIpk2bonv37mobNus6CQkJvEbl/Pnz1T64Twg1maelpaW4ceMGEhMTkZGRgbKyMlhYWMDV1RXe3t5o3LixRtNTRFJSEsLCwpCRkYGcnBzo6+vDwsICLi4ucHd31+g3QQDh4eGIiopCRkYGSktLYWdnh2bNmqFbt27V7kAzxhAaGoqYmBikp6fD2toajRs3Ro8ePWBubq6hJ/i/tCIiIhATE4PMzEzk5eXBxMQEVlZWaNmyJdzd3WFtba3RNCV5+fIlYmJikJCQgOzsbJSUlMDExAS2trbw9PSEl5dXjenBBw8e4NatW8jIyIC+vj4aNWqEVq1a1ctB0+LiYgQHByMhIQF5eXlo2LAhXF1d0b1792q3Dd92tNkHyczMRHBwMFc3OTk5wcPDQ6nBSlu8S20PRTx79gyhoaFIS0tDfn4+rK2t4ejoCH9//3pjUHtX+8zOzs549uwZAKBDhw64e/euxtPIz8/HtWvXEB8fj4KCAtja2sLJyQl+fn4aLx+VdfGDBw+QkZGBgoICmJmZcTqiTZs2NfIea2J8gfg/tK2DaqKfXElt9kPy8/MRHR2NJ0+eID09HUVFRdy4VevWrdG+fXuNt5+FQAYDgiAIgiAIgfz999+82Sx///13tWbaEQRBEARBEO8Oz58/563Emz59OrZs2VKLEhEEQchCWxIRBEEQBEEI5M8//+S5FS2XJQiCIAiCIAhpqC1JEER9gFYYEARBEARBCGDXrl2YPHky5+7YsSPu3LlTixIRBEEQBEEQ9YVHjx6hQ4cOKCoqAvDm/J8XL17U6fNlCIJ4N6EVBgRBEARBvJNERETg448/RnJyskq/O3fuxIcffsi79+mnn2pLNIIgCIIgCKIeMHr0aNy+fVulv7t376Jv376csQAAJkyYQMYCgiDqJLTCgCAIgiCId5I7d+7Ax8cHurq66NevHwYMGID27dvD3t4eIpEImZmZuH37Nvbt24ewsDBe2N69e+PChQtv5UF8BEEQBEEQhDDMzMxQWFiIdu3aYdSoUfDx8YGTkxNMTEyQk5OD6OhonDhxAkePHoXk8Ju9vT2io6NhZ2dXi9ITBEHIhwwGBEEQBEG8k1QaDNSlbdu2OHPmDBo1aqQFqQiCIAiCIIj6QqXBQB2srKxw/PhxdO/eXUtSEQRBVA/akoggCIIgiHcSExMTGBkZCfavr6+PGTNmICQkhIwFBEEQBEEQhNpbCvXp0wc3b94kYwFBEHUaWmFAEARBEMQ7S0FBAc6cOYMrV64gIiICiYmJyMrKQnFxMczMzGBjYwM3Nzf06tUL48aNg4uLS22LTBAEQRAEQdQRKioqcOXKFVy6dAlhYWF4+vQp0tPTUVRUBAMDA1hbW8PZ2RkBAQEYPnw4unTpUtsiEwRBqIQMBgRBEARBEARBEARBEARBEARB0JZEBEEQBEEQBEEQBEEQBEEQBEGQwYAgCIIgCIIgCIIgCIIgCIIgCJDBgCAIgiAIgiAIgiAIgiAIgiAIkMGAIAiCIAiCIAiCIAiCIAiCIAiQwYAgCIIgCIIgCIIgCIIgCIIgCJDBgCAIgiDqBYmJiTAxMYFIJIKpqSlSU1NrWySt4+LiApFIBJFIhJ49e9a2OHWSupRHf/31FyeLSCTC5cuXa1WeqnL58mXec/z111+1LRIBYPny5bz3kpiYWKvy1KVvrz4j+U6nTZum1O+7lueFhYUICQnB33//jXXr1mHlypVYt24dtm7dimPHjuHp06dgjNW2mIQCEhMTeeV7+fLltS1SvWTJkiVcHk6ZMqW2xSEIgnhn0KttAQiCIAiCUM38+fPx+vVrAMC8efPQqFGjWpaIIAiCIN4eXFxckJSUpNSPoaEhGjRoAAcHB7Rv3x49evRAYGAgzMzMNCJDQUEBduzYgX379uHmzZuoqKhQ6t/CwgI9evTA+PHjMXz4cFhYWKhM4/Lly+jVqxfnDggIqLcGXuLt54svvsCmTZuQnZ2NXbt24ZNPPoGvr29ti0UQBPHWQysMCIIgCKKOExwcjCNHjgB4MziwaNGiWpaIIAiCIN49SkpKkJaWhsjISOzYsQPTp0+Ho6MjVq1apXJwXxlisRgbNmxA06ZN8emnnyIkJERQfHl5eTh58iQmT54MR0dHfPXVV8jOzq6yHARR17C0tMTChQsBAIwxzJs3r3YFIgiCeEcggwFBEARB1HGWLFnC/f74449haWlZi9IQBEEQBFFJfn4+vvrqK4wcObJKRoPs7GwMGDAAc+bMQU5ODu8/kUgENzc39OrVC2PHjsXYsWPh7++PFi1ayMRTWFiIVatWwc/Pr8rPQhB1kVmzZsHc3BwAcOvWLZw8ebKWJSIIgnj7oS2JCIIgCKIOc/bsWdy4cQMAoK+vj7lz59ayRARBEATx9nPt2jU0btyYd6+kpASpqakICQnB5s2bkZyczP138uRJfPPNN1i1apXgNHJyctCzZ09ERUXx7rdt2xYLFy7EgAEDYG9vLzdsSkoKzpw5g3379uH8+fPc/eLiYsHpE0R9oEGDBvjwww+xfv16AMCyZcswdOjQWpaKIAji7YZWGBAEQRBEHebnn3/mfg8dOhSOjo61KA1BEARBvBs0btwYLi4uvKt169bo2bMnlixZgocPH2LIkCG8ML/99htevHghKH7GGKZOncozFhgYGGDLli0IDw/H5MmTFRoLAMDR0REffPABzp07h9DQUAwYMKBqD0poBRcXFzDGuIsOPa4eM2fO5H7fu3cPwcHBtSgNQRDE2w8ZDAiCIAiijhIdHY2LFy9y7g8//LAWpSEIgiAIohIzMzPs27cPDg4O3L3i4mIcPnxYUPj169fjxIkTnNvExARnzpzB9OnTIRKJ1JKlS5cuOHPmDDZt2gQTExO1whJEfcDNzQ3dunXj3L/++mvtCUMQBPEOQAYDgiAIgqijbNmyhfttbW2N/v3716I0BEEQBEFIYmZmhilTpvDuXblyRWW4V69eycw4X7NmDXr16lUteT7++GOcPXu2WnEQRF1lwoQJ3O9Tp04hNTW1FqUhCIJ4u6EzDAiCIAiiDlJRUYF9+/Zx7mHDhkFPr+rV9uvXr3Ht2jU8e/YMmZmZMDY2hr29PTp06IDWrVtrQmSOoqIiXL16Fc+ePUNWVhZsbGzQpk0bdO3atVrPUN9JS0vD1atX8eLFC5SXl6Nx48bw8PCAl5dXrclUk+UiKysL169fR3JyMvLz89GoUSO0b9++2s//9OlTxMTEICkpCXl5edDT04O1tTVcXV3h6+tb72bbpqamIjQ0FMnJySgsLISTkxMCAgLQtGlTpeEyMzNx9epVJCQkoKysDA4ODujevTtatmxZLXnEYjHCwsLw6NEjpKengzEGe3t7tGrVCl26dIGOTvXmH1VUVODatWuIi4tDVlYW7Ozs4OzsDH9/fxgaGlYrbmlyc3Nx/fp1pKSkIDMzE6ampmjYsCG6du2KJk2aaDQtReTl5eHevXt4/PgxcnNzUVpaChMTE9ja2sLV1RVeXl5o0KBBjciiLhkZGYiOjkZcXBxyc3NRUVEBKysrODo6omvXrrCzs6ttEWsFHx8fnvv58+cqw2zevBn5+fmc29fXF5988olG5KmpslwdwsLCEB8fj5SUFJSVlcHT01PlnvSlpaW4efMmEhMTkZ6eDh0dHdjb26Nt27bw9vautkwPHz7E3bt3kZKSAmNjYzRu3Bg+Pj4y51jUJBkZGbh+/TpSU1ORk5ODBg0aoGHDhujevbvS7aqqQmXd8/z5cxQXF8POzg6dO3eGh4dHleNMSEhAeHg4V+/r6OjA1NQUTk5OaN68OTw8PNRqF44aNQqfffYZGGOoqKjA3r17MX/+/CrLRxAEQSiBEQRBEARR57h06RIDwF379u2rUjyPHj1i48aNY8bGxrz4JK9mzZqx//znP6ysrExQnNu3b+eFDw4OZowx9urVKzZ79mxmYWEhNx1ra2v2yy+/sPLyckHpODs7c2EDAgJk/n/8+DEv/sDAQKHZwpGRkcEMDAy4OHr37q12HKqIjY1lgwYNYrq6unLzpV27duzQoUOcf1XPLYk6fiWpyXIRFxfHxo8fz8tnycvd3Z0dP35csOylpaXs5MmTbMqUKczR0VGh/ACYvr4+Gz16NLt7967g+IODg3lxbN++XXBYISxbtowXf0JCAmOMsYiICDZs2DC55URHR4eNHz+epaWlycT37NkzFhQUxPT09OTmQc+ePdnDhw/VljMnJ4ctXLiQ2draKsxfGxsbNm/ePJaVlaV2/GVlZWz16tXM3t5eYdwLFy5keXl5SvNNCGfPnmUBAQEKv8HK7/DYsWOC41T324uIiGCjRo1S+B1UXiKRiHl6erIlS5aw3NxcwfJoi7CwMDZ//nzm7u6uVG4ArHPnzuzw4cNqxS8ZfurUqUr9VlXfCUUyfnXK2Pnz53nhWrZsqTJMkyZNeGF27dpVTemFI63jtJGX8t5rRUUF+/nnn5mrq6tM2fH29lYYV2xsLAsKCmJmZmYKy56TkxNbt24dKykpUVvWf//9l3l5ecmNV0dHhw0aNIhFRkYyxhhLSEjg/b9s2TKF8arjV5rz58+zbt26MR0dHYV6wtfXl50+fVpwnFOnTuXFUUlsbCwbPny4wjrEzc2NnTx5UnA6YrGYbd26lbVt21alzjAxMWEDBgxg+/fvFxx/u3btuPBdunQRHI4gCIJQDzIYEARBEEQdZNGiRbxOVWpqqtpxrF+/nunr66vssFVenp6eLCkpSWW88gaGo6KiWPPmzQWlM3bsWEGD0EIGh3r16sX5MTAwYJmZmWrl0bp163iy7dmzR63wqtizZw8zNDQUlC8LFixgjGnfYFCT5eLChQtKB3kkr08++YSJxWKV6SxdulSw7JWXrq4uW7t2raD8qQ2DwcGDBwWVE1dXV/bixQsurpCQEGZtba0ynJWVFQsPDxcs45UrV5iNjY3g/LWysmIXLlwQHH9OTg7z9fUVFHfr1q3Zs2fPqmQwyMvLY8OHD1errIwbN44VFxerjFudb2/Tpk1KjRWKrvv37wvLUC1x8eJFtWUGwIKCglhRUZGgNCTD1VeDwaFDh3jhvLy8lPqPjY3l+Tc3N2evX7/WwBMIozYMBtnZ2axnz54Ky4w8g4FYLGZLly5VOJAt7/Lw8GDPnj0TLOdnn30mKF4TExO2b98+rRsMSkpK2KRJk7Sis+QZDA4cOCC4jv7ll19UplFYWMj69++vts5QZjCSZu7cuVw4HR0dtdt9BEEQhDDe3X0BCIIgCKIOc/78ee53s2bN0LBhQ7XCr1y5EkuXLuXd09XVhY+PD5ydnVFQUIDw8HC8ePGC+z86OhrdunXDtWvX4OLiIjitly9fYvLkyUhOTgYA2NnZoWPHjrC2tkZWVhZu3LjB23rh4MGD8Pb2xpIlS9R6JnnMnDkTwcHBAN5sV/D3339j3rx5gsNv3bqV+21tbY3Ro0dXW6ZKjh49ismTJ6OiooJ3v23btmjZsiUYY4iLi0NUVBQAYN26dXB2dtZY+vKoyXIRGxuLRYsWoaCgAABgY2MDHx8fNGjQACkpKQgNDUVpaSnnf+PGjdDX11d5kKFYLOa5zc3N4enpCXt7e5iZmaGoqAjx8fGIiYnh8r6iogILFy6EqakpPv74Y8HPUBNcv34dH3zwAZcXbdq0gZubG/T09PDw4UNER0dzfhMSEjBp0iQEBwfj4cOHGDRoEPdtubi4wMvLC6ampnjy5Anu3LkDxhgAICcnB4GBgYiKioKBgYFSec6fP4/hw4ejuLiYd79SLpFIhEePHuHBgwfcfzk5ORg8eDAOHz6MIUOGKI2/uLgYAwcOxK1bt3j3FZWPR48eYejQoRg0aJCKnOSTmZmJfv36ITw8XCadDh06wNbWFoWFhYiKikJCQgL3/4EDB/Dq1SucPn262tstAW/yc9asWbx7urq6aNu2LVxcXGBqaoqioiJkZGTgwYMHyM7OrnaamkL6WzMwMECbNm3QuHFjWFpaorS0FCkpKQgPD0dRURHnb+/evWCMYe/evTUtcq0gXcZU6cmQkBCe28fHB0ZGRhqWqu7AGMN7772Hy5cvAwD09PTg4+ODJk2aoLi4GHFxcXLDTJ06FX///TfvvrGxMTp06ABHR0cAQHx8PMLDwzld9+DBA/j5+SEsLExlu2nhwoX4/fffeff09fXRpUsXNG7cGPn5+YiMjMTz589RVFSEKVOmYM+ePVXNBpWUl5dj+PDhMmdQmJqaclt+ZWZmIjQ0lNemOnDgADIzM3H27Fno6+sLTu/y5csICgpCeXk5AKBly5Zo06YNTE1N8ezZM9y6dYv7DwAWLFiATp06wd/fX2GcM2fOxLlz53j3rKys4O3tDQcHB+jp6SEvLw9JSUmIjY3ltQGE0r17d/z2228A3uioixcvIjAwUO14CIIgCBXUprWCIAiCIAhZXr9+zZtRN3LkSLXCX7p0iYlEIpkZnykpKTx/YrGYHTlyhDVq1Ijnt1u3bkq3DZKeSV45E7lp06bs8OHDrKKigue/sLBQZhafkZERy87OVvocQmaTlpSUMDs7O86fp6ensExijF2/fp0n09y5cwWHVUV6errMDO2AgAAWExMj4/fBgwesR48eDAAzNDRkpqamgmd+qjPjtqbLRYMGDbjZs5s3b2alpaU8/1lZWezjjz+WmWl45swZpc/xzTffMFdXV7ZixQoWERGhcFVCamoqW7x4Me9bMjIyUrlaoqZXGFTmk6+vr9wZ5cHBwTJl6fjx49x2D23atOG2f5IkPDxcZuuPP/74Q6lsaWlpMlsEdezYkd25c0du/D4+Pjy/1tbWvBUQ8li8eDEvjKLykZ2dzT799FPOn5WVFS+cstnfYrGYDRw4kOff09OTnTp1Sm55uXLlisyWOz/88IPS5xD67XXq1IkX7/z585XOiH348CFbtWoVa9asWa2vMDh//jyztLT8f+zdd3gU1fv//9emEyAJofeOdCmKVOmgNEE6KKBUsSMo+laKohRR+diw0nuRooAivQgKggJSpHeEACmENJL5/ZHfznc3bTdhNwWej+vKxczsOWfO9uXcc+5jvPjii8bGjRuTPUdWkZGRxtdff53sdbpkyRKH57AtnxNnGMTGxhplypSxq/fhhx+mWWfQoEF25UeNGuWie+CczJ5hYL2C3WKxGK+++mqKKcySPtYTJ060ayNfvnzG9OnTU5yJcerUqWQzidq0aZPmjLWUZs8899xzyfqWkJBgrF271nxtJH2Nu3KGwbhx4+zK+/j4GBMmTDAiIyPtyt2+fduYNGlSsvRmo0ePTrP9pDMMrPelSZMmKabtO3funN0sTikx7VhqDh48aFe2UKFCxrJly1L93RATE2OsX7/eGDx4sNGgQYM0+27r2LFjyT5TAQCuR8AAAIBs5vfff7f7z9D//vc/p+vGx8cbFStWtKv/0ksvpVnn+PHjRuHChe3qfPPNN6mWTzowLMkoX758soHnpHr37p2uwUtnB4dGjRpl1+6uXbvSbNfqmWeesat38OBBp+o5Y/jw4XZtt23bNtXBNsNI/I9zStP4XRUwyKrXhZ+fn7Ft27Y0z5N0AL18+fLJgk62zp8/n+btSS1btsyu/ddffz3N8pkdMJAS1xlIKyXJ2rVr7cpbgwzVq1dPM/D2119/2eXATmuwxzAMY+DAgXbnadCgQbLBKlu3b982GjdubFenT58+qZY/fvx4sgCOo9fHBx98kOzxcjSY+9VXXyUbPHSUIic0NNQu57afn59x7dq1VMs78967cuWKXT8GDhyYZh9sxcfHZygfuytdv37diIiIcLr8sWPH7AZUHb3eDCNnBwzu3LmT7D2TK1cuh9+F7du3d/pz1R0yO2Bg/fvqq6+cqnvo0CG7z4kSJUo4fC4SEhKSfaenlXe/WrVqdmXHjx+fZvvnzp1Ltu6E5LqAwalTp+zus4eHh7Fs2bI0+7Ry5Uq7VGceHh5prleTNGAgJV6QktZvk9u3bxvlypWzq/PPP/+kWHbSpEl25bZv355m/22lJyVXfHy84efn59bXLwDAMO5+ni0AAHCppNPz05OmZt26dXb1q1evro8++ijNOhUqVNAXX3xhdyzpNH1H5s6dq6JFi6ZZZuzYsXb7W7duTdc5UjN48GBZLBZz3zbNUGoiIiK0ZMkSc/+RRx5R9erVXdKfW7du2aVRCAgI0KxZs9JMFeDj46NZs2Ypb968LulDUln1unjjjTfSTF8gJb4uHn74YXP/5MmT+vnnn1MtX6JEiXSliunatatdqqnFixc7XTcz5MqVS/PmzUszJcnjjz+uypUrm/uhoaGyWCyaO3eu8uXLl2q9Bx98UK1btzb39+7dq8jIyBTLXr9+XfPnz7fr14IFC+Tv759m3+fPn29XZunSpbp8+XKK5b/++mu7FBfOvD7efPNNNW7cOM0ytuLj4zVlyhRzv3Dhwlq6dKly5cqVZr3AwEDNmzfP/CyJjo7WN9984/R5U3Lu3Dm7/S5dujhd18PDw2H6KHcLDg5Wnjx5nC5fqVIlu8/5P/74Q2fOnHFDz7JOTEyMzp49q3nz5ql+/frJvm/Gjx/v8LswadqpwMBAl/czu+nYsaOGDh3qVNkpU6aYnxMWi0VLly51mObJYrHoyy+/VIkSJcxj1rQ1SW3bts0updojjzySLFVfUiVLltT06dOd6n9GfPnll3afjUOGDFHXrl3TrPPEE0/YpTtLSEjQ559/7vQ5CxUq5PC3Sa5cufTGG2/YHUvtt5vt512BAgXS9bmdnpRcHh4eds9zSimtAAB3j4ABAADZzNmzZ+32rbl6nWE74CdJ77zzjry8HC9Z1LVrV9WqVcvcP3ToULK8zKlp0qSJGjRo4LDcAw88oPLly5v7f//9t1PtO1KxYkU1b97c3F+8eHGqg6JWixYtsiszaNAgl/RFkn755Re7/ML9+vVzag2KokWLql+/fi7rh62seF3kypVLr732msNyFosl2XoWSft7t5544glz++zZs/rvv/9c2v7d6Nmzp4oXL+6wXIsWLez2mzdvbvfcOFMvISHBXDMjqeXLl9utWzBgwACn1qwoVaqUhgwZYu7HxcWlGpSxzf/t7OtDksPBPFu//PKLTp06Ze6PGjVKAQEBTtWtUaOG3WfJTz/95PR5nXHt2jWXtpcd2b7XJCVbqyInKVu2rCwWi92fn5+fypQpo6efflp79+61K//GG29o1KhRDtu9efOm3X56AgatWrVK1qeU/gYMGOB0m5nB2fd6aGio3doX7du3V/369Z2q6+fnZ/dZtHnzZru1NayWLl1qtz9q1Ci7iw5S0759e1WrVs2pvqSX7Xeep6enxowZ41S9sWPH2g34z58/31zPwZGhQ4c69dpr166d3b4zv93Cw8MVExPjVD8ywvY78/LlyxlaCwEAkDYCBgAAZDMhISF2+2ldQZzUb7/9Zm77+/urU6dOTtft06dPqm2l5bHHHnP6HLZXSbty8Mx2kCAiIsLhVeTfffeduZ0nTx716tXLZX3ZvXu33b6jqwQzWjY9suJ18fjjjzs9Y+Lxxx+3G9TdtWuX0/2zSkhIUFhYmC5cuKAzZ87Y/Xl6etqVPXr0aLrbd5c2bdo4Vc422CbJbuZAWipUqGC3n9r7Lunz2rt3b6fal5x7jZw9e1aXLl0y99Pz+mjZsqXy58/vVFnrIuhW3bp1c6qele2Mhz///POuBr0qVKhgNxtm0qRJun79eobbyy4Mw1BkZKQuX76c7L0WFxdnVzY7vdfcwWKxqH379tq+fbsmTZqU4TbuZYGBgXr00UedKrtz506719DdvH/v3LmTYsDK9jvax8dHHTp0cLp9d3xHnzlzxm5WVtOmTR3OUrEqUKCA3XdBaGiojhw54lRdZ3+7lShRQrlz5zb3U/sOeeCBB8zt2NjYZBcCuFJQUJC5bRjGPfG5CgDZjeNLywAAQKZKenW8s1O1r1+/bjc74cEHH0zXNO+kV/H9+eefTtWrUqWK0+ewvZotPDzc6XqOdOnSRQULFjT/I/vdd9/p2WefTbHswYMH9ccff5j7vXr1SlfaDUcOHDhgt1+7dm2n69apU8dl/bDKqteFbZohR7y9vfXggw9q+/btkqTTp0/r5s2baQbLYmJitGbNGi1fvlz79u3T8ePHFR8f79T5kl7hm5Vsg2hpSXqVvO3gTHrqpfa+s31ePT099dBDDznVvpT4Gvf19TUH11N6jezbt89uPz2vD09PT9WpU0e//vqrw7I7d+40t/PkySPDMNKVFsf2at3Y2FhdunRJZcuWdbq+rXz58qlt27Zat26dJOnYsWOqXLmyBg0apG7duqlOnTo5ZrB4586dWrRokXbv3q1//vlHUVFRTtXLTu81dzAMQ7du3XJqlpBV0s+1sLAwV3crW3nwwQedfp3bvn8lKX/+/Ol6/yb9Dkipru13dLVq1eTr6+t0++74jk76efnII4+kq379+vW1du1au/aqVq3qsF56f7tZf5um9h3y5JNPatSoUebV/lOnTtXWrVs1ePBgdezY0amZls5KmmIupZkkAIC7Q8AAAIBsxjaPrSSnUsdIya/6qlixYrrOm3QA0tkZAOlJp2A7GJf0ft4NHx8fPfPMM2bu8l27dunw4cMp/qfZdnaB5Np0RJLsrnQLCAhI1+MTGBiovHnz2qU0ultZ9bpIekW8IxUqVDADBpJ09erVVAMGa9as0QsvvJDh/OiuDFbdLWdfH0k/BzJaL+kV4Fa2z2vx4sUd5vxPeo5y5cqZV7am9BpJmgYqI68PZwIGFy5cMLdv3bqV4cF+qxs3btxVG9OmTdOuXbsUGhoqKXEG2aRJkzRp0iQFBwerUaNGaty4sZo2baqHHnoo2WyYrHbkyBENHTrU7r2ZHtnpvZZe27dvt8uVHhcXp/Pnz+vQoUP67LPPdOLECUmJOd0bNWqkHTt2qFy5cg7bDQ4OtttPT8Bg/vz5KQZrdu/ena5ZQZmpYMGCTpe1ff9KiWsf3I2k60XcunXLLn1NyZIl09Veess7I6f9dkvtO6REiRKaMGGCXn/9dfPYnj17tGfPHkmJwfFGjRqpSZMmat68uUqVKuX0+ZNy9nsNAJBxpCQCACCbSbrIqG1e8bRYB6SsnM3bbZX0P4/OXhmangVo3cmZxY9jYmI0b948c79GjRrpvprPEdvBn4wsYpze582RrHpd3O15kvbbasaMGerYseNdLaaakJCQ4bqultH3j6vfd7aPd0Zeg7bPX0RERLKAoKtfh6lJOkB4t27dunVX9StVqqRdu3apXr16yW67ceOGfvzxR73xxhuqX7++ihcvrhEjRujixYt3dU5X2bdvnxo1apThYIGUvd5r6VWiRAmVKVPG/KtYsaJatGihl156SceOHdOIESPMspcvX1aXLl2cSmGV9Errf//91+k+FS5c2K5P1j9XXr3taumZwefu92/S4Ex6v6Nd/f0s3Vu/3UaNGqXvvvsuWVBMSkxP9v3332vAgAEqXbq06tWrp++//z5DF48kDZol/d0MALh72eN/+AAAwJT0P7COFvBFogoVKtgt8Dp37txkC+H98MMPdgMSrp5dICXOdrDKyFVv7lwoMKc7fvy4nnvuObtFHatVq6YPPvhAGzdu1IkTJ8zFFg3DMP+S5rXHvcvVV5o6u4BoWipXrqzff/9d69ev19NPP51qfvL//vtPn3zyiSpWrJhsJlRmi42NVe/eve0GHwsVKqTXXntNq1at0j///KMbN24oKirK7r3miscrJ/Dw8NDUqVPtroA/cOCA3n//fYd1k6Z5S7p48v3M3e9f2+/njJyP72fHBg4cqFOnTumLL75Q8+bNU02BuGfPHg0aNEi1a9fWsWPH0nWOpCmIMnJxBgAgbaQkAgAgm0k65f3KlStO1bNdBE5KfyqIpFfepWex5exi6NCh2rhxo6TEafmrVq1S9+7dzdttB+F8fX311FNPubwPto9bWFiYDMNwOn9zQkKCy1N4ZNXr4m7Pk7TfkjR58mS7INDIkSM1ZcoUh4+vK1M83auCgoLMtEEZeQ0mnVmTNGWEq1+HqQkODjY/MwsVKpQsFVJWat26tblA6fHjx/Xbb79p69at+uWXX+wWhI6KitLgwYOVO3fuLEszs2TJErsr35s1a6ZVq1Y5vPr5fnqvWSwWTZ8+XZs3bzavZP/www81cOBAlS5dOtV6tgvzSokBg+jo6HStLXOvSnpl+uHDh9OVa9+RpN9f6V1jwx1rctyLv90CAwM1fPhwDR8+XDExMfrzzz+1fft2bd68WVu2bLELvBw6dEgtW7bUX3/9pQIFCjjVvu0i0blz584W9xkA7jXMMAAAIJspU6aM3b6z6SmS5gm25ld2VtK0COnJO5xddO7cWYUKFTL3bdMSnT592u5K8yeffDLFafN3yzYvb0xMTLqeh+PHjyebFXG3sup1cfLkyXSdJ2m/bJ9HqzVr1pjblSpV0uTJk50KxjgbdLuf2T6vFy9edHpRWylxPZLTp0+n2JZV4cKF7fbv9vWRGtvXzY0bN7JtSpyKFSuqf//+mjFjhi5cuKDNmzerUaNGdmVGjhzp9ELermb7XvPw8NDs2bOdSpVyv73XihcvrhdeeMHcj46O1nvvvZdmnQceeMDuwoCIiAgtW7bMbX3MSZJ+7oeEhLi0fS8vL7sZPv/880+66qe3vDPu9d9uvr6+atiwod544w39/PPPunbtmj7//HO7318XL17Uhx9+6HSbtgHWtIJzAICMI2AAAEA2U6NGDbt9Z/Mb58+f3+4/Tn///Xe6ps/v3r3bbr9u3bpO180uvL299cwzz5j7v/76q86dOycpMXhgm55g8ODBbulD0lzlW7dudbrutm3bXN2dLHtdWBc6dEZcXJz+/vtvc79s2bLJrhiMjIy0G4xs3bq10zmYk94HJGf7vMbHx+vPP/90uu5ff/1lt9ZKSq+ROnXq2O2n5/URHx+vffv2OVXWNt3LnTt3nK6XlSwWi5o1a6Zff/3V7vP/0qVL6XoeXMl20LJKlSpOL1B6P77XRo4cqdy5c5v7s2fPdrjGim2QQZI+//zz+yadU1qSpmv6/fffXX4O2+/oS5cupWuA3h3f0Uk/L9N7n3Pab7e8efPq+eef18qVK+0C/j/++KNT9UNDQ3X16lVzv2bNmi7vIwCAgAEAANlOiRIl7K7GPXTokNN1GzZsaG5HRkbqp59+crruggUL7PYbNGjgdN3sxHbx44SEBM2cOVPx8fGaNWuWWaZChQpq1qyZW87fvHlzu/2ZM2c6XTc9ZdMjK14X69atczo9ybp16+zSMKR0jqRpF5xdGPL27dtasWKFU2XvZ7avEUlavHix03WdeY2ULl1axYoVM/fT8/rYuHGjrl+/7lTZVq1a2e0vWbLEqXrZQa5cudSjRw+7Y3ezuPfdsH2/pWcR1vnz57ujO9la/vz57QLQd+7c0aRJk9KsM3ToULu867///rs+++wzt/Uxp2jRooXdILI73r8Z/Y6+efOmVq5c6fL+lClTxm7Ww5YtW5xOpXb9+nWtX7/e3A8KCnJpCid3atKkicqVK2fuO/tZd/DgQbv9hx56yJXdAgD8/wgYAACQDdnmOD5w4IDTC/P16dPHbv/99993KiXHypUrtX//fnO/WrVqql27tpO9zV7Kly+vli1bmvszZ87UmjVr7FI7Pfvss06vK5BeDz74oN1/YH/77TctWrTIYb2FCxdq165dbulTVrwuoqKi9NFHHzksZxiGJkyYYHesb9++ycolzfPs7MybqVOnuiXv9L3mySeftMuhPnPmTF24cMFhvYsXL+rbb7819728vNSzZ88Uy9q+Dp19fUhymOLFVseOHe0G37788ku7dEnZXdLB+aSLtGYW2/fbiRMnnPq82Lp1q93g5f1k5MiRds/VzJkz00wnGBgYqHHjxtkdGz16tDZs2OCuLuYIhQsXVufOnc39PXv2aOnSpS49x1NPPSVfX19zf9q0aTp16pTDeqNHj0622K6r2H42xsfH64MPPnCq3nvvvWf3+7BPnz5u+23jDrafd85+1iVdJPzRRx91aZ8AAIkIGAAAkA099thj5nZkZKTTaSnatWun8uXLm/v79+/X6NGj06xz6tQpPffcc3bHXnzxxXT0NvsZOnSouX327Fm79A9eXl52aYvc4c0337TbHzhwYJoDQb/++qsGDRrktv5k1eti8uTJ2rFjR5plxo8fb5eeply5cnavfyt/f3+7qxF/+uknHT9+PM22f/rpp3QNNt/PChQoYLfAbmRkpPr27WuXaiip6Oho9e3b11zwVZK6detmN5PA1tChQ+0WQ3bm9TFx4kSHZWz5+fnZvbYjIyPVoUMHMzWZs/76669kA1PptXv37nQNoCckJCQLLj7wwAOplrdYLHZ/rpyNYJsa6dq1a5o3b16a5U+cOKGnnnrqvk2rU7x4cfXr18/cj42N1ZQpU9Ks8+qrr6pjx47mflRUlNq3b6/vvvsu3Wtv3EtB0TFjxtilm3v22WfTldpPSlwUd+3atSnelj9/fg0ZMsTcv337th577LFU3z+GYeiDDz7QN998k64+pMfw4cPl6elp7n/xxRcOU/T8+OOP+vzzz819Dw+PZKmuMtOsWbN09uxZp8v/888/dqkI0/qss2X7WihQoEC2T8EEADkVAQMAALKhdu3a2f2HedOmTU7V8/Dw0Ndff213hdmHH36o/v37J5vibhiGVq1apSZNmtjlhm/QoIFbB68zwxNPPGGX1un8+fPmdvv27VWkSBG3nv/JJ59Uly5dzP3bt2+rTZs26t27t1auXKl//vlHhw4d0ooVK9SrVy+1bdtWt2/fVoMGDVS8eHGX9ycrXhdBQUGKjo5Wu3bt9O233yabJXPz5k0NHz5c48ePtzv+5Zdfpro2Qbdu3cztmJgYtWnTJsXB5LCwML3zzjvq0qWL7ty5owIFCjjd7/vZxIkT7RbM3LZtm5o1a6a//vorWdkDBw6oWbNmdoM3+fLl09SpU1Ntv0KFCnrttdfMfUevj5deeklvvfWWpOQzTNLywgsv6PHHHzf3Dx8+rNq1a+ujjz5Kc2D13Llz+uKLL9S0aVPVrl37rgMGR48eVdu2bVW9enV98MEHOnLkSKoD6qdOndKTTz5pN8uoTp06WZZexPa9JknDhg0z07vZiouL05w5c9SoUSNduHDhvn6vvf7663afXd9++22aqWUsFotmz56t6tWrm8diY2M1ePBg1apVS3PmzLHL1Z5UfHy8tmzZomeffVbdu3d3zZ3IBmrVqmU36+zWrVtq2bKlXnrppTQXSw8NDdWSJUvUs2dPlSlTRnPmzEm17Pvvv2+3Lsfx48dVvXp1jRw5Ups2bdKxY8e0b98+zZgxQ40aNdL//vc/SXLb41yuXDnzs05KfG67d++uyZMnJ1uAPjo6Wh9++KG6d+9u934cOXJklqYjmjVrlipUqKDOnTtr/vz5qaaRS0hI0E8//aS2bdvaBcaeeuoph+e4c+eO3ToSSX8rAwBcyECme/XVVw1J5l/p0qXTVX/Dhg3G008/bVSsWNHw9/c38uXLZ9SoUcMYOXKkceTIkQz16fDhw8bIkSONGjVqGPny5TP8/f2NihUrGv369TM2bNiQoTYBAHenVatW5ndFvXr10lV37Nixdt81kgxPT0+jYcOGRq9evYyOHTsaJUqUSFamWLFixsmTJ9Nse+bMmXZ1Nm/e7HS/+vfvb1c3LaVLlzbLNW3a1OlzWI0ePTrZ/ZNk/Pjjj+luKyPCwsKMRx55JMU+pPSXP39+48yZM3b3u1mzZmmeI72PUWa+Lr788ksjd+7cdvfv8ccfN3r37m00bdrU8PHxSXael19+Oc1zXL161cifP3+yepUrVza6detm9OzZ02jcuLHh7e1t3lagQAFj1qxZduVnzpyZ6jk2b97sdNmMSPocnD592ql6GX3fpff+rFu3zvD19U32GFerVs148sknja5duxo1atRIdru3t7exatUqh/2JiopK8X2R1uujevXqxhtvvJGux+3mzZtGvXr1kp3Hw8PDePDBB41OnToZTz31lNGlSxfj0UcfNQoUKJCs7PTp01Nt35n3XtLnTJIRGBhoNG7c2OjSpYvx1FNPGZ07dzaqVq2arJyPj4/xxx9/pHkfk9Zx9rXkrEcffTTZOYoUKWJ07NjR6NOnj9GmTRsjKCjI7rFdvXq1Xfn+/fs7fR8clb3b7wRHbNvP6OPZs2dPuzZGjhzpsM7169eNFi1apPi9YLFYjMqVKxstWrQwunfvbvTp08fo2LGjUadOHcPf3z/FOoUKFTJ++OGHVM+X9DPBHY9lep7X1AwZMiTF+1e2bFnj8ccfN/r06WN0797daN26tVGmTJlk5Xr27Jlm+4cOHTIKFiyY4jlS+mvQoIHx77//2h0bN25cqu2fPn3aruzYsWPT7E9cXJzd7z7rX548eYzWrVsbvXv3Ntq0aWPkzZs3WZlHH33UiImJSbP99Pz+SsqZ917Tpk1TfK7atGlj9OzZ0+jTp4/RunXrFB/zhx9+2IiLi3PYj40bN9rV++WXX9J1PwAAziNgkMl+//13w8PDw+6LztmAQVhYWLIfoSn9Z+2DDz5IV58mTJhg9x/rlP569+5thIeHZ+AeAwAyas6cOXaDBufOnUtX/alTpxpeXl5O/2e4atWqTg2Q5JSAwcmTJw2LxWJ3vuLFixt37txJd1sZFRYWZjz99NMOH/s6deqYj32hQoXM4x06dEiz/Yw8Rpn5uvjll1/sggZp/T333HNGQkKCw/Ns27bNCAgIcKrNwoULG3v37k3XoPn9HjAwDMPYtGmTERwc7PRrJCgoyFi/fr1T/TGMxMF8Z4NpFSpUMM6cOZOhxy06OtoYNGhQss8BZ/4sFouxYMGCVNvOaMDAmb/g4GCHF+xERUXZ1fH09DSuXbvm8DFJjytXrhiVK1d2qs/e3t7ma8v2+P0WMPjrr7/s2sidO7dTz0t8fLwxbdo0uwBMev8CAwONUaNGGWFhYWmeK6cEDAzDMD7//HMjV65cGXo8hg0b5rD9I0eOGPXr13fY1lNPPWVERkYahw8ftjs+derUVNtOb8DAMBI/sxz9fz/p35NPPmlERUU5bDsrAgbO/DVr1sy4ceOGU/14/vnnzXrFihXL1N9zAHC/Yf5WJoqLi9OgQYPSnZPSWrdLly5avHixeax69erq16+fevToYS7uFhcXp7feekvvvvuuU+2OGTNGb7/9tjkNvGjRourRo4f69eunatWqmeUWLlyobt266c6dO+nuOwAgY3r06KFChQpJkgzD0OzZs9NV/7XXXtPBgwfVrVs3u8VMkypbtqymTZumv/76S2XKlLmbLmcr5cqVU6tWreyOPfPMM3Z5gt0tICBAc+bM0e7duzV8+HBVqVJFAQEByp07typVqqQuXbpoxYoV+v33383HPiwszKwfGBjo8j5l5uuiTZs2+vPPP9W1a1d5e3unWKZKlSpavXq1vvzyS6cWa2zSpIn27t2rDh06pFo+ODhYzz//vA4ePEh+4wxo3ry5jh8/rhEjRih//vyplgsODtZLL72k48ePq3Xr1k63HxQUpB07dmjSpEnmZ1xS+fLl0yuvvKK9e/eqdOnS6b4PkuTr66tvv/1Wf/31l3r37p1sQeGkPD099cgjj2j8+PE6efKk3ZoOGdG1a1ctWLBAffr0SXVdB1tFixbVqFGjdPz4cbuF21Py+++/2+337dvX5emAChcurD/++EMvvviicuXKlWIZHx8fdenSRXv27NGAAQNcev6c6MEHH1S7du3M/cjISH3yyScO63l4eOjll1/WuXPn9Omnn6pBgwZOpVoJDg5W+/btNW/ePF2+fFlTpkxx+DrPSZ5//nmdPn1aI0eOdCpdX6VKlfTCCy/ot99+0/Tp0x2Wr1y5snbu3Klly5ape/fuKlu2rHLlyqV8+fKpRo0aGjJkiHbv3q25c+fK399foaGhdvVd/R3t6+urRYsWad26dWrQoEGq33EWi0X16tXTTz/9pOXLl6f5XZ5Zvv32W02ePFnNmjVL9fPCVv369TVv3jxt2rRJ+fLlc1g+JiZGCxcuNPeTrvsAAHAti2HcpytTZYEJEybonXfekST16dNHCxYskCSVLl3a4SJlY8aMMRft8/Pz08yZM9WrVy/z9tjYWL399tv68MMPJSX+iNi8ebOaNm2aapsbN260G0gZNWqUJkyYIB8fH/PYwoUL9eyzz5oL3o0fP15jxoxJx70GANyNcePGmTney5Ytq5MnTzo1qJrU7du3tX37dp07d04hISHKlSuXChU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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### variant globally all together \n",
    "only_global_models = True\n",
    "_pd_response_time_x_perc_loss_comp = pd_response_time_x_perc_loss_comp.copy()\n",
    "_pd_response_time_x_perc_loss_comp.index = _pd_response_time_x_perc_loss_comp.model_author\n",
    "if only_global_models:\n",
    "    _pd_response_time_x_perc_loss_comp = _pd_response_time_x_perc_loss_comp.loc[glob_models]\n",
    "    _pal_models = []\n",
    "    for m in glob_models:\n",
    "        _pal_models.append(dict_model_col[m])\n",
    "    _hue_order = glob_models\n",
    "    add = '_only_global_models'\n",
    "else:\n",
    "    _pal_models = pal_models\n",
    "    _hue_order = hue_order\n",
    "    add = ''\n",
    "\n",
    "_pd_response_time_x_perc_loss_comp = _pd_response_time_x_perc_loss_comp.reset_index(drop=True)   \n",
    "\n",
    "# let's remove the -0.1°C-2.0°C as it only works for RGI04...\n",
    "_pd_response_time_x_perc_loss_comp = _pd_response_time_x_perc_loss_comp.loc[_pd_response_time_x_perc_loss_comp.temp_ch_classes!='-0.1°C-2.0°C (n=40)']\n",
    "for anonym in ['']: #, '_anonym']:\n",
    "    for p in [-50,-80]: #,-90]:\n",
    "        plt.figure(figsize=(16,10))\n",
    "        plt.rc('font', size=24)  \n",
    "        sns.boxplot(data=_pd_response_time_x_perc_loss_comp, hue='model_author', y=f'diff_resp_time_{p}%',\n",
    "                    x='temp_ch_classes', palette=_pal_models, saturation=0.6,\n",
    "                       hue_order=_hue_order, dodge = True, #hue='ssp',\n",
    "                                        fliersize=0, whis = [5,95], \n",
    "                                        #y = 'time', #hue_order = ['2040', '2100'],\n",
    "                                        linewidth=3,\n",
    "                                        capprops={'color':'grey', 'alpha':0.7},\n",
    "                                        whiskerprops={'color':'grey', 'alpha':0.7},)\n",
    "        plt.grid(axis='y')\n",
    "        if only_global_models:\n",
    "            plt.title(f'Differences in years to reach {-p}% of total changes\\n between individual glacier models and median over glacier models\\n(only global models, all RGI regions)')\n",
    "        else:\n",
    "            plt.title(f'Differences in years to reach {-p}% of total changes\\n between individual glacier models and median over glacier models (all RGI regions)')\n",
    "        plt.ylabel(f'Year differences', fontsize=28)\n",
    "        plt.xlabel(r'$\\Delta$T (°C)', fontsize=28)\n",
    "        for f in np.arange(0.5,2,1):\n",
    "            plt.axvline(f, color= 'grey', ls='-', lw=3)\n",
    "\n",
    "        ax = plt.gca()\n",
    "        _leg = ax.get_legend()\n",
    "        handles, labels = ax.get_legend_handles_labels()\n",
    "        _leg.remove()\n",
    "        #n = len(hue_order)\n",
    "        \n",
    "        if anonym=='_anonym':\n",
    "            labels_l_anonym = []\n",
    "            for m in _hue_order:\n",
    "                labels_l_anonym.append(model_order_anonymous[m])\n",
    "            leg = ax.legend(handles, labels_l_anonym, #title=f'{n} models',\n",
    "                            loc='upper right', framealpha = 0.7, ncol=2, fontsize=20)\n",
    "        else:\n",
    "            leg = ax.legend(handles, labels, #title=f'{n} models',\n",
    "                            loc='upper right', framealpha = 0.7, ncol=2, fontsize=20)\n",
    "        if p==-50:\n",
    "            plt.ylim([-120, 120])\n",
    "        else:\n",
    "            plt.ylim([-400, 400])\n",
    "\n",
    "        qs = _pd_response_time_x_perc_loss_comp.groupby(['model_author',\n",
    "                                                        'temp_ch_classes'])[f'diff_resp_time_{p}%'].quantile([0.05,0.25,\n",
    "                                                                                                              0.75,0.95]).loc[('PyGEM-OGGM_v13', '2.0°C-4.0°C (n=31)')].values\n",
    "        for pp,q in enumerate(qs):\n",
    "            perci = [5,25,75,95][pp]\n",
    "            if perci <=75:\n",
    "                ax.text(-0.56,q-2,f'{perci}%', color = 'dimgrey', fontsize=18)\n",
    "            else:\n",
    "                ax.text(-0.56,q*0.98,f'{perci}%', color = 'dimgrey', fontsize=18)\n",
    "        med_resp_time_temp_ch_classes = _pd_response_time_x_perc_loss_comp.groupby('temp_ch_classes').median(numeric_only=True)[f'resp_time_{p}%']\n",
    "        plt.axhline(0, ls='--', color='grey', lw=4, alpha = 0.5)\n",
    "\n",
    "        for e,r in enumerate(med_resp_time_temp_ch_classes.values):\n",
    "            text = f'median time={int(r)} years'\n",
    "            if p==-50:\n",
    "                ax.text(e,0.-120,f'{text}', color = 'dimgrey', fontsize=18, ha='center', va='bottom', zorder=6)\n",
    "            else:\n",
    "                ax.text(e,-400,f'{text}', color = 'dimgrey', fontsize=18, ha='center', va='bottom', zorder=6)\n",
    "\n",
    "\n",
    "        xlim0,xlim1 = ax.get_xlim()\n",
    "        plt.xlim([-0.565,xlim1])\n",
    "        plt.tight_layout()\n",
    "        plt.savefig(f'figures_partB/response_time_scale/3_response_time_glacier_model_diff_boxplot_5000yrs{anonym}_{p}%change{add}_{DATE}.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b3e308be-21e8-48d8-aee5-ff1a7fa46e9b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "01a34131-51f7-496d-bf5e-584b5735c08c",
   "metadata": {},
   "source": [
    "### regional "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bd0a7e3a-a916-43cc-9f13-daf45b989ffa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WPXr0aPKY+/Tpo86dOys5OVk//fSTrrvuOgUHB1u1qbx9sMViqXXCSfX6VlhYWG99q5y8IlXcirc2hmFo//792rVrlxITE3XmzBkVFhZarVvdmTNnalxlsrro6Ogar+tcMTExslgsMgxDH3/8sTIyMjRixAh17NjR5npAXcrLy/Xee++Z+0i7du00Z84cF4+qJnJOFXIO4Bp79+7Vp59+Kqkib8yZM8ch+x31rQr1Db6IGlCFGgAAgLXc3Fy9/fbbOnz4sFq2bKnrr79esbGxioyMVHFxsRITE7Vq1Srt379fa9as0dGjR3X//ffbdRee6px1TDciIkItW7ZUfn6+MjIyVFRUxDFdjunCDTC5HvAAKSkp5q1bJk2apO7duzfLdgMCAjRmzBitWrVKmZmZiouL08CBA83n9+3bZ94C74ILLqj1D2BmZqb5eOHChQ3afl5eXo3vpaWl6a233qrzD3tt6rsKQn23sZGkgQMHatSoUdq6datyc3O1ZMkSLVmyRG3atFGvXr3Up08fDRo0SFFRUXaPC2iI6lehqLyqhi3V29QXTm2hDlShDgDOQX2rQn2DL6IGVKEGAO4tKChIXbt2VdeuXTVy5Ei99NJLysrK0htvvKHHH39cXbp0sbuvkydPasGCBeY+fNlll2ny5MkOG+v48eP1ySefqKioSD/99JPVhy2nTp0yb/M7YMCAWidfVK9vX3zxRYO2XVt9y8rK0ttvv62EhAS7+3FEfevUqZMuvfRSffPNNyoqKtLXX3+tr7/+WhEREerVq5d69+6tQYMGqUOHDnaPC77LMAx99NFH2r59u6SKK4o++OCDdd5eWyLnVEfOAXzHwYMH9fbbb6u8vFwWi0WzZs2q8w4fDUV9q0J9gyuRcapQAwAAcL3i4mK99NJLSktLU8uWLfXYY49Z3XE0JCRE/fv3V//+/fXJJ59o3bp1On78uD799FPdcccddm/H2cd0O3XqpISEBJWVlWnnzp1WfXNMl2O6cA0m1wNurry8XO+//75KS0vVpk0bzZgxo1m3P378eK1evVqGYWjjxo1WBykqz4qTar+1niTzljSNUVZWVqOvV155xbxKQEREhAYPHqyOHTuqVatW8vf3N8/k37Fjh3bs2CFJdZ4xV8meWxZK0q233qr+/ftr9erV5q1sMjMzlZmZqe3bt8tisWjgwIG6/vrr+SMOh6v+YW19t4yUrMNvSEhIk7ZNHahCHQAcj/pW1Rf1Db6IGlDVFzUA8Bxt27bV1VdfrYULF6q0tFTffvut5s2bZ9e6p06d0muvvWbWs0suucThx3pGjRqlpUuXqqioSBs2bLCqY81d38rKyvT666/r5MmTkirq/pAhQ9S5c2e1atVKgYGBZn07fPiw1q5dK6n++lb99sC2zJgxQ927d9f333+vo0ePSqr4YGjXrl3atWuXFi9erN69e+vaa69Vz549G/JS4UMqr5S1ceNGSRUfBD700EP1XhmUnFPVFzkH8A2HDh3Sm2++qZKSElksFt10000aN26cQ7dBfatCfYOrkHGq+qIGAADgeuvWrVNaWpokaerUqVYT68919dVXa9u2bSooKNCOHTt03XXXKSIiot5tNMcx3fbt2+v48eMqKyvT5s2brSbXc0yXY7pwDSbXA24uOTnZPPusU6dOWrNmTa3t8vPzzccFBQX65ptvzOWpU6fa/Y/4udq1a6cBAwbowIED2rNnj7Kzs9WqVSudPn1aBw4ckCT16NFD0dHRta5f/eoFL7/8cpOuSLB27VrzAMUFF1ygOXPmyN+/9jJW+cfVkSwWi0aPHq3Ro0crMzNTCQkJOnbsmA4fPqyUlBTzdjgJCQn67W9/26Cr1gH1qf4PQPUzTuvyyy+/mI+betCMOlCFOgA4HvWtAvUNvooaUIEaAHieQYMGmY/j4+PtWufUqVN69dVXzQkoF198sa666iqHjy04OFgXXHCBNmzYoMTERCUmJqpbt24qLi7Wtm3bJFVM/BgyZEit61evb0899VST9vkdO3aYH8L0799f99xzT531srIOOlpsbKxiY2OVnZ2tI0eO6NixY4qPj1dSUpIMw1BCQoJefvll/epXv1JMTIxTxgDPVTmxfv369ZIqJtb/5je/Ubt27epdl5xTgZwD+IbqE+sl6cYbb9T48eMdvh3qWxXqG1yFjFOBGgAAgHvYt2+f+XjAgAE22wYFBalXr17av3+/DMPQiRMnFBsba3MdRx3TNQxDRUVFNb5fVFSksrIyWSwWtW3bVmlpaTp58qSOHDmirl27qri4WFu3bpUktWrVSoMHD67ztVXimC7gGEyuB9ycYRjm43379lmFgroUFBToyy+/NJcnTpzY6Mn1kjRhwgQdOHBAZWVl2rRpky699FJt2rTJPOOsrrPipIoPnCr/4J45c0adOnVq9Dji4uIkSX5+frrxxhvrPEAh2XcwpynatGmjNm3aaOTIkZKklJQUffzxx4qPj1dhYaGWLVum+++/36ljgG+pHnxPnDhRb/vqbTp37tzk7VMHaqIOAI5BfatAfYOvogZUoAYAnqf6hxXVL3hQl3M/hJk6daquvvpqZw1PEyZMMK9otGHDBs2aNUs7duwwr2A0duxYtWjRotZ1q9+e98yZM036IKayvknSDTfcYHPySvVJN87QqlUrDRs2TMOGDZMknT59Wl988YV27typsrIyLV68WH/4wx+cOgZ4lnMn1kdEROg3v/mNzSugVUfOqUDOAbxf5cT64uJiSdLMmTM1YcIEp22P+lYT9Q3NiYxTgRoAAIB7qD6525675FS/C09tk92rc+Qx3aKiIi1ZsqTG98vKypSamipJVnniww8/VN++fZWamqrCwkJJFcemSktLa80dHNMFHM/P1QMA4P4GDx6syMhISdKmTZvMgxVSRTAZMWJEnev27dvXfLx///4mjSM7O1uSFBYWZhV2zlVSUqLDhw83aVsN1alTJ911113mbW8SEhKadfvwfp06dVJUVJQkKTU11eaBuMLCQvN3MDAw0Go/bCzqQP2oA0DjUN8qUN/gq6gBFagBgOfJyMgwH4eFhdlse+6HMFOmTNG1117r1PF17dpVvXr1kiT99NNPKiwsNCfbWywWjRs3rs51nVHfJNV7pe/KK002l6ioKM2dO9d8/5KTk+06UQK+oakT6yVyTiVyDuDdzp1Yf8MNN2jSpElO3Sb1rX7UNzgTGacCNQAAAPdQ/SIoZ86cqbf96dOnzcehoaF1tnPFMd2goCDz9WRkZFhNvJekjh071rkux3QBx2NyPeDmoqOj9cYbb9T79dxzz5nrREVFWT1n6x96e/j5+Zln+f/yyy9avHixzp49K0kaOXKkAgMD61x3xIgR5hlzq1evNkNHY1QGiJycHPNKa7X54YcflJeX1+jtNFZYWJh5tl7l1REAR6o8E1Oq2J/qsnHjRvMM29jYWJv7qL2oA/ahDgCNQ32jvsG3UQOoAYAnqpxwK8mcxF6b5ORkqw9hLrroIl133XVOH58kjR8/XpLMKxUeO3ZMkjRo0CBzMkxtBg0aZH44sXnzZqWnpzd6DNXraPUTEs71008/KSUlpdHbaawWLVpYXdWJGodKn3zyibmft2rVSr/5zW/UoUOHBvdDziHnAN7s8OHDVhPrr7/+ek2ePNnp26W+2Yf6Bmci41ADAABwF9Wv0L5t2zabbdPT081jpBaLRd27d6+1XXMe023RooW6dOlifvXo0UNSxRXtjx07ppycHEkVcwFtXUGeY7qA4zG5HoBdqt8ufN26deb3bd1aT5IiIyPNq5RkZWXpn//8Z723hDl58qQ+/PDDGt+vDDWGYWj58uW1rrt9+3Z9+eWXNvtvjK+++koHDhyw+Qd5+/bt5sGTrl27OnwMwLRp08ywvG7dOu3Zs6dGm2PHjpn7gJ+fn6ZPn+6w7VMHqAOAs1DfqG/wbdQAagDgLn788UcdOnRIhmHU2aa8vFzfffedfvzxR/N7EyZMqLVtSkpKjQ9hrr/+escO2oZhw4aZH6g0pL4FBQXp8ssvlyQVFxdrwYIFSkpKsrlOenq6Fi9ebH7YU6n6B1TLly+vtdYcOnSo1trYVD/88IN27typ0tLSOtskJCTo1KlTkipunVzfXQjgGz755BNzH2/VqpUefvjhRk2sl8g5EjkH8FaHDx/WG2+8YTWx/qKLLmq27VPfqG9wLTIONQAAAHdR/a41W7Zs0caNG2ttl5WVpXfeecf8+zlkyJBar1zv6mO6bdu2NU8GrD5x3dZV6yWO6QLO4O/qAQDe7JdffjFvQ1epsrhLUlJSUo1/tvv376/+/fs3y/gaIiIiQkOHDtXOnTvN7/Xs2dPqDMC6XHXVVTp16pTi4uKUlJSkZ599VrGxserdu7ciIiJkGIZyc3OVnJysw4cPKz09XX5+fpo1a5ZVPxMnTtSmTZtUXl6udevWKSkpSeeff75at26t7Oxs7dmzR4cOHVJQUJBiY2O1a9cuh73+w4cP66uvvlJ4eLgGDBig6OhotWrVShaLRVlZWYqLi1NcXJzZ/pJLLnHYtuHZHFkHwsPDNXPmTC1atEiGYejf//63RowYoZiYGPn5+SkhIUFbt25VSUmJJOmKK66oN2A3BHWAOgBUR32rQH2Dr6IGVKAGAN7l+PHj+vjjjxUZGamYmBh16dJF4eHhatGihQoKCpScnKw9e/YoMzPTXOeSSy5Rv379avR15swZvfrqq+YHE9HR0erTp492795tcwyBgYEaOHCgQ15PQECAxowZo5UrV5rfa926tQYPHlzvuhMnTlRiYqI2b96sX375RX/96181YMAA9e/fX5GRkZKk/Px8paam6siRIzp58qSkitsjVzdu3Dh9//33Kiws1J49e/TnP/9Zo0aNUlRUlPLz8xUXF6c9e/bIYrFo5MiR9V5dqiGSkpL02WefKSQkRAMGDFC3bt0UEREhf39/ZWdn68iRI9qzZ495MsWll17qsG3Dcy1fvtycoGWxWDR58mSlpKTUexWubt261XpHCHIOOQdwJ476Py4pKcnqivUDBw5UVFRUvTknLCxMffr0acIrqEJ9o76h4TiWU4EaAACAdxk4cKDOP/987dq1S4Zh6IMPPtC2bdsUGxuryMhIFRcXKzExUVu3bjVPPAsNDdW1115boy9nHtMNCgrSNddcY9drCgwM1A8//GAut27dWnfccYf8/PzMu+fUhmO6gGMxuR5wotOnT+vbb7+t8/lTp05ZHbSQKs7cd8fJ9VLFldiqH6SovL14fVq0aKH7779fS5cu1Q8//KCysjLt2rXL5kGE6rdvqdSlSxfNmjVLH374ocrLy3X06FEdPXrUqk1oaKjmzp2ro0ePOvQgRaWcnBxt27atzmAQFBSkmTNn2vVBNXyDo+vA6NGjVVxcrM8//1wlJSXavn27tm/fXmP9Sy+91CkhkjpAHQAqUd8qUN/gq6gBFagBgHc6c+aMNm/ebLNNSEiIrrrqqjqvWp+RkaHs7GxzOSkpSW+99Va9246KitLzzz/fsAHbMH78eK1atcr8sGHcuHHy87PvZqa33HKLOnTooK+//lrFxcU6cOCADhw4UGf7sLAwBQQEWH0vPDxc8+bN03/+8x8VFxcrJSVFS5cutWoTGBiom2++WeXl5Q79IKZSQUGBdu7caVXnq2vRooWmT59e53sJ35KQkGA+NgxDy5Yts2u9OXPmaMyYMbU+R84h5wDuwlH/x508eVJFRUXmcn0ZoVLfvn318MMPN3DUdaO+Ud/QMBzLqUANAADA+9x+++0KDg42j+nGx8crPj6+1rYdOnTQHXfcofbt29d4zpnHdC0Wi3nnn/pMnjxZa9eutTqm27JlS7vW5Zgu4DhMrgdgt969eysgIEAlJSUKCQnRsGHD7F63RYsWuu666zRp0iRt3rzZPNM/Pz9fFotFoaGhat++vXr06KGBAwfWefWSsWPHqmvXrlq9erXi4+OVk5Oj4OBgRUZGasiQIRo/frxat25d4+BFU9133306ePCgjhw5osTERGVkZCgvL0+GYSgkJEQdO3ZUTEyMxo4dW+sBFsCRJkyYoJiYGK1fv14HDhzQmTNnZBiGIiIi1L9/f1144YWKjo52yrapA9QBwJmob9Q3+DZqADUAcLUbbrhBsbGxOnLkiJKSksz9oaysTEFBQQoPD1eXLl00cOBADRs2TCEhIa4ecr3atm2rdu3amVdbHDt2rN3rWiwWXXzxxRozZow2b96sgwcPKiUlRXl5eZKkli1bql27durWrZtiYmI0cOBAtWjRokY/gwYN0pNPPqlVq1YpLi5OWVlZCggIUOvWrTVw4ECNHz9e7du3r/eEhoa6+eabNWLECB0+fFgnTpxQenq6cnNzVVZWppCQELVr1079+vXT2LFja/0wDXAkcg45B4DjUd+ob3A9Mg41AAAAdxAQEKA5c+Zo0qRJ2rJlixISEpSZmamCggL5+/srPDxc3bp1U2xsrIYPHy5/f/eeMssxXY7pwj1YjMpTXID/k52drYiICGVlZalVq1auHg7cyO7du80z8iZNmqSZM2e6eERwN3l5efrHP/5h9b1HH31UoaGhLhoRHI06gPpU1oHCwkL99a9/das8QcaBLdQ31Iec492oAaiPO2cciZyDuiUlJemFF16QJMXGxuree+918Yjgbsg43o+cg/qQc+CpqG+oDznHu1EDUB8yDgBvRs7xbhzTRX3cPed4C/vuAQwAktavX28+tvfWegC8C3UAgLeivgG+jRoAwFtR3wBQBwB4K+ob4NuoAQAAwFuRcwD3wOR6AHaJj49XXFycJGngwIHq1KmTi0cEoLlRBwB4K+ob4NuoAQC8VXp6urZs2SJJ6tChgwYOHOjiEQFobuQcAN6K+gb4NmoAAADwVhzTBdyHv6sHAMA9FRcXKz4+XuXl5UpJSdHKlSslSRaLRVdccYWLRwegOVAHAHgr6hvg26gBALzZ/v37ZRiGMjIytHr1apWWlkqSZsyYIYvF4uLRAXA2cg4Ab0V9A3wbNQAAAHgzjukC7onJ9QBqlZOTo9dff73G96dNm6YePXo0/4AANDvqAABvRX0DfBs1AIA3q62+DR8+XMOGDXPBaAA0N3IOAG9FfQN8GzUAAAB4M47pAu6JyfUA6hUcHKwOHTpo0qRJGjlypKuHA8AFqAMAvBX1DfBt1AAA3iooKEht27bV2LFjNWHCBFcPB4ALkHMAeCvqG+DbqAEAAMBbcUwXcC9MrgdQqzZt2uiNN95w9TAAuBB1AIC3or4Bvo0aAMCbUd8A30bOAeCtqG+Ab6MGAAAAb0bOAdyTn6sHAAAAAAAAAAAAAAAAAAAAAACAqzG5HgAAAAAAAAAAAAAAAAAAAADg8/xdPQC4H8MwJEnZ2dkuHgkAT5OXl6fCwkKr72VnZ6usrMxFIwLQ3CrrQFFRkaSqXOEOyDgAmoKcA/g2d844EjkHQOORcQCQcwB4K3IO4NvIOAC8GTkH8G3unnO8hcXgJ4tznDx5UtHR0a4eBgAA8AJJSUnq2rWrq4chiYwDAAAcx50yjkTOAQAAjkPOAQAA3oiMAwAAvJW75RxvweR61FBeXq7k5GSFh4fLYrG4ejjwQNnZ2YqOjlZSUpJatWrl6uEAcAHqAAzDUE5Ojjp37iw/Pz9XD0cSGQeOQX0DfBs1AO6YcSRyDhyDGgf4NmoAyDnwVtQ3ANQB30bGgTejvgG+jRoAd8053sLf1QOA+/Hz8+NMFjhEq1at+OMN+DjqgG+LiIhw9RCskHHgSNQ3wLdRA3ybu2UciZwDx6LGAb6NGuDbyDnwZtQ3ANQB30XGgbejvgG+jRrg29wx53gLTlcAAAAAAAAAAAAAAAAAAAAAAPg8JtcDAAAAAAAAAAAAAAAAAAAAAHwek+sBOFxQUJCefvppBQUFuXooAFyEOgDAW1HfAN9GDQDgzahxgG+jBgDwVtQ3ANQBAN6K+gb4NmoA4FwWwzAMVw8CAAAAAAAAAAAAAAAAAAAAAABX4sr1AAAAAAAAAAAAAAAAAAAAAACfx+R6AAAAAAAAAAAAAAAAAAAAAIDP83f1AAA0zsmTJ7V06VIdP35cERERmjp1qsaMGePqYaGazMxMffHFFzp8+LBatmyp8ePHa8qUKbJYLK4eGrzA4cOH9eWXXyo5OVnt27fX9OnTNWTIEFcPC9VQp4HGYd9xf2QcOBs5x/1Rq4HGYd9xf+QcOBs5x/1Rq4GGY79xf2QcOBsZx/1Rq4HGYd9xf+QcOBs5x/1Rq+E0BuDljh07Zrz11lvG7NmzjdjYWKN169aGv7+/ERkZaQwZMsS4++67jbVr1zp1DOXl5cYXX3xhXHfddUavXr2M4OBgo23btsbw4cONZ555xjhx4kSD+nvppZeMoKAgQ5LV1/Tp042zZ882eHxZWVnGxx9/bMybN88YOnSo0blzZyMwMNAICwszoqOjjSlTphi///3vjU2bNjW476ZYtmxZjdd47Ngxp21v1apVxpw5c4y+ffsaLVu2NH9HHn30USMuLq5BfX344YdGq1ataox/1KhRRlJSUoPHVlBQYCxdutT41a9+ZQwfPtzo2rWrERwcbLRs2dLo3LmzMX78eOPhhx82vv/+e6OsrKzB/fuqhx9+2Or96d69u1O2U1RUZCxatMi47LLLjG7duhlBQUFGx44djTFjxhh///vfjYyMDLv7KisrMx599FHDz8+vxu/X3LlzjcLCwgaPLy0tzXj33XeNWbNmGYMHDzY6dOhgBAQEGK1atTJ69OhhTJ8+3XjmmWeMPXv2NLjvuhw7dqzG+Bvy9fTTTztsLIZBnYZnIuPUz133HTJOFTKO85BzKpBzqNXwTOSc+rnrvkPOqULOcR5yTgVyDrUanoeMUz933W/IOFXIOM5DxqlAxqFWwzORc+rnrvsOOacKOcd5yDkVyDnUangWJtfDa+3cudMYOXKk3X8MJk2a1OACbY9Tp04ZF110kc1th4WFGe+++65d/S1YsMBmX+PHjzdKSkrs6isvL8/485//bERGRtr9c+rXr5/x4YcfGuXl5U34qdQvKyvL6NKlS7OE+KysLOPGG2+0+boDAgKMv/zlL3b1t3z5csNisdTZV//+/Y2srCy7+iopKTHeeOMNo3Pnzna/R126dDEWLFhg9++Br9q6dWuNEOyMAB8XF2ecd955Nt+z9u3bG1999ZVd/T366KM2+7rpppvsHltmZqbxu9/9zggJCbH792v48OHGt99+29gfh6mpAf7NN99s8hgqUafhacg49XPnfYeMU4GM41zkHHJOJWo1PA05p37uvO+QcyqQc5yLnEPOqUSthich49TPnfcbMk4FMo5zkXHIOJWo1fA05Jz6ufO+Q86pQM5xLnIOOacStRqehsn18FofffRRrUXt2muvNe6++25j5syZRteuXa2e79y5s5GQkOCwMWRlZRmDBw+22sbIkSONuXPnGtdee63RunVrq+cWLlxos7/Tp08b4eHhhiRj6NChxpo1a4ycnBwjPj7euO+++8x+3nnnnXrHduLECSM2NrbGz6hbt27GFVdcYcydO9e49dZbjYsvvtjo0KFDjXZ/+9vfHPVjqtU999xT6x8mR4f44uLiGn+4Bw8ebNx6663GzJkzjU6dOlk99+yzz9rsr7S01OjevbshyejRo4exdOlS4+zZs8aJEyeMP/7xj0aLFi0MScb8+fPrHdvp06eNyZMn1/gZdOjQwZg+fbpx2223GXPnzjUuu+wyc5vVv+677z5H/Zi8TnFxsTFkyJAaPzNHB/ikpCSrf8AsFosxceJE44477jBmzJhhFZwDAgKM1atX2+zv0KFD5j8dkyZNMrZu3Wrk5uYae/fuNa677jqzr/r6MQzD+Pnnn41u3brV+Bn079/fuOqqq4w777zTmD17tjFlypQatUqS8cknnzTpZ5OZmWn86le/svtr2LBh5rYDAwONzMzMJm2/EnUanoiMY5u77ztkHDKOs5FzyDmVqNXwROQc29x93yHnkHOcjZxDzqlErYanIePY5u77DRmHjONsZBwyTiVqNTwROcc2d993yDnkHGcj55BzKlGr4YmYXA+vVRni+/TpY/z1r381Tp48WaNNWVmZ8c477xgtW7Y0C97o0aMddkbRnDlzzH6joqJq/FHNzc01Zs+ebfVHKT4+vt7X1KZNGyM9Pb3G87fccoshybj00kttjuvYsWNGx44drULFrFmzjH379tXavry83Ni2bZsxZ84cMzw4+rYv1f3444/mGaazZs1yaoifP3++2XdwcLDx0UcfWT1fVFRk/O53v7P6Wdm6XdnmzZvNMHbw4MEaz//hD38wJBkxMTE2x3XmzBkjJibG6rVfdtllxpYtW+r8/dyzZ4/x0EMPmbe7ue222+r/Afio5557zvy5Vv8dc3SAHz9+vFXfu3fvtno+IyPDmDJlilWdOHPmTJ39vfDCC2bIzs/Pt3qurKzMmDBhgiHJuPfee22Oa9u2bUZYWJjVPw+/+tWv6ty/SkpKjB9++MG44oorzHXsPVPUUUaMGGFu+9prr3VYv9RpeCIyTt3cfd8h45BxmgM5h5xTiVoNT0TOqZu77zvkHHJOcyDnkHMqUavhacg4dXP3/YaMQ8ZpDmQcMk4lajU8ETmnbu6+75BzyDnNgZxDzqlErYYnYnI9vNbatWuNd9991ygtLa237RdffGEVlhxxW5W9e/da3damrj7LysqMsWPHmu1uvvnmOvv8y1/+YkgyrrrqqlqfX7JkifnHvS5FRUVWfwiDg4ONJUuWNOh1DR482Gl/GAoKCox+/fqZ/4DFxcU5LcSnpaUZoaGhZt//+te/6mxb/fZUY8aMqbPdhx9+aEgVZ8XVZteuXYYkIygoqM4+ysvLjSuvvNLcnp+fn/H666/b/bpOnDhhTJgwgRBfh7i4OPMfndmzZxvvvvuuUwL8V199ZRX69uzZU2u73Nxco1evXmbbJ554os4+7777bkOS8dBDD9X6/P/7f//PkGRccskldfaRmZlpdUZ1ZGSksXHjRrtf1/r1643o6OhmDfD79++3qgPLli1zSL/UaXgqMk7t3H3fIeOQcZoDOYecU4laDU9Fzqmdu+875BxyTnMg55BzKlGr4YnIOLVz9/2GjEPGaQ5kHDJOJWo1PBU5p3buvu+Qc8g5zYGcQ86pRK2Gp2JyPfB/Ro4caRbLBx54oMn93X///WZ/06ZNs9l2w4YNZtsWLVoYGRkZtbZ75ZVXDEnGsGHDan3+tddes/m8YVifFSg17vYxubm5xoYNGxq8nj2eeOIJc2wrV640jh075rQQ/+KLL5r99uvXz+aZ0SdOnLD6Q79z585a2y1dutSQZLRv377WfyCXL19uSBVn4dXlvffes3rNjbl9TElJibFmzZoGr+ftysvLjXHjxpnBNS0tzWkBfvr06Wa/d911l82277//vtk2KirKKCkpqbXdb37zG0Oq++zQRx55xObzhmEY8+bNs6o3mzZtsv9F/Z/09HRj165dDV6vsR577DFzzO3bt6/z59NQ1Gn4CjKO/cg4ZBxPRs4h51RHrYavIOfYj5xDzvFk5BxyTnXUavgCMo79yDhkHE9GxiHjVEethq8g59iPnEPO8WTkHHJOddRqeCom1wP/5+GHHzaL5YwZM5rUV3l5udG1a1ezvw8//LDedfr06WO2f+edd2pts2XLFrPNiy++aBU69+3bZ7Rt29bmPyH5+flGu3btzD4cefsWR9i9e7fh7+9vSDJuueUWwzAMp4b46me7/eUvf6m3/dSpU8328+fPr7VNcnKyeeusBx54wCpoJCYmGn379rX5O1ZeXm4MHjzY3M6IESOMsrKyxr1A1PD666+bP9u3337bMAzDKQE+JyfHPANXUr0huaCgwOpWUOfe/qjSxx9/bEgVtyE691Zpa9euNYKDgw1JxksvvVTr+qdOnTICAwPN7TzyyCONe4HNqKyszOjcubM55t/85jcO6Zc6DV9CxnE9Mg4ZpzmQc8g5lajV8CXkHNcj55BzmgM5h5xTiVoNX0HGcT0yDhmnOZBxyDiVqNXwJeQc1yPnkHOaAzmHnFOJWg1PxuR64P9UnlUmyZg+fXqT+jp06JBV8ExOTq53nbvuustsP3v27DrbVZ7ZJ8kYMmSIcdtttxmXXXaZERAQYEgyQkJCjISEhFrXXbRokdW43OnMqdLSUvNWK1FRUUZ6erphGM4L8QUFBVZnvNpzhuCf//xns/24cePqbDd79myzXe/evY05c+YYV111lXmrKz8/vzp/9j/++KPV633//fcb/RphLTEx0QgPDzckGePHjzeDlTMC/HfffWf2GRoaatfZnNOmTTPXeeqpp2ptU1RUZPTs2dNsN2rUKGPu3LnG5MmTzX8e27dvb5w9e7bW9f/0pz+Z6/r5+RknTpxo0utsDtV/lpIcdlYudRq+hIzjWmScCmQc5yLnkHOqo1bDl5BzXIucU4Gc41zkHHJOddRq+AoyjmuRcSqQcZyLjEPGqY5aDV9CznEtck4Fco5zkXPIOdVRq+HJmFwP/J/qfzzvueeeJvVVeQsiSUbHjh3tWufNN98017F1S5ITJ04YvXr1sirwlV9BQUHG559/Xue6t99+u9m2W7duDX5dzvT3v//dHFv1s86cFeJ3795t9mmxWIyCgoJ61/nmm2/MdWzdPurs2bPG8OHDa32P/Pz8jNdee63OdZ955hmzbWBgoF3jgn2uuOIK8+d64MAB8/vOCPCVtx+SZIwePdqudR5//HFzHVtnRO7atcs8w/Lcr9atW9sMfJMmTTLbTpgwocGvyxVmzZpljnno0KEO65c6DV9CxnEtMk4FMo5zkXPIOdVRq+FLyDmuRc6pQM5xLnIOOac6ajV8BRnHtcg4Fcg4zkXGIeNUR62GLyHnuBY5pwI5x7nIOeSc6qjV8GR+AqDExEStWbPGXJ46dWqT+jt06JD5uHv37nat061bN/PxwYMHbbb76aef9Nhjj6l3794KCAhQu3btNHPmTG3btk3XXnttneuuX7/efDxq1Ci7xtUcjh49qqefflqSNGHCBM2dO9fp26z+HrVv317BwcH1rlP9PTp9+rQyMjJqbRcREaH169fr+eef18CBAxUUFKTWrVvr8ssv19q1a/XAAw/UuY3q79HQoUPtGhfq9/HHH2vFihWSpMcff1wDBgxw6vacWQPOO+887dq1S/fee6+io6MVEBCgzp07a968edq1a5fGjRtX63olJSXasmWLuexONaAu2dnZWrJkibl82223Oaxv6jR8BRnHtcg4Vcg4zkPOIeeci1oNX0HOcS1yThVyjvOQc8g556JWwxeQcVyLjFOFjOM8ZBwyzrmo1fAV5BzXIudUIec4DzmHnHMuajU8mb+rBwC4g0ceeURlZWWSKgrvjBkzmtRfZmam+bhDhw52rdOxY0fzcX5+voqKihQUFFRr28jISP3tb3/T3/72twaN68SJE+bjQYMGNWhdZ7r77ruVn5+vwMBA/fvf/5bFYnH6Npv6HkkVQb5du3a1tg0JCdFTTz2lp556qkHjOn78uPnYnd4jT5aZmakHH3xQktSvX78GvyeN3Walxvx+nT592mbbrl276s0332zQmNLS0lRYWGgue8Lv12effaaCggJJkr+/v2bPnu2wvqnT8BVkHNci41Qh4zgHOacCOccatRq+gpzjWuScKuQc5yDnVCDnWKNWwxeQcVyLjFOFjOMcZJwKZBxr1Gr4CnKOa5FzqpBznIOcU4GcY41aDU/Glevh8xYuXKjPP//cXH7hhRfqLMj2ys3NNR+HhITYtc657ar34QjZ2dkqLS01l1u3bu3Q/hvrv//9r1avXi1J+v3vf6+YmJhm2a47vkeSdXBzl/fI0z388MPm2cz/+te/mrx/26Opv1/O/t2SPOP3a9GiRebjyy67TO3bt3dY3+5YA9y1TsNzkXFci4xjjYzjHOScCuQca+5YB9y1VsNzkXNci5xjjZzjHOScCuQca+5YB9y1VsMzkXFci4xjjYzjHGScCmQca+5YB9y1VsNzkXNci5xjjZzjHOScCuQca+5YB9y1VsP9MLkePu2nn37Svffeay7ffPPNmjVrVpP7rX4GWmBgoF3rnBsqKs8Ic5ScnByr5bCwMIf23xhpaWl69NFHJVWctfjkk08227bd8T2SrN8nd3iPPN3333+v9957T1LFbYsmT57cLNtt6u+Xs3+3JPf//Tp27JjVbZgcedspyT1rgKe9R3BvZBzXIuPURMZxPHJOFXesA7aQc9z/PYJ7I+e4FjmnJnKO45FzqrhjHbCFnOP+7xHcFxnHtcg4NZFxHI+MU8Ud64AtZBz3f4/g3sg5rkXOqYmc43jknCruWAdsIee4/3sE12FyPXzWsWPHNGPGDLOIx8bG6l//+pdD+g4ODjYfFxcX27VOUVGR1bK9Z2vZKzw83GrZGWffNdSvf/1rnTlzRpL073//u1nOWqzkju+RZP0+ucN75Mny8vJ0zz33SJLatGmjf/zjH8227ab+fjn7d0ty/9+vRYsWyTAMSVJUVFSTbwt4LnesAZ72HsF9kXFcv++QcWoi4zgWOceaO9YBW8g57v8ewX2Rc1y/75BzaiLnOBY5x5o71gFbyDnu/x7BPZFxXL/fkHFqIuM4FhnHmjvWAVvIOO7/HsF9kXNcv++Qc2oi5zgWOceaO9YBW8g57v8ewXX8XT0AwBVSUlI0bdo0paamSpJ69eqlb7/9Vq1atXJI/9XPaLL37Klz2zn6rKhWrVrJ39/fvK3J2bNnHdb36dOn9cc//tFmm9GjR+uWW24xl5ctW6bFixdLkm6//XZNmjTJYeOxhzu+R1JFUKn8x8aR75Eveuqpp3T8+HFJ0ksvvaS2bds227ab+vvlrN+t6hz5+xUfH69XX33VZpvp06dr+vTpdvdZeVazVHH1AnvPYLWXO9YAZ9Zp+A4yDhnHHd8jiYzjaOQca+Qca+5YB8g5cARyDjnHHd8jiZzjaOQca+Qca+5YB8g5aCoyDhnHHd8jiYzjaGQca2Qca+5YB8g4cARyDjnHHd8jiZzjaOQca+Qca+5YB8g5sBeT6+FzMjMzNW3aNCUkJEiSOnXqpFWrVqlTp04O20abNm3Mx2lpaXatU/kPhSS1bNnSKWeLdu/e3XzdBw4ccFi/2dnZev311222yc3NNUN8fn6+7r//fklS27Ztm/WsxUpNfY+kmoHIEXr06OGU98jX7Ny5U//85z8lSZMnT3b4bYvq09TfL2f8bnXo0EHBwcHmVQEc+ft16tSpemtA27Zt7Q7wGzZsMPcDyfG3nZJ8r07DN5BxyDgSGccXkHNqIudY87VaDd9AziHnSOQcX0DOqYmcY83XajW8HxmHjCORcXwBGacmMo41X6vV8A3kHHKORM7xBeScmsg51nytVsO7MLkePiU7O1uXXHKJ9u/fL6niD8qqVavUs2dPh26nf//+5uMTJ07YtU5iYqL5OCYmxqHjqXThhReafxi2bt3qlG3YIz09XcnJyZIki8Wiyy+/vM62597q5ZprrjH/aF5++eWaP39+o8ZQ/T1KT09XYWGh1a1oalP9PYqKilK7du0atW1bLrzwQq1evVqS9PPPP6uoqKhZb8vlLfbs2aPy8nJJFe/b6NGj62ybkZFhPk5JSbFqO3/+fJu/n3VxxxoQEBCgUaNGad26dZJcWwPqs3DhQvPxwIEDdcEFFzh8G+74HknuU6fhecg47rHvkHHqRsZxHHJOTeQca+74HknuU6vhecg57rHvkHPqRs5xHHJOTeQca+74HknuU6vhWcg47rHfkHHqRsZxHDJOTWQca+74HknuU6vhecg57rHvkHPqRs5xHHJOTeQca+74HknuU6vh3phcD5+Rl5en6dOna8eOHZKkiIgIffvttxo4cKDDtzVgwADzcWpqqlJTU9WxY0eb6+zcubPW9R3poosuMv8wnjhxQps2bdLYsWOb3G+PHj1kGEaj1s3IyLAKUPXZvXu3+bgpf0D79+8vPz8/lZeXyzAM7d6922bIk5rvPXr22WclVfwD8/nnn2vWrFlO2ZavSEhIsDrT0pbi4mKr0NSQ383qqv9+7N27V6WlpfL3t/0nt7l+vyoD/IYNG5SUlKTo6Ogm9ztp0qRG14BzFRYW6rPPPjOXnXVms6/VaXg3Mg4Zpzoyjm8h51Qh51TxtVoN70bOIedUR87xLeScKuScKr5Wq+G9yDhknOrIOL6FjFOFjFPF12o1vBs5h5xTHTnHt5BzqpBzqvharYZ38XP1AIDmUFhYqCuvvFIbN26UVHHLkK+++krDhw93yvb69u2rrl27mstr166td53KP6pSRQF3hhtuuEFt27Y1l19++WWnbMcTBAcHW4V2d3mPxo8fr8GDB5vLr7zyinmWJzzH2LFjzTOb8/Ly9NNPP9lsX1RUpC1btpjLzvr9mjdvngIDAyVJZWVlevXVV52ynaZYunSpsrKyJEl+fn7mbescjToNb0HGqcC+U4WMA2cj5zQeOYdajYYh51Rg36lCzoGzkXMaj5xDrYb9yDgV2G+qkHHgbGScxiPjUKvRMOScCuw7Vcg5cDZyTuORc6jVsIMBeLni4mJj+vTphiRDkhEUFGSsXLnS6du9//77zW1ecsklNttu2rTJbNuiRQsjPT3daeP605/+ZG5LkrF48eIG95Gbm2ts3LjRCaOr6dixY1bjPXbsmMP6fvHFF81++/fvb7NtYmKi0aJFC7P9jh07HDaOcy1atMjqNf/jH/9ocB8lJSXGmjVrnDA67/Puu++aP+vu3bs7rN/qdeeee+6x2fbDDz8020ZFRRklJSUOG8e57rjjDqt6s2XLlgb3kZ6ebuzatcvxgzMM49JLL7W7djYVdRqejoxjzdP2HTIOGac5kHPIOdRqeCpyjjVP23fIOeSc5kDOIedQq+GJyDjWPG2/IeOQcZoDGYeMQ62GpyLnWPO0fYecQ85pDuQccg61Gp6GyfXwaqWlpcb1119vFkF/f39j2bJlzbLtPXv2GH5+fua2v//++1rblZWVGRdeeKHZ7qabbnLquAoLC41hw4aZ2wsJCTGWL19u9/p79+41Bg8ebDz99NPOG2Q1zgzxaWlpRmhoqNn3f/7znzrb3nzzzWa7MWPGOGwMtSkvLzcuv/xyq7Dw73//2+71T5w4YUycONG47bbbnDdIL+KsAL9ixQqrgwf79u2rtV1eXp7Rp08fs+3vf/97h42hNr/88osRHR1tbq9NmzYNCvHr1683oqOjjXfffdfhY0tOTrb6Z/mjjz5y+Daqo07Dk5FxavK0fYeMQ8ZpDuQccg61Gp6InFOTp+075BxyTnMg55BzqNXwNGScmjxtvyHjkHGaAxmHjEOthici59TkafsOOYec0xzIOeQcajU8DZPr4bXKy8uN2267zSyAfn5+DvljUD1Q1lcc58yZY/VH8ocffrB6Pjc316pNYGCgER8f3+Qx1ichIcFo37691c9mzpw5xoEDB2ptX15ebmzbts249dZbzT927hziu3fvbravL8jOnz/f6o/kJ598YvV8cXGx8fjjj1uNYe3atU14RfbJzMw0+vbta7XdK664wti2bZtRXl5e6zp79+41HnroISMoKMiu144KDQnw5/4+1hdix48fb7bt0aOH8fPPP1s9/8svvxjTpk0z20RFRRlnzpxp2guyw5YtW6z+gQ0MDDQefPBB4/jx47W2LykpMdauXWvMmDHD7tfeGNXPWo+IiDAKCgoa1Q91unnrNJofGadunrTvkHHIOM2BnEPOoVbD05Bz6uZJ+w45h5zTHMg55BxqNTwJGadunrTfkHHIOM2BjEPGoVbD05Bz6uZJ+w45h5zTHMg55BxqNTyNvwAv9eabb2rhwoXmcu/evbVhwwZt2LDBrvUXLFjQ5DEsWLBAO3fu1P79+5WZmanJkydr1KhRGjhwoLKzs7VmzRqdOXPGbP/WW2+pT58+Td5ufXr16qWtW7dqxowZ2rdvn8rLy/Xee+/pvffeU48ePRQbG6u2bduqrKxMqamp2r17t9LS0qz6CA8Pd/o4m8P8+fO1ceNGrVmzRgUFBbrxxhv1/PPPa9iwYSosLNSPP/6olJQUs/2zzz6riRMnOn1cUVFR2rx5s6677jqtW7dOkrRixQqtWLFCHTt21PDhw9WuXTv5+fkpNTVV+/fv14kTJ6z68Jb3yJN9+OGHGjlypFJSUnT8+HGdd955mjhxonr37q2MjAytWrVK+fn5kiR/f399+umnat26tdPHNWrUKG3YsEEzZszQyZMnVVxcrNdee02vvfaaYmJiFBMTo7Zt26qwsFCpqanasWOHVa2SnPP7tWjRIvPxzJkzFRwc7PBtnIs6DU9Exqkb+04VMg6cjZzTMOScKtRq2ELOqRv7ThVyDpyNnNMw5Jwq1GrUhYxTN/abKmQcOBsZp2HIOFWo1bCFnFM39p0q5Bw4GzmnYcg5VajVsMnVs/sBZ3n66aetzpBq6Fdd1ICzrgzDME6dOmVcdNFFNrcVFhZm/Pe//3Xgq7dPTk6O8ac//clo3bq13T+XoUOHGkuWLGm2MTr7DFnDMIyzZ88aM2fOtPm6AwICjD//+c9Nf0ENVFxcbPzzn/80OnXqZPd71Lt3b+Odd94xysrKmn28nsiZZ8cahmHExcUZ5513ns33rF27dsaKFSsc84IaICMjw3jkkUeMkJAQu3+/LrzwQmPdunUOH8uOHTustrNx48ZG90Wdbt46jeZHxqmfJ+w7ZBwyTnMg55BzqNXwNOSc+nnCvkPOIec0B3IOOYdaDU9CxqmfJ+w3ZBwyTnMg45BxqNXwNOSc+nnCvkPOIec0B3IOOYdaDU/DlesBJ+vcubNWrVqlJUuW6IMPPtDOnTuVkpKisLAwdevWTTNmzNC8efPUrVu3Zh9bWFiY5s+frwcffFBff/21Vq5cqR07dig9PV2nT59WYGCgoqKiFBMTo1GjRunqq6/WsGHDmn2czhYREaFPPvlEd911lxYuXKjNmzcrJSVFAQEBio6O1iWXXKJ58+ZpwIABzT62gIAA/frXv9a8efP07bffauXKldqyZYvS09OVmZkpi8WiqKgo9enTR6NGjdLll1+u8ePHy2KxNPtYUbuYmBht3bpVH3/8sT766CPt379faWlpat26tXr16qVrr71Wc+fOVdu2bZt9bG3bttVLL72kxx9/XCtWrNDKlSu1d+9eZWRk6PTp02rZsqXatGmjQYMGacyYMbr++uvVr18/p4yl+hUN+vbtq7FjxzplO7WhTgONw77j/sg4cDZyjn3IObWjVsOdse+4P3IOnI2cYx9yTu2o1XBX7Dfuj4wDZyPj2IeMUztqNdwZ+477I+fA2cg59iHn1I5ajdpYDMMwXD0IAAAAAAAAAAAAAAAAAAAAAABcyc/VAwAAAAAAAAAAAAAAAAAAAAAAwNWYXA8AAAAAAAAAAAAAAAAAAAAA8HlMrgcAAAAAAAAAAAAAAAAAAAAA+Dwm1wMAAAAAAAAAAAAAAAAAAAAAfB6T6wEAAAAAAAAAAAAAAAAAAAAAPo/J9QAAAAAAAAAAAAAAAAAAAAAAn8fkegAAAAAAAAAAAAAAAAAAAACAz2NyPQAAAAAAAAAAAAAAAAAAAADA5zG5HgAAAAAAAAAAAAAAAAAAAADg85hcDwAAAAAAAAAAAAAAAAAAAADweUyuBwAAAAAAAAAAAAAAAAAAAAD4PCbXAwAAAAAAAAAAAAAAAAAAAAB8HpPrAQAAAAAAAAAAAAAAAAAAAAA+z9/VAwAAeLZVq1Zp2rRpkqSRI0dq69atLh5RlePHj+vAgQNKT09XRkaGysvLFRkZqfbt22vYsGHq1q2bXf3MnTtX//vf/yRJ//jHP/Tb3/7WiaMGAADugIwDAAC8FTkHAAB4IzIOAADwVuQcAGh+FsMwDFcPAgC8SUZGhrp06aKSkhLzezfddJM++uijetc9fvy4evbs6bSxde/eXcePH3dYfyUlJYqNjdXBgwclST/88IMmTZpU73qpqal68cUXtWLFCiUmJiosLEyjRo3SvffeqxkzZjRpTMeOHdOrr76qb7/9VocOHbLZtkOHDrr66qs1Z84cjRs3rs52iYmJ6tevn4qKitSqVSsdPnxYHTp0aNI4AQDwNGScSfWuR8YBAMAzkXMm1bseOQcAAM9DxplU73pkHAAAPBM5Z1K965FzAKCJDACAQ73yyiuGJKuv4OBg4+zZs/Wue+zYsRrrOvKre/fuTnutU6ZMsWudNWvWGJGRkXWOcfbs2UZxcXGDx5KZmWn8+te/NgIDAxv1sxk3bpyxcePGOvt/8MEHzbZ33nlng8cHAICnI+PYRsYBAMBzkXNsI+cAAOCZyDi2kXEAAPBc5BzbyDkA0HRcuR4AHOz888/X7t27a3z/rbfe0l133WVz3RMnTqh37952baesrMxquUWLFvWu06NHDx05csSu/uuTm5ur3r17Kz09XZK0cuVKTZ061eY6Bw8e1MiRI5WTk2Oz3X333ac33njD7rEkJCRo+vTpOnz4sNX3LRaLhg8froEDB6p9+/YKCgpSamqqkpKStGHDBuXn59foq64/i4mJierdu7dKS0vl7++vuLg49enTx+4xAgDg6cg4dSPjAADg2cg5dSPnAADgucg4dSPjAADg2cg5dSPnAICDuHBiPwB4nZ9//rnOMzDHjh3rsO2ceybtxIkTHda3vV544QVz+0OHDrVrnRkzZpjrXHnllcb27duN/Px84+TJk8brr79uREVFGZIMi8Vi7Nq1y64+9+7da7Rr187q5xEeHm785S9/MdLS0upcLz8/31i+fLkxYcIEq3VtmTVrltnu1ltvtWt8AAB4AzKObWQcAAA8FznHNnIOAACeiYxjGxkHAADPRc6xjZwDAI7B5HoAcKCHH37YKhB269bNavnw4cMO2Y6rQ3xxcbHRuXNnc/tvvPFGveucPXvW8Pf3txmA9+7dawQFBRmSjMcee6zePnNzc42YmBirn8UFF1xgpKamNuj1LF++3OjatWu9IX7t2rXmdgICAozk5OQGbQcAAE9FxqkbGQcAAM9GzqkbOQcAAM9FxqkbGQcAAM9GzqkbOQcAHMdPAACHKC0t1QcffGAuR0dH6+9//7tVm0WLFjX3sJzi008/VXJysiQpODhYs2bNqned+Ph4lZaWSpIeeuihWtsMHjzYvIVVXFxcvX0++OCDOnjwoLk8cuRIrV69Wh06dKh33epmzJih7du3a9SoUTbbTZw40bzlVElJSYNukQUAgKci49hGxgEAwHORc2wj5wAA4JnIOLaRcQAA8FzkHNvIOQDgOEyuBwAH+eabb5Senm4uz5o1S1dddZUiIiLM7y1atEiGYbhieA713//+13x88cUXW73GulR/3RaLpc52LVq0kCSVl5fb7O/w4cN69913zeWQkBB98MEHCg8Pr3cstenYsaPWrVtXb7sbbrjBfLxw4UKveD8BALCFjGMbGQcAAM9FzrGNnAMAgGci49hGxgEAwHORc2wj5wCA4zC5HgAcZOHChVbLc+bMUVBQkFXoS0xM1A8//NDcQ3OokydPau3atebytddea9d6PXv2NMN7XWeWxsfHa+XKlZKkfv362ezvpZdesgrQjz76qHn2amMFBQXV26b6601KSrL6WQAA4I3IOLaRcQAA8FzkHNvIOQAAeCYyjm1kHAAAPBc5xzZyDgA4DpPrAcABTp8+rS+//NJcPu+88zRo0CBJFWG+unPDvqdZtmyZ1dmr06ZNs2u9tm3bauLEiZKkt99+WzfccIN27typwsJCpaam6p133tH48eNVUFAgSbrpppvq7KuoqEjvvfeeuezn56e77rqrMS+nwYYPH66oqChzecmSJc2yXQAAXIGMUz8yDgAAnomcUz9yDgAAnoeMUz8yDgAAnomcUz9yDgA4DpPrAcABPvroIxUXF5vLt9xyi/l4/Pjx6t69u7n8+eefKzc3t1nH50jffvut+bhv377q3Lmz3eu++OKLCgwMlCQtXrxYw4cPV0hIiDp16qQ777xTaWlpkqTbb79dI0eOrLOfbdu2mWFfki688EJFR0c39KU0isViMf8ZkSpuOwYAgLci49iHjAMAgOch59iHnAMAgGch49iHjAMAgOch59iHnAMAjsHkegBwgOpnvfr5+WnWrFnmssVi0ezZs83lvLw8LV68uFnH50gbNmwwH19wwQUNWveCCy7QRx99pJCQkDrbXH/99frXv/5ls5/169dbLY8aNapB42iq6q/7yJEjOnXqVLNuHwCA5kLGsQ8ZBwAAz0POsQ85BwAAz0LGsQ8ZBwAAz0POsQ85BwAcg8n1ANBEBw4c0Pbt283lKVOmqFOnTlZtqp8xK3nuLaiOHDmis2fPmstDhgxpcB/XXnut9u7dq3vuuUc9evRQYGCgIiMjNXXqVH366af69NNPFRQUZLOPn3/+2Wp5+PDhDR5HU8TGxlotV3//AQDwFmSchiHjAADgOcg5DUPOAQDAM5BxGoaMAwCA5yDnNAw5BwCazt/VAwAAT3duID83sEvSgAEDNHz4cO3YsUOStG7dOh0/flw9evRojiE6zL59+6yW+/bt26h+evfuXe9ZsLZkZmZaLTfkFliO0L9/f6vlPXv26Oqrr27WMQAA4GxknIYj4wAA4BnIOQ1HzgEAwP2RcRqOjAMAgGcg5zQcOQcAmoYr1wNAE5SVlen99983l1u2bKlrr7221rZz5swxHxuGoUWLFjl9fI52/Phxq+WuXbu6ZBynT5+2Wo6IiGjW7Xfp0sVq+dyfCwAAno6MQ8aRyDgAAO9EziHnSOQcAID3IeOQcSQyDgDAO5FzyDkSOQdA82NyPQA0wcqVK5WcnGwuX3XVVQoLC6u17c0336wWLVqYy54Y4qu/Vklq3769S8aRk5NjtRwaGtqs2w8JCVF4eLi5fOrUqWbdPgAAzkbGIeNIZBwAgHci55BzJHIOAMD7kHHIOBIZBwDgncg55ByJnAOg+TG5HgCa4H//+5/VcvWzYM/Vvn17XXzxxeZyQkKCNmzY4KyhOUVubq7VckhIiEvGce4/Snl5ec0+huqv/dyfCwAAno6MQ8aRyDgAAO9EziHnSOQcAID3IeOQcSQyDgDAO5FzyDkSOQdA82NyPQA0UlZWlpYtW2Yut2/fXtOmTbO5zi233GK1fO4/Ae6uqKjIajkwMNAl44iKirJazsrKavYxBAUFmY8LCwubffsAADgLGYeMU4mMAwDwNuQcck4lcg4AwJuQccg4lcg4AABvQ84h51Qi5wBobkyuB4BG+vjjj63C20033SR/f3+b61x99dVWZ3d+9tlnKigocNoYHa16cJWk4uJil4yjbdu2VsspKSnNPobq/9C46kxhAACcgYxDxqlExgEAeBtyDjmnEjkHAOBNyDhknEpkHACAtyHnkHMqkXMANDcm1wNAIy1cuNBq+dyzX2vTsmVLXXfddeZydna2lixZ4vCxOcu5t33Kz893yThiY2Otlnfs2NHsY6j+2s/9uQAA4MnIOGScSmQcAIC3IeeQcyqRcwAA3oSMQ8apRMYBAHgbcg45pxI5B0BzY3I9ADTC4cOHtXnzZnO5f//+uuCCC+xa15NvQdWlSxer5fT0dJeMY/z48VbLW7dubdbt5+fnKzc311w+9+cCAICnIuNUIONUIOMAALwJOacCOacCOQcA4C3IOBXIOBXIOAAAb0LOqUDOqUDOAdDcmFwPAI3QmLNjK1100UVWoW/16tU6deqUw8bmTD169LBaPnnypEvGMXLkSKtbPq1fv75Zx3Lu+3XuzwUAAE9FxqlAxqlAxgEAeBNyTgVyTgVyDgDAW5BxKpBxKpBxAADehJxTgZxTgZwDoLkxuR4AGqi8vFzvvfeeuWyxWDR79my71/fz89OsWbPq7M+dDRkyxGo5Pj7eJeMIDg62+sepvLxc//nPf5pt+4cOHbJaPvd2WAAAeCIyThUyTgUyDgDAW5BzqpBzKpBzAADegIxThYxTgYwDAPAW5Jwq5JwK5BwAzY3J9QDQQGvWrFFSUpK5PHbsWPXs2bNBfZx7Ru25Z9y6q169eikqKspc3rt3r8vG8sgjj8hisZjL//jHP5SQkNCkPouKiuxqt2fPHqvlESNGNGm7AAC4AzIOGYeMAwDwVuQccg45BwDgjcg4ZBwyDgDAW5FzyDnkHACuxuR6AGigcwP3nDlzGtxHbGys1VmVBw8e1NatW5s8tuYwYcIE8/H27dtdNo6YmBjdeuut5nJ+fr7mzJmj3NzcRvWXkpKiiRMn2tX2p59+Mh/36dPH6nZiAAB4KjIOGYeMAwDwVuQccg45BwDgjcg4ZBwyDgDAW5FzyDnkHACuxuR6AGiAnJwcffHFF+ZyYGCgZs6c2ai+PPUs2UsvvdR8fOTIEZ06dcplY1mwYIH69u1rLm/evFnTpk1Tenp6g/pZvny5LrjgArv+kTIMQ+vWrTOXL7vssgZtCwAAd0TGIeOQcQAA3oqcQ84h5wAAvBEZh4xDxgEAeCtyDjmHnAPAHTC5HgAa4LPPPlN+fr65PH36dEVGRjaqr1mzZsnPr6oMf/zxx3bf/siVrrzySqtxr1q1ymVjCQsL0+LFi9WmTRvze1u2bFG/fv30t7/9TRkZGXWuW1hYqBUrVmjixIm66qqr7P5nZMeOHTp9+rS5fPXVVzd6/AAAuAsyDhmHjAMA8FbkHHIOOQcA4I3IOGQcMg4AwFuRc8g55BwA7sBiGIbh6kEAgKeYMGGC1q9fby5bLBarQNtQZWVlVsuffvqpbrjhhnrXO378uHr27GkuT5w4UWvXrm30OBrq4osv1sqVKyVVhPply5Y127ZrEx8fr8suu0wJCQlW3/fz89OIESM0cOBAtWvXToGBgUpLS1NiYqI2bNhg9Q9ZZftz35NzPfnkk3rhhRckSV27dtWJEyea9DsAAIA7IONUIOOQcQAA3oecU4GcQ84BAHgXMk4FMg4ZBwDgfcg5Fcg55Bw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      "text/plain": [
       "<Figure size 3000x3000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zbp+1WaM+TU1NRXBwMB4+fIjo6Gi4urqifPnyaNasGfz8/MyyjsLswoULuH79uvrYK168OOrXry+rDTW/s2UsYUlCCJw9exY3b95UP9hcokQJ1K9fHzVq1LBx6V6eY2/cuIGbN28iOjoaSUlJcHNzg4+PD8qXL49GjRrBxcXF7Ou1VgwslxACly5dwq1btxAVFYXExET4+PigePHiaNasmcXKk5d2KnNITk7G8ePHcevWLSQkJMDV1RWVKlVCy5Yt4eHhYXT+qKgonDhxAvfu3UNqaip8fX1RtWpVvPHGG2Y7H8bGxuLkyZOIiIhAVFSU+l5MxYoV0bBhQ7Oed21Rx9ri/pYx8fHxuHTpEm7fvo2EhASkpaWhSJEi8PDwQJkyZVCxYkVUqFDB6uWy9f0BS7dpJiQk4MiRI3j8+DFiY2Ph7u6OypUro3nz5pI2vPwkp+68dOkSIiMjIYRAyZIl0bRpU1SqVMno/BkZGTh9+jRCQkIQGxsLNzc3lCpVCq1btzbrdba1rk/y+3doy/a1/H4/9f79+7hw4QIiIyMRFxcHT09P+Pv7o3bt2ma/729N1rw2z5Geno7Tp08jNDQUMTExyM7Ohr+/Pz788EOz3EPThfG2boy3X2K8bRzjbcbbRGRBgigf6NevnwCg/gQFBeV5mQcOHJAsE4Do06ePwXkmT54smX7y5Mla0yxbtkxruXI/QggRFBRk0rz9+vUzus2XLl0SvXv3Fp6ennqX4+DgIFq1aiUOHDigaH9qlvvQoUNCCCEyMzPFggULROXKlXWuT9c+zG3Lli2idevWwsnJSW+ZixYtKj788ENx69YtRWXWtf+FECItLU1Mnz5d+Pv7611n5cqVxdq1axWtT1N0dLT4+uuvRaVKlYx+v7Vq1RITJ04UYWFhitZhyf0nhBDPnz8X06ZNE+XLlze6DSqVSlSuXFl8+umn4vz584rXJYec32humr/X3L+jmzdvip49ewoHBwed22Nvby/effddERoaapFtEUKIwYMHK/6d6zNy5EjJst5//31Z8yUkJIgpU6bo/Q3nfAIDA8XMmTNFSkqKonK9ePFCbN26VfTv31+ULVvW6HHk7+8vPv/8cxEeHq5oPYcOHdJ7Hrl165b48MMPhbOzs966WVN6err49ddfRa1atWTV0WXLlhWDBg0Shw8fVlRuQ/JyvilbtqzR5WdmZoq//vpL1K1b1+CySpQoIUaPHi0iIyPNtm2GaMYEy5YtU//v33//FfXr19dZTmO/n+DgYNG5c2fh6uqqd1udnZ1F586dxblz5xSX++7du+KHH34QQUFBeo+13PVLUFCQ2LZtm8jOzla8rtySkpLEjz/+KGrXri1UKpXB9VasWFGMHTtWXLt2Te/yDP2Wnj59KgYNGiRcXFz0ngdat24tzpw5k6dtkuPx48da6z916pTs+bOzs0WRIkUk869cuVLv9OfOndNa3/Xr1xWVefz48ZL5a9asqXfaokWLqqf7/PPPZS/X3d1d5zTp6emiWrVq6umGDRumqOzWYIk6yZJxtyXWCxiPbYR4+VscMWKEwVhWpVKJBg0aiOXLl4usrCyjy5Rzjtb3yV1P55aUlCTWrFkj3n//fREQEGB0OWXKlBHff/+9iIuLU7S/79+/r/gcaC7mjvdtEbtmZmaKAwcOiOHDh4sqVaoY3Q5PT08xdOhQcefOHUXrMfQ9xcfHi/HjxwsPDw+9623QoIHYu3evonXmdu/ePdGrVy+95zB7e3vRtWtXERISop5H3zWwXJaOs4UQ4sqVK+J///ufcHNzM/rdFSlSRLRs2VLMmTNHxMbGKl6XMYa+44cPH4q+ffvqvW51dHQUnTt3NhijyBERESHGjh0rypQpY3BfVK9eXSxcuFBkZmYaXJ5mXKT0k1tgYKDkf3fv3jW6PdeuXdNZl8jx/fffS+b76quvZM2XmZkpli1bJpo0aSLs7e31bpuPj48YNmyYePr0qazl6mOLdiwhhFi7dq2oUaOGwe2bPn26Sb9LpQzF37rYuj4NDw8X/fv311vv2Nvbi3feeUdcvXpVPY/S+lRu24/m+VdfTCLH66+/LlnW7NmzdU6Xl3NDVlaW+O2330SFChX0fj+VKlWSbIeh2EAXQ9fTcig9HoWwXiwhhHbMev/+fcXLUOrFixfihx9+EKVLl9a7TVWqVBErVqxQz6P0ezM1nr1y5Yr49ttvxeuvv26wzgYgnJycRKdOnURwcHAe9sZL5o6BzRHP3717VwwaNMjoNVKjRo3E+vXrFS3bUu1UchnaP+Hh4QbbaVxdXcWYMWNEYmKizmVfvHhRdO7cWe/x4+fnJ+bNm2c0ZjJk/fr1omnTpsLOzs7geXfAgAF5+k1bo47VxZL3Z0w952zdulW0a9fO4D7Pve+7desmVq1aJavtwBT54f6ANdo0b9++Lbp37673WHBychJ9+vQRDx48UM9jrfOavmMpKytL/PHHHwa/l5YtW4oLFy7oXG5CQoL4+uuvhY+Pj8557e3txQcffCCePHlictmteX1ije/QlFjNWu1r+f1+qj4pKSnixx9/NBqHBgYGismTJ+s9J+a2atUqrXlNvY+ze/duybJ8fX3FixcvjM5nyWPfUGzx9OlTMXz4cMn9CUvXU4y3tTHeXqb+H+Nt4xhvM94mIstjgj3lC5ZIsBdCaF1M+fn5GbwAKqgJ9snJyaJv375GE+s0P++9955ITk6WtS91BRfPnj0TzZo1M7gOfTfB7ty5I5o0aaKovA4ODmL69OmyyiuE7gT7e/fuiZo1a8pe56BBg0wKaH/66Se9F5+GPuXKlZO1fGvsvzNnzohSpUqZdLx27dpV8T6Tw1wJ9itXrtR7IaT5cXV1Fbt27bLI9ly6dEmyriJFipiU7JKUlKR1A13OBfzKlSuFr6+vou/2tddeU5R8LKfBT9fHzc1N0QW4vgb0JUuWGE121nTnzh1JIqqST506dWSX2RhLJtiHhISIqlWrKlqmu7u7WLx4sdm2Tx9dDSlJSUmiW7duBsun7zwZGRkp3n77bUXbqlKpxMiRI2XX/3/88YfJ31XHjh0VN3bnWLlypfDz8zNpvfro+y3t27dPeHt7y1q2vb29WLJkiUnbpETFihUl650zZ47seXUlzBtK8Fi5cqVkWg8PD8WN6hs2bJAsw9nZWe8xlvvmTN++fQ0u93//+596Wn1xxE8//aSextfXV8TExCgqu6VZqk4qjAn28+bNM/igkK5P7dq1jTYsmjvBPjo6WnE5cz7+/v6KbkTYKsHeEvG+LWJXzYRCuR8HBwcxb9482evR9z1duHBBvPbaa7LXO2XKFNnrzLF48WKth6r0fZycnMTSpUuFEHlLorRGnD1t2jSjN/f0fTZv3qxwLxqn7zvevXu3cHd3l73/lZzPc5s1a5asBw1yf2rUqGEw0d2cCfaDBg2S/G/hwoVGt+mXX37RWqZKpRLPnj0zOm+rVq0k8x08eNDoPGfPnhXVq1dXtI2urq7q34wStmrHSklJET179pS9vkaNGomoqCjF26eEuRLsrVGfbt26VXh5eclavqOjo8n1qdy2H80HSUxtT75+/bpkOQ4ODnp/Z6aeG549eyaaNm0q+/t55513RHJycoFIsLdWLCGE9RPslbYPde3a1aTvzZR49osvvjBpv+eUJzU11aR9YokYOC/xfEZGhhg/frxwdHRUVJ4WLVrIrt/N3U6llL79ExwcrDepVfNTs2ZNERERIVnuL7/8ojdRUvPTo0cPkZGRoajcjx49Unz/wsnJSXz33XeK95G16tjcrHF/Ruk5Jzk52ehxaehjavukMba+P2CNNs2FCxfKvmZ3d3dXX7PbMsE+Pj5etG3bVlaZnZ2dxcaNGyXLvHr1qqyOuQCI4sWLixs3bigutzWvT6z1HSqN1azZvpbf76fqcvjwYYNJ2bo+xYoVE9u3bze43JSUFK17rko7XcjRq1cvyXI+/fRTo/NY+tjXF1vs2LHD4MPalqinGG9rY7zNeFsuxtvan1c13iYiy2OCPeULlkqwHzZsmNZJ6+bNm3qnL4gJ9uHh4aJBgwZ653NxcRHe3t56b1o2btxYJCQkGN2XmuXetm2bqF27ts6gLHfPY7r24fHjxw0mBLq7uxu8gJPb66rmfI8ePdJ5s9Hd3d3gjfhvvvlG1vqEECI1NVV88MEHBr/LokWLCk9PT53fiZwLGmvsv9DQUINJEO7u7sLPz09v4nJ+TrBfvny51r63s7MT3t7eei8OnZycJL1ZmtMbb7whWZcpCSV//fWXZBnVq1c3OH12drb45ptv9H6/9vb2wsfHR++TwG5ubrJ7D9R3jDg4OAgfHx/h4eFhMKkid48EhuhqQF++fLnOZXp5eUm+69yioqJEyZIlDf5+/fz89CZpFYQE+6NHjxpMivDy8jJ4wS+nd+W80IwJFi9eLNq1a6dVDkdHR8nNEV3nydDQUIMN/W5ubgb3RefOnWU1aMyYMUPvMlxdXYWvr6/BJ+tr1qwpO1FIiJe/4c8++8zgMVCkSBHh7e2t9+l5fXT9lvbv369VfpVKJby9vQ0+wLJv3z7Z22SK2bNnS9ZXoUIFkZaWJmve3r17a22nIV9//XWef+sXLlzQ2ke3b9/WOW3nzp3V0xjrqTZ3Y3uXLl20/v/06VPJOf2vv/5SXHZLsmSdVNgS7MeNG6d3PkdHR4P7sVixYgZ7YjN3gn14eLjBsvr6+hq8UeDg4CArGVQI6yfYWzLet0Xsqq+HLzs7O+Hl5SW8vLwM9sQybdo0WevR9T1dvnxZ53Hr6elpMCF+0aJFstYphBALFizQG2va29vrvFZWqVRi3bp1JiVRWivO/uGHHwz+fry9vYW3t7feBHxrJdgfO3ZMZ6xgrG6fMWOG7PWmp6eL/v37G6xzfHx89K7P399fXL58WeeyzZlg/88//0j+17NnT6PbljseyP1ZvXq1wfmSk5Ml+71IkSJGY6TNmzfrTdxQqVTC09PTYLuJku/MVu1Y+/fvFx06dNBanrOzs8FzaIsWLfL81ilDzJFgb436dOvWrXrPO4bq0/Xr11sswf7Ro0eSc5RKpZL1dghNEyZMkKzPUJuWKeeGyMhIg29M8PT01Hle6NKli1i6dKlkXH5MsLdWLCGEdRPs79y5YzBhy5zfmynx7NChQ/WWrWjRosLHx8dgEkz79u0V9Z5nyRjY1Hg+MTFRdOzYUW95nJ2dhY+Pj954qGLFiuLRo0dG12POdipT6No/Z86c0Tpv29nZGYx5mjVrpv7Of/75Z73l13f+nTBhguwyX79+3eBDXx4eHgbbyQYOHCj7+LRmHZvDWve3lJ5z3nzzTb3rdHFxEX5+fsLd3V3vd2yphB9b3h+wRpumoY5X9LXVODs7i+PHj9sswX7Pnj1a96Vyjl191wQuLi7i4sWLQoiXvZlr/gZUKpXw8vLS+9suV66covZva16fWPM7VBqrWbN9rSDcT81tw4YNen/HOb9zfTGovb290Y5bhgwZIpnHWCc4usTGxmqVMed3pI81jn1dscX+/ft1fqceHh6SByzMWU8x3pZivP1/8zHeNo7xNuNtIrIuJthTvmCpBHtdyZXr1q3TO72cGzihoaHizz//VH86deokmadTp06S/+f+CPHyhlTucZpPPU6fPl3nvP/9959WWdLS0rReiaRSqcQ777wjtm7dKumdND09XRw7dkz07dtX64Kyd+/eRvelZnCRO4gqX768WLhwoXj8+LF6+uTkZLF3716xZ88eyXLu3LmjFey4urqKESNGiCNHjkie5k1MTBRbtmwRLVu21Poec/anIZrz5H6qsl27dmLbtm2S1zWFh4eLOXPmaL2a3MHBQXbvCprHck4w9emnn6p7S8uRmZkpQkJCxJIlS0SnTp2Ek5OT0Qsaa+0/zZvOzs7OYsyYMeLEiRNajWBJSUni9OnT4rfffhMdO3YUjo6O+TbBvn79+urGDFdXVzFhwgRx/vx59QVEdna2OHfunPjwww+19tkbb7xhkW1au3atZD1VqlRRvAzNesBYD2CzZs3S2r5KlSqJX3/9VYSGhkqSB+7evStmz56t1dOMr6+v5Devj7Ozs7C3txfNmzcXM2bMEP/995/WE+tpaWnizJkz4quvvtL6/bm6usp6raRmA3pgYKD6wtfOzk4MGDBABAcHq1+9mJ2dLcLCwsTMmTMly9FsNMuZ97///tNK4khNTRUXLlwQixcvFt27dxeurq5mTbDPfb7p27evpFxNmjTRe675888/xapVq3Qu88mTJzp7U+3YsaPYvXu3OvEmKytLXLt2TXzxxRc6L4rXrFljtu3UpFmP5j7f+Pv7i59//lncuXNHfZympaWJ48ePa53fo6OjtRoXHBwcRJ8+fcS+ffsk9X9qaqrYv3+/6Nq1q9a2fvHFF0bLnJNgHxAQIAYMGCDWrFkjQkJCRHp6umS6R48eibVr12r1KApAfPzxx7L3kWZdCLxsFO7fv7/YtWuXZNuys7PF7du3xerVq0WvXr3Uja/6aP6WqlSpoo5VHBwcxJAhQ8SxY8ck23bt2jUxatQorfiiXLlyintcUOLFixeibt26knX27NnTaM8gmj1dOjo6Gm3Y7tGjh2QeXYnsxkRFRWl9bzt27NA57Y8//iiZTt8DolevXpVMN2vWLK1pcp/TGjVqlK9eQWjpOsmccbcSuder+RrXsWPHGqy/z549q3OZCxcu1Bljfv311+L69evqOjE1NVXs3LlTZwN0yZIlRXR0tM7lr1q1SvF+yvnoOk/n3AB0cnIS7du3F3PnzhVHjx7VakBMSkoSR48eFZ988olWb1gBAQGyermxdoK9JeN9W8SuOUlxDRo0EJMmTRJ79uwRT548kcSDGRkZ4vLly2L69OmiRIkSWrHS4cOHja5H83vy9/dXv05WpVKJXr16if3790vq8Hv37olJkyZpHRseHh6y3sRx9uxZrRs8Dg4OYsyYMeLixYvq/ZiRkSGOHTsm+vXrp2789vT01EoYlJNEaY04OywsTKsurFixovjjjz/EnTt3tN6O8vjxY7Fnzx7xxRdfqB/KskaCvb+/vyhXrpx6uE2bNmLHjh3q7zgrK0uEhISICRMm6LwhqdmWoM+IESO05q1Xr55YvHix5MZvdna2uHbtmpg0aZLWNXXFihV1vsr5yZMn6rpu7NixWt+robpR85o7KipKcnPF19fXYNJ2RkaG3ofeBwwYYHCf7NmzRzJ9+/btDU5//PhxrZuD3t7e4ssvvxSnT5+WxH3R0dFizZo1ok6dOpLpVSqVrJ4KbdmOlbtNqEqVKmLJkiXi6dOn6umfP38u1q1bJypXrqy1zy35Jq+8Jthboz69e/euzhvLQ4cOFWfPnlXXO+np6eK///4T7777rno6U+pTJW0/mjf7J06caHR7csvMzBTFixeXLGPLli16pzclwf6tt97SOqYaNGgg1q9fL54/fy6EeFlH3blzR0ybNk2SJKXZO3x+TrC3dCwhhPUS7DMyMnQ+CPTGG2+ILVu2iKSkJPW0YWFh4ueff5Zc1yj93vKS8FOuXDkxcuRIsXHjRnHr1i2tOODu3bti8eLFWnUvAEU9F1oyBjZl+7Ozs7Xuy+Qcs2vXrpXU71lZWeLcuXNi9OjRWkluzZs3N/r2QnO1U5nKUIzl4OAghg0bJk6fPq3ejszMTHH06FHRunVrrf2zaNEicejQIXWM7O3tLX744QfJG8+Sk5PFunXrRGBgoGReBwcHcf36daPlTUpK0roOzvldbNiwQVLv3b17V/zwww86k2O+//57WfvHmnWsENa9v6XknLNmzRqtdbRq1UqsX79eqzfVzMxMcfPmTbF+/XoxaNAg9fWIJRPsbXF/wBptmidOnNCa18nJSXzxxRfi2rVr6nohJSVFbN++XdImXK5cOeHv72+V85rmsdS4cWP1340aNRIbNmyQ3PsICwsT33zzjdZ1WvPmzUVaWpr6ulKlUon3339fHDp0SH3fRYiXnYy89957Wsfk119/Lau81rw+sfZ3aGqCvTXa1wrC/dQcV65c0Zlc/+GHH4rg4GD17zczM1OcPXtWDB06VOt7tre3F0ePHtW7jlOnTkmmd3NzU59X5Jo/f75kGXXr1jU4vbWOfc3YwtfXV9I21a1bN7F7925JfBcRESHmz59vtje8Md7Wxnib8Tbj7ZcYbxNRfsQEe8oXLJVgr6un0J9++knv9EqTd02dJ7e83BjQvJHs4+Mj9u7da3S+vXv3at2oNfaqRX09cfbs2VN2b7EvXrwQ9erV07qY1Nd7a26aPfS5uLiIhw8fGpxHV3kdHByM9tx6+fJlrf0zZswYo2VctGiRzuDSWDlzPHnyRMyePVvv/621/54+fSq58e/k5CROnDghaxty5jf2ej1T5TXBPudTsWJFyYWMnHUBEJcuXTLj1ryUnp6udTNXbo8SQghx+vRprQuM+Ph4vdOfOHFCq4Fm7NixkgZQXaKiokTz5s0l83Xq1Mlo+b766itF9VpERISkgVfuxZa+3iXd3d1lv7rxxYsXWhdsGzZskF322NhYRa+tVSIvr1DLTdeT1cYeyLhy5YpWQ7GHh4esByxMoasRCXjZc6SSC0/Nhp+yZcvqTVzNbeXKlZLfiEqlEqdPnzY4z7Zt28T69euNNhLltmjRIknSn52dnazeFvfu3av15Hv58uXF1atXZa03NjbWYKOevt9SsWLFxKlTpwwuW1edayg5xRyePn2q1XNC5cqVxe+//y5CQ0NFSkqKePHihXjw4IFYu3ataNGihWRaR0dHWY1wbdq0kcw3ePBgk8qrWf/+/fffOqd78uSJZNp33nlHa5qsrCzJb9rR0VGEh4dLpgkODlZ0LFubteska/Z4mcOUJCxNd+7c0UpqK1WqlNEbzDNnztTav927dze6PnPsp9jYWDF16lTx7Nkz2fPcunVLVKxYUVGsJ4R1E+wtHe/bInb9/vvvFfUslpCQILp06SJZj5zrd83vKefj5uZm9Nph//79Wonyv/zyi8F5MjMzRc2aNSXzeHl5yTqn6+vdx9jv11pxtuZvu0mTJpIbj8YcOXJE1s0apfR9x4DxG4rnz5+X9EAFQLz22mtGb16vW7dOMo9KpRI//fST0d7G7969K6pWrSqZd+TIkQbnMSXpVJPmg4Hnz5/XO+2xY8ck05YpU0bytyHjx4+XzPvjjz/qnTYmJkbrodS2bdtq3RjSlJGRodUm5e/vb7RXyvzQjvXxxx8bTJiKi4vTSlIwlgiRF3lNsLd0fSqEdixcpEgRsX//foPzLF68WG+PXeZMsP/333+14gAlbxzYsWOHZP6AgACDx4fS2G7lypVa2z9s2DCD14737t3T+3ah/Jhgb61YQgjrxfOaDzwDL99waujYioyM1Ko75H5vpsSzK1askFV/5sjKyhJTp06VrMfd3V3WG0EsHQObsv2aDzW6uLjovb7O7fz581oPeRi6XySE+dqpTKWv3vfy8jKYGJiRkSHefvttyTxVq1ZVJ+PUrVtXqw0ht/DwcK1eZUePHm20vLp6e50wYYLBh/0fPnyolSTk4OAgLly4YHBd1q5jrX1/S8k5R/OBs1GjRhktU4709HSxdu1aSeKeOdn6/oCl2jRfvHghqlWrJpnH19fX4HV4dna2zmt3S5/X9MXF48ePN3hu05VI9s4776iP4U2bNhlc76BBg7S+C80OaTRZ8/rEFt+h0ljNmu1rBeF+qhAvv2vN+wGOjo5i48aNBuc7ePCgVvtqmTJlDLanaB4fS5YsUVTWhg0bSuY31O5tzWNfX2zh6Ogo1q5dq2gbTcV4W4rxNuPtnA/jbcbbRJQ/McGe8gVLJdjrCobGjRund/qClGB/8+ZNydPWTk5OipKmNm7cKFlvw4YNDU6vqwHm9ddfV5xMmHv+ChUq6O1FU5dRo0bJ/i6F0J1gr6tnV11++uknyXylSpUyOH1qaqpWz4N169ZVlOhgjLX2365duyTTvf/+++bahDwzR4K9h4eHuHPnjtF1ZWVlidq1a0vm/eabb8y0JVKTJk2SrKdnz56y5x0wYIBk3kGDBhmcXjN5R86FWo6YmBitOktuUq8S0dHRktd+OTs7G+1VT18DupKHPa5fvy6Zt0mTJnndFLMxR4K95sMYAMS3334ra95z585pJYyNHz9ecRnk0NWQUq5cOUW9g+zfv18yv6+vr6zffQ7NV/e99957pmyKUZqNbXL2qWYDYqlSpYw2siqh67fk4OAg+0ErzQcb/ve//5mtbPqkpKSIL7/80uDrcHV9GjRoIM6cOSNrHZo39pTUnblpJoYZ6kHh008/lUzbq1cvcf36dZGWliauXr0q6RkUgPjss88k82dmZopatWrJPj9Ymy3qpIKaYD98+HDJMpydnWUnMY0ZM0ZrPxub1xb7KcfNmzclvdwEBAQYfeuCtRLsrRHvF5TY9cWLF1q9ERs7rvTdqJDb09DIkSMl8zVv3tzg9Fu3btVal7Fk0By6bmrJ+f1aK87u1auXZDq5Pb1bmr7vWO5DaYcPH9ZKxjV08zkjI0Nrn8lJFM5x9+5dSe+YRYoUEZGRkXqnN0eCvZLE9ylTpqinc3Jy0nqTib632wihLJH/m2++kUzbtGlTo28DypGdna1OsMn5/Pbbb3qnzw/tWJ07d5aVfH327FmteeXczDOFuRLsLVWfHj9+XGtdq1evlrUuzesdufWpkraftLQ0rbfvHDhwQFb5hBBavasaa2tUGttpni/ffPNNWcdgaGioVu+jQP5MsDeFKbGEENaJU9PT07ViPrnXtREREVrHo5zvzZoPjGq2I86fP9/g9NaIgZVuf2xsrNb1v5K385w6dUpyPVmyZEmDD0Sao50qL/TV+3J6Zg4LC9PqsReA8PPzk/Q6qs+KFSsk8xm7R/L48WOta/U+ffrI2s4HDx5odXzSo0cPg/NYu4619v0tJeec3B0RODo66nw7U0FirvsDlmzTXL16tWR6lUoljh07JmtdmnWxJc9rQuiOi+W8EUoIIdq2bauzrMY6MhPi5UN1mm8kMHZdbs3rE1t8h3mN1eQypX2toLRJaT5gC8h/49iWLVu05jUUC2kmGCvpmV/zzbNOTk4GzxnWPPb1xRbG4kJzYbwtxXib8Xbu+RhvM94movyJCfaUL1gqwT4uLk7rpD1s2DC90xekBPvBgwdL5vvyyy8VrVcI7YDB0E1XXQ0w586dk72u7OxsrQBMaSJAXFycpDHGy8vLYIK/ZnmrVq0quxermJgYreDUUALjH3/8IZlW7iuc5LLm/tNsVPrqq6/MtRl5Zo4E+x9++EH2+ubNmyeZt2PHjnncAt2ePHkied2mrl6IdYmLixNFihSR/TvWvDFerlw52Q00OTT3qZKnc5X4/PPPJesxliivqwG9c+fOitapuX8++OCDvGyCWZkjwb5Pnz5aF6Vy30AihHaSppeXl9EeKk2hqyFFyZsEhBCiffv2kvkXLFigaP6MjAxRvnx59fx2dnYGE65MFR8fL+klt0GDBgan13wACoDYt2+fWcuk67c0ZMgQ2fNv27ZN69xrLf/995/6FcWGPj4+PopvXmj2ivPFF1+YVEbNntcN9SqSlJSk87Wiuj6NGzfW6vngl19+Uf/f29vbbK9vNRdb1EkFMcE+ISFBuLm5SZYh90EEIV4eR6VKlVL0m7Zlgr0Q2snDxh7ms9YNEkvH+0IUnNhVCO39YejGnRC6b1R06NBB9vquXLkimdfNzc3gzWHN5AglD7BmZ2dr9TJm7PdrzThbM84xlGhtTbq+Y29vbxEbGyt7GZrnhmrVqumdVvO6tWnTpop6rRZC+/ry559/1jutOZJO9+zZI1lG+/bt9U77xhtvqKdr1aqVCA8Pl8z7+++/65wvKipK8qCCr6+v3v3y/PlzyZsD7O3txbVr1xRt0+3btyU9oteqVUvvtLZux3JwcBAPHjyQvS7NOOyff/5RXF45zJFgb8n6tG/fviYf+y9evJBcV8mNh5S2/XzyySeS6eUmZ0RHR2u9tcRYkreS2O6///7TOgaVPKjx7bffau27wpJgL4TyWEII68Sp69evl6zD1dVVUXvAb7/9pvh7s2bCj2bnEsY6FLBGDKx0+7///nvJ9KZ0DqP5WzHU66052qnyQle9r+std/q0bNlSa365DyUmJSVpJcYYukeiWW95eXkpSojJ3Y6RE5vo63XS2nWsLe5vKTnn5L63UKJECUXlyq/McX/Akm2amr8tJe310dHRWonnljqvCaF9LDk5Ocm6/ySEEEuXLtUqp5K3O3300UeSeWfOnKl3Wmtfn9jiO7RWgr0QytvXCkqbVO5rZeBlD9dKdOvWTTJ/5cqV9U4bERGhlStgrDf/HJ999plkPkNJrNY+9nXFFrVq1VLcpmIqxttSjLcZbzPefonxNhHlZ3YgKsSKFi2qNS49Pd0GJTGv7OxsrFu3Tj1sZ2eHTz75RPFy3n//fclwcHCw7Hnr16+PBg0ayJ7+woULuHnzpnq4SpUqePPNN2XPDwBeXl7o2LGjejg+Ph5XrlyRPf/QoUOhUqlkTevj44Nq1apJxoWGhuqdfsOGDZLh7t27a82fF9bcf15eXpLhc+fOKStsPmZnZ4chQ4bInr558+aSYUPHQF6ULFkS7777rno4IyMDixcvNjrfihUrkJqaqh5u1KgR6tevr3f6tWvXSoaHDBkCFxcXRWV977334ODgoB5WUm8o0aRJE8nwqVOnFC9DyXcNaB/7Fy5cQHZ2tuL15le7d++WDA8dOhTOzs6y5//0008ldWh8fDxOnjxptvLp4+/vj65du8qePjo6GgcOHFAPe3p6ol+/forW6eDggJ49e6qHs7OzcezYMUXLkMPT0xNVq1ZVD1++fFnym9akea5p3Lgx2rdvb/ZyaRo+fLjsaTXrzVu3bln8d3T69Gk0bdoUbdq0wfXr141OHxsbiwEDBqB169Y4fvy4rHVofi9OTk4mlVXzN2fo+3Zzc8OBAwfQpUsXg8vs3r079u/fjyJFiqjHPXv2DJMnT1YPf//99/Dz89Oa99ixYxgwYAAqVKgAV1dXeHp6olatWhg/fjzu378vd7NMUlDrJGsLDg5GcnKyetje3h4jR46UPb+bmxsGDRokGbdr1y6zlc8SzBEDWIKl431d8mvsCpjne1JyfqlZsyY8PDzUw8nJyXj06JHOaTMzM/Hff/9JxinZjyqVSnEcac04uyBdr33wwQfw9vaWPb1m/Xbjxg3cuXNH57Sa+3zUqFGyr/dz5KVNxBQtWrSQxBDHjh3DixcvtKZLSkrC6dOn1cPt2rVD8eLFUaNGDfW43PFubgcPHoQQQj3cpk0bvftl7969iIuLUw+3bdsW1atXl79BACpWrIiGDRuqh0NCQhAbG6s1XX5ox+rUqRPKlCkje3pr1ql5Zan6VAiBHTt2SMYpiUOcnJwwePBg2dObasCAAZLhTZs2ITEx0eh8q1evlrQTN27cWPI7y6tt27ZJhjt06ICKFSvKnn/YsGGwsyu8t2/ya8y3d+9eyfC7776LYsWKyZ6/b9++kmuz/KZatWqSOsDYfrdFDGyMZgzw6aefKl5GXs4nStupLEHzGs+QRo0aSYbt7e3Rv39/WfO6ublpxQY3btzQO73mteaHH34IX19feQUF8PHHH8PNzU09nJWVhX379umc1tp1bH64v2Vs2TmePXum99xekFj7mlNJm2Z8fDyOHj0qGackRvL19dWqh6ypc+fOKF68uKxpNesQIG91kKE6xJrXJwX9O5Qjr7+h/NgmlZCQgBMnTkjGjRo1StEyRo8eLRm+desW7t69q3PagIAAvPXWW5Jxy5cvN7qOzMxMrFq1SjJu4MCBeqe35rGvz+DBgxW3qZiK8bYU421tjLcZbwOMt4kof3EwPglRwfX8+XOtcUoSd/KrS5cuISEhQT1cq1YtlCpVSvFyNBNxT548ibFjx8qat3Xr1orWpRk05w5slKhfvz7+/fdf9fDJkydRr149WfMGBQUpWlf58uVx9epV9XB8fLzO6dLT07USuvr06aNoXcZYc/81atQIKpVKfVN+//79mDhxIiZOnGhyQmF+UbNmTUUXGeXLl5cM6zsGzGHkyJGShINFixbh66+/NnjhsWDBAsmwsQZjzeNIs2FIDnd3d1SqVEl9cRcSEoKkpCSdDzTpEx0djevXryMmJgbPnz9HamqqJAkEeNmolZvSixSVSqX4N1+lShV4enqq69ebN29i8ODB+OWXX+Du7q5oWfnNzZs3ERMTIxn33nvvKVpGYGAg6tevj/Pnz6vHnThxAm3btjVLGfVp0aKFJNnMmCNHjkiOp1atWilOcAN0nyNzPwhjTGZmJm7duoWwsDAkJibi+fPnyMrK0poud4J1ZmYmIiIiEBgYqHOZhw8flgyb+1yji5eXF+rUqSN7eh8fH8nvKDs7G8+fP4enp6dFyrdgwQKMGjUKmZmZkvENGjRAy5YtUbJkSTg6OiIyMhJnz57F4cOHkZGRAeDl/mzZsiWmTZuGb775xuB6NI8hUx/Y1EyiM3Zsent7Y9u2bThy5AjWrVuHq1evIi4uDj4+PqhduzZ69+6tdfMCAD7//HP1d1C/fn0MHTpU8v+MjAwMHToUy5Ytk4xPTU1FSEgIQkJC8Pvvv2POnDmKbkbKVZDrJGvTvGnUrFkz2TdBc/To0QNTp05VDz9+/BiPHj3Ca6+9ZpYyKhEeHo4bN24gLi4Oz58/x4sXL7RigEuXLkmG80NDpTXifV1sFbsmJCTg2rVriIqKQmJiIlJSUrS+J83fsCnfU8uWLWVPq1KpEBgYiMuXL6vHxcfHo2zZslrTaj6w5uLiglatWikqm9I42ZpxduPGjbF+/Xr18NixY1GyZEnF22gNSm+GNWnSBMWLF0dERIR63KlTp7Ru3uh6+NGUa+SqVauiSJEi6uPF0g9qubq6omnTpurjJTU1FcePH0ebNm0k0wUHB6vjFQDqByrbt2+Pa9euAQAOHTqE7OxsretFzcT7du3a6S2POY5b4GWskfNAgBACp06dwttvvy2ZJj+0Y5nSJpSbJdsD8spS9ent27clSRn29vbo1KmTorJ169YNX331laJ5lKpfvz5q166tvmmampqKf//912hyv2ZyjGaifl7lflAGUF4nlipVCo0aNdJaTkFgrVjCEjQTYJTWjR4eHmjWrBkOHjxozmLJ8uLFC4SGhuLRo0d4/vw5kpKSdLZD5G5jefr0qc7zCWC7GNiQmJgY9bkQeNlxQdOmTRUvR9f5RC6l7VTmplKp0KJFC9nTaz5cVrt2bUVtNGXKlMGFCxfUw/rOh8nJyVrJK0qv84sWLYqOHTti48aN6nEnTpzAxx9/rDWttevY/HB/y5DGjRtj586dAF7Gyj179sTatWv1tjHamjXuD1iyTfPMmTOS8pYoUUJnIroh3bp1w8KFCxXNYy5KYkddD6jmpQ4yFFNb8/qkoH+H1mhfy4/3U0+dOiV58MXR0dFo5zSagoKC4Ofnh+joaPW4EydOoEKFCjqnHzBgALZv364e/vvvv/Hdd98ZvHe7a9cuREZGqodLliyJDh066J3emse+PkrzPvKC8fb/YbytG+PteJ3TMd6Wh/E2EVkCE+ypUMt98y6Hq6urDUpiXpoXHnZ2dlqJtnLkvrgDXl6Qy1WrVi1F69Isc0REhEll1gwalZS5XLlyitalmVCrr/erGzduaPVAa8qFhiHW3H/FihVD9+7dJYH19OnT8ddff+H999/H22+/jebNmytKqM4vLHUMmEPLli1Rq1Yt9UMdDx8+xM6dO/U2Dh0+fFjSA4S3t7fBHjOSk5MREhIiGRccHGxSzy+5E0Szs7Px7Nkzo8fDhQsXsHz5cmzevBmPHz9WvE6ljXFly5aV9BAgh729PQYNGoSff/5ZPW7p0qXYuHEjevbsic6dO6Nly5aKeuHMLzR/+97e3loNnnI0bNhQksxqrqe+Dcnr+SY5Odmk+lKzhwA555uUlBSsXr0aa9euxfHjx01KwtZ3rCckJODevXuScc2aNVO8fKXKlCmjuOcSd3d3SQyWmJhokQT7DRs2YMSIEZKbB7Vq1cKSJUv03hB59OgRxo4dqz7HZWdn49tvv4WzszPGjx+vd12adVxaWppJZdaMF+SeS1u2bCn75teJEyfw999/A3jZEPj7779rNd7+73//kyRnOjk5oXr16khNTVX3EJGWloYRI0bAzs5OK0E/rwpynWRtmtuUuyciuapVqwZXV1ekpKRIlmutBPvg4GCsXLkS27Ztk9y8kis/JDRaI97XxZqx661bt7Bs2TJs2LBBb4/hhij9njw8PODj46NoHrnbp9lLWq1atRTflCldurTWDVd9rB1nf/TRR5g8ebL6Nx0ZGYnWrVujcePG6NmzJzp06IBatWpZrecxQ0y5eVGvXj3JW04uX76sdXMxNDRUcsy5ublJbpwo4eTkpP59R0dHIysrC/b29iYtS4527dpJbhgdOHBAK8E+d5K8l5eXuu5v164dfvnlFwAvf3Pnzp1D48aN9c6bM48+msfo7du3TYqbNd96oytuzg/tWPm5PSAvLFmf5k7CB14+lKK0XbVy5cpwc3OTvJHHEgYOHIgxY8aoh5ctW2Ywwf7y5cu4ePGietjFxcXsvZBq7j9DbxzUJ3eSTH5n7VjCUnL3mAeYfi6zVsJPbGwsVqxYgX///Rfnz5/XevjcGCEEEhISdLZ12SoGNuT06dOSNgBPT0+TzieaiVCWvC9ibh4eHlpvNDIkdw+VAHQ+UGWIZiyqq1MrALh+/brk+FOpVIregJyjYcOGkvsS+q7zrV3H5of7W4YMGzZMnfADvPytVK5cGW+//Ta6deuGNm3aKP7uzc3a9wcs2aZpruPPVpQcC5p1iNL55dYhgHWvTwrid2jt9rX8eP2kWYfWrFlTcedKOeen3L2oG2pT7ty5M4oVK4aoqCgAL+8vHDhwwGDCvGanNn379jXYzmDNY18XBwcHq/aYznj7/zDe1o3xNuNtgPE2EeUvTLCnQk3Xq69KlChhg5KY17NnzyTDFy9eNEvvokpeFabkqXVAu8z//vuvyTfAc1NSZiWBMACti11dTyADUF9U5/D09ISfn5+idRlj7f03f/58nDt3Dg8ePFCPi4yMxLx58zBv3jw4ODigVq1aaN68OYKCgtCmTRvFN3RtIa/HgL5XgprLyJEjMWzYMPXwggUL9CbYa15QGHslXmRkpFYPFrlvPudFbGys3t4dEhIS8Omnn+Lvv//WWr8ShhpedVFaR+WYOnUqDh06JHlSPCEhAYsXL8bixYuhUqlQrVo1NGvWDEFBQWjbtm2BOK9o/tZNfZpacz4ldbCp8nq+OXDggFaikSmMbev27dsxcuTIPPe6p+9Y1zzXAND7uzMnpfUmIP/8mRcJCQkYNmyYpF5p0KABgoODdd74yfHaa69hw4YNGD58uKQe/frrr9GxY0fUrFlT53yaDVy5E5WV0EzMN/fDallZWRg5cqR6v/Tr10/rdcArV66UJNd36tQJy5YtU7+G9dKlS3jvvffUD3SMHTsWbdu2VfTqR2MKcp1kbebYV/b29ihTpowk6dga++rJkycYOnSopNHRFEpjAEuwRryvizVi1/T0dHz55Zf47bffFN8gyk3p92TJ80vu12oDprcBFC9eXNZNa2vH2QEBAfjrr7/Qt29fyXd85swZnDlzBhMmTICXlxcaN26MFi1aoFWrVmjatKlFk8Z1cXV1VfSK7xyaN/E1ezgGtOO95ORks7SJCCEQGxtrUrnlateuHSZOnKge3r9/P3744QfJNPv371f/3bp1a/WDckFBQXB0dFT3br9//35Jgv2dO3cQFhamHg4MDDT4AJvmfvzjjz+Ub5AOus4x+aEdy1JtQrZmyfpU8/dnyo1COzs7lClTxuArzs3hf//7HyZMmKD+fZw8eRI3b95ElSpVdE6vmfTSvXt3k/alPmlpaVrXDKbsP6WJTbZgq1jCEpKSkiRvEAFMiyOUvnHKVEuXLsWECRPyHNs/f/5cZ8KPrWJgQzTPJw8fPsz390XMTWkHBpp1vikdkuSm75yhuQ+9vb1N6mxBznW+LerY/HB/y5DOnTtjyJAh+Ouvv9TjMjMzsW3bNmzbtg3Ay4eImzZtipYtW6JNmzaoXr26WdZtjK3uD+T3GMnf31/yNi1rUvLb1HUdqaQeURJTW/P6pCB9h7ZqX8uP91Nt0abs6OiIPn36YO7cuepxy5Yt05tgHxUVpfVdGXtTljWPfV08PT2t1mbEeFuK8bZujLcZbwOMt4kof9H/7iKiQkDzqTrAtBN/fmOphBglyWJKE8LyQ5kt1YOfZkOMOW/I5bD2/itevDjOnDmj97VSmZmZuHjxIubPn4+ePXuiePHieOedd7Re3ZTf5IdeHA3p06eP5PjZs2ePJEEiR2RkJDZt2iQZlzsxXxdLJtLpO47i4+PRtm1brFy5Mk+N54DyxjhTk1bd3Nxw5MgRDBkyRGeDkhAC169fx+LFi/HRRx+hdOnSaNOmDbZu3WrS+qxFM9FM6cV9Ds0LdWskaBaE882KFSvQrVs3s7zSXt+xrnmuUalUJn+PSuTXenPp0qWSfWJvb4/Vq1cbTK7P7ddff5U07GRkZODHH3/UO71m42dERISyAuNlr7iajcfmfiPGggUL1K//9fT01NomIQRmzJihHq5atSo2bNggSSSsW7cutm/fru7tOTU1FXPmzDFrOQtynWRtBXVfPXz4EC1atMjzzT/A8g84ymGNeF8XS9fB6enp6NatG+bOnZunhDhA+fdkyW3TfJOdZi9qcsn9vdkizv7f//6H3bt36334KT4+Hvv27cPEiRPRokULlC5dGhMmTDDp/GUqc9VXmvUgYJt9bi6NGjWSbOOFCxck2xgRESF5FXf79u3VfxctWlTy4JzmQ6RKeq8HrBs3F+Y2IVuz5HZp9nJprt+1Jfj5+Wl1ULB8+XKd02ZkZGDNmjWSccaSXpTS1UOoKfvPGvsuL2wZS1iCrrfhmhJHWONa/bvvvsPHH39slvpVbjuEtWJgQ/LD+cTWb3XNa71vqfOGNa9dbVHH5odjz5iFCxdizpw5erfr8ePHWL9+PUaNGoUaNWqgZs2amDdvnslvaZTDlvcHGCPpl1/rEWv+zgrKd2jL9rX8eP1kq3ZSzWuFLVu26H0jwOrVqyX3AJo3b47KlSsbXL6tzzHWjG0Yb0sx3taN8bZujLdNU9jjbSKyDibYU6Gm63UzdevWtX5BzCw9Pd0iy81rA5chBbHM+Ykt9p+/vz82bNiAK1euYOzYsahUqZLeaTMyMrB9+3a0atUKvXr1yrevTs/v3Nzc0L9/f/VwdnY2Fi5cqDXdkiVLJA00rVu3RtWqVQ0u21LHEKD/OPrss89w/vx5ybjXXnsNEyZMwKZNm3Dp0iVERUUhOTkZWVlZEEKoP4cOHbJYeY1xc3PDwoULcevWLUycOBG1a9fWezGcnZ2NQ4cOoVu3bmjdurXZXjNGprN2fXnnzh0MHTpU0kBmb2+Pzp07Y968eThy5Aju3buHxMREvHjxQnKcCyEQFBRkkfIWdjt27JAMt2/fXm/vlLo4OTlh6NChknHbtm3T2zOEZiP4w4cPZa8rh64HMIw1risRHR0t6RH3u+++g7+/v2SaixcvSnox//zzz3W+Rrd69ero2bOnenjt2rWvTMxF5jFgwACt1xJXqVIFEydOxI4dOxASEoKYmBikpKRoxQCaPcqS5cycORO7d++WjPPz88Mnn3yCf/75B+fPn0dERASSkpKQmZkp+Z40v9/8xNnZWTJsamwgdz5bxNkA0KFDB9y4cQMbNmww2vNyREQEZs+ejQoVKmDx4sUWKKl12Wqfm4O9vT1atWqlHs7OzsZ///2nHjaWJJ97+OTJk5KbREoT7K0ZN7NNiKxh4MCBkuGVK1fqjO937Ngh6SmwTJkyaNOmjcXLVxgVtlhCM4YATKu/LHmeAoAjR45g0qRJknHOzs54//33sXDhQpw8eRIPHz5EYmIi0tPTtdohCnIHRJbet0T6FJRYZuzYsQgLC8P8+fMRFBSks17Lce3aNYwePRpVq1bFyZMnzVqOHAX1/gDZRkH5nVkT29fyh1q1aqFhw4bq4bS0NPzzzz86p9Xc73Ie5H2Vjn3G2/kf422ylYJSF+a3eJuIrMPB1gUgsiTNBhh/f3+t16sXRD4+PpLhXr16meX1OJakWeY//vjDLK+Tyg80X1Ol76n1vLDl/qtVqxbmzJmDOXPmIDw8HEePHsWxY8dw7NgxXLp0SSsoXb9+PSIjI3Hw4EGrvVKuMBkxYgR+/fVX9X5dunQppk6dCicnJwAvEzByv3oKgKxjQfMYAl4+sVukSBEzlFrbnTt3tHqLGzduHGbOnKnuFdmQpKQki5RLifLly2PatGmYNm0aYmNjcfToURw/fhzHjh3D2bNntXpnO3z4MNq2bYtTp05ZpfcEJTR7yTb1IRjN3iV0HVe2plmmzz//3GDP5Hk1bdo0vHjxQj1cpkwZbN++HbVr15Y1v9xjXfNcI4RAYmJivujRwhauXr0qGW7evLniZWjOk5iYiLt37+pMetd8iCksLAxCCEU9UWjeDHFyckL58uUVlNiwL7/8Ut2DRe3atTFixAitaTQbcN566y29y+vcuTPWrl0L4GVsc+PGDbO9zvBVqpPyqiDuq//++0+SLAoAc+fOxZgxY2TNnx9iAE3WiPetLSkpCTNnzpSM++CDD7B48WK4urrKmj+/0jw36uodSw6581k7zs7NwcEB7733Ht577z1kZ2fjypUr6mu1I0eOaD38mZKSgsGDBwMABg0aZNGymau+0vW2F8197u/vr/Ua4fysbdu2kjdgHThwQP32uNxJ8mXKlNF60L1du3aYPHkyAODFixc4evQo3nzzTfWDvzlUKhXatm1rsBw+Pj6Stxrs2rXLYGyQFwWxHYu061Nz/a4tpWPHjihRooS67nv69Cn27dundVxrJr30798fdnbm7YdI13VaYmKi5M1Rclhr3+VQ0rNpYYwldH1vCQkJsrZHcx5L+vbbbyXDderUwdatW2Un8pjaDpEfYmDN80njxo11drJE1mfNa1db1LEF6f6Wl5cXRo4ciZEjRyItLQ2nT59WXyMcO3ZMqw548OAB2rdvj2PHjpm1g7LCcH9An4IWIxUU1rw+KQjfYWFsX8srW7aTDhgwAOfOnVMPL1u2TOvN4hcuXMCVK1fUw25ubujdu7fRZVvz2Lc1xttSjLdJCcbb+Ud+ibeJyHrYgz0VWvv378etW7ck495+++18+UozpTQDF83XR+VHBbHMcmluW0JCAqKjoy26DlvtvxIlSqBXr16YN28eLly4gPDwcMybN0/rgjI4OJi9I5ioUqVK6NChg3o4MjISmzZtUg/v2bMHYWFh6uHixYujW7duRper64LHksfRli1bJA9ftGrVCrNnz5bVeA7A7L+hvPLx8UHXrl0xa9YsnDhxAlFRUVi2bBlq1qwpme7GjRuYNWuWjUqpn2YjTe5jSAnNBOH8mMxqzfoyMzMT27dvl4xbsWKF7OR6QP6xrus3fOfOHdnrKWw0X4Wo2VO7HAEBAVrj9B0vmonlCQkJkp7g5Th16pRkuFKlSmZ7EO306dNYunSpevj333/Xuezcv30PDw8UL15c7zI13wjw4MGDvBf0/3uV6qS8Mse+ysrK0nrrgiX3Ve64BQD69esn++YfkP9iAMA68b617dmzB6mpqerhSpUqYfny5bJvaOXn7des25TW18DLxGW5PetaO87Wx87ODnXr1lX3GvzkyROcO3cOw4cPh6Ojo2TacePGWey1uzlSUlJMOk406znNehDQ3uexsbH5smc2fTR7ls+dVH/w4EH13+3bt9eat3HjxpKHeXPmvXDhguQ7rVu3rs59l5s14+b80qZBymgeQ6bEg9nZ2Trf5GQJ9vb2+OijjyTjNNumnj17JulxXaVSSd4kaC4uLi5a51RT9p/S2E/zGkDfG7r0UZLQURhjCQcHB63j3pQ4wpR55IqMjMTx48fVw/b29ti4caPsZJ/MzEzZ33N+jIF5Psm/NH87cXFxJiW/ybnOt0UdW1CPPRcXFwQFBeGbb77B7t27ERMTg127duHtt9+WTJecnIxPPvnErOsubPcHcjNHjBQZGSk5j5J1f2cF4TssjO1reWXLNuUPPvhA8ibYM2fO4Pr165JpNK89evTogaJFixpddkE9x5iC8bYU421SgvF2/mTLeJuIrIcJ9lRozZ49W2tcv379bFAS89N8qu3y5cv5/mayZpkvXrxom4JYQLVq1bQCzBMnTph1Hfl1/wUEBGDUqFG4du0aGjduLPnf6tWrbVSqgm/kyJGS4QULFuj8GwA+/vhjrYQZXXx8fPDaa69JxlnyOMrdSwMA9OnTR9H8Z8+eNWdxzM7Lywv9+/fHxYsX8c4770j+lx+P/Vq1akmGY2NjTXode+4eOgAoSiS3FmvWlw8fPpQ0lJUuXRqtWrWSPX9kZKTsBglPT0+tt/CY+1xTkGg2TJtyMyMlJUVrnL5kkLp162r1DpG7kVUOzemN9SorV3Z2Nj755BN1LNinTx+88cYbOqfNfbwae9OGp6enZFjzoYa8eJXqpLzS3Fea2yzHjRs3tI53S+4rzRhAM9HNmPwYA1gj3rc2ze+pd+/e6jcmyZEfv6ccuV/bDbw8X2v25G7MhQsXtN5WpI+142y5VCoVGjRogD/++AOHDx+WXDMkJiZqPSRoCRcuXFA8j+a+q1OnjtY01apVk7x+NzMzEyEhIcoLaCPVqlVDqVKl1MN37tzBw4cPERoaisePH6vHaybiAy9vRueON3MS7HMn6eubV5M14+aC2I5F2r+/0NBQnTG0Ibdu3bJq75kDBgyQDG/btk0Sx65atUpSvwcFBSEwMNAiZdHcf6bUiUrn0bxOUrrvldwwL6yxhGYcofmgtByW7OExJCRE8qaBpk2bKnpj78WLF2U/eJEfY2DN80lYWBh7gM4nqlWrJkmcFkKYVO/Jvc63dh2bX+/PKOXk5IS33noLO3fu1Ook5vjx42btXKEw3x+wxTn+VWDN31lB+A4LY/taXmm2k4aEhEjeLiyHEALnz5+XjJPTTurt7a3V2Vnut3Skp6er3wabQ/PaRJ/Cco6Ri/H2/2G8TUow3i4YrBlvE5H1MMGeCqXff/8d+/btk4yrX7++oqS3/Kx58+aS181HR0fn+1czafa8dujQoULTO4OTkxOaNm0qGbdq1SqzriO/7z83NzdMnTpVMk6z8Yfk69Spk+QGb3BwMK5fv45Hjx5h165d6vF2dnYYMmSI7OVqHkc7d+7Me2H1iIyMlAxrJh0Zkp2dLdnO/MzBwQE//vijZFxYWBieP39u9vXkprQXuipVqmg92b5582ZFywgLC9O6EG7WrJmiZViD5nF+6dIlPH361CLrystxDgA7duxQNL1mHJMfH+awFs2eDG7fvq14GZpvOgIAPz8/ndM6ODigU6dOknH//vuv7HU9fPhQq6G4a9eusuc3ZPHixeoGMQ8PD/z00096p82djJienm5wuZo3J3L30JNXr1KdlNf6W3ObTpw4oVX3GLNx40bJcOnSpQ3WV3ktc17qxsTERBw5ckTR+qzBGvG+teX1HGaN5GxTFS9eXCtZUvMmpzFr1qxRNL0142xTNGvWDN27d5eMs8b12tatWxVNf+rUKclr0QGgSZMmWtMVKVIEzZs3l4yz9D7Pa92oSfNBu/3790uS5FUqld6H8XInz1++fBnR0dEmJdhrHre7d++2WNJ7QWzHopc9kufuySwrK0vxb23Lli1mLpVhVatWlZyzX7x4IanTNXuVHDhwoMXK8vrrr0uGldaJT548UZwYpfkad6UPsQYHB8uetrDGEprx9z///KNo/vPnz+u81jQXa+73/BgDly9fHuXLl1cPZ2VlSd5KQbbj5uamlZyj9Do/OTkZe/fulYzTd51v7To2v9+fMcX48eNRokQJyThzXiMU5vsDjRs3lrwtPTw8XPE529oxUkFgzeuTgvAdFsb2tbxq0qQJ7Oz+L70pPT1d8fXJkSNHtHoIl9umrJkw//fff6vbBrZt2ybpbblChQpo2bKlrOVa89jPDxhv/x/G26QE4+2Cx9LxNhFZDxPsqdDZs2cPxo0bJxmnUqkwZ84cG5XI/JydndGlSxfJuBkzZtioNPI0adJE0kNbXFycVk/cBVmvXr0kw5s3b8aNGzfMtvyCsP80k1iSk5NtVJKCz87ODsOHD5eMW7BgAf766y9JIkenTp1QpkwZ2cvt0aOHZHjFihUWSzzW7LVMyWvG169fb/KrHW1BV2935j7+3d3dJcOm9Bag+SqyhQsXIiMjQ/b8v/32m6RRz9vbO18ms7722muSN2pkZ2drPQRhLnk5zrOysjB37lxF69M815w5cwb79+9XtIzCon79+pLh7du3y+5pOIfma3b9/f1RsmRJvdO/++67kuGDBw/izp07sta1ePFiSa8nPj4+shvYDYmNjcXXX3+tHp4yZQqKFy+ud/rcSe0xMTFIS0vTO+2TJ0/0zmsOr0qdlNf6OygoCG5uburhzMxM/Pnnn7LnT0lJweLFiyXjNB8W0ZTXMuelbvzzzz+t2sutEpaO960tL9/T6dOncfToUTOXyLw+/PBDyfDcuXNlH1uPHj2S9EImhzXjbFPZ4npt7dq1it6A8vvvv0uGq1atiooVK+qcVnOf//rrr4p71lbCHPF4bpoJ8AcOHJAkydepU0frgcIcuW84CSGwc+dOyZtynJ2d0aJFC6NleOuttyQ9pd24ccNiSSIFsR2LXranasYNf/zxh+z509PTteIQa9BMfMlJqj979iyuXbumHu/u7o733nvPYuXQPOb37dsn+/oBeNkOlPsaQo6qVatKhpW8devx48eKkhkLayzxwQcfSBLurly5oqhunDZtmgVK9X/yst+fP3+uuD05P8bAmjHAjz/+WKiT0AoSzXPG6tWrFcWCS5culcTs9vb2ePPNN3VOa+06tiDcn1FKpVKhbNmyknHmvEYozPcHvLy8tN4eqSRGiomJUZxQ+iqw5vVJQfgOC2v7Wl54enpqPWw/f/58RcuYN2+eZLhKlSqyeydv166dJNk6IiJCnXis+SBv//79JTGlIdY89vMDxttSjLdJCcbbBYul420ish4m2FOhkZGRgalTp6JTp05aPW6OGzcOQUFBNiqZZUycOFFy8bFt27Y8BRiWDoodHR3x1VdfScZ9++23eXqFXn4K5Pv16yd5+jAzMxMffvih2QIka+4/pQmKOTQv9gwl+JFxAwcOlPQWvHLlSixZskQyzbBhwxQt86233kKjRo3Uw2lpafjggw+M9mJsiL7jqHTp0pJhuT11R0RE4NNPPzW5PHlhrmPf3t5ebzKMqTR/T6Y0rowaNUoyfOvWLcycOVPWvBcvXtRqeBw0aJCkF8r8ZNKkSZLh33//PU+9muo7znNf6ANAaGgo7t69K2uZU6dORUhIiKJydOjQAfXq1ZOMGzBgAJ49e6ZoOYWBZoPPw4cPFTWmnzp1CuvXr5eMa9++vcFG765du6JKlSrqYSGE1u9Kl3v37uHnn3+WjPvss8+0esI1xddff63uGadGjRpGy5P7FYtZWVk4c+aM3mlzv4pUpVLJelWuEq9KnZTX+tvDwwP9+vWTjPvxxx9l99IzadIkPH78WDLO2Hk2r2U2NQa4du2a1huR8hNLx/vWZur3lJycjP79+1ugROY1ZMgQ2Nvbq4cfP36M4cOHG72GTEtLQ79+/RTfiLZmnF2Qrtfi4uLwxRdfyJo2ODhY6+08mg8d5zZw4EDJcRwREYGPP/7YtIL+f4aOD839dffu3Tx9v5q90x88eBCHDx9WDxvqgb5q1aqSbf/+++8lD801a9ZM1jnRz88PI0aMkIwbPnx4nl5VbGgfFrR2LHpp6NChkuHDhw/LfsvHzJkzZV8fmVPv3r0lCSrnz59HSEiI1sNTmtOZW+vWrVGpUiX1cGZmJj755BNZx+6tW7cwe/ZsxevM/bA58PLV75cvX5Y174gRIxQ98FpYY4lKlSpp1cEjR46Ulej5119/Ydu2bRYq2Uua+/3YsWOyH/oaOXIkoqKiFK0vP8bA48aNkzyEfOnSJa12c7KNYcOGwdHRUT0cGxuL8ePHy5r38ePHWu153bt31zrmc1i7js3P97dMfbNSRkaGVpKUOa8RCuL9ASU0Y6QVK1bIfrBtwoQJeX5gtzCy9vVJfv8OC2v7Wl5ptikfOnQIf//9t6x5d+zYodXpjpL6xs7OTquddvny5QgPD5f0CK1rOkOsfezbGuNtKcbbpATjbWUKe7xNRNbDBHsq8B49eoQZM2agXLlymDJlitZTcL169ZKdrFOQ1KxZE4MGDZKM++STTzB16lRFJ/jExET89ttvWj3BWsLgwYNRs2ZN9XBKSgratWun+NVFDx48wBdffKHo4tTSnJ2dMX36dMm4S5cuoVWrVlpJTfo8ffpUKwEvN2vtv6+++goffvihote1R0dH45tvvpGMa926taJykZSvry8++OAD9XBCQgLCw8PVw+XKlUPHjh0VL3f27NmSZKMjR46gXbt2ePTokexlCCFw8OBBdOnSRe/x16pVK8nw6tWrjb5C7t69e2jVqpXW6/es5Y8//kDnzp1x4MAB2RdcKSkpGDt2rGRcixYtJPvYHGrVqiVZ5p07d7Re4WZMo0aNtJKSJ0+ejEWLFhmc79q1a3j77bclyVyenp4YPXq0ovVbU6dOndChQwf1cFZWFnr06KE4gScqKgrff/+93t9aQEAAqlWrph4WQmDw4MFaD/rlJoTADz/8gO+++05RWXLMmjVL8hrUJ0+eoHnz5pKeGA2Ji4vTOl8VRL1799ZqhJgwYYKsZJ8zZ86gW7duWjGjseR0e3t7rZsTe/bs0WqQyi0yMhI9evSQ9KhbrFgxs/x+zp8/L/n9zp8/32jSfosWLSSNb5oPbuVIT0/HihUr1MP169eHt7d3Hkss9arUSZoPxaxYsQLPnz9XtIxx48ZJkr9SU1PRoUMHowlrP//8s1Zs+d5776F69eqKyvzXX38pSrbSjAHmzp1rtBH0/PnzaNeuXb5+5ac14n1r0vyejh49ir/++svgPNHR0Wjfvj1CQ0MtWDLzKFOmjNbNhVWrVqFnz556H0y7e/cuOnbsiEOHDgGA5GFXOawVZ9eqVQvTp09XFDPv2LFD6xXV1rpeW7RoEX744QeD01y8eBHdu3eXxOClS5fW6oU6N2dnZ623FP3zzz/o3r07YmNjZZcvMzMTmzdvRlBQkMG6KiAgQHLDMyUlRauHOiVKliwpiSOjoqIkN2wNJdgD0gT927dvS/5nbN7cvvjiC8kbfJ49e4YWLVoo7ln6+vXrGD58OL788ku90xTEdiwCmjdvrnXOGDRoEA4ePGhwvqVLl2LKlCmWK5gBHh4eWj3T//nnn1i7dq1k3MCBAy1aDpVKpdVWtnfvXowcOdLgMX///n28+eabBt82pU+FChUkD9UCL78vQ/FnZmYmhg4dqnWeMKYwxxKzZ8+WXDc9ffoUQUFBeo/79PR0TJ06Vf1gmNIYQon69evDw8NDPfz8+XOMHDnSYM+AmZmZGDFihOzks9zyYwzs7+8veZMb8PIh5OHDhyu6nkhLS8OKFStQv359REdHm618r7KSJUtq1a1Lly7FpEmTDLa1PnnyBO3bt5f0EOvg4GAwkcsWdWx+vb919epV1K1bFytWrFD0G5g4caLk2Hdzc5M8NJxXBfH+gBI9e/bU6oijW7duuHLlit55hBCYMmVKnq4jCjtrXp/k9++wsLav5dW7776LGjVqSMYNHjzYaAdLwcHBeP/99yXjypQpo7gu1nxQdPv27Zg7d67k3KPZ070c1jz28wPG2/+H8TYpwXhbnlcl3iYiKxJE+UC/fv0EAPWnUqVK4s8//9T6/PLLL2LKlClizJgx4r333hOlSpWSzKf5GT9+vMjMzJRdjsmTJ0vmnzx5skXmya1s2bKS+e/fvy973rS0NNG0aVOt7S5XrpyYOXOmOHfunEhPT5fMExcXJ44ePSrmzZsnOnbsKJycnAQA4ebmZnBdQUFBknUcOnRI0XbmuHfvnvD19dUqc9OmTcWSJUvE7du3RXZ2tnr67Oxs8eTJE7F7924xbdo00bBhQ6FSqQQA0alTJ4Pr0lyHUprH5bJlyxTPA0AUKVJEjB49WgQHB4vU1FT1tJmZmeLatWtiyZIlonPnzsLJyUmULVvW4PKtsf9Gjx6tXm758uXF+PHjxebNm0VYWJjIysqSlD80NFTMnj1blCxZUlIee3t7cfbsWaP7Symlv7dly5ZJpu/Xr5/ideb1OMqLc+fO6a3fZsyYYfJy582bp7U8FxcXMWjQILFr1y4RExMjmf7FixciJCRErFmzRgwZMkQUL15cPd/69et1riMlJUXruHBwcBCfffaZuHbtmvo4zcrKEhcuXBCff/65KFKkiHpazTonKCjI4DYdOnRI0fS6zJ07Vz1/iRIlxIgRI8S///4rbt26JTIyMtTTZWdni/v374sFCxaIypUra+3LzZs3K163HG+++aZkPY6OjuLdd98V06dPF/Pnz5ecL1etWqVzGU+ePNFZh3Tp0kXs27dPvHjxQr2N169fF1999ZVwdnbWmn7NmjUW2UYhTKt7dYmJiREVK1bUKnvNmjXFb7/9Jq5evaoVI0RGRoqDBw+KWbNmiZYtWwp7e3sBQNSoUUPven799VetddSqVUusX79eJCQkqKeLjY0V//zzj2jUqJF6Oj8/P1G9enXF51fNujCn3h0wYIDYs2ePeP78uXra7OxscefOHbFmzRrRu3dv4ebmZrAuM8dvKS+xjRJLly7VWT926dJF7Ny5UyQmJqqnffHihTh27JgYMmSIcHR01Jrnf//7n6x1Zmdni7Zt2+pc54kTJ9RxV1xcnFi0aJHWvgAgVq5cmedtz87OFk2aNFEv84MPPpA97wcffKCez87OTmzatElr2Z9++qmkzIsXL85zmXWxdp1krWMzt0ePHqnrkpxPyZIlxfDhw8XPP/+sdb2jL35auHCh1na7urqKSZMmiZs3b6rPq6mpqWL37t2iQ4cOWtOXLFlSREdHGy3zyZMnteatWLGiGDNmjJg7d65WmUNDQyXzh4eHC1dXV62yTps2Tdy7d089XUZGhjh+/LgYOnSocHBw0BsDGIvf7t+/L5neWDydV5aM960Zu2ZnZ4v69etrTT9gwABx7tw59TkyOztb3LhxQ0yfPl14e3vr/Z6M7XdzfE9Kr0nT0tJE7dq1dX5f7777rpg6daqYN2+emDRpkujQoYPk/PD2229rre/w4cNGy2iNONvT01N97m/durWYM2eOOHLkiIiLi5NMl5SUJIKDg8WgQYO06qF69epJrhvNQfM79vf3F+XKlVMPt2nTRuzatUukpaUJIV4eW9euXRMTJkxQt0vk/uzcuVPWej/77DOteT08PMTYsWPFwYMHJfGAEC+vUy5cuCCWL18u+vTpIzmujV3DDh06VLIelUol3nzzTTF58mTx22+/adWPxowaNUpnLOPs7CxSUlIMzrtq1Sqd8wIQp0+fNr7jcjl9+rRwcXHR2raOHTuKNWvWiAcPHkiOl6ysLBEWFia2bdsmvvrqK0k8O3LkSIPrKkjtWOaok+VQGn/boj69ffu25HodeBlHDh06VJw/f17dVpSeni4OHTokunfvrp7Oy8tLVKlSRdH68trWKoQQ//33n9YxnXu4SpUqipcphGnHVfv27bWO+QYNGogNGzaIpKQk9XR3794V3333nShatKh6utwxv9zjcMmSJVrrq169uti4caNITk5WTxceHi6WLl0qqlWrpp6uWbNmso9Ha8cSQlg3nv/hhx901rH169cXn3/+ufjll1/EjBkzxIABA0SxYsXU/y9atKiYOHGiZJ7+/fsbXJfS3/XYsWO1ytWiRQuxe/duyfkjPDxcLFmyRPIbrFy5siTekLsfLRkDm1KvZWdni/fee0+rTP7+/mLixIni+PHjWufS58+fi9OnT4uFCxeK7t27q9tHAIioqCjZ225qO5Wp8lrv5/V8pnT7k5KSRKVKlbS+m+bNm4vNmzdL6qF79+6JGTNmqOPb3J8ffvhBVvmsXcda8/6W3HPOxYsX1dO4ubmJXr16icWLF4sLFy5IfptCCBEVFSU2bdqks21r9OjRRrdfiYJ4f0Dpeebo0aNaMYazs7P48ssvxY0bNyRtNTt27BCtWrVST1euXDnh7+9vlfNaXuNizWNFCVO+F2ten1j7O1RSp1q7fa0g3U+9fPmyVhuxSqUS/fr1E8ePH1ffz8vMzBTnzp0Tw4cPF3Z2dpLp7e3txdGjR01af8uWLbXWnXt47dq1Ji3XWse+tdtS9WG8LcV4m/G23O1nvM14m4isjwn2lC/oChjz8qlTp44IDg5WXI6ClmAvxMsTtOaJX/Pj7u4ufHx8JBfWmh9rJdgLIcT58+dFmTJl9JbFzs5OeHt7C09PT62L0tyf/Jhgn5qaKnr16mX0+/Dy8tK5bXICdkvvv9wJ9poflUolPD09ha+vr84ERaUBuVKvWoK9EELrwgOAcHJyEs+ePcvTcmfOnKnVoJT74+zsLPz8/LRuomt+9CX+CCHEunXrDC7f19dXZxnatWsn9u3bJxln7QR7fb9dPz8/nQlAOZ8hQ4YoXq9cwcHBBr8zuXXJkSNHhJeXl97fuLe3t8HzhSnJDUqYsyHl7t27olatWkbrNC8vL63Es9wfQwn2aWlpOpMKcpbv5eUlaUTK+Tg6Ooq9e/eadH7NysoSY8aMMXgMuLq6Cm9vb73HjD4FKcFeCCHGjx9v9Her75yb82nWrJnRJLbcIiMjtZKEcj52dnbCw8ND77o+++wzs2x37qSZokWLiidPnsie98GDB5Iy2tnZiT59+ojFixeL+fPna90geP311xU9sKqUNeskWyTYCyHExx9/LKvuNrY948aN0zufo6OjJGFJ8+Pn5yfOnDkju8y6Gv/0fXTV0z/99JPB+snHx0fn77Jfv36K4zdr3xSyZLxv7dj1+PHjeuMaR0dH4evrq/P3V6tWLXH58mVF+90WCaFCCPHs2TNRo0YN2cdzzvbFxsZq1YenTp2SVU5Lx9m6bojk/t78/PwMnou8vb1FSEiIkl0vi67v+Pjx4zofjPL29jZ4Pfndd9/JXm9mZqbWg2GanyJFigg/Pz+dZcn9MZZgf/PmTa0EB0MfY7Zu3apzvtatWxudNyIiQue8Xl5ekgfj5dq7d6/B84i9vb3w8fER7u7uBuMqYwksQhScdiwm2Ett2rRJ7/dhb28vvL29tY4NlUol1q9fr3h95kiwz87OFoGBgXqPn5kzZypephCmn4tyJ7Frfjw9PXXWT127dtV6qFjOcZidnS1J/tL8Try9vXWegzp06CD279+v6Hi0ZiwhhPXj+QkTJsiu84GX5/idO3dqfW/Dhg0zuB6lv+vo6GidD3MDL6/vfHx8tJKzgJcPoF26dMmk/WjJGNjUei05OVn07NnTYJnc3NyMtmMDTPgxxJTtv379uihdurTiei/nM3DgQNnxjLXrWCGsd3/LlIQfXZ+cWNhQHFuvXj1JMpa5FLT7A6bUj7oess75ODo66mzzcnZ2FsePH7faea2gJdgLYd3rE2t+h0rrVGu2rxW0+6nr16/Xey7JqYf13fOxt7cXixYtMnndy5cv1/u9eHt7ayVbKmGNYz+/JNgLwXg7N8bb8utGc2O8bRjj7fwdbxORddiBqJAoUqQIevTogV27duHSpUto2bKlrYtkFX5+fjhw4AC+/PJLODs765zm+fPniI2NRWZmpt7l1KtXz1JF1FK/fn2cP38e3bp10/n/7OxsxMXFISEhQe+rjBwcHCSvB8ovXFxc8M8//2D69OkoUqSIzmmeP3+O+Ph4ndtmZ2e8Wrb0/lOpVHrXLYRAQkICYmJikJGRofV/Nzc3/PHHHwZfJ0XKfPLJJ1rjunfvDn9//zwt94svvsDevXsRGBio8/8vXrxAdHS0wddcFStWDKVKldL7/549e+KXX36Bvb29zuXHxMRovVKva9eu2LJli+TVgNZi6NgHXv52o6OjkZ6ervU/R0dHTJw4EQsWLLBU8dCyZUssWrQIrq6ueVpOzmslq1atqvU/IQTi4uJ0ni/c3d2xaNEiTJkyJU/rt6by5cvj1KlT+Pjjj3Uehzl1Wnx8vN7X2alUKtSpU0fvOpydnbF9+3bUrl1b5/Lj4+ORnJwsGe/h4YHNmzejQ4cOCrfoJTs7O8ydOxeLFy+Gt7e3zmlSUlIQFxen87WVxo71guSnn37Cn3/+CTc3N53/N3TOBYBhw4Zh3759es/ZuhQrVgzBwcFo0aKF1v+ys7ORmJioNd7e3h7fffedWV7TGR8fL3nF66RJkySvjzWmTJkyWLdunbouyc7OxqpVqzBo0CB88sknOHLkiHraSpUqYf369Tp/P+byKtRJ8+bNQ/fu3fO8nNmzZ2PevHk6zwMZGRmIi4vTOV/t2rVx4sQJRa+eXLNmTZ6up8aPH4/x48fr/F9KSgpiY2O1fpdDhw7F4sWLTV6ntVgj3reWZs2aYdWqVTq3IyMjAzExMVq/v2bNmuHAgQOSVyXnZ/7+/jh69CgGDRok6/zXu3dvHD16FN7e3lr1uZeXl6x1WjrONrQdGRkZiI6O1nkuAoCaNWvi+PHjWq9Tt5RmzZph69atcHd3l4yPi4vTeT3p6OiIWbNm4dtvv5W9Dnt7e/z6669YvXq13muk1NRUREdH48WLF3qXU6ZMGfj4+BhcV+XKlbFu3Tr4+vrKLp8hrVq1goODg9b4du3aGZ03ICBA5zV969atTapnOnTogPPnz+ut+7OyshAbG4vnz5/rjatcXFx0ns81FcR2LALeffddrF+/Hp6enlr/y8rKQlxcnOTYcHJywtKlS9GjRw9rFlNNpVKhf//+Ov9nb2+Pvn37Wq0s/v7+OHToEBo3bqzz/wkJCVr1U9euXbFmzRqTrt1UKhU2bNigc3058bXmOah79+7YvHmzzjrJkMIeS8yaNQvLly9HsWLFjE5bvnx5HDx4EG+//bbJMYRcvr6+2LlzJ8qWLav1v+zsbMTGxiItLU0yvkSJEti/f7/B9g1D8mMM7OrqinXr1mHOnDl6j6fk5GS97dg5qlatChcXF7OX71VWrVo1nDx5Ek2aNNH5f131HvDy3DFt2jQsWbJE9jFj7ToWyH/3t4xtR04snJKSovP/3bp1w+HDh/Pc5qxLQbs/YIpRo0bhjz/+0FmPZGRkID4+XjLO3d0dW7ZsQbNmzaxUwoLJmtcn+fk7LMzta3nVo0cP7N27F6VLl9b6X049rOueT7FixbBlyxYMGjQoT+suWrSozv998MEHeYorrHns5weMt/8P421SgvE2420isq78c2eXyAiVSgVnZ2d4enqifPnyaNasGT766CPMmDEDhw4dQmxsLNavX4+33nrL1kW1OgcHB8yYMQP379/HhAkTUKFCBaPz2Nvbo0mTJpg4cSJCQkJw9OhRK5T0//j5+WHz5s24ePEi+vTpAz8/P6PzuLm54a233sKvv/6Kx48fY+bMmVYoqXIqlQrffPMN7t27hzFjxuC1114zOn29evUwffp0nDhxQtY6LLn/fvzxR+zduxeffvop6tSpIyuprlSpUhg3bhxu3bqF4cOHy9oGkqdjx45a48y1j9u1a4dbt25hxYoVeOONN2Q1WpctWxYDBw7E1q1b8fTpUzRt2tTg9KNHj8bRo0fRpk0bg9PVrVsXa9euxZYtW/QmylraJ598gqNHj+KLL75A48aNZe0PX19fDB06FCEhIZg2bZrFE5cHDhyIu3fvYvbs2ejcuTMCAwPh4eGhOPm1Zs2aCAkJwcKFC4029hQvXhyjR4/GnTt38tToaCuurq5YvHgxbt68iWHDhhl8KCSHs7MzWrVqhRkzZuDevXtYvXq1welLliyJU6dOYfLkyQYTrtzc3DBkyBDcuHEDnTp1Urwtmj7++GPcv38fkyZNQqVKlYxOX7VqVXz55Ze4c+dOntednwwbNgy3bt3CpEmTdDZ4avLw8MDAgQNx/vx5g8n5hgQEBODw4cNYsmQJqlWrpnc6BwcHdOvWDefOnVOULGjIxIkTERUVBeDldzpmzBjFy3jzzTdx4sQJtGrVSuf/7e3tMWjQIJw8edJoHGMOhb1OcnV1xcaNG3HixAmMHj0azZs3R0BAgKIHO3KMGjUKt2/fxogRIww+bKdSqVC/fn0sW7YMFy9elFVH5JbTaLpv3z4MHToUjRo1QrFixRQ1hP/000/YuXMnGjZsaHC6N954A3v37sWCBQsUJ3XZijXifWvp2bMnzp07h3fffddgo3rFihXx+++/48iRI3l+0NPavL29sWjRIly5cgVfffUVGjRogICAADg4OMDDwwN169bFqFGjcO7cOfzzzz/q5NHIyEit5chlyTg7NDQUS5YsQc+ePWU9YKVSqdC8eXMsXrwYly5dMnjesoQ333wTISEh6Nu3L5ycnHRO4+joiE6dOuHChQuYMGGCSev58MMPERYWhnnz5qFBgwaybhJVqVIFI0eOxMGDBxEWFoby5csbnadTp064ffs2/vzzT3Tv3h2VK1eGl5eXSfWXh4eHzoef5CTYA0D79u1NnleXwMBABAcH4/Dhw+jWrZus5Fdvb2+8++67WLRoESIiInQ+IK5LQWzHopc3BG/cuIF+/frpjaHt7OzQpUsXnD9/Xm+Cu7X069dPZ13QsWNHlChRwqplCQgIwMmTJzFv3jy9D2ABLx9wXbZsGbZs2ZKnG6++vr44fPgwfvjhB4PXqFWqVMHff/+NjRs3mry+wh5L9OvXD7du3cLChQvRsWNHlCtXDi4uLnBxcUFgYCC6d++Ov//+Gzdu3EDz5s0B5C2GkKtGjRq4cOECRo8ebfC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Dhw8rIyNDhYWF8vX1VXh4uAYOHKipU6eqY8eO9a7rwoULio+PV1JSktLT03XhwgWVl5crICBAXbp0Uf/+/TV58mSFhYXVu5zf/OY3ysnJUVhYmJ577jmVl5fru+++0759+3Tu3Dnl5+erU6dOeu6558x5LBaL9u7dq7179+r06dPKz8+XYRjmsZ2IiAj1799fI0eOVFBQUIPfG3A5jggCrVBWVpb5uvouZq40ePBghYWFKScnR3v27NHNN99c7wkPSdqyZYukqruxTZw4sdb7FotFq1ev1oYNG2SxWKzey8/PV35+vo4dO6avvvpKDz74oHr06GFzPWvWrDEfR3i5ixcv6uLFi0pMTNSGDRv0wAMPqFevXnZ8YikhIUFvvfWWebDIltTUVL366qu1Tn5VVlaqtLRUOTk5Sk1N1fbt2/Xkk0+qZ8+edq0bsEdwcLByc3MlSefOnbM6IVuTxWLR+fPnJVUN3Gjo0Va2UANsowYArpGZmWm+bmpOoq7ZRl2Dq5w9e1Y5OTmSpK5du9Z7VzV/f3/FxsbqyJEjKi0t1fHjxzV48OBGrW/MmDH67LPPVFpaqu+++06zZs2q90ljFovFvHutn5+fxowZU6tNeXm5PvjgA+3YsUOGYVi9l5eXp7y8PB0+fFgbN27UT37ykzo/47Jly7R9+3ab7+Xm5io3N1cHDx7Uhg0b9JOf/KTeQbs17dy5U++//77Ky8vrbHP48GH95z//qfUI95KSEpWUlOj8+fNKTk7Wli1b9Pzzz3OgEu3Sjh07zL/zQ4YMUWhoaJ1t2WerQrZBa/XZZ5/p/PnzCgwM1Pz58522HvZvqAGAO6hZM+raZ6h+io+3t7dGjhzp1P6wz2Yb+2xwJWpAFWoAAACu09B+S0ufa3IkPy9fRQd2VWrhGRVUFCmrOFv+qn/A/7Zt28xcM2nSJJtt9u3bp+XLl9c6flJRUaGioiKlpaVp06ZNuv322zVu3Dibyzh27Jj+8Y9/1MpQklRYWKjCwkKlpKTo66+/1q233mrzOJMt2dnZeu2113TmzJk62xQUFOi1115TcnJyrfeqM1x6err279+vsrIyzZgxw651AzUxwB5oZeLj4/X9999Lqnp83pAhQ1zco6oTvFdddZVWrVql0tJS7d69u84/zpKUnp5u/nEbMGCAunTpUqvN0qVLtWvXLklVVySOGDFCPXr0UEBAgPLz83Xo0CEdPnxYubm5evHFF/Xkk0/aPMlcVlYmT09P9ezZU7GxsYqIiFCHDh1ksViUnZ2tQ4cO6cSJE8rLy9Mrr7yiX//61w1eMZeVlaU33nhDpaWluvLKKzVgwAB16NBBFy5cMK/2Lysr07/+9S/zBE2PHj10xRVXqGPHjvLz81NRUZEyMjJ07NgxnT592r4vGmiEK664Qps3b5YkrVixQg8++GCtK2oNw9Dq1avNOydOmDBBHTp0aPS6qAHUAMBd5Ofna+XKleb0lVde2aTlUNeoa3Av6enp5mt7Bjb17NnTvIP0mTNnGn3QMyAgQKNHj9bWrVuVnZ2thIQEDRo0qM72hw4dMgfJjho1qtaAtcrKSr388ss6fvy4JCk0NFSjRo1S9+7d5evrqwsXLujAgQM6ceKEzp49qxdeeEG//vWvbT4qvaysTN7e3oqNjVWvXr3UpUsX+fv7q6KiQllZWTpw4IDS09N17tw5vfLKK/rVr36lgICAej/vyZMntW7dOnl4eGjcuHGKjY2Vn5+fsrKy1KlTJ0lVJ4HffPNN887Z/fr105AhQxQSEiJvb28VFBTozJkzOnr0qNVAQKC9qTmQYsKECfW2ZZ+tCtkGrdGJEyfM7femm25y2g1Q2L+hBgDuoKKiwirj29oG8/LyzBtDRUVFydfXV5mZmdq0aZN5p2UfH59G3QGxPuyzsc8G90INuIQaAACAa9iz3+LMc03nzp3T3/72N2VkZKikpETTp09XcXGxsrOzHXZcoXdwD6UWVg02Ty5I08Cg2DrbVlZWmseqAwICbF4AuXXrVi1fvlyGYcjb21vDhg1T3759FRISotLSUiUlJWnPnj0qLy/X0qVL5eXlpdGjR9daTnl5uQzDUGRkpPr376+uXbsqKChIXl5eysvLU1JSkr7//ntVVFTo/fffV0hIiIYOHVrvZ62oqNDrr7+uM2fOqHfv3rryyivVsWNHFRUV6ezZs2a79957zzyG1alTJ40cOdI8tlT9JIPk5GQlJSU1/AUDdWCAPeCmjh8/bl4hVllZqQsXLighIUEJCQmSqk6M3H777W5xB3up6vE4a9asUUVFhbZu3VrvSZqtW7ear22127Jli3mCZujQobr77rtrnUCeMmWK9u/fb16Jv2zZMj322GO1ljV8+PB6D9Rce+212rlzp5YuXarCwkKtWbNGd955Z72f9cSJE/Lz89PPf/5zxcXF2WxT82DN9OnTdfPNN9e5vLNnz3KXADjc9ddfr4SEBGVmZioxMVFPP/20xo8fr4iICHl5eZl3LasOn2PHjm3WHdeoAdaoAYBzZWdnKy0tTVLVwLOioiKdOnVKe/fuVXFxsaSquzTW9ahfe1DXrFHX4Eo1D4qGh4c32L7mXUfOnTvXpHVOmjTJ3La3bt1a74nahmrA6tWrzZO0EydO1C233CIfHx+rNtOnT9emTZv08ccfKzc3VytWrNC9995ba1mTJ0/W7bffXucA29mzZ2v9+vVauXKlsrKy9M033zT4qPTExEQFBwfr5z//uc1HpkrS7t27zZO08+fP19VXX13n8pKTk+Xn51fvOoG2KCkpyaxXoaGhDd4QgX22KmQbtDbl5eVatmyZDMPQgAEDNH78+GYvk/0bagDgznbv3m3WopiYGJtP6Dl16pT5OiwszOadlsvLy63ugLhgwQKNHTu2yf1in80a+2xwJWrAJdQAAABcw579Fmeea6p+Cl81Pz8/+fn5qWPHjurTp48OXjiqwUY/eXp4NrjeuvjKW0HegSqoKNSZwgxFetR9B/74+HizP2PGjKl1Y5fTp0/ro48+kmEYioiI0IMPPqiuXbtatRk/fryuueYa/fOf/1ReXp6WL1+uQYMGKTAw0Kpd165d9dRTT9WZU66++mqlpaXp5ZdfVn5+vj755BMNGTKk3icQVX+f8+bN08yZM222yc/PV3x8vCSpT58+euSRR2pluJptCwoK6lwfUB8G2ANu6tNPP1VKSkqt33t4eKhv376aM2eO+vXr1/Idq0NwcLCGDx+uPXv2KC0tTampqTYf/VtWVmaegAkJCdGwYcOs3i8vL9eaNWskVf0RXrRokby9bZeqK6+8UjNmzNCXX36pEydOKDk5Wb1797ZqY89jg8eOHauEhATt2rVLe/bs0e233y4vL69657nhhhvqPEEjybxTg9TwXeuioqIa7CPQWEFBQXriiSf0wQcfaN++fcrPz9f69etrtYuLi9O1116rAQMGNGt91ABr1ADAuQ4fPqwPPvjA5nthYWGaNGmSZsyYYd6dsCmoa9aoa3CloqIi87U9g5tqHtyrPqDaWDExMerdu7eSk5MVHx+vvLw8mwdkc3JyzDuY9OjRo1adyM/P16ZNmyRV5a477rijznVeffXVSklJ0e7du7V371794Ac/qDXYrKF9QA8PD1177bXm3V537NjR4IlaSbr99tvrPPgpWdeAhh7feXndAtqL7777znw9duzYBnMI+2xVyDZobVavXq1z587Jx8dHCxYscMgy2b+pHzUAcJ38/Hx99tln5nRd+xZ5eXnm6zNnzujgwYOyWCyKjY3ViBEjFBISotzcXO3Zs0enTp1SeXm5lixZIl9f3yY/nYN9Nmvss8GVqAGXUAMAAGh59u63OOtcU3h4uOLi4hQdHa2goCDl5ubqT3/6kyIjIxUaGioPDw9llGUp/tBh7dmzx45PVLeYmBgNHTpUFhlatvujOttt2bLFfG3rAsMvvvhCFRUV8vHx0UMPPaSIiAiby4mKitLChQv10ksvqaSkRNu2bas14N2eixViYmJ044036r333lNmZqZOnjyp2Ni678AvScOGDatzcL0knT9/XoZhSJJGjx5d5+B6qeq4mK2nDwH2aPoRWQAuERoaqoEDB9b5x82Vat5FqeYf65pq3nlp/PjxtU6GJCQkmAdipk2bVucJmmrjxo2zmrepqv9wl5WVWT0WyBYfH58GT7zUvPovNTW1yf0CmqNDhw6aN29evXc4O3r0qL788kvzTmnNQQ24hBoAuIanp6cGDBig2NjYZg0+qUZdu4S6BleqvgOXpHoPkNlqU1JS0uT1VtcAi8ViPkrzct99950sFosk6aqrrqr1fvXjMyXpmmuuaXCd1Xdvs1gsSkxMbFK/pUs1ICsrq8G7coSFhemKK66ot03NO5tRA4DaSkpKtH//fnO6ob+r1dhnsx/ZBu4gJSVFX3/9tSRpzpw56tKli1PXx/7NJdQAoOVVVFTojTfeUH5+viTpiiuu0PDhw222rTlQJSsrSxaLRbNnz9Zjjz2mq6++WiNHjtT06dP1xBNPWO0Xvf/++1b7e43FPtsl7LPBlagBjUcNAADAMRqz3+KMc03/8z//o9///ve64447NGXKFI0cOVLDhw9XUlKStm3bpgMHDqiyslKSFBERoT59+tj70Ww6c+aMmV1iYmJstjl//ryOHj0qqerO7t26dbN6v6ioyLzz+xVXXNHg+MOBAweaFzJWX7jYFH379jVfJycnN9i+vifySBzbQcvhDvaAm3riiSfM16WlpcrKylJ8fLw2btyoVatWaePGjbr//vvrvRNPS+vbt6+6deumM2fOaM+ePbr55pvl7+9v1ab6MXweHh42D2QkJSWZr0tKSnTgwIF611l9UESS+dj0yxmGocOHD2v//v1KTU3VhQsXVFJSYjVvTRcuXLB5B6dqMTExtT7X5eLi4uTh4SHDMPTBBx8oKytLo0aNqvVIHcCZNmzYoJUrV8pisWjMmDGaPHmyunXrJi8vL50/f1779u3T+vXrlZiYqBdeeEE/+tGPNHjw4CavjxpwCTUAcK7JkyebJ1AqKyuVl5enEydOaOPGjdq+fbu2b9+u6dOn6wc/+EGzBqJQ1y6hrqE9GjFihFasWKHCwkJt27ZN1157rdUjKy0Wi3nHan9/f40aNarWMmrWgPz8/AZrQM27vmVkZNhsU1lZqQMHDuj777/X6dOnlZeXp5KSEvNOHZfLzc2t924ssbGx9T6KU6o6gLpx40ZJ0uuvv64ZM2ZoxIgRdt2ZBGgP9u7da56g6du3r903RWCfrQrZBq1BRUWFli1bJovFopiYGE2fPt1hy2b/hhoAuBuLxaJ3333X3Oa7dOmiu+66q872l++LVD+F+XIeHh6aN2+ejh07ptTUVBUWFmrXrl0276hoD/bZLmGfDa5EDbBGDQAAoGU0dr/FGfr371/v+2fOnJGnp6f5hMA+ffooOTm5Vi7w8fGpdROWb7/91hxMX62yslLp6enq1auXgoKCFBYWppycHKs2W7duNZdv69jOiRMnzPe9vb0bzD/SpYv56so/kpSWlqZdu3YpOTlZmZmZKikpUUVFhc22ubm59a7P09OzwYsRoqKi1LFjR+Xm5mr79u0yDEMTJ05U7969HXKjCqAaA+yBVsDPz0/R0dGKjo7WmDFj9Le//U15eXl69dVX9eSTT6p79+6u7qJp0qRJ+vDDD1VaWqo9e/ZY/bFOT083r0IbOHCgzZ367Oxs8/V///vfRq27sLCw1u/y8vL05ptv6sSJE3Yvp6G7XF7+uD9boqKiNGvWLK1du1alpaVas2aN1qxZo9DQUPXp00exsbEaPHiwIiMj7e4X0BirV6/W2rVrJUk/+MEPNGPGDKv3o6KidP311ysuLk7/+Mc/VFpaqrfeeku//e1vm/VoJGpAFWoA0HK8vLwUFhamsLAwjRw5UkuXLtWuXbu0ceNGeXt7a+7cuc1aPnWtCnUNrlTzLlyXH0y0pWabhgZX1cfHx0fjx4/XV199pezsbCUkJGjQoEHm+4cOHTIPAo4ePdrmumrWgCVLljRq/bZqwLlz5/T666/XOUDNFkfUgEGDBmns2LHauXOnCgoK9Omnn+rTTz9VeHi4+vTpo759+2rw4MEKCwuzu19AW1I9aEOy/+717LNVIdugtVi7dq15UvSOO+5w2ok69m8aRg0AnMswDC1fvly7d++WVHXn5IcfflgdOnSoc56a+2yS6h0s6+npqYkTJ5p3GDx69GiTB9eyz3YJ+2xwJWrAJdQAAABaRnP3W1ryXNPp06cVGxurwMBA+fr6qlOnTrUGxTdGamqqevXqJUnq0aOH1bIqKyu1Y8cOSVVPTx05cmSt+Wu237Fjh9neHrbyT2VlpT788ENt27atzgsKL1f99MS6BAYGNviUAU9PTy1YsECvv/66KioqzM/i7++vXr16KTY2VnFxcerTp0+DFysC9WGAPdDKdO7cWfPmzdOSJUtUUVGhdevW6f7773d1t0xjx47VZ599ptLSUm3dutXqJE31HZAk21fJSQ3/Ea1P9WN1ak6/8sorOn36tKSq8DB06FB169ZNISEh8vX1Nf+IHjt2TN98840k1Xl3pGo1HzNTnxtuuEE9e/bU+vXrdfLkSUlVJ43279+v/fv3a8WKFYqNjdVNN92k3r17N+ajAvXKzc3V+vXrJUmRkZH1PtYyNjZWY8eO1bZt21RcXKzt27dr5syZTV43NeASagDQ8jw9PXXbbbfp4MGDKi4u1tdff60ZM2bUezClIdS1S6hrcJWa23BDj82WrA/wBQQENGvdkyZN0saNG2UYhrZt22Z1orala0BxcbFefPFF825poaGhGjJkiLp27aqQkBB5e3ubNWDv3r3au3evpIZrgD2PQpWkhQsXasCAAdq4caPS09MlVZ2Izs7O1u7du+Xh4aFBgwbphz/8IYPR0K5kZGSYA1L9/f01YsSIBudhn+3SNNkGrcHp06fNbXbatGn13j3dkdi/oQYALa36qQ7btm2TVDWo85FHHmnwDsiX16WG6mTPnj3N1+fPn29ib6uwz3YJ+2xwFWrApWVRAwAAcD5H7Lc481xTp06dzL/z1VauXKk9e/ZIkp577jmNHTvW6v3S0lJt2LDB6ne///3va13IWO0///mPUlJS1KNHD7300kvmZ0tJSdHFixclVR0DspUjioqK7P4sl7s8/0jSxx9/bOYuLy8vDRo0SL169VLHjh3l5+dn3qSioKBA77//vqTaT0C6nL35Z8iQIfrVr36lL774QgcPHlRFRYVKSkqUmJioxMREffHFFwoPD9ecOXNqfeeAvRhgD7RCNR8Hfvz4cRf2pDZ/f3+NHj1aW7duVWpqqlJTU9WjRw+VlZVp165dkqoOKAwdOtTm/DXDwf/+7/826+78e/fuNU/QDBgwQA888ECdVxXWfKSfIw0bNkzDhg3TxYsXlZSUpOTkZB0/flxpaWkyDEMnTpzQCy+8oJ/+9KeKi4tzSh/Q/iQkJJjBtvqR1/UZOHCgufORkpLSrHVTA6xRA4CW5+/vr9jYWB06dEjl5eVKTk62yk5NWR517RLqGlwhIiLCfF3zzmJ1qXlytrknDLt06aKBAwfqyJEjio+P18WLFxUSEqKcnBwdOXJEktSrVy/FxMTYnL9mDXjhhReadZeTb775xty2R48erbvuukve3rYP61QPEnMkDw8PjRs3TuPGjVN2drZOnDih5ORkHTt2TGfPnpVhGDp8+LBOnDihxx57zK2etAY4U827148aNcqugZ3ss1Uh26C12LFjhyorK+Xh4SEvLy/z6ROXq34kefXr6naRkZF2XXxjC/s3VagBgPNVD1LZsmWLpKpBKv/zP/+jLl26NDhv165draYb2u+p+X5Dd25uCPtsl7DPBlehBlShBgAA4HzN2W9pqXNNnp6etQb715y29X5JSUmt48phYWF1ZpNp06bprbfeUkVFhY4dO6bp06dLkt577z2zTV0XGNbMP/Pnz9fVV19tx6eyLScnp9a/Rc3vuaYzZ840eT316datmxYtWqTS0lKdOHFCKSkpSkpKUlJSkioqKpSdna0lS5bo/Pnzuv76653SB7RtznmOKQCnqvnHrjlXljnL5MmTzdfVV6nt3bvXvAvAhAkT5OXlZXPemo+5u3DhQrP6kZCQYL6eP39+vQdFmnuHhIaEhIRoxIgRuvnmm/WrX/1Kv//9780Ta5WVlVqxYoVT14/2peZJR3sOBta82ra0tLTZ66cG1EYNAFpWze3dEVmJulYbdQ0tqeYJv1OnTjXYvmabbt26NXv91TWgsrLSHEj73XffmXcYq+sgpeScGuDp6albb721zpO0kn0Hh5sjPDxcY8aM0a233qqnn35aTz/9tPr16yep6kDwypUrnbp+wF1UVlaaA1KlqkxgD/bZqpBt0FpU31XLMAx9+eWXWr16tc2fY8eOmfMcO3bM/H3NOtEU7N9QAwBnu3yQSmhoaL0DIy4XFRVl3pVQanjAbM33mzOYtRr7bLWxz4aWRA2oQg0AAMC5mrvf4spzTY588rIkXXnllQoJCZF06djO+fPndfToUUlS3759FRUVZXPeTp06ma+bm3+OHj1qHjebOXNmvf8Wzs4/fn5+GjRokGbPnq2HH35Yzz//vG644Qbz/XXr1jntBg5o2xhgD7RCWVlZ5uugoCAX9sS26Oho9enTR5K0Z88elZSUmH/QPTw8NHHixDrnrd65l6TDhw83qx/Vj72R1ODVitV3MWgpYWFhuvfee81/vzNnzrjlxRJonWpehGNPIM7JyTFfBwYGNnv91ICGUQMA58rMzDRfBwcHN3t51LWGUdfgTFFRUQoLC5MkZWRk1HsQrqSkRCdOnJAk+fr6Wm2DTTVkyBDzgON3331ndcI2ICBAo0aNqnNeZ9SAoKCgWo9fr6m8vNxqgF9LiIqK0qJFi8y7cFf/GwBt3aFDh8xts1u3burVq5dd87HPVoVsA9iH/RtqAOBMzR2kIlXte/Xv39+cTk1Nrbd9zYEqzX3qmMQ+mz3YZ4MzUQOqUAMAAHAeR+y3uOpck2EYVn/7HZF/vLy8NH78eEnSuXPndOzYMW3dutUc7F7fBYZ9+/Y1M0Fzj7fUHLDe0LGd5matxvL399d1112nYcOGSaq6GDM5OblF+4C2gQH2QCtUHRgkmSdD3M2kSZMkXboKvvqP1ODBg83AYsvgwYPNExfbt2+3OoHUWDUfn1PzooTL7dmzR2fPnm3yeprKy8vL6s4I1XdSAJqr5pW3hw4dMu9AVpead1Kzd0BIQ6gBDaMGAM6RkpKitLQ0SZK3t7d69uzpkOVS1xpGXYMzVd9BVJI2btxYZ7tt27aZd3ceNmxYrUdqNoWnp6d5MPL8+fNasWKFcnNzJUljxoypdx2jRo0y71i2ceNGFRQUNLkf1QNy8/Pz6813mzZtsrobSksJCgoy7zzH9o/2onrQhmT/3esl9tmqkW3QWsyfP1+vvvpqgz+zZ88255k9e7b5+wcffLDJ62b/hhoAONuHH35onnMKCQnR//zP/zRpwMeYMWPM1zXPYV3OYrFo27Zt5vTgwYMbva7Lsc9mH/bZ4EzUAGoAAADO5Kj9Fleca9q5c6d5/CQgIEB9+/Zt8rJquuqqq8yB8t9++6127NghqeoGLVdeeWWd8wUHB2vQoEGSqm4osHv37ib3oeaNZOo7tnP+/Hnt3Lmzyetpjs6dO5uvyUBoCgbYA27i22+/tXp0ii0Wi0Vffvmlvv32W/N3NR/p605GjBhhnmzZvHmz+fv6rpKTqv74Xn/99ZKksrIyvfzyy+ZJpLpkZmZqxYoVys/Pt/p9zRNOq1atsvmH8ujRo3r//ffr/zBNsGnTJu3bt08VFRV1tjlx4oTS09MlVT2C0B2fRoDWKTY21jwZWlRUpLfeessM/zUZhqGVK1fq+PHjkiQfHx+rHYrmoAZQAwBHOn36tL7++usGHy+ckpKi119/3cxTo0ePdshj9iTqGnUNrjZjxgzzJODmzZsVHx9fq01ycrJWr14tqerkas1Bbs01YcIEeXl5meuv1lAN6NSpk6ZOnSqp6k4eL730ks6fP1/vPKdPn7a5HVfXAMMwtGrVKpvz7t692/wOHOmLL77QkSNH6j34uHv3bvMEcnR0tMP7ALibvLw886473t7eVgNKGsI+WxWyDdor9m+qUAMA1/vwww/N800hISH6xS9+0eS7KY4ZM0ZRUVGSpKSkJH3xxRe12hiGoc8++8y8u3V4eLhGjhzZxN5bY5+NfTa4FjWAGgAAgLM4cr/FkeeaPvvss3rvgi9V3TRg+fLlVuuvvrivucLDwzVkyBBJ0r59+8yn6YwbN04+Pj71znvjjTea/XjvvfcaHGRfWFiojRs3KjEx0er3NY/tfPXVVzYvVszJydFrr71m8/h3cxw5ckQbN26s94mD+fn52r9/vzlNBkJTOGaLBdBsKSkp+uCDD9SpUyfFxcWpe/fuCg4OlpeXl4qLi3XmzBnFx8db/XG+9tprrR65d7lt27bV+mNe84r5r776qtZJmRtvvNEhn8fHx0fjx4/Xhg0bzN917NjR/ONenylTpig1NVXbt2/X+fPn9ec//1kDBw7UgAEDzEf8FRUVKSMjQ0lJSTp9+rQkafr06VbLmThxotavX6+SkhLFx8frD3/4g8aOHauwsDAVFRUpISFB8fHx8vDw0JgxY6zuCNdcaWlp+vjjjxUQEKCBAweqR48eCg0Nlbe3ty5evKikpCTFx8ebJ8hmzZrlsHWj9Tp//rzVHRAlmSfypKr/V5cflBswYIAGDBhg9TsvLy/dcsst+ve//y3DMHT48GH99re/1dixY9WtWzd5eXnp/Pnz2rt3r7n9SNLcuXOt7szVHNQAagAgOa6uFRUVacWKFVq5cqUGDBignj17KiwsTP7+/iorK1NOTo6OHTumY8eOmdtVVFSUbrrpJod9FuoadQ2N56gaIFXdUeOWW27R0qVLZRiG/v3vf2vUqFGKi4uTp6enTpw4oZ07d6q8vFySNGfOHHXt2tVhnyU0NFRXXHGF9u3bZ/6ud+/eVnehrsvcuXOVnp6uhIQEpaWl6dlnn9WwYcMUGxur0NBQGYahgoICnTlzRseOHVNmZqY8PT21YMECq+VMmTJF3333nSwWizZv3qy0tDRdeeWV6tixoy5evKj4+HgdPXpUfn5+GjZsmNVBw+Y6duyYvvjiCwUHB2vgwIGKiYlRSEiIPDw8lJeXp4SEBCUkJJjtr732WoetG3BXO3fuNAcvDBs2rFEDL9lnq0K2QXvF/k0VagDgWqtWrTIHoXp4eOjqq6/W2bNnG3xiRI8ePWw+6cLT01MLFy7Uiy++qNLSUn3xxRdKTEzUiBEjFBoaqtzcXO3evVunTp2SVHWB4j333GMOiG0u9tnYZ0PjOfK4DTWAGgAAgDM4er/FkeeatmzZog0bNqhnz56KjY1VZGSkOnTooMrKSmVlZSk+Pt68sFCqenLPjBkzmvpV2DR58mQdPHjQ6ncNXWAoSTExMbr99tu1bNkylZWV6e2339aGDRs0dOhQRUREyMfHR8XFxcrKytKpU6d0/PhxWSwW3X333VbL6dOnj3r16qWUlBTl5OTod7/7nSZOnKiuXbvKMAwlJydr165dKi0t1bhx48y77DtCXl6ePvnkE3322Wfq16+fevfurc6dO8vPz0+FhYVKT0/Xnj17zAH4I0aMUEREhMPWj/aDAfaAm7lw4YK2b99eb5uAgADNnTu3wbvX79q1y7zLmS01r+Cv5qgB9lLVo4a/+uor80TExIkT5elp34Mz7rzzTkVGRmrNmjUqKyvTkSNHdOTIkTrbBwUF1boCLzg4WPfff7/eeOMNlZWV6ezZs/rss8+s2vj6+ur222+XxWJx6EmaasXFxdq3b5/VAZ2avLy8NHv2bLd9EgFaVk5OjtatW1fn++np6VYHN6Wqg5a2DmYOGzZM999/v95//30VFRUpLy9P69evt7lcb29vzZs3T9OmTWveB7gMNYAaADiyrklSeXm5Dh06pEOHDtW73lGjRumWW25RYGBg4ztdD+oadQ2N4+gaMG7cOJWVlemTTz5ReXm5du/eXeuuGp6enpo1a5ZTBkFNnjzZ6v/+pEmT7JrPy8tLDz30kD777DNt2rRJlZWV2r9/f70nUm0NoO3evbsWLFig999/XxaLRSdPntTJkyet2gQGBuree+/VyZMnHXqitlp+fr527dpVZ33x8/PTLbfcYtfgPKC1q3nsZsKECY2en302sg3A/g01AHClEydOmK+rn5pjj7vuukvjx4+3+V7Pnj310EMP6e2331Zubq5OnDhhtZ5q1dt/bGxs0zpfB/bZ2GdD4zj6uA01gBoAAICjOWO/xZHnmgzDUEpKilJSUupsU31hwNy5cx12cWG1gQMHqnPnzuYTePr162f33f3Hjx+v0NBQvfvuu8rLy9Pp06etbvZyOW9vb5s3mbn//vv14osvKjs7WwUFBfryyy9rtZk6daqmTZvm0AH2Hh4ekqTKykolJibWurt+TVdeeaUWLlzosHWjfWGAPeAm5s+fr2HDhikpKUlpaWnKyspSYWGhKisr5efnp+DgYHXv3l2DBg3SiBEjHPY4YGfq3LmzunTpYl7J35gTzh4eHpo5c6bGjx+v7du3KzExUWfPnlVhYaEkqUOHDurSpYt69OihuLg4DRo0yGYQGTx4sJ566il99dVXSkhIUF5ennx8fNSxY0cNGjRIkyZNUkRERIMXNTTW7bffrlGjRunYsWM6deqUMjMzVVBQoMrKSgUEBKhLly7q37+/JkyYwBVycJoRI0ZowIAB2rlzp44cOaL09HQVFRXJYrEoICBAXbt2Nf8f2rp6t7moAdQAwFH69u2rX/7ylzp69KhOnTqljIwM5eXlqaysTN7e3mZN69Onj0aNGmU+jtjRqGvUNbje5MmTFRcXpy1btujIkSO6cOGCDMNQaGioBgwYoKuuukoxMTFOWXdsbKx8fHxUXl6ugIAAjRgxwu55vby8dPPNN2vq1Knavn27ecezoqIieXh4KDAwUBEREerVq5cGDRqkvn372lzOhAkTFB0drY0bN+r48ePKz8+Xv7+/OnXqpKFDh2rSpEnq2LFjrRO4zfWTn/xEiYmJSkpKUmpqqrm/ahiGWYPj4uI0YcIEh91dG3BnJ06c0Llz5yTJfBJhU7DPRrZB+8T+zSXUAKDt6devn55++ml99913OnDggLnvUF3bhg0bpquuukr+/v4OXzf7bOyzwfWoAdQAAABaA0eca/r5z3+ukydPKjk5WefOnVNBQYHVcZHIyEj17dtX48ePV3h4uFM+R/XFj9UD7O29wLDaoEGD9Lvf/U579uzRoUOHlJqaqoKCApWXl8vf31/h4eHq3r27BgwYoKFDh6pDhw61lhEeHq6nnnpKX3/9tZn/JCkkJER9+vTRhAkT1L9/f2VnZzf/A9cwduxYde3aVYmJiUpJSTGPr5WXl8vX11edOnVS7969NWbMGPXv39+h60b74mFU354EaIaLFy8qNDRUeXl5CgkJcXV34CbS0tL0pz/9SVLVndkefPBBF/cI7qawsFB//etfrX73+OOPO/yOXHANagDqU739l5SU6M9//rPbZQiyDWyhrqEhZJu27cCBA3r99dclVd1t45ZbbnFxj+BOyDZojcg2aAjZpm2jBqA+ZBu0RuyzoSFkm7aNGoD6kG0AtEVkm9bHMAyVlpbW+n1paalWr15t9bsbbrhBfn5+tdr6+fmZd2+vqKjQU089pYKCAgUFBemPf/yjvL2533Z74O7Zpi1hiwLgNFu2bDFfN/YqOQCtHzUAQFtDXQPaN2oAgLaGuga0b9QAAG0NdQ1o36gBAADA3ZWWlurTTz+t9fvKykplZGRY/W716tU2nwb4gx/8wHwa0P79+1VQUCCp6kk6DK4HHM/T1R0A0DZlZmZqx44dkqTIyEgNGjTIxT0C0JKoAQDaGuoa0L4dP35cCQkJkqoemRkVFeXiHgFA85BtgPaNGgCgrWGfDWjfqAEAAKC9KS8v19q1ayVJXl5emjx5sot7BLRNXLYCwGEOHz4swzCUlZWljRs3qqKiQlLVY2uqH08DoO2iBgBoa6hrQPtVVlam48ePy2Kx6OzZs9qwYYMkycPDQ3PmzHFx7wCgacg2QPtGDQDQlrDPBrRv1AAAANCWeHl5qXv37g22y8/PV0JCgkpLS7V161bzrvdXXXWVwsLCnN1NoF1igD0Ah3nllVdq/W7kyJEaMWKEC3oDoKVRAwC0NdQ1oP3Kz8+3WQNmzJihXr16tXyHAMAByDZA+0YNANCWsM8GtG/UAAAA0B4lJyfrwIEDVr+LiIjQjTfe6JoOAe0AA+wBOJyfn586d+6sCRMm8AgaoB2iBgBoa6hrQPvm7++vyMhITZ06VWPGjHF1dwCg2cg2QPtGDQDQ1rDPBrRv1AAAANBa+Pn56Qc/+EGT5z9z5ozy8vLk5eWlsLAwDR06VLNmzVJAQIADewmgJgbYA3CYV1991dVdAOBC1AAAbQ11DWi/wsPDqQEA2hzqGtC+UQMAtCXsswHtGzUAAAC0Rh4eHvL392/y/I899pgDewPAHp6u7gAAAAAAAAAAAAAAAAAAAAAAAO6AAfYAAAAAAAAAAAAAAAAAAAAAAEjydnUH0DYYhiFJunjxoot7AqA1KSwsVElJidXvLl68qMrKShf1CEBLqd7+S0tLJV3KEu6CbAOgKcg2QPtFtgHQFpFtgPaLbAOgLSLbAO0X2QZAW0S2Adovd882bYmHwbcLBzh9+rRiYmJc3Q0AANBKpaWlKTo62tXdMJFtAABAc5BtAABAW0K2AQAAbQnZBgAAtCXulm3aEgbYwyEsFovOnDmj4OBgeXh4uLo7aIUuXryomJgYpaWlKSQkxNXdAdCC2P7bN8MwlJ+fr27dusnT09PV3TGRbdBc1Dag/WL7b9/INmirqG1A+8X2376RbdBWUduA9ovtv30j26CtorYB7Rfbf/vmrtmmLfF2dQfQNnh6enIVDBwiJCSEP/hAO8X2336Fhoa6ugu1kG3gKNQ2oP1i+2+/yDZoy6htQPvF9t9+kW3QllHbgPaL7b/9ItugLaO2Ae0X23/75Y7Zpi3hsgUAAAAAAAAAAAAAAAAAAAAAAMQAewAAAAAAAAAAAAAAAAAAAAAAJDHAHoCb8PPz0+LFi+Xn5+fqrgBoYWz/ANoiahvQfrH9A2iLqG1A+8X2D6AtorYB7RfbP4C2iNoGtF9s/4BzeRiGYbi6EwAAAAAAAAAAAAAAAAAAAAAAuBp3sAcAAAAAAAAAAAAAAAAAAAAAQAywBwAAAAAAAAAAAAAAAAAAAABAEgPsAQAAAAAAAAAAAAAAAAAAAACQxAB7oNHy8/P1ySef6Gc/+5kmTJigLl26yMfHRyEhIYqLi9PChQu1bt06GYbh8HWvWrVK8+fPV69eveTv76+IiAhNmDBBf/nLX3Tx4kW7l/PRRx9p/Pjx6tChg0JCQjRr1ixt3ry50f3Zv3+/fve73+nqq69W7969FRwcLD8/P3Xt2lXjxo3Tz3/+c61fv16VlZWNXnZjGIahadOmycPDw/x55513HLoOi8WiZcuW6frrr1d0dLT8/PwUFRWladOm6bXXXlNpaandfX3ttdc0fPhw+fv7Kzw8XDfffLO+//77Rvdpy5Yt+vWvf62JEyeqR48e6tChgwICAtStWzdNmTJFv/zlL7Vt27ZGLxdNc88991j9H/ztb3/r0OW35+3/8u/W3p977rmn2euW2P7R9pFtLiHbUNtwCdmGbNMQtn+4K7LNJWQbahsuIduQbRrC9g93Rba5hGxDbcMlZBuyTUPY/uGuyDaXkG2obbiEbEO2aQjbP1zGAGC3v/3tb4a/v78hqcGfSZMmGadOnXLIevPz840bb7yx3vXFxMQY27dvb3BZTz75pM35PT09jTfffNOu/hw8eNCYNWuWXd+DJCM6Otp48803jYqKiuZ+FTa9+uqrtdb59ttvO2z5Z8+eNSZOnFjvZxw8eLBx9OjRepdjsViM22+/3eb8/v7+xtq1a+3qz5YtW4zx48fb/f3HxcUZ//3vfx3xVaAOa9asqfW9L1682CHLZvs3jLvvvtvu9dX8efbZZ5u8zmps/2jryDZVyDbUNlgj25Bt2P7RWpFtqpBtqG2wRrYh27D9o7Ui21Qh21DbYI1sQ7Zh+0drRbapQrahtsEa2YZsw/YPd+ZhGE647A9oox588EH9+9//liR1795d11xzjUaOHKmIiAiVlJRox44dWrZsmQoKCiRJvXv31o4dOxQREdHkdVZWVmrOnDlat26dJCkyMlKLFi3SoEGDlJOTo+XLl5tXTXXq1Enbtm3TwIEDbS7rm2++0dVXXy0PDw/Nnz9f1113ncrKyvThhx/q66+/lo+PjxITE9WnT586+7NixQrdc889KiwslCT5+/vr6quv1uTJk9W1a1cFBAQoMzNTCQkJWrt2rVJSUsx59+/fr+HDhzf5u7AlNTVVQ4YMUX5+vgIDA81+vf322w65mq6goECTJk3SgQMHJEl9+vTR/fffrz59+ujMmTNasmSJ4uPjJUm9evXSjh07FBkZaXNZ77zzju699155e3vr3nvv1aRJk3Tx4kW99dZb2rdvn8LCwnTy5EmFhobW2Z+XXnpJjz76qCoqKiRJwcHBmjFjhiZMmKCIiAj5+PgoIyND8fHxWrt2rTIyMsx5L1y4oI4dOzb7O4G1ixcvasiQIUpLS7P6P7h48eJmX1XL9l9l3759Sk1NbbDd+fPntWjRIkmSp6enkpOT1aNHjyatU2L7R/tAtiHbUNtwObIN2UZi+0frRbYh21DbcDmyDdlGYvtH60W2IdtQ23A5sg3ZRmL7R+tFtiHbUNtwObIN2UZi+4ebc/UIf6A1efDBB42ZM2ca69evNyorK222SUlJMQYMGGBezXTvvfc2a53/+te/zGUNGjTIyMjIqNXmscces7qSty733XefIcl45plnar23YMECQ5Lx3HPP1Tn/mjVrDE9PT3Ndd911l3H69Ol6+7927VpjzJgxhiRj//799bZtimuvvdaQZIwcOdK48847HX5F7a9+9StzmVOnTjXy8/Ot3i8rKzNuvfVWs82dd95Z57KmTZtmSDLeeustq9+Xl5cbkydPNiQZy5Ytq3P+mv8XJBmPPvqokZOTU2f7yspKY/ny5UZcXJwhybhw4YJ9HxqN8uMf/9i8qvXRRx916BW1bP+N88ILL5j9mzlzZrOXx/aP9oBs4361jWxDbXM1sk3dyDaXsP3DXZFt3K+2kW2oba5Gtqkb2eYStn+4K7KN+9U2sg21zdXINnUj21zC9g93RbZxv9pGtqG2uRrZpm5km0vY/uFKDLAHGiE7O9uudgcOHDCLcocOHYzCwsImra+iosKIiooyl7V379462w0fPtxs9+WXX9psN2PGDEOSceDAgVrvffrpp4Yk48c//rHNeU+fPm106tSpSWGmsrLSeOaZZ4z4+Hi757HHW2+9ZUgyvL29jf3791s91sYRgT87O9t8RJm/v3+d4SY/P9/8d/Lw8DASEhJstuvXr58hycjNza313t///ndDkvHHP/7R5rz79+83fH19zc93eWioT3FxsfHjH//Y5nrRPBs3bjQ8PDwMScbq1auNxYsXOyzws/033pAhQ8w+fvjhh81aFts/2guyjXvVNrKNfahtzkO2aRjZpgrbP9wV2ca9ahvZxj7UNuch2zSMbFOF7R/uimzjXrWNbGMfapvzkG0aRrapwvYPd0W2ca/aRraxD7XNecg2DSPbVGH7hyt5CoDdwsLC7Gp3xRVXaMCAAZKkoqIiJSUlNWl93377rc6ePStJmjJlikaMGGGznZeXlx5++GFzevny5Tbbde3aVZK0evXqWu99/vnnkqRu3brZnPfPf/6zLly4IEmaOXOmFi9ebOenqHp0zLPPPquhQ4faPU9Dzp49q0cffVSS9Nhjjzn8UViStHLlSpWUlEiSbr31VnXv3t1mu6CgIPMxOYZh6MMPP7TZrq7v32KxaM2aNZLq/v6ffvpplZWVSZIWLVqke++91+7P4e/vr3//+9/1PgoHjVdUVKRFixbJMAzdeuutmjNnjkOXz/bfOLt27dKhQ4ckSeHh4Zo3b16zlsf2j/aCbOM+tY1sQ21zNbKNfcg2Vdj+4a7INu5T28g21DZXI9vYh2xThe0f7ops4z61jWxDbXM1so19yDZV2P7hrsg27lPbyDbUNlcj29iHbFOF7R8u5YJB/UC7MHr0aPPqpx07djRpGb/85S/NZfzf//1fvW3Pnj1rto2MjLTZ5vPPPzev+rr99tuNt99+23jjjTeM6667zrwyNTExsdZ8eXl5RkBAgLn8nTt3NunzONLcuXMNSUbfvn2NoqIiwzAMh19RO3/+fLuvztuxY4fZduzYsTbbvPzyy4Ykw8fHx3jggQeMd99913j11VeN8ePHG5KM0NBQm1dtHzt2zFy2t7d3g48JQst4+OGHDUlGWFiY+SgpR15Ry/bfOA888IDZx0ceeaTZy2P7B2oj2zgX2QauRrZxL2QbwPnINs5FtoGrkW3cC9kGcD6yjXORbeBqZBv3QrYBnI9s41xkG7ga2ca9kG2AujHAHnCC0tJSIzQ01CzSZ8+ebdJyZs2aZS7j66+/brB9TEyM2T4zM9Nmmx/96Edmm5o/Hh4exssvv2xzntWrV5vt4uLimvRZHOn99983+7Nx40bz944O/HFxcebyTp48WW/bsrIyw8vLy5BkBAYGGhaLpVab8vJyq3/Tmj++vr7GZ599ZnPZL730ktlu1qxZzf5caL5t27YZnp6ehmT9+CBHBn62f/sVFRVZ1VxHPB6L7R+wRrZxLrINXI1s417INoDzkW2ci2wDVyPbuBeyDeB8ZBvnItvA1cg27oVsAzgf2ca5yDZwNbKNeyHbAPXzFACHe//995WXlydJGjFihPmoksY6evSo+bp3794Ntq/Zpua8Nb3xxht68803NXLkSPn7+ysoKEjXXHONNmzYoJ/+9Kc259m6dav5euLEifZ23ymysrLMx/Pcd999mjZtmlPWY7FYzEeNeXl5KSYmpt72Pj4+5iNtCgsLlZ6eXquNt7e3Vq9erb/85S8aPHiwfH191bFjR82dO1ffffed5s6da3PZ7vT9QyopKdF9990ni8Wi6dOnN+rxQY3B9m+/FStWmDV39OjRzX48Fts/UBvZxnnINtQ2VyPbuB+yDeB8ZBvnIdtQ21yNbON+yDaA85FtnIdsQ21zNbKN+yHbAM5HtnEesg21zdXINu6HbAPUz9vVHQDamqysLD355JPm9G9+85smLys3N9d83blz5wbbh4eH25z3cvfff7/uv/9+u/tR849X37597Z7PGX7605/q/PnzioyM1F//+lenraegoEAVFRWSpI4dO8rbu+FyGR4ertTUVElV3390dHStNt7e3nr88cf1+OOP290Xd/r+IT3zzDM6evSoAgIC9O9//9tp62H7t99bb71lvm7MZ6sL2z9gjWzjXGQbapurkW3cD9kGcC6yjXORbahtrka2cT9kG8C5yDbORbahtrka2cb9kG0A5yLbOBfZhtrmamQb90O2AerHHewBByorK9PNN9+szMxMSdK8efP0gx/8oMnLKygoMF/7+/s32D4gIMB8nZ+f3+T1Xi47O9t83bFjR4ctt7E+/fRTffzxx5Kkl156SZ06dXLauhr73Utt//uHtHv3br3wwguSpGeffVaxsbFOWxfbv31OnjypzZs3S5I6dOig22+/vdnLZPsHLiHbOBfZhtrmamSbjg5brqOQbQDnIts4F9mG2uZqZJuODluuo5BtAOci2zgX2Yba5mpkm44OW66jkG0A5yLbOBfZhtrmamSbjg5brqOQbYCGMcAecBCLxaL77rtPW7ZskSTFxsZaXeXVmhmG4eou6MKFC3rooYckSTfeeKPmz5/v4h61HHf4/lG1Q3/fffepsrJSI0aM0KOPPurqLrUId///99Zbb5l9vPnmmxUSEuLiHjmWu3//aNvINs5FtoGrkW3cE9kGcB6yjXORbeBqZBv3RLYBnIds41xkG7ga2cY9kW0A5yHbOBfZBq5GtnFPZBugYQ0/gwFAgwzD0IMPPqj33ntPktSjRw999dVXzb7iMygoSBcuXJAklZSUKCgoqN72xcXF5uvg4OBmrbsmex+F0xj79u0zH+9iy4gRI9SjRw9z+pFHHlFGRoZCQkL0yiuvOKQP9an5XZeUlNg1T2v6/tF4zz33nA4dOiQvLy+98cYb8vLycur62P571Pl+NYvFoiVLlpjTjnhclcT2D0hkm6Yg29iP2uYeyDZkm/q0pu8fsAfZpvHINvajtrkHsg3Zpj6t6fsH7EG2aTyyjf2obe6BbEO2qU9r+v4Be5BtGo9sYz9qm3sg25Bt6tOavn+0PwywB5rJMAw99NBDeuONNyRJ0dHR+vrrr9WrV69mL7tjx47mH/zz5883+AffWY826d69u/k6KSnJIcv85z//afWH+nJvv/227rnnHknSmjVr9O6770qS/vSnPyk6OtohfahPUFCQvL29VVFRodzcXFVUVMjbu/6S2Zq+fzTO999/rz//+c+SpEcffVQjRoxw+jrZ/u9pcDnr16/X6dOnJUl9+/bV5MmTHdI/tn+0d2SbpiHb2I/a5npkmypkm7q1pu8faAjZpmnINvajtrke2aYK2aZuren7BxpCtmkaso39qG2uR7apQrapW2v6/oGGkG2ahmxjP2qb65FtqpBt6taavn+0PwywB5rBMAz99Kc/1b/+9S9JVYV506ZNio2NdcjyBwwYoOTkZElScnJygzsR1W2r53WUSZMm6fnnn5ckbdu2zWHLtVf1zlRgYKCys7P13HPP2WwXHx9vvl69erUZBMaOHasZM2Y0ap2enp7q27evEhMTVVlZqbS0NPXu3bvO9uXl5UpPTzf7WfOPdHNNmjRJH330kSTXfP+Q3nnnHZWXl8vT01M+Pj51/h/89ttvrV5XtxswYECjH7PG9t+w//znP+br++67Tx4eHg5ZLts/2jOyTcsg21DbXI1sQ7Zh+0d7QbZpGWQbapurkW3INmz/aC/INi2DbENtczWyDdmG7R/tBdmmZZBtqG2uRrYh27D9o1UzADSJxWIxfvKTnxiSDElGt27djGPHjjl0Hb/85S/N5f/f//1fvW0zMjLMthEREQ7tR15enuHv728uf+fOnQ5dfkPmzp1rrrspP4888kiT1jt//nxzGR9++GG9bXfs2GG2HTNmTJPWV5ejR4+ay/b29jbS09Mdunw07JFHHmnW/8G5c+c2ep1s//U7f/684evra0gyvLy8HL5dsP2jPSLbtByyDbXN1cg2ZJv6sP2jrSDbtByyDbXN1cg2ZJv6sP2jrSDbtByyDbXN1cg2ZJv6sP2jrSDbtByyDbXN1cg2ZJv6sP3D3XkKQKMZ//9K2tdee02SFBUVpU2bNqlfv34OXc+sWbPM12vXrq237Zo1a8zXs2fPdmg/QkJCdP/995vTzzzzjAzDcOg63JG7fP/9+/fX9ddfL0mqqKjQs88+69Dlwz25y/8/d93+ly1bprKyMknSddddp27dujl0+e7y/bP9o6WQbdyjtjmbu3z/1Lb2yV3+/7nr9k+2ARyLbOMetc3Z3OX7p7a1T+7y/89dt3+yDeBYZBv3qG3O5i7fP7WtfXKX/3/uuv2TbQDHItu4R21zNnf5/qlt7ZO7/P9z1+2fbAM0ggsG9QOt3kMPPWRe4dS1a1cjMTHRKeupqKgwunbtaq5r7969dbYbPny42W7dunUO70taWpoRGhpqrmPx4sV2z1tZWWn89re/NeLj4x3er5ruvvtus39vv/12s5d3/vx580pCf39/4/Tp0zbb5efnG1FRUYYkw8PDw0hISGj2ui+3d+9ew8fHx/x8b731lt3zlpSUGA8++KCRm5vr8H7B2uLFi5u0jdjC9l+/YcOGmf359NNPHbpsw2D7R/tDtnGP2nY5so1t1LaWQ7apjWzTfGz/aAlkG/eobZcj29hGbWs5ZJvayDbNx/aPlkC2cY/adjmyjW3UtpZDtqmNbNN8bP9oCWQb96htlyPb2EZtazlkm9rINs3H9o/mYoA90Eg/+9nPHBL23377bXM5U6ZMqbPdq6++arYbPHiwce7cuVptHn/8cbPNxIkTm9Qfe6xevdrw8PAw17Vw4cIGH5+yYcMGY9y4cYYkY//+/U7rm2E0LvDXDGZ33313ne2eeOIJs93UqVON/Px8q/fLy8uN2267zWxzxx13OOCT2PbKK6+Y65FkPP7448aFCxfqbG+xWIyPP/7YGDRokCGp3rZwDHsDP9t/8+zevdvsR2RkpFFeXt6o+dn+AWtkG/eobbaQbaxR21oe2cYa2cZx2P7hTGQb96httpBtrFHbWh7ZxhrZxnHY/uFMZBv3qG22kG2sUdtaHtnGGtnGcdj+4UxkG/eobbaQbaxR21oe2cYa2cZx2P7RHN4CYLff/OY3evnllyVJHh4eeuSRR5SQkKCEhIR65xsxYoR69OjRpHUuWrRIn376qTZs2KDDhw/riiuu0KJFizRo0CDl5ORo+fLl2rp1qySpY8eO+ve//92k9dhjzpw5ev/993XfffepuLhYS5cu1UcffaTp06dr0qRJioqKkr+/v7KyspSYmKh169YpKSnJaf1pCb/5zW+0bt06xcfH65tvvjG//969e+vMmTN65513FB8fL0nq0aOH/vKXvzitLw899JBKS0v1y1/+UpWVlfrrX/+q119/XTNmzNCECRMUEREhb29vZWZmKj4+XuvWrVN6errT+gPnY/u37a233jJfL1y4UN7ezokzbP9oD8g27lPbWgq1Da7E9m8b2YbtH45DtnGf2tZSqG1wJbZ/28g2bP9wHLKN+9S2lkJtgyux/dtGtmH7h+OQbdyntrUUahtcie3fNrIN2z8aydUj/IHWZMqUKVZXNNn7Y+vqTnuvqDMMw7h48aIxZ86cetcRHR1tbNu2zTkf/DLff/+9MXPmTLs/f69evYx33nnHqKysdGq/nHFFrWEYRnp6unlVYF0/gwYNcsqjamzZvHmzMXbsWLu//6FDhxorV65skb61d46+otYw2P4vV1xcbHTs2NFcflO2O7Z/4BKyTRVX17a6kG2oba5GtiHbOBvbPxyNbFPF1bWtLmQbapurkW3INs7G9g9HI9tUcXVtqwvZhtrmamQbso2zsf3D0cg2VVxd2+pCtqG2uRrZhmzjbGz/aAruYA+0AsHBwVq9erVWrlyppUuXavfu3crMzFRwcLBiY2N100036YEHHlBoaGiL9GfYsGH68ssvtXfvXq1evVrffPONkpOTlZ2drfLycnXs2FF9+vTRmDFjdOONN+rqq6+Wp6dni/TNGbp166Zt27Zp2bJlWr58ueLj43X+/Hl16tRJcXFxuuWWW3T//ffLz8+vRfozefJk7dixQ5s3b9aaNWv07bff6vTp08rOzpbFYlFYWJj69++vMWPG6Oabb9bYsWNbpF9wDrZ/a5988olyc3MlSRMmTFBcXJzDlm0L2z/gHNQ216K2wZXY/q2Rbdj+0TZQ21yL2gZXYvu3RrZh+0fbQG1zLWobXInt3xrZhu0fbQO1zbWobXAltn9rZBu2fzSeh2EYhqs7AQAAAAAAAAAAAAAAAAAAAACAq7XeS9wAAAAAAAAAAAAAAAAAAAAAAHAgBtgDAAAAAAAAAAAAAAAAAAAAACAG2AMAAAAAAAAAAAAAAAAAAAAAIIkB9gAAAAAAAAAAAAAAAAAAAAAASGKAPQAAAAAAAAAAAAAAAAAAAAAAkhhgDwAAAAAAAAAAAAAAAAAAAACAJAbYAwAAAAAAAAAAAAAAAAAAAAAgiQH2AAAAAAAAAAAAAAAAAAAAAABIYoA9AAAAAAAAAAAAAAAAAAAAAACSGGAPAAAAAAAAAAAAAAAAAAAAAIAkBtgDAAAAAAAAAAAAAAAAAAAAACCJAfYAAAAAAAAAAAAAAAAAAAAAAEiSvF3dAQBA+/HVV19pxowZkqQxY8Zo586dLu7RJSkpKTpy5IgyMzOVlZUli8WiTp06KSIiQiNGjFCPHj3sWs69996rd955R5L017/+VY899pgTew0AAFyJbAMAANoSsg0AAGhLyDYAAKAtIdsAQMvzMAzDcHUnAKC9ysrKUvfu3VVeXm7+7rbbbtPy5csbnDclJUW9e/d2Wt969uyplJQUhy2vvLxcw4YNU2JioiRp06ZNmjp1aoPzZWRk6Pnnn9fnn3+u1NRUBQUFaezYsXrwwQd1ww03NKtPycnJ+sc//qF169bp6NGj9baNjIzUvHnzdNddd2nixIl1tktNTVX//v1VWlqqkJAQHTt2TJGRkc3qJwAArQXZZmqD85FtAABoPcg2Uxucj2wDAEDrQbaZ2uB8ZBsAAFoPss3UBucj2wBAMxkAAJd58cUXDUlWP/7+/kZubm6D8yYnJ9ea15E/PXv2dNpnnT59ul3zfP3110anTp3q7OMdd9xhlJWVNbov2dnZxs9+9jPD19e3Sd/NxIkTjW3bttW5/Icffths+6Mf/ajR/QMAoLUi29SPbAMAQOtCtqkf2QYAgNaFbFM/sg0AAK0L2aZ+ZBsAaD7uYA8ALnTllVfqwIEDtX7/+uuva9GiRfXOe+rUKcXGxtq1nsrKSqtpLy+vBufp1auXkpKS7Fp+QwoKChQbG6vMzExJ0oYNG3TNNdfUO09iYqLGjBmj/Pz8etv95Cc/0auvvmp3X06cOKHZs2fr2LFjVr/38PDQyJEjNWjQIEVERMjPz08ZGRlKS0vT1q1bVVRUVGtZdf0JTU1NVWxsrCoqKuTt7a2EhAT17dvX7j4CANBakW3qRrYBAKD1IdvUjWwDAEDrQ7apG9kGAIDWh2xTN7INADiICwf3A0C79v3339d5xeaECRMctp7Lr7ydMmWKw5Ztrz/96U/m+q+44gq75rnhhhvMeW688UZj9+7dRlFRkXH69GnjlVdeMcLCwgxJhoeHh7F//367lnnw4EGjS5cuVt9HcHCw8cc//tE4d+5cnfMVFRUZq1atMiZPnmw1b30WLFhgtlu4cKFd/QMAoDUj29SPbAMAQOtCtqkf2QYAgNaFbFM/sg0AAK0L2aZ+ZBsAcAwG2AOAi/ziF7+wCo89evSwmj527JhD1uPqwF9WVmZ069bNXP+rr77a4Dy5ubmGt7d3vWH54MGDhp+fnyHJeOKJJxpcZkFBgREXF2f1XYwePdrIyMho1OdZtWqVER0d3WDg/+abb8z1+Pj4GGfOnGnUegAAaG3INnUj2wAA0PqQbepGtgEAoPUh29SNbAMAQOtDtqkb2QYAHMdTAIAWV1FRoffee8+cjomJ0V/+8herNkuXLm3pbjnFRx99pDNnzkiS/P39tWDBggbnOX78uCoqKiRJjzzyiM02Q4YMMR97lZCQ0OAyH374YSUmJprTY8aM0caNGxUZGdngvDXdcMMN2r17t8aOHVtvuylTppiPqSovL2/UY7UAAGhtyDb1I9sAANC6kG3qR7YBAKB1IdvUj2wDAEDrQrapH9kGAByHAfYA4AJr165VZmamOb1gwQLNnTtXoaGh5u+WLl0qwzBc0T2Heuutt8zXM2fOtPqMdan5uT08POps5+XlJUmyWCz1Lu/YsWN6++23zemAgAC99957Cg4ObrAvtnTt2lWbN29usN38+fPN10uWLGkT/54AANhCtqkf2QYAgNaFbFM/sg0AAK0L2aZ+ZBsAAFoXsk39yDYA4DgMsAcAF1iyZInV9F133SU/Pz+rgJiamqpNmza1dNcc6vTp0/rmm2/M6Ztuusmu+Xr37m0G/bquRD1+/Lg2bNggSerfv3+9y/vb3/5mFbYff/xx82rXpvLz82uwTc3Pm5aWZvVdAADQlpBt6ke2AQCgdSHb1I9sAwBA60K2qR/ZBgCA1oVsUz+yDQA4DgPsAaCF5eTkaPXq1eb08OHDNXjwYElVwb+my3cMWpuVK1daXe06Y8YMu+br3LmzpkyZIkl68803NX/+fO3bt08lJSXKyMjQf/7zH02aNEnFxcWSpNtuu63OZZWWlurdd981pz09PbVo0aKmfJxGGzlypMLCwszpTz/9tEXWCwBASyLbNIxsAwBA60G2aRjZBgCA1oNs0zCyDQAArQfZpmFkGwBwHAbYA0ALW758ucrKyszpO++803w9adIk9ezZ05z+5JNPVFBQ0KL9c6R169aZr/v166du3brZPe/zzz8vX19fSdKKFSs0cuRIBQQEKCoqSj/60Y907tw5SdI999yjMWPG1LmcXbt2mTsGknTVVVcpJiamsR+lSTw8PMwdF6nqUWUAALQ1ZBv7kG0AAGgdyDb2IdsAANA6kG3sQ7YBAKB1INvYh2wDAI7BAHsAaGE1r5L19PTUggULzGkPDw/dcccd5nRhYaFWrFjRov1zpK1bt5qvR48e3ah5R48ereXLlysgIKDONj/84Q/1r3/9q97lbNmyxWp67NixjepHc9X83ElJSUpPT2/R9QMA4GxkG/uQbQAAaB3INvYh2wAA0DqQbexDtgEAoHUg29iHbAMAjsEAewBoQUeOHNHu3bvN6enTpysqKsqqTc0rbKXW+9iqpKQk5ebmmtNDhw5t9DJuuukmHTx4UA888IB69eolX19fderUSddcc40++ugjffTRR/Lz86t3Gd9//73V9MiRIxvdj+YYNmyY1XTNf38AAFo7sk3jkG0AAHBvZJvGIdsAAODeyDaNQ7YBAMC9kW0ah2wDAM3n7eoOAEB7cnl4vzzcS9LAgQM1cuRI7d27V5K0efNmpaSkqFevXi3RRYc5dOiQ1XS/fv2atJzY2NgGr5qtT3Z2ttV0Yx6b5QgDBgywmo6Pj9e8efNatA8AADgL2abxyDYAALgvsk3jkW0AAHBfZJvGI9sAAOC+yDaNR7YBgObhDvYA0EIqKyu1bNkyc7pDhw666aabbLa96667zNeGYWjp0qVO75+jpaSkWE1HR0e7pB85OTlW06GhoS26/u7du1tNX/69AADQWpFtyDYS2QYA0HaQbcg2EtkGANB2kG3INhLZBgDQdpBtyDYS2QZAy2OAPQC0kA0bNujMmTPm9Ny5cxUUFGSz7e233y4vLy9zujUG/pqfVZIiIiJc0o/8/Hyr6cDAwBZdf0BAgIKDg83p9PT0Fl0/AADOQrYh20hkGwBA20G2IdtIZBsAQNtBtiHbSGQbAEDbQbYh20hkGwAtjwH2ANBC3nnnHavpmlfNXi4iIkIzZ840p0+cOKGtW7c6q2tOUVBQYDUdEBDgkn5cvlNVWFjY4n2o+dkv/14AAGityDZkG4lsAwBoO8g2ZBuJbAMAaDvINmQbiWwDAGg7yDZkG4lsA6DlMcAeAFpAXl6eVq5caU5HRERoxowZ9c5z5513Wk1fvsPg7kpLS62mfX19XdKPsLAwq+m8vLwW74Ofn5/5uqSkpMXXDwCAo5FtyDbVyDYAgLaAbEO2qUa2AQC0BWQbsk01sg0AoC0g25BtqpFtALQ0BtgDQAv44IMPrILebbfdJm9v73rnmTdvntXVoB9//LGKi4ud1kdHqxlyJamsrMwl/ejcubPV9NmzZ1u8DzV3flx1ZTEAAI5EtiHbVCPbAADaArIN2aYa2QYA0BaQbcg21cg2AIC2gGxDtqlGtgHQ0hhgDwAtYMmSJVbTl18ta0uHDh108803m9MXL17Up59+6vC+Ocvlj4oqKipyST+GDRtmNb13794W70PNz3759wIAQGtEtiHbVCPbAADaArIN2aYa2QYA0BaQbcg21cg2AIC2gGxDtqlGtgHQ0hhgDwBOduzYMW3fvt2cHjBggEaPHm3XvK35sVXdu3e3ms7MzHRJPyZNmmQ1vXPnzhZdf1FRkQoKCszpy78XAABaG7JNFbJNFbINAKC1I9tUIdtUIdsAAFo7sk0Vsk0Vsg0AoLUj21Qh21Qh2wBoaQywBwAna8rVtNWmTZtmFRA3btyo9PR0h/XNmXr16mU1ffr0aZf0Y8yYMVaPidqyZUuL9uXyf6/LvxcAAFobsk0Vsk0Vsg0AoLUj21Qh21Qh2wAAWjuyTRWyTRWyDQCgtSPbVCHbVCHbAGhpDLAHACeyWCx69913zWkPDw/dcccdds/v6empBQsW1Lk8dzZ06FCr6ePHj7ukH/7+/lY7WRaLRW+88UaLrf/o0aNW05c/QgsAgNaEbHMJ2aYK2QYA0JqRbS4h21Qh2wAAWjOyzSVkmypkGwBAa0a2uYRsU4VsA6ClMcAeAJzo66+/Vlpamjk9YcIE9e7du1HLuPwK3Muv0HVXffr0UVhYmDl98OBBl/Xl0UcflYeHhzn917/+VSdOnGjWMktLS+1qFx8fbzU9atSoZq0XAABXItuQbcg2AIC2hGxDtiHbAADaErIN2YZsAwBoS8g2ZBuyDQBXY4A9ADjR5eH8rrvuavQyhg0bZnUVZmJionbu3NnsvrWEyZMnm693797tsn7ExcVp4cKF5nRRUZHuuusuFRQUNGl5Z8+e1ZQpU+xqu2fPHvN13759rR5BBgBAa0O2IduQbQAAbQnZhmxDtgEAtCVkG7IN2QYA0JaQbcg2ZBsArsYAewBwkvz8fP33v/81p319fXXLLbc0aVmt9araWbNmma+TkpKUnp7usr68/PLL6tevnzm9fft2zZgxQ5mZmY1azqpVqzR69Gi7droMw9DmzZvN6euuu65R6wIAwJ2Qbcg2ZBsAQFtCtiHbkG0AAG0J2YZsQ7YBALQlZBuyDdkGgDtggD0AOMnHH3+soqIic3r27Nnq1KlTk5a1YMECeXpeKtkffPCB3Y9McqUbb7zRqt9fffWVy/oSFBSkFStWKDw83Pzdjh071L9/f/3f//2fsrKy6py3pKREn3/+uaZMmaK5c+faveOyd+9e5eTkmNPz5s1rcv8BAHA1sg3ZhmwDAGhLyDZkG7INAKAtIduQbcg2AIC2hGxDtiHbAHAHHoZhGK7uBAC0RZMnT9aWLVvMaQ8PD6vw21iVlZVW0x999JHmz5/f4HwpKSnq3bu3OT1lyhR98803Te5HY82cOVMbNmyQVLUDsHLlyhZbty3Hjx/XddddpxMnTlj93tPTU6NGjdKgQYPUpUsX+fr66ty5c0pNTdXWrVutdt6q21/+b3K5p556Sn/6058kSdHR0Tp16lSz/g8AAOBKZJsqZBuyDQCgbSDbVCHbkG0AAG0D2aYK2YZsAwBoG8g2Vcg2ZBsAruXt6g4AQFt08uRJbd261ep3hmE0GBAbY8mSJXYFfle79957zcC/fv165eXlKTQ01GX96devn3bu3Kmnn35ab775psrLyyVJFotFu3bt0q5duxpcxowZM/T888832G7FihXm67vvvpuwDwBotcg2l5BtqpBtAACtGdnmErJNFbINAKA1I9tcQrapQrYBALRmZJtLyDZVyDYAXIXKAwBOsHTpUjn7ASFffvmlMjIynLoOR/jhD3+o7t27S6p69NOyZctc3CMpPDxcr776qhISEvTwww+rb9++Dc4TFRWln/3sZ9qzZ4/Wr1+v4cOH19v+22+/1fHjxyVJPj4+euihhxzRdQAAXIJscwnZhmwDAGj9yDaXkG3INgCA1o9scwnZhmwDAGj9yDaXkG3INgBcy8Nw9l8kAEC79/zzz+vJJ5+UJA0bNkzff/+9i3tUW3Jysg4fPqysrCxlZWXJMAx17NhRkZGRGjFihHr06NGo5d1555167733JEl33XWXli5d6oxuAwAAFyDbkG0AAGhLyDZkGwAA2hKyDdkGAIC2hGxDtgHgOgywBwA4XWFhofr06aPMzExJVY+umjFjhot75Typqanq27evysvL5e3trSNHjqhfv36u7hYAAHAQsg3ZBgCAtoRsQ7YBAKAtIduQbQAAaEvINmQbAK7j6eoOAADavsDAQD311FPm9J///GcX9sb5XnjhBZWXl0uS7r77bsI+AABtDNmGbAMAQFtCtiHbAADQlpBtyDYAALQlZBuyDQDX4Q72AIAWUV5ermHDhikxMVGStGnTJk2dOtW1nXKCtLQ09e/fXyUlJQoODtaxY8fUtWtXV3cLAAA4GNkGAAC0JWQbAADQlpBtAABAW0K2AQDX4A72AIAW4ePjo5deesmcfvLJJ13YG+d55plnVFJSIklavHgxYR8AgDaKbAMAANoSsg0AAGhLyDYAAKAtIdsAgGtwB3sAAAAAAAAAAAAAAAAAAAAAAMQd7AEAAAAAAAAAAAAAAAAAAAAAkMQAewAAAAAAAAAAAAAAAAAAAAAAJDHAHgAAAAAAAAAAAAAAAAAAAAAASQywBwAAAAAAAAAAAAAAAAAAAABAEgPsAQAAAAAAAAAAAAAAAAAAAACQxAB7AAAAAAAAAAAAAAAAAAAAAAAkMcAeAAAAAAAAAAAAAAAAAAAAAABJDLAHAAAAAAAAAAAAAAAAAAAAAEASA+wBAAAAAAAAAAAAAAAAAAAAAJDEAHsAAAAAAAAAAAAAAAAAAAAAACQxwB4AAAAAAAAAAAAAAAAAAAAAAEkMsAcAAAAAAAAAAAAAAAAAAAAAQJL0/wBfcEYhzsag6QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 3000x3000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "subplots = True\n",
    "for anonym in ['']: #,'_anonym']: # --> would need to update the code to have the right legend!!!\n",
    "    for p in [-50,-80]: #-50,-80,-90\n",
    "        if subplots:\n",
    "            fig, axs = plt.subplots(4,5,figsize=(30,30), sharey=True) #, sharey=True) #, sharey=True) #, sharey='row') #, sharex=True)\n",
    "            plt.suptitle(f'Differences in years to reach {-p}% of total changes between individual glacier models and median over glacier models\\n', fontsize=32)\n",
    "            plt.rc('font', size=22)  \n",
    "            axs = axs.flatten()\n",
    "            #axs[-1].axis('off')\n",
    "\n",
    "        else:\n",
    "            plt.rc('font', size=24)  \n",
    "        for j,r in enumerate(['All'] + list(ds_reg_yr_shift.rgi_reg.values)):\n",
    "            if r == 'All':\n",
    "                rgi_reg = 'All'\n",
    "                rgi_reg_long = r\n",
    "            else:\n",
    "                rgi_reg = 'RGI'+r\n",
    "                rgi_reg_long = f'{r}-{d_reg_num_name[r]}'\n",
    "\n",
    "            pd_response_time_x_perc_loss_comp_rgi_reg = pd_response_time_x_perc_loss_comp.loc[pd_response_time_x_perc_loss_comp.rgi_reg==rgi_reg]#.dropna()\n",
    "            # let's remove the -0.1°C-2.0°C as it only works for RGI04...\n",
    "            pd_response_time_x_perc_loss_comp_rgi_reg = pd_response_time_x_perc_loss_comp_rgi_reg.loc[pd_response_time_x_perc_loss_comp_rgi_reg.temp_ch_classes!='-0.1°C-2.0°C (n=40)']\n",
    "            if not subplots:\n",
    "                plt.figure(figsize=(16,10))\n",
    "                ax = plt.gca()\n",
    "            else:\n",
    "                ax = axs[j]\n",
    "            sns.boxplot(data=pd_response_time_x_perc_loss_comp_rgi_reg, hue='model_author', y=f'diff_resp_time_{p}%',\n",
    "                        x='temp_ch_classes_sh', palette=pal_models, saturation=0.6,\n",
    "                       hue_order=hue_order, dodge = True, #hue='ssp',\n",
    "                                            fliersize=0, whis = [5,95], \n",
    "                                            #y = 'time', #hue_order = ['2040', '2100'],\n",
    "                                            linewidth=3,\n",
    "                                            capprops={'color':'grey', 'alpha':0.7},\n",
    "                                            whiskerprops={'color':'grey', 'alpha':0.7},ax=ax)\n",
    "            ax.grid(axis='y')\n",
    "            \n",
    "            #if only_global_models:\n",
    "            #    plt.title(f'Differences in years to reach {-p}% of total changes\\n between individual glacier models and median over glacier models\\n(only global models, all RGI regions)')\n",
    "            if subplots:\n",
    "                ax.set_title(f'{rgi_reg_long}', fontsize=28)\n",
    "            else:\n",
    "                ax.set_title(f'Differences in years to reach {-p}% of total changes\\n between individual glacier models and median over glacier models\\n{rgi_reg_long}')\n",
    "            if j == 0:\n",
    "                ax.set_ylabel(f'Year differences', fontsize=28)\n",
    "            else:\n",
    "                ax.set_ylabel('', fontsize=1)\n",
    "            if j>=15:\n",
    "                ax.set_xlabel(r'$\\Delta$T (°C)', fontsize=28)\n",
    "            else:\n",
    "                ax.set_xlabel('', fontsize=1)\n",
    "                \n",
    "            \n",
    "            \n",
    "            for f in np.arange(0.5,2,1):\n",
    "                ax.axvline(f, color= 'grey', ls='-', lw=3)\n",
    "\n",
    "            _leg = ax.get_legend()\n",
    "            handles, labels = ax.get_legend_handles_labels()\n",
    "            _leg.remove()\n",
    "            n = len(hue_order)\n",
    "            if subplots:\n",
    "                plt.tight_layout()\n",
    "                if j==20:\n",
    "                    if anonym=='_anonym':\n",
    "                        leg = ax.legend(handles, hue_order_anonymous, #title=f'{n} models',\n",
    "                                        loc='upper left', framealpha = 0.7, ncol=1, fontsize=26, bbox_to_anchor=(1.3,0.9))\n",
    "                    else:\n",
    "                        leg = ax.legend(handles, hue_order, #title=f'{n} models',\n",
    "                                        loc='upper left', framealpha = 0.7, ncol=1, fontsize=26, bbox_to_anchor=(1.3,0.9))\n",
    "            else:\n",
    "                if anonym=='_anonym':\n",
    "                    leg = ax.legend(handles, hue_order_anonymous, #title=f'{n} models',\n",
    "                                    loc='upper right', framealpha = 0.7, ncol=3, fontsize=20)\n",
    "                else:\n",
    "                    leg = ax.legend(handles, hue_order, #title=f'{n} models',\n",
    "                                    loc='upper right', framealpha = 0.7, ncol=3, fontsize=20)\n",
    "            #ylim0,ylim1 = ax.get_ylim()\n",
    "            if p == -50:\n",
    "                ylim0, ylim1 = -70, 130\n",
    "            else:\n",
    "                ylim0, ylim1 = -190, 350\n",
    "            ax.set_ylim([ylim0,ylim1])\n",
    "\n",
    "\n",
    "            if (subplots and j == 0) or not subplots: \n",
    "                qs = pd_response_time_x_perc_loss_comp_rgi_reg.groupby(['model_author', 'temp_ch_classes'])[f'diff_resp_time_{p}%'].quantile([0.05,0.25,0.75,0.95]).loc[('PyGEM-OGGM_v13',\n",
    "                        '2.0°C-4.0°C (n=31)')].values\n",
    "                for pp,q in enumerate(qs):\n",
    "                    perci = [5,25,75,95][pp]\n",
    "                    if perci <=75:\n",
    "                        ax.text(-0.56,q,f'{perci}%', color = 'dimgrey', fontsize=17)\n",
    "                    else:\n",
    "                        ax.text(-0.56,q,f'{perci}%', color = 'dimgrey', fontsize=17)\n",
    "                        \n",
    "            med_resp_time_temp_ch_classesreg = pd_response_time_x_perc_loss_comp_rgi_reg.groupby('temp_ch_classes').median(numeric_only=True)[f'resp_time_{p}%']\n",
    "            for e,r in enumerate(med_resp_time_temp_ch_classesreg.values):\n",
    "                try:\n",
    "                    if rgi_reg == 'All' and e==0:\n",
    "                        text = f'median:\\n{int(r)} years'\n",
    "                    else:\n",
    "                        text = f'{int(r)} years'                        \n",
    "                    ax.text(e,ylim0*0.98,f'{text}', color = 'dimgrey', fontsize=22, ha='center', va='bottom')\n",
    "                except:\n",
    "                    pass\n",
    "\n",
    "            ax.axhline(0, ls='--', color='grey', lw=4, alpha = 0.5)\n",
    "\n",
    "            xlim0,xlim1 = ax.get_xlim()\n",
    "            ax.set_xlim([-0.565,xlim1])\n",
    "            if not subplots:\n",
    "                plt.tight_layout()\n",
    "                plt.savefig(f'figures_partB/response_time_scale/3_response_time_glacier_model_diff_boxplot_5000yrs{anonym}_{rgi_reg}_{p}%change_{DATE}.png')\n",
    "                plt.close()\n",
    "        if subplots:\n",
    "            plt.savefig(f'figures_partB/response_time_scale/3_response_time_glacier_model_diff_boxplot_5000yrs{anonym}_all_rgi_regs_{p}%change_{DATE}.png')\n",
    "            plt.savefig(f'figures_partB/response_time_scale/3_response_time_glacier_model_diff_boxplot_5000yrs{anonym}_all_rgi_regs_{p}%change_{DATE}.pdf')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "227e943f-6877-488f-b687-fd963d5e8b93",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "1bdc9ca6-9817-4c24-92c3-5284346e8d82",
   "metadata": {},
   "source": [
    "### FInal figure layout for the manuscript "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "292f14fa-fe0d-4320-9de3-4d0459fc12db",
   "metadata": {},
   "source": [
    "# ## Non-shifted response time scale estimates (for the manuscript)\n",
    "\n",
    "The cells above use the response time scales that were estimated after shifting the simulations to 2020 (`resp_time_shifted_...`). The cells below use the **non-shifted** estimates (counted from the simulation start, `resp_time_non_shifted_...`, only volume and without OGGM-VAS), so that the volume and the area response time scales are on the same basis. All figure names below end with `_non_shifted`.\n",
    "\n",
    "The differences to the median are recomputed from the raw response time scales, because the `diff_resp_time` columns of the non-shifted file also include OGGM-VAS in the median (they differ from the recomputed ones by a median of 2.5 years and up to 111 years). The 25% rule for the temperature bins is the same as above (it blanks RGI03 and RGI19 for 2.0°C-4.0°C).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "128c35a5-5108-47e2-b95c-ec3b306c7d58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6251, 12)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# response time scales counted from the simulation start (NON-shifted); the file also contains the area response and OGGM-VAS\n",
    "fpath_non_shifted = f'PartB_data/resp_time_non_shifted_for_deltaT_rgi_reg_roll_volume_area_21yravg.csv'\n",
    "pd_response_time_x_perc_loss_comp_non_shifted = pd.read_csv(fpath_non_shifted, index_col=[0])\n",
    "pd_response_time_x_perc_loss_comp_non_shifted = pd_response_time_x_perc_loss_comp_non_shifted.loc[\n",
    "    (pd_response_time_x_perc_loss_comp_non_shifted.metric == 'volume_m3') &\n",
    "    (pd_response_time_x_perc_loss_comp_non_shifted.model_author != 'OGGM-VAS')].copy()\n",
    "pd_ns = pd_response_time_x_perc_loss_comp_non_shifted      # shorter name for the cells below\n",
    "pd_ns.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cd51684f-b194-46e8-81d5-c0d78e148635",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create \"classes\" of global temp. change (as for the shifted estimates above)\n",
    "for t0, t1 in zip([min_t_r, 2, 4],[2, 4, max_t_r]):\n",
    "    temp_label = f'{t0:.1f}°C-{t1:.1f}°C'\n",
    "    condi = (pd_ns.temp_ch_ipcc <=t1)&(pd_ns.temp_ch_ipcc >=t0)\n",
    "    temp_labels_length_l = len(pd_ns.loc[condi].groupby('temp_ch_ipcc').count())\n",
    "    pd_ns.loc[condi, 'temp_ch_classes'] = temp_label + f' (n={temp_labels_length_l})'\n",
    "    pd_ns.loc[condi, 'temp_ch_classes_sh'] = temp_label\n",
    " \n",
    "# names of the regions\n",
    "pd_ns['rgi_reg_sh'] = pd_ns.rgi_reg.str.replace('RGI', '')\n",
    "pd_ns.loc[pd_ns.rgi_reg=='All', 'rgi_reg_sh'] = 'Global'\n",
    "for _r in d_reg_num_name.keys():\n",
    "    pd_ns.loc[pd_ns.rgi_reg==f'RGI{_r}', 'rgi_reg_long'] = f'{d_reg_num_name[_r]} ({_r})'\n",
    "pd_ns.loc[pd_ns.rgi_reg=='All', 'rgi_reg_long'] = 'Global'\n",
    " \n",
    "np.testing.assert_equal(sorted(pd_ns.temp_ch_classes.unique()), sorted(temp_ch_classes_num.keys()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "35de4090-3992-4494-8e43-10f1ec49b1a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All -0.1°C-2.0°C (n=40) {'GLIMB': 28, 'GloGEMflow': 13, 'OGGM_v16': 26, 'PyGEM-OGGM_v13': 36}\n",
      "RGI01 -0.1°C-2.0°C (n=40) {'GLIMB': 23, 'GloGEMflow': 28, 'OGGM_v16': 26, 'PyGEM-OGGM_v13': 31}\n",
      "RGI02 -0.1°C-2.0°C (n=40) {'GLIMB': 26, 'GloGEMflow': 39, 'GloGEMflow3D': 39, 'OGGM_v16': 29, 'PyGEM-OGGM_v13': 25}\n",
      "RGI03 -0.1°C-2.0°C (n=40) {'GLIMB': 28, 'GloGEMflow': 3, 'OGGM_v16': 16, 'PyGEM-OGGM_v13': 40}\n",
      "RGI03 2.0°C-4.0°C (n=31) {'GLIMB': 31, 'GloGEMflow': 21, 'OGGM_v16': 30, 'PyGEM-OGGM_v13': 31}\n",
      "RGI05 -0.1°C-2.0°C (n=40) {'GLIMB': 30, 'GloGEMflow': 23, 'OGGM_v16': 31, 'PyGEM-OGGM_v13': 38}\n",
      "RGI06 -0.1°C-2.0°C (n=40) {'GLIMB': 33, 'GO': 23, 'GloGEMflow': 27, 'GloGEMflow3D': 22, 'OGGM_v16': 33, 'PyGEM-OGGM_v13': 31}\n",
      "RGI07 -0.1°C-2.0°C (n=40) {'GLIMB': 29, 'GloGEMflow': 19, 'OGGM_v16': 27, 'PyGEM-OGGM_v13': 30}\n",
      "RGI08 -0.1°C-2.0°C (n=40) {'GLIMB': 30, 'GloGEMflow': 26, 'GloGEMflow3D': 27, 'OGGM_v16': 26, 'PyGEM-OGGM_v13': 26}\n",
      "RGI09 -0.1°C-2.0°C (n=40) {'GLIMB': 27, 'GloGEMflow': 30, 'OGGM_v16': 32, 'PyGEM-OGGM_v13': 35}\n",
      "RGI10 -0.1°C-2.0°C (n=40) {'GLIMB': 25, 'GloGEMflow': 32, 'GloGEMflow3D': 31, 'OGGM_v16': 24, 'PyGEM-OGGM_v13': 25}\n",
      "RGI12 -0.1°C-2.0°C (n=40) {'GLIMB': 20, 'GloGEMflow': 24, 'GloGEMflow3D': 24, 'OGGM_v16': 21, 'PyGEM-OGGM_v13': 24}\n",
      "RGI13 -0.1°C-2.0°C (n=40) {'GLIMB': 16, 'GloGEMflow': 16, 'GloGEMflow3D': 15, 'Kraaijenbrink': 15, 'OGGM_v16': 20, 'PyGEM-OGGM_v13': 20}\n",
      "RGI14 -0.1°C-2.0°C (n=40) {'GLIMB': 6, 'GloGEMflow': 8, 'GloGEMflow3D': 11, 'Kraaijenbrink': 3, 'OGGM_v16': 20, 'PyGEM-OGGM_v13': 20}\n",
      "RGI15 -0.1°C-2.0°C (n=40) {'GLIMB': 20, 'GloGEMflow': 31, 'GloGEMflow3D': 31, 'Kraaijenbrink': 25, 'OGGM_v16': 24, 'PyGEM-OGGM_v13': 34}\n",
      "RGI16 -0.1°C-2.0°C (n=40) {'GLIMB': 16, 'GloGEMflow': 20, 'GloGEMflow3D': 20, 'OGGM_v16': 24, 'PyGEM-OGGM_v13': 21}\n",
      "RGI17 -0.1°C-2.0°C (n=40) {'GLIMB': 16, 'GloGEMflow': 35, 'OGGM_v16': 32, 'PyGEM-OGGM_v13': 28}\n",
      "RGI18 -0.1°C-2.0°C (n=40) {'GLIMB': 11, 'GloGEMflow': 21, 'GloGEMflow3D': 17, 'OGGM_v16': 23, 'PyGEM-OGGM_v13': 27}\n",
      "RGI19 -0.1°C-2.0°C (n=40) {'GLIMB': 34, 'OGGM_v16': 20, 'PyGEM-OGGM_v13': 37}\n",
      "RGI19 2.0°C-4.0°C (n=31) {'GLIMB': 31, 'GloGEMflow': 10, 'OGGM_v16': 31, 'PyGEM-OGGM_v13': 31}\n"
     ]
    }
   ],
   "source": [
    "# differences to the median over all glacier models in the region (without OGGM-VAS), recomputed from the raw response time scales\n",
    "# (the diff_resp_time columns of the non-shifted file also include OGGM-VAS in the median)\n",
    "for p in [-50, -80, -90]:\n",
    "    pd_ns[f'diff_resp_time_{p}%'] = pd_ns[f'resp_time_{p}%'] - pd_ns.groupby(['rgi_reg', 'gcm_period_scenario'])[f'resp_time_{p}%'].transform('median')\n",
    " \n",
    "# as above: if more than 25% of the experiments are missing for one model, remove the data from the entire temp. change bin\n",
    "for r in pd_ns.rgi_reg.unique():\n",
    "    for tc in pd_ns.temp_ch_classes.unique():\n",
    "        _p_tc = pd_ns.loc[pd_ns.temp_ch_classes == tc]\n",
    "        _s = _p_tc.loc[_p_tc.rgi_reg==r].groupby('model_author').count()['rgi_reg']\n",
    "        try:\n",
    "            np.testing.assert_allclose(_s.values, temp_ch_classes_num[tc], rtol=0.25)\n",
    "        except AssertionError:\n",
    "            pd_ns.loc[(pd_ns.temp_ch_classes == tc) & (pd_ns.rgi_reg==r), columns_sel] = np.nan\n",
    "            print(r, tc, _s.to_dict())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c061ff3e-0126-4665-8a9a-26a33bd32a23",
   "metadata": {},
   "outputs": [],
   "source": [
    "# only global models\n",
    "pd_response_time_x_perc_loss_comp_only_global_models_non_shifted = pd_ns.loc[pd_ns.model_author.isin(glob_models)].copy()\n",
    "pd_g_ns = pd_response_time_x_perc_loss_comp_only_global_models_non_shifted\n",
    " \n",
    "# differences to the median of the four global models only (the same reference as in the worldmap),\n",
    "# only for experiments where all four global models have an estimate\n",
    "for p in [-50, -80]:\n",
    "    _g = pd_g_ns.groupby(['rgi_reg', 'gcm_period_scenario'])[f'resp_time_{p}%']\n",
    "    _ref = _g.transform('median').where(_g.transform('count') == len(glob_models))\n",
    "    pd_g_ns[f'diff_resp_time_{p}%'] = pd_g_ns[f'resp_time_{p}%'] - _ref\n",
    "    pd_g_ns[f'absolute_diff_resp_time_{p}%'] = np.absolute(pd_g_ns[f'diff_resp_time_{p}%'])\n",
    "pd_g_ns_median = pd_g_ns.groupby(['temp_ch_classes','rgi_reg','rgi_reg_long']).median(numeric_only=True).reset_index()\n",
    " \n",
    "# colours of the temperature bins (as above)\n",
    "palette_l_non_shifted = []\n",
    "for temp_ch_med_class in pd_g_ns_median.groupby('temp_ch_classes').median(numeric_only=True)['temp_ch_ipcc'].values:\n",
    "    palette_l_non_shifted.append(cmap(scaler.transform(np.array(temp_ch_med_class).reshape(-1,1))).squeeze())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8c28109c-586a-4048-bf6c-ebe805e63607",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 326.772x629.921 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ### Supplementary figure: response time scale differences per temperature bin (portrait, likely range)\n",
    "# Only the four global models, differences to the median of these four models (the same reference and the same numbers as in the worldmap). Replaces the boxplots above (landscape and portrait).\n",
    " \n",
    "# %%\n",
    "import textwrap\n",
    "import matplotlib.patheffects as pe      # thin dark outline around the likely-range lines\n",
    "from matplotlib.ticker import MaxNLocator\n",
    " \n",
    "# --- settings: PRINTED size (CL: 8.3 cm wide as the steady-state counterpart Fig. 2, include with width=8.3cm, so fs is the printed font size) ---\n",
    "fig_width_cm, fig_height_cm = 8.3, 16\n",
    "fs = 6                       # smallest (printed) font size; line widths and marker sizes scale with it\n",
    "sc = fs / 6\n",
    "likely_range = [17, 83]      # percentiles of the pooled differences (four global models x climate scenarios of the bin)\n",
    " \n",
    "panel_cols = {'fig1': 'absolute_diff_resp_time_-50%', 'fig2': 'absolute_diff_resp_time_-80%'}\n",
    "titles = {'fig1': '50\\u202f% of the\\ntotal change', 'fig2': '80\\u202f% of the\\ntotal change'}     # CL: space between number and %, line break (2.9 cm wide panels)\n",
    "# CL: one x label for both panels (centred below them), 'multi-model median'\n",
    "xlabel = 'absolute response timescale differences to the\\nmulti-model median of the four global models (years)'\n",
    " \n",
    "classes = list(temp_ch_classes_num.keys())      # '-0.1°C-2.0°C (n=40)', '2.0°C-4.0°C (n=31)', '4.0°C-7.0°C (n=9)'\n",
    "palette_ov = [sns.desaturate(c, 0.9) for c in palette_l_non_shifted]      # same look as the old boxplots (saturation=0.9)\n",
    "# CL: '−0.1 to 2.0 °C (40 climate scenarios)': real minus sign, space between number and unit (Copernicus figure guidelines)\n",
    "class_label = {}\n",
    "for c in classes:\n",
    "    _t0, _t1 = c.split(' (')[0].replace('°C', '').rsplit('-', 1)\n",
    "    _t0 = _t0.replace('-', '\\u2212')\n",
    "    class_label[c] = f'{_t0} to {_t1} \\u00b0C ({temp_ch_classes_num[c]} climate scenarios)'\n",
    " \n",
    "# median and likely range of the pooled absolute differences, per region and temperature bin\n",
    "g = pd_g_ns.groupby(['rgi_reg_long', 'temp_ch_classes'])\n",
    "sums = {}\n",
    "for p, col in panel_cols.items():\n",
    "    sums[p] = pd.DataFrame({'med': g[col].median(), 'lo': g[col].quantile(likely_range[0] / 100),\n",
    "                            'hi': g[col].quantile(likely_range[1] / 100)})\n",
    "x_max = {p: 10 * np.ceil(sums[p].hi.max() / 10) for p in panel_cols}\n",
    " \n",
    "# order of the regions as before (sorted by the 50% differences above 4°C), Global on top\n",
    "_sel_class3 = pd_g_ns_median.loc[pd_g_ns_median.temp_ch_classes == classes[2]]\n",
    "_sel_class3_sorted = _sel_class3.sort_values(by='absolute_diff_resp_time_-50%', ascending=False, kind='stable')   # CL: stable -> fixed order of the regions with equal values (several are 0)\n",
    "reg_order = ['Global'] + [r for r in _sel_class3_sorted.rgi_reg_long.values if r != 'Global']\n",
    " \n",
    "# rows: three temperature bins per region, with a gap between the regions\n",
    "gap = 0.7\n",
    "rows, reg_centres, reg_spans = [], [], []\n",
    "y = 0\n",
    "for i, reg in enumerate(reg_order):\n",
    "    reg_spans.append((y - 0.5 - gap / 2, y + len(classes) - 0.5 + gap / 2, i))\n",
    "    for k, c in enumerate(classes):\n",
    "        rows.append((reg, c, k, y + k))\n",
    "    reg_centres.append((y + (len(classes) - 1) / 2, reg))\n",
    "    y = y + len(classes) + gap\n",
    "y_max = y - gap - 0.5\n",
    " \n",
    "lab_w_cm, gap_cm, right_cm = 1.95, 0.35, 0.2     # CL: in cm: column of the region names, gap between the panels, right margin\n",
    "panel_w_cm = (fig_width_cm - lab_w_cm - gap_cm - right_cm) / 2\n",
    "boxes = [(lab_w_cm / fig_width_cm, panel_w_cm / fig_width_cm),\n",
    "         ((lab_w_cm + panel_w_cm + gap_cm) / fig_width_cm, panel_w_cm / fig_width_cm)]      # (left, width) of the panels\n",
    "fig = plt.figure(figsize=(fig_width_cm / 2.54, fig_height_cm / 2.54))\n",
    "axes = []\n",
    "for i_p, p in enumerate(panel_cols):\n",
    "    ax = fig.add_axes([boxes[i_p][0], 0.2, boxes[i_p][1], 0.74])      # CL: room for the legend and the x label\n",
    "    axes.append(ax)\n",
    "    for y_lo, y_hi, i in reg_spans:    # light background for every second region\n",
    "        if i % 2 == 1:\n",
    "            ax.axhspan(y_lo, y_hi, color='0.955', lw=0, zorder=0)\n",
    "    for reg, c, k, y_row in rows:\n",
    "        if (reg, c) not in sums[p].index or np.isnan(sums[p].loc[(reg, c)].med):      # no estimate for this bin\n",
    "            continue\n",
    "        r = sums[p].loc[(reg, c)]\n",
    "        ax.plot([r.lo, r.hi], [y_row] * 2, color=palette_ov[k], lw=0.9 * sc, solid_capstyle='butt', zorder=2,\n",
    "                path_effects=[pe.Stroke(linewidth=1.5 * sc, foreground='0.25'), pe.Normal()])\n",
    "        ax.plot([r.med], [y_row], 'o', ms=2.7 * sc, mfc=palette_ov[k], mec='0.15', mew=0.4 * sc, zorder=3)\n",
    "    ax.set_ylim(y_max, -0.5)\n",
    "    ax.set_xlim(0, x_max[p])\n",
    "    ax.set_yticks([])\n",
    "    ax.xaxis.set_major_locator(MaxNLocator(nbins=5, steps=[1, 2, 5, 10]))\n",
    "    ax.tick_params(axis='x', labelsize=fs, length=2, pad=1.5)\n",
    "    ax.grid(axis='x', color='0.85', lw=0.4, zorder=0)\n",
    "    for sp in ['top', 'right', 'left']:\n",
    "        ax.spines[sp].set_visible(False)\n",
    "    ax.set_title(f'({chr(97 + i_p)}) {titles[p]}', fontsize=fs + 0.5, fontweight='bold', pad=3)\n",
    " \n",
    "# CL: one x label centred below both panels (the same label for both)\n",
    "axes[0].text((2 * panel_w_cm + gap_cm) / 2 / panel_w_cm, -0.035, xlabel, transform=axes[0].transAxes, ha='center', va='top',\n",
    "             fontsize=fs, linespacing=1.0)\n",
    "\n",
    "# CL: names of the regions without the RGI numbers (as in the other portrait figures), line breaks for the long names\n",
    "import re\n",
    "label_breaks = {'Subantarctic & Antarctic Islands': 'Subantarctic &\\nAntarctic Islands', 'Svalbard & Jan Mayen': 'Svalbard &\\nJan Mayen',\n",
    "                'Caucasus & Middle East': 'Caucasus &\\nMiddle East', 'Greenland Periphery': 'Greenland\\nPeriphery'}\n",
    "for y_c, reg in reg_centres:\n",
    "    label = re.sub(r'\\s*\\(\\d{2}\\)$', '', reg)      # 'Svalbard & Jan Mayen (07)' -> 'Svalbard & Jan Mayen'\n",
    "    axes[0].text(-0.1 / panel_w_cm, y_c, label_breaks.get(label, label), transform=axes[0].get_yaxis_transform(),\n",
    "                 ha='right', va='center', fontsize=fs, fontweight='bold' if reg == 'Global' else 'normal', linespacing=0.95)\n",
    " \n",
    "# legend: dummy row with arrows (left) and the temperature bins (right)\n",
    "# CL: rearranged and wrapped for the 8.3 cm width, x in cm, all text at fs (as in Fig. 2)\n",
    "ax_leg = fig.add_axes([0.0, 0.0, 1.0, 0.125])\n",
    "ax_leg.set_xlim(0, fig_width_cm)\n",
    "ax_leg.set_ylim(0, 1)\n",
    "ax_leg.axis('off')\n",
    "arrow = dict(arrowstyle='-|>', color='k', lw=0.6, shrinkA=0, shrinkB=0, mutation_scale=5)      # mutation_scale sets the size of the arrow head\n",
    "outline = [pe.Stroke(linewidth=1.5 * sc, foreground='0.25'), pe.Normal()]\n",
    "\n",
    "x0_l, x1_l, y_l = 0.45, 2.45, 0.64                  # dummy likely range (cm)\n",
    "x_med = 0.95        # dummy median left of the centre: the pooled absolute differences have a long tail to larger values\n",
    "ax_leg.plot([x0_l, x1_l], [y_l, y_l], color='0.75', lw=0.9 * sc, solid_capstyle='butt', path_effects=outline)\n",
    "ax_leg.plot([x_med], [y_l], 'o', ms=3.2 * sc, mfc='0.75', mec='0.15', mew=0.4 * sc)\n",
    "ax_leg.text(0.15, 0.99, f'likely range ({likely_range[0]}th to\\n{likely_range[1]}rd percentile)', fontsize=fs, ha='left', va='top', linespacing=1.0)\n",
    "ax_leg.annotate('', xy=(2.1, y_l + 0.05), xytext=(2.1, 0.78), arrowprops=arrow)\n",
    "ax_leg.text(x_med + 0.25, 0.48, 'median', fontsize=fs, ha='left', va='center')\n",
    "ax_leg.annotate('', xy=(x_med, y_l - 0.05), xytext=(x_med + 0.22, 0.48), arrowprops=arrow)\n",
    "ax_leg.text(0.15, 0.01, '(distribution over the four\\nglobal models and the climate\\nscenarios of each bin)',\n",
    "            fontsize=fs, ha='left', va='bottom', linespacing=1.0)\n",
    "\n",
    "x_t = 3.7                                          # CL: start of the temperature-bin legend (cm)\n",
    "ax_leg.text(x_t, 0.93, 'Global warming', fontsize=fs, fontweight='bold', va='center')\n",
    "for k, c in enumerate(classes):\n",
    "    y_k = 0.70 - 0.24 * k\n",
    "    ax_leg.plot([x_t, x_t + 0.4], [y_k, y_k], color=palette_ov[k], lw=0.9 * sc, solid_capstyle='butt', path_effects=outline)\n",
    "    ax_leg.plot([x_t + 0.2], [y_k], 'o', ms=3.2 * sc, mfc=palette_ov[k], mec='0.15', mew=0.4 * sc)\n",
    "    ax_leg.text(x_t + 0.5, y_k, class_label[c], fontsize=fs, va='center')\n",
    "\n",
    "fn_out = 'figures_partB/response_time_scale/general_model_differences_response_time_scale_likelyrange_only_four_global_models_non_shifted'\n",
    "plt.savefig(fn_out + '.png', dpi=300)\n",
    "plt.savefig(fn_out + '.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2772020d-5a46-47a5-bab4-908996abc8af",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b1c18f77-83b5-49df-a3bc-f9227ebae8ef",
   "metadata": {},
   "source": [
    "### Individual glacier models, 2.0°C-4.0°C (portrait, likely range)\n",
    "Same content as the boxplots in the landscape figure above, now in the design of the steady-state model difference figure. `reference = 'global4'` uses the median of the four global models only.\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a69e638-e396-4bfe-853a-cefa9689e614",
   "metadata": {},
   "source": [
    "##### 80% figure (and 50% figure for supplements...)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "dd7bca99-7bb7-4a4e-a60a-a92ba88702a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 326.772x669.291 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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EDz/8AEBQUBBubm60adNGO24LeT3RtWvXUrVqVaZMmcK5c+cIDg5m69atmJiYvPBYXbt2pVevXvTo0YMePXoQEBBA06ZNqVixYoFtq1Wrxocffkjr1q2pUKECX375JW5ubvTv35/o6GimT5+u3Xb+/Pn06tULAwMDOnXqxOjRo7XPTZkyhY8++kg7/vzBBx8wZ84cFixYUMRXTpDDwoUL+fTTT+UOQyjHROHvEiTXDeqpqan5/pCVVYmJiWzatImAgIBiW3HYy8sLJycnoqKi+OCDD3j33XcZP348S5cuZfHixWzbto07d+7w5Zdf0q1bt2I5JpSf9wTkO5eyPGFBzAwT3hh3794lOTmZSZMmkZ2dzUcffURSUhJDhgwB8i7ifvzxx9y5c4fhw4cXa6IV3mxFGqN1d3dn8uTJL9wmNTWV9evXF+Uw+SYlhIaGcvjw4Zfuo1KpyMjIeOZzT99a9qoyMjJQqVSvvb8gn3PnztGjRw8qVqxIUlISNWvW5OLFizg6OvLw4UPGjx9Phw4d6NWrV7H1oAUBipBor1+/Tp06dYiMjHzhdq+SaP990emJpxNtSEgIbm5urxSrIACcP3+eFi1aAHnXEerXr8/AgQMBWLp0KU2aNCE8PJx27drRrFkzGSMVypvXTrRhYWEEBQVhb2/PhQsXAJg0aRLBwcF07NgRLy8vMjMzWbRoEVFRUahUKv766y8+//xzvLy8cHFxISYmBsjrfX7xxRf4+fmRmZlJ37598fLyom3btgUmJUyaNIlt27YBMG3aNNzc3FCpVJw9e/aZcf7++++4uLjg7e3NokWL8j23cuVKVCoVDg4OrFy58rnnAPDpp5/i5eXFuHHjtPsPHDgQT09PVCpVvntwBd10/vx5bQKNiYnhwIED+Pr6AtCyZUt+/PFH3n//faKjo2natKmcoQrlzGuP0e7evZvNmzdTpUoVNmzYwFdffQVA/fr1WblyJWPGjCEiIoIhQ4YQGxtLWFgYAFOnTsXU1JRTp04xZ84cVq9eDYCfnx+zZ8/m+++/x8nJiZEjR2qnzD49KWHSpEkAnD59mqNHj3Lo0CEUCsVze8NhYWGEhobyzjvvFNimR48eBAcHk5mZSevWrQkODn7mOdSuXZt79+4RFRXFzp07OXv2LDk5OVy8eJGDBw++8PiC7vjxxx+1X3/88cckJCRov/f09OTkyZNyhCW8AV4r0SYkJHDu3Dm6deumrWXwJNG2bNkS4LmTCubMmcOePXvyDq7/z+GfTCr4+++/+eCDD4AXTyi4cOECnp6e2ntrn7ftV199xdy5c8nMzGTo0KG4urpqn9u1axffffcdkiRx5coV7eP/PoeHDx/mm1QBeffvDh06lODgYKpWrcq0adPEDLEypG7dutStW1fuMIQ3xGsNHYSFhfHtt9+yc+dOdu3ahYODAxcvXgQKTip4ekLAvXv3iIiI4MCBA/z3v//NNzvsSaJs1KgR+/fvB/4Zs33WpIJGjRrx559/att4Xo/S0tKSJUuWMGvWLL788st8z02dOpXt27cTHh6Oqamp9vF/n4OdnV2+SRUAubm59OrVi1WrVlGzZk1+++23Qr12giC8eV6rR7tx40Y2b96s/d7b2/u5F7xq1apFZmYmgYGBTJs2jSpVqqBSqfL1LJ/20UcfERISgpeXF/r6+vzxxx/5JiU80axZM5ycnHBzc8PExITvv//+meNq33zzDYcPHyY7O7vATenvvvsunp6eODg4YGFh8dzzdXJywtzcnDZt2mh7tOnp6XTr1g2FQoFCodAOgQiCIPybmLBQgsSEhaIpiQkLcikv7wmICQuvQ6ywIAiCUMJEohUEQShhYgpuCZLro86DBw/K9MesJ54UFDIxMSnz51Ne3hMoX+dSWkSPVhAEoYSJRCsIglDCRKIVBEEoYSLRCoIglDCRaAVBEEqYSLSCIAglrFgSbWEKgD8tMjKSS5cuAXnl6v5dvvBZNBoNU6dOxcPDgzZt2tC/f39tjdri8CoFva2srJg1a9Yr7yfopsuXL/PJJ5/IHYZQjhU50b6sAPizir08nWhbtGihXUrkRUJDQ7l27RoHDhxg//79fPLJJ89cvbY0VK5cmY0bN5KVlSXL8YXi9e233/L555/LHYZQjhU50T6vAHhISAgdO3bkzJkzBQp0h4aGMm7cOPr3709kZCSjRo0CYMeOHbi6uqJSqbSFuJ9YvXo148aN01bWcnV1xcTEhDlz5miLd0dERAB5qzB8/PHH+Pr60r17dyRJ4vbt23h7e+Pp6UlgYKA2ST+roPez2nyavr4+vXv3LhCjoPtcXFz49NNPady4MQsWLOD27dukp6djZ2fHwoULtasriGpsQrGSisjf31969OiRtH//fmny5MmSJEnSxIkTpQkTJkiSJEkxMTFS165dJY1GI0mSJOXm5koTJ06Utm7dKkmSJO3bt08aOXKklJubKzVr1kxKS0vTbvc0e3t76dGjRwWO/+DBA0mSJOn27dtSmzZtJEmSpAEDBki//PKLJEmS1KtXL+n06dNSVlaWlJOTI0mSJH322WfS7t27pWPHjkl9+/aVJEmSwsPDJS8vr+e2+TRHR0fp/v37UqtWraS0tDTtfrri9u3bcodQLK5fvy7NmjVLun79erG0d+fOHcnGxka6f/++dPfuXalDhw7S+PHjpaNHj0qSJEkZGRmSJElSUlKS9O677xbLMZ8oL++JJJWvcyktRZqC+6IC4E/KCRa2QPedO3ewtLTE3Nz8mdvVrl2bGzduYGNjk+/xlStXsnr1apRKJTdv3tQ+/u/i3ffu3WPIkCGkpKSQmJiIg4MD9+7dK1DQ+0VtPq1ixYq0bds2X7lIQbedOXOGPn36ULFiRf766y/eeust/v77b6ZOncrDhw8ZPXo0f//9N5mZmbi4uMgdrlCOFGno4EUFwJ8u5P3vAt3PKuRdvXp1EhIStCvX/ntsNygoiFmzZmnbiY6OJjMzkwULFrBv3z7WrVuXr5D4v4t3r1mzhs6dOxMVFYW/v/9zC3oDz23z3z777DMWLFjwai+aIJszZ87g4OAA5C2F1LBhQz766CMAFi1aRLNmzdi3bx/+/v7aRRwFoTgUqUdbmALgzyrQ7ePjw5gxY9i7dy8BAQFAXmKeNm0abdu2xdTUlPfff1+7hhfkjbsmJibi4eGBUqnE2tqan3/+GQ8PDzw8PHB1dX3hUjJt27YlODiYrVu3aouVPKugN1DoNmvWrImTkxN///33K71ugjzOnj1Lly5dADhx4gTnz59nzJgxQN7Pwscff8yBAwe4c+eOdjtBKA6i8Hc5lJSURI0aNeQOo8gSEhJYs2YN/fr1o06dOsXa9tWrV7l+/ToeHh7F2u7zlJf3BMrXuZQWUSZReCPVq1ePevXqyR2G8IYQM8MEQRBKmEi0giAIJUwkWkEQhBImEq0gCEIJE4lWEAShhIlEKwiCUMLE7V0l6MGDB7IcNycnR7ZjF6fMzEzt/2X9fMrLewLynUtZXnlX9GgFnXct4QarwjYTF6+WOxRBeC0i0Qo6bVfEXiat2MFOvWZ8HbpVJFuhTBKJVtBpuXUaU61tMIYWNaFFJw6diJE7JEF4ZSLRCjrN9W1THp/YQnbKbYjZTmunlnKHJAivTFwME3RaFfOKjGjrwpVrZ2g9sCvWVqI+gVD2vBE92qcXj5w0aRLbtm0r9L4hISGcO3eupEITnkEdH8umdT9z4/pVAOrWeZv3AruLJCsUcPv2bdzd3fHy8sLHx4ebN2+yceNGnJ2dadWqFQsXLpQ7ROAN6NE+vXjk119/LXc4wkv06/0utkZ/06flHcIP1ifnrY5yhyTosGrVqvHnn3+iVCoJDQ3l559/5vfff+ePP/7AzMyMFi1a8Mknnzx3ZZfSUu57tM9aPBLyVnBo164dXl5e+Pr6cv/+fZKTk1GpVHh7e9OtW7d87Zw6dYpOnTqRkpLC559/jpeXFy4uLsTExJTyGZVvthXi6dPyDtXNculgfZmU21flDknQYXp6etokmp6eTuPGjWnYsCH379/n0aNHmJiYyJ5k4Q3o0e7evZvNmzdTpUoVNmzYoH1cqVSyZcsWTE1N+fbbb1m3bh02Nja4uLgwe/bsfEvpREdHs3nzZtauXYu5uTlTp07F1NSUU6dOMWfOHFavXi3HqZVL749fw+YFH9G+3gXC4+tj8ZaV3CEJOi4mJobBgweTmprK7t270dfXx8XFBT09PSZMmCB3eEA5T7TPWjzS398fgIyMDAYPHkxCQgLJyckEBgYycOBA/vzzT4KCgmjZsqV2GfSvv/6ajRs3aheOnDNnDnv27AHylh4Xio+1bSMChv/CqaOReLVuzNFjJ+QOSdBxLVq0IDo6mvXr1zNjxgwOHDjA2bNnMTMzo23btvTq1QsLCwtZY5S/T12CXrR45K5du7C2tiYqKoqQkBAkSSInJ4eJEyeyevVqdu/ezbVr14C8VXHHjh3L5cuXuXfvHhERERw4cID//ve/L1y8UXg16ng1v60NA/QI6P0Bb9epK3dIgo7Lzs7Wfl2pUiVMTU0xNDSkYsWKGBkZoa+vz6NHj2SMME+57o49a/HIPn36EBQUhKurK9OnT+fUqVPUrFmTunXrcuzYMcaPH49SqaROnTradapq1KjBqlWrCAoKYsWKFVSpUgWVSoWrq6tMZ1Y+hPQfgJ5CD4CsrCxqa6rRzc6PX6NW0GdMfwyNDGWOUNB1MTExjBo1Cj09PYyNjVm2bBktW7bEw8MDPT09fH19qVWrltxhisUZS5JcRURSU1OpXLmyLMd+FUtGfE+bai4ARKoP07RGQ6qaVuHew2RuN32Iq5c7mzZtIiAggNq1a8scbdGUlfekMOQ6l7JcVKZc92gF3fbh3GFIuXkXHQ3U1dnw7Wo8ceJA8nH6ug2QOTpBKD7leoxW0G1KfSV6RvroGelj29CWPmP6c7vpQ/qOHUC9YpiccDVeze8bNnFVFKIRZCZ6tILOsLK2wsraqljaCuobRFMLOwZ5BxG27Hf83u9GvWJqWxBelejRCuVS02p5SbZW5RoENutAzPFTcockvMFEohXKpb4jQgg7E87N1CTCzoTT0tlB7pCEN5hItEK5VM/WGr/3u3GA8/h/0J26oiCNICMxRiuUW/WsrcS4rKATRKItQXLd9/fgwYMyfc/hEyYmJtr/y/r5lJf3BMrXuZQWMXQgCIJQwnQ+0R48eBBvb29UKhVeXl5s3LixWNt/1ULg/zZq1CgiIyOLLyABgNjYOMK27iQ17b7coQhCken00MG9e/f45JNP2LlzJ7Vq1SInJ4fjx49rn9doNDpRa1J4uR49e4Ne4X7csrKyuF/Zhqptg7lz4wKnhn6G6f8PI/y6ehUGeoqSDFUQip1OJ9odO3YQEBCgLQphYGCAm5sbKpUKFxcXTp06xdatW/nwww9JTEzEzMyMVatWYW5uzvTp09m1axeSJPHDDz/QtGlTHBwccHd359ixY7z77ruMGTNGeyyNRkP79u3JycnB0NBQWxaxUaNGuLi4cPr0aUaPHk1QUBCnT5/mww8/pGbNmmRnZ9O5c2e5XqIyQ9ncD2XLwr1OaUe3U7W+E4YWNanebgDpl4+j79IJgM2xD+jZwKwkQxWE4ifpsJkzZ0qLFy+WJEmS/vjjD8nLy0vq0qWL5OXlJe3Zs0eSJElasGCB9PPPP0uSJEm//vqrNGfOHOns2bNS//79JUmSpBs3bkhdu3aVJEmSrK2tJbVaLT1+/Fhq3LixJEmSNHHiRGnr1q2SJEnSgwcPJEmSpPnz50tLliyRJEmSKleuLKWlpUlpaWmSi4uLJEmS1LlzZ+nChQtSbm6u5ObmJu3bt68UXo3Cu337ttwhFJD9WCM9yM4t1L+zF65I3UfNlLqvPCO1HTxe2vvnYe1z2Y81cp/Ka9HF9+R1ladzKS063aOtXbs2ly9fBsDHxwcfHx+cnJwwMzPD2dkZgL/++otjx46xYsUKcnJy8PT05K+//uLQoUOoVCogb7kLAAsLC+rVy7uf0tjYON+xnlUIHMDGxkZb8Ds3NxeAW7du0bBhQwAcHR1L8BUoPwz0FIX+yN+koS1zP+7Jql/XczXjPMYKf0wNxBCRUHbpdKLt2LEjKpWKjz/+mNq1a/P48WPtc0/GZu3t7XFzcyM4OBiAnJwc/v77b7y8vFi6dKn2MQCF4vm/6E8Kga9evZp58+aRnp7+3H1q1qzJ5cuXsbOz4+TJk/To0aN4TvgN1yuwO/rKvGpe2VmPsNS/wMct77B23gnmzbLH0Mj4JS3kWb1mAwp9o5IMVdARGo2G999/n9jYWCRJYunSpZw6dYrvvvsOY2NjfvzxR9555x25w9TtRFu1alUWL15Mv379UCgUKJVKRowYoU2gAIMGDWLQoEEsX74cgJEjR9KpUyfq16+Pl5cXSqUSX19fvvzyyxce61mFwJ9nypQp9OvXjxo1asi+REZ50tbyCu3rXQJg9wUzWtbJpLpZLn1b3uFUQgbt7TMK1U7qsVlYuIkVj98EMTExZGVlceDAAQ4cOMC8efM4ceIE0dHRJCUlMXTo0HzF/+UiCn+XQ0lJSdSoUUPuMF6Z9DgLKTcLgPj4OFbPHYC/1SV2qhsQNGoF1tbWhWpHoWekcz3asvqePIsunUtSUhKfffYZa9euZevWrYSHh5OQkMDWrVsBCqx+LRed7tEKbxaF/j8J0ta+Bb7v/8Avy37gvfeHYWvfXOboBF1UrVo1DAwMsLe359GjRxw4cICuXbuSlpZGQkICV65cIScnBwMDA1njLFNXGNRqNdWrV9fe3nXs2LGX7jNz5kzi4+Of+7yTk1NxhliuxcXGsm7FWuJiY0vleJZ1rajXoCWWdUVBGOHZniwvfvHiRTZu3Mjo0aOZOXMm3bp1Y/bs2bRq1Ur2JAtlsEfr5eVFWFgY0dHRjB8/nt27dz93W41Gw9ixY4s9hrI8UaJXYE/tgoivIisri1q51ehm156562ZwS+8eRkYv/3i+eu0alPpl87USdJ8kSVStWhXI692mpaXh7++Pv78/ly5dYv78+TJHmKfMJdonWrRoweXLl3nvvffyTVZITk6mf//+1KpVixYtWnDx4kVGjRrF3bt3mT59OkZGRty6dYtly5bRtGlTNBoNw4YNyzeJ4e7du3z44Yfcv3+fWrVqsWLFCu1Au76+Pq6uruzfv5/t27cD0LZtWzZt2qS9DUyXuVdxxLOq8yvv9/Tiid3t/DibdBGVldtL97sVqaZ2O5vXCVUQXsrX15fQ0FC8vLzIyspi/vz5jBgxgjNnzlClShUWL14sd4hAGU60UVFRpKam4uPjw/vvv8+6detYsmQJgYGB3Lhxgz179mBoaEhISIh2n4cPH7Jr1y4uXLjAmDFj2LJlC6mpqYwePZo6derQvHlzxowZw8yZM/nss8/w8fFh1qxZbNq0SfvXMioqCoVCwZEjR7h58yaZmZnUqFGjTCRZgM9+/ALpseaV96sUX5cVM37GA0f+TDnBgK8/LNSyMwrRmxVKkL6+PuvWrcv3mLu7u0zRPF+ZS7RRUVGoVCrMzMxwc3Nj0aJF+SYrADRv3hxDQ8MC+7Zs2RKFQkGjRo24efMm8OxJDH/99RfR0dFMnjyZzMxMgoODqVatGk5OTtr7at977z3Wrl3LgwcPCAoKKo1TLxZKfSW8RvKza1SfkIkfcezgUQa2HoS1reilCkJhlblE+2SMFuD777/HwsIi32SFGzduPHf8NCYmBkmSuHTpkrZ+wrMmJNjb2xMQEKBN3Dk5ORw8eDBfu126dKFDhw7k5OQwbty4Yj1HXWVja4uNra3cYZRZcbFxnIw+gUMrR2zEH6o3SplLtE971mSFxo0bP3f7SpUq0aVLF27fvs3PP//83O3Gjx/PRx99xMSJEwGYPXt2gW0MDQ2xt7dHqVSir1+mX0bhX3r37I1BISuNFdajzEc0srBmkCqIJZN/5MJ9daEuJr6OlatXoRAVznTKGzNhITIykm3btjF37txia/PTTz9lwIABOneLmC7dUF4UCQkJrFmzhn79+lGnTp1SO+7ab5bSs3mHYm1z07FwXOs7UqtyDW6mJnHk8gkCnIv3GE8oGlZEr1HJXTMoLz9fpUl0xV7TJ598Qlpams4lWaHo+kz4ADTF2/+wfqs5GzfsokdTPzae3UXXwT3Rs65VrMfQUorerK55Y3q0b5Ly0uOQq0dbEpKSkshIz+Bk9AkcXZ2wtincdGJdVF5+vkqT6NGWoAcPHshy3JycHNmOXZwyMzO1/5f188nJyaHmWzXp0K0jIN/PRnGQ6+erLC8IKW5yFARBKGEi0QplXly8mlVhm4mLV8sdiiA8kxg6EMqM4AEDCyzwmJWVzX0LG6q1DWbVvF/4/vP+NCjD459C+SQSrVBmKJv7o+eQf4HH+0e3U+3/F3Ks1jaY5XtOMmOQSLSCbhGJVigzlo7oxb/LNKgtnZm6YhvZLTohxWzn/ZAu8gQnCC8gEq1QZhgoFfx7jcZGttZMCenCoRMxtB7YFWsrUbtW0D0lfjHs6WLdzs7O7Ny5s0jtvayQd2H069eP999/v9Dbx8TEcPToUSBvBdwnU3PLA3V8LJvW/Yw6vnSKeZcEG2sr3gvsLpLsG0ij0RASEoKnpyceHh5cuHCBLl264OHhgYeHB6dOnZI7RKCUerRPCsEkJCQQEBCAv7//a7dV1ELejx494u7du+Tm5j5ziYtnFfWOiYkhIyMDFxcX3nrrLb755psixVCSQvr3Q8njQhUmz856RD2Di/RpeYelE2twLafBC1ea/d/Pv6DQ0621uIQ3278XZ5w/fz7fffcdNjY2XLx4kZEjR7Jt2za5wyzdoYPU1FSeTERTqVRs27YNMzMzAgMDmTt3LqdPn2batGlUqFCBXr160bt3b959910UCgXm5ub8/vvvhISEMGrUKKpXr06fPn14/PgxNWvWZN26dVy/fp2goCDq1KnDX3/9xXfffYePj0++GMLDw+nUqRNZWVn88ccf+Pv7Exoays6dO3nw4AFDhgzh9u3b/PTTTxgbGzN+/HgWLVpEcnIyW7ZsYcmSJYwaNYqwsDCOHj3K559/jr6+Pp06dWL06NGl+XI+U9u6V/Crd7lQ2+ZfaTaJUwnpL1xp9kHMt5g5Fv+KFYLwuurUqYMkSUiSREpKCtWqVcPGJq8ymqGhoc6shFIqiTYqKgoPDw9iYmL47bffnrtdWFgYoaGhvPPOO2g0Gvbt24eLiwuzZ89Go8l/FcTCwoKIiAj09fUZPnw4e/fupX79+ty9e5eoqCguX77M+PHjCyTajRs3Mnv2bB4/fszkyZO1vWsDAwO2bt3KnTt36Nq1K/v378fQ0BCNRsONGzfIyMhg2LBhqNVqbVv/+c9/+PXXX7G0tCwQn1ze++YAqclJVKpU6aXbuqvV/P7jJ7Svd4HdV+3pPvRHqtWzeu72ojcr6Jp/L8548OBB7XOjRo1i1KhRMkb3j1IdOli7di379u2jffv2+erAPunlfvXVV8ydO5fMzEyGDh2Kl5cXf/75J0FBQbRs2TLfi3bv3j2GDBlCSkoKiYmJODg4UL9+fZo0aYK+vj6WlpakpKTki+PJKplPxmevXLnC48ePAXB2zlveJS4uDkdHR23h8Bf9RczOzsbS0vKl25UmhZ4RCoOKKA1fXr3JpkEzAob/wqmjkbwb4E09q9KpkaqOV3PyyHEcXJ0KtUqDIDzP04szHj9+nJEjR7Ju3TomTpyIq6srbdq0kTtEoJSHDvr27cv8+fMZNWoUFhYWJCQkYGdnx/nz5wGwtLRkyZIlJCYm8t5777F9+3bthaf27dvTq1cvbVtr1qyhc+fOfPjhh3z66afaZP2sBP7Ezp07+fTTT7UJe/bs2fzxxx/AP4nS1taWkydPasdvNRoNBgYG5ObmFjgfIyMjbty4wdtvv11mF2y0srbFyrp0inmH9B/A4+zH1NZUo5udHz9s+pabyrvPrcs6eeqUUolLKLuetThjaGgoCQkJL6w5XdpK/faugQMH8r///Y9PPvmEnj170qxZM2rWrAnAN998w+HDh8nOzubTTz/l2LFjjB8/HqVSSZ06dfJVcGrbti3BwcFs3boVExOTQh17w4YN+XrF3t7eLF68WLuSAuS9WR9++CGtW7emQoUKfPnll7i5udG/f3+io6OZPn26dtv58+fTq1cvDAwMdGaMVpe5V3FEk5Fb6EUes06nlXKEQlnz78UZ582bh7e3N87OzqhUKqytrbULA8hJlEksQXJVaEpNTaVy5cqyHPtFNI81xMfGs+Hb1XhWceJA8nF6fR6kXbPt324l3Wbzls0EBARQu3btUo62eOnqe/I65DqXsly9S0xYEEqNUl+JbUNb+ozpz8kjx+nrNoB6L7j3VSzHIpQXItEKpc7K2qpEL4JdjVcTc/wULZxaUk9cbBN0gEi0gs4b+8VYjA0Ld2tZVlY2jSpZMcg7iCVzlvN3mhojo4JLz7/IkqVLxHIwQrESiVbQee8286N3y06F2vbpRRAHeQe91iKIj+MfkWtbuAusglAYItEKOs+lnzdZb718AgZAY2tXwn7ZQmCzDoSdCcd/QDeyrAq3r1bZu0tP0HEi0Qq6TwnoF+6jfD07a/ze78aB46fw/6A7dUWhGUEHiEQrlDv1rK3ERTBBp4hEW4Lkuu/vwYMHZfqewyeeTEQxMTEp8+dTXt4TKF/nUlrEaJSgE2Jj41i+dgOxsXFyhyIIxU70aIUS16Nn7wKLKj4tKyuL+5VtqNo2mOVTF2OeGoeRkRG5ubm4ujiVYqSCUDJEohVKnLK5H8qWnZ/7fNrR7VT9/wUWq7YNJv3ycSq4dEIfuJUUU2pxCkJJEYlWKHFrxg0kR/P8khpxdm34amkY2c07wukdfPdRINbW1UhMTCRs/RngndILVhBKgEi0Qokz0FNg8IK6BU0a2jL3457sP3qCNkN6YWuTt1y4sR4oJd0oqC4IRSESraATbG1tsLV9eeHxuNgrHD+8Bye3dtjY2pVCZIJQdMWWaN3d3fH39+frr78u1PaRkZHUrl2bBg0aEBMTw+HDhxkyZMgL99FoNEyfPp2dO3eiVCqxsrJi6dKl2tUQiiojI4POnTsTGRn50m1HjRrF4cOHUSgU+Pn58dVXXxVLDEJ++/ft4UR0FHp6emRnPaKuwUX6tEhiwaYaXH/c8JmLSa5eswGFvlh2501w+PBhxo0bB0BiYiKdOnXCw8ODmTNnolQqCQ4OZtiwYTJHWUyJ9vr169SpU4fIyMhnJtpnrT4QGRmJk5MTDRo0oEWLFrRo0eKlxwkNDeXatWscOHAAhULBkSNHnrnyQUk7f/48V69e1a5P9O8lc4Ti42erprOdGij8YpKpx2Zh4Va4P/hC2ebm5qbtGIWEhNC9e3dGjRrFH3/8gZmZGS1atOCTTz6RffWTYkm0YWFhBAUFsWvXLi5cuIC9vT2TJk1CrVaTlJTE9OnT2b59O9u2bcPIyIgFCxYQGhrKxo0bWb9+Pe+//z7btm1j7ty57Nixg8mTJ2NsbMwHH3xAcHCw9jirV69m6dKl2uVqXF1dAZgzZw7bt2/n/v37zJo1C19fX0JCQjA2NiY2NpYKFSqwadMmkpKSCqycq6enx6effsqZM2do1qyZ9ljPavMJY2NjLl++zN9//02jRo2wsLAojpdReIasuiHodwvg7dpv0y4+jl+/fR9fy7+JuN6IPv9ZTj1r6wL7iEUk3zzZ2dkcPXqUZcuW0bBhQ+7fv4++vj4mJiayJ1kApGLg7+8vPXr0SNq/f780efJkSZIkaeLEidKECRMkSZKkmJgYqWvXrpJGo5EkSZJyc3OliRMnSlu3bpUkSZL27dsnjRw5UsrNzZWaNWsmpaWlabd7mr29vfTo0aMCx3/w4IEkSZJ0+/ZtqU2bNpIkSdKAAQOkX375RZIkSerVq5d0+vRpKSsrS8rJyZEkSZI+++wzaffu3dKxY8ekvn37SpIkSeHh4ZKXl9dz23za2rVrJZVKJdWvX1/avHnz67xsJeb27dtyh1Asrl+/Ls2aNUu6fv269rHYK5eldSsXSXGxV2SM7NWVl/dEknTzXLZv3y4NGzZMkiRJ2rJli1SrVi2pTp060uLFi2WOLE+Re7QJCQmcO3eObt26IUkSaWlp2vHKJyvLXrhwAU9PT21P9Hl/Ye7cuYOlpSXm5ubP3K527drcuHFDu277EytXrmT16tUolUpu3rypfbxly5YA2hVxn7Vy7r1793B0dMwX74vafKJPnz706dOHW7du0bZtW7p161b4F+0NFhcby7GDR3Fu7YKN7asvCmljaycuggkFbNiwgYEDBwIwduxYzp49i5mZGW3btqVXr16yf+oscqINCwvj22+/JTAwEIBPPvmEixcvAv8kykaNGrF27VpGjhyJQqF47sqy1atXJyEhgYyMDMzMzAqM7QYFBTFr1iwWL16MQqEgOjqaZs2asWDBAk6fPs3du3fx8PDQbv/vFXGftXKunZ0d27ZtA+D48ePa7Z/XJkBycrJ29c3KlStjYGBQ1JexXOoV2BM9hZ72+6ysLGrlVqObXXvmrpvBLb17+VbAXb12DUp9HfiYJ5QpOTk5HDt2TLvqraGhIRUrVsTQ0BB9fX0ePXokc4TFkGg3btzI5s2btd97e3uzfv36fNs0a9YMJycn3NzcMDEx4fvvv8fHx4cxY8awd+9eAgICgLzEPG3aNNq2bYupqSnvv/9+vjHakJAQEhMT8fDwQKlUYm1tzc8//4yHhwceHh64urpiZmb23FiftXKuk5MT5ubmtGnTJl+P9kVtpqWlMWDAACRJ4vHjx4wfP/61X7/yzL2KI55V/3lNI9WHX7gC7q1INbXbvfwWL0F42p49e/Dx8dF2yj7//HM8PDzQ09PD19eXWrVqyRyhWAW3XEpKSqJGjRpyh4HmsQbp8T8TDuLj41kx42c8LBz5M+UEA8Z9mG/tMIW+Ml+PNiEhgTVr1tCvX798S82XRbrynhSH8nQupUVMWBBKjFJfCU8lTrtG9QmZ+BHHDh5lYOtBWBdigoIglAci0QqlysbW9rUugr0p4mLjOBl9AodWjtiIP0Tlhki0glCCevfsjYGe/jMn7fxbVlYW9pWsGKQKYsnkH7lwX53vYuG/rVy9CsULakgIukMkWkEoQd2b+NKzeeFW4X3VFXw1l9LRa2ReXKEKJUgkWkEoQX0mfAAaiTt37lC9evUXbuvQyJuNSzbQo6kfG8/uouvgnuhZv+CKuVL0ZssKkWgFoQQp9BSgpwB9BQqDFw8d2Da0pesnvYiOPkG3ob2xtik4vVgom0SiLUEPHjyQ5bg5OTmyHbs4ZWZmav8v6+dT2Pek5ls16dCtIyDfz8/LyPXzVZYXhBTTcARBEEqYSLRCmRAXr2ZV2Gbi4tVyhyIIr0wnhw7S09Pp168f6enpZGVl8fXXX9OhQ+Gu3ELetNrjx48zadIknJyc6Nz5+QsDvsyoUaPo3LkzKpUq3+PDhw/nxIkT1KxZk40bN752+8KzBQ8YSC4KsrKy2PfnYTKq1qda22BWzfsF85Q4jIzyF3tftnQJBuLikKCjdDLRrlixAn9/f4YOHaqtCFZaCnO/482bN4mLi+PPP//kzp07pRTZm0XZ3B8Dh84YA/eObqfa/6+SW+3/V8k1c+mUb/vtV3Pobl08K20IQnHTyURrYmLCvn37CAwMpGbNmlSuXJmwsDBiY2MZM2YMGRkZdO3alb1799KvXz9u3LhBbm4ua9asoW7duvnaWr16NQsXLgTySqlVqFCB9u3bk5OTg6GhIRs3bsTc3Jx33nmHVq1aUalSJQYOHMiHH35IzZo1yc7OLtAjNjAw4OzZs6Smpr70lh3h9Swd0YvrN26ybds2Wni25Ked28lu0QkpZjsz+3fBqp5pvu1F0S9Bl+nkj2dwcDANGzbEz88PNzc3Ll68SKdOndixYwcAW7ZsoWvXrgAsXbqUqKgoRo4cyU8//VSgLWtra3bu3En37t353//+h1KpZMuWLURFRdGxY0fWrVsH5BUwmT9/Pv/973+ZMGECq1atYsuWLWRkFFwq5eHDhzg4ONC3b19ZltIpr9TxsWxa9zPq+FgMlAqM9UBPk4NdvbeZEtIF/9wzTB3YlUa2VpjoK/L9E8MGgi7TyR6tgYEBEyZMYMKECURERDBx4kR+/fVX6taty6VLlwgLC2PhwoXk5ubyxRdfcObMGTIzM2nSpEmBtp4u6r106VIyMjIYPHgwCQkJJCcna+vo2tnZaYsD37p1i4YNG+bb/2mffPIJ69atY/Xq1YwYMYKuXbty+vRpRo0aVVIvSbkS0r8f+sr8y4hnZz2insFF+rS8w9KJNbiW0wA9fQOys7IJ6NoJG2srbJ6q9CUIT0RGRjJlyhQ0Gg2fffYZGo2mfC7OWNyuXr1KrVq1MDQ0pEaNGjyp5Ni7d2+WLFnCw4cPqV27NidOnCA1NZX9+/ezceNGtm7dWqCtU6dO0aNHD44fP46dnR27du3C2tqa1atXM2/ePNLT04H8qznUrFmTy5cvY2dnx8mTJ+nRo0e+NpOTk7l9+zaDBg1iwoQJfP755xw+fLgEX5HypW3dK/jVu5zvsRctvKiJ/R9YTpMjVEHHZWZmMm/ePMLDw7WrYTs7O5fPxRmL29mzZ+nduzfGxsZIksQPP/wAgJ+fH++//z6TJ08GwN7enqtXr+Lr64u9vf0z27p+/Trt27dHoVCwYcMG0tPTmT59OqdOnaJmzZoFxnQBpkyZQr9+/ahRo8Yzl8CYP38+7733HiYmJtSsWRMfHx8WL14serSF9N43B5Bys/I95q5W8/uPn9C+3gV2X7Wn+9AfeWxozNZtW+li2+M5LQlvusOHD2NiYkKXLl0wNTVl0aJFOrk4oyj8XYLkmtmTmppK5cqVZTl2UajjYzl1NBKHVt7Us7IhMTGRTZs2ERAQQO3ateUOr0jK6nvyLHKdy7Nmhq1du5Y5c+Zw5MgR9uzZw5YtW+jUqRODBw9GT0+PCRMmMHjw4FKP9d/kT/UvoVarteOor2rSpElYP7Uc9fr161EoFM+8wCWUDnW8mt/WhqF+xsQDK2tbAnp/QD0rUYdVKJzKlSvTunVrDA0Nadu2LefPn9cuznjlyhVWrlxJSkqK3GHq5tBBcapWrRrHjx/HycmJrVu30rx5c7lDemOE9B9QYHHG2ppqdLPz44dN33JTeZcVq1aKBRmF1+bs7My8efOQJImYmBhsbGzIyMgof4szlpY5c+awfft27t+/z6xZs/D19SUkJARjY2NiY2OpUKECmzZtyrfyLUBgYCAbN26kcePGZGVlaT/ynD17lmHDhpGdnY2joyMLFy5k+PDh9O7dG3d3d3bv3k1UVBRTp07ls88+49y5c+jp6REaGkqdOnVo1KgRLi4unD59mtGjRxMUFCTDq6Lb3Ks40qaai/b7Zy3OeO/gDap7WcoYpVCWVatWjYCAALy8vFAoFCxbtoxDhw7p3OKMZaYrMXToUCIjI9m5cydTp07VPu7u7k5ERARGRkacPXu2wH6NGzfm/PnzhIeH4+fnp33czs6OyMhIDh8+zPXr17l8+TIDBgxg1apVQN5Eh+DgYLZv346FhQX79u1j2rRpzJw5E8i7BWzBggXs37+f77//voTPvmz6cO4w6o920v7zHd2VA8nHufcwmQPJx2n/RVeqtn5b7jCFMm7o0KHs37+fqKgobG1tCQ4O5ujRoxw+fFh74VxuZaZHu3LlSlavXo1SqeTmzZvax1u2bAmApaXlc8dimjZtysyZM9mxYwcrV64E8lZkHTlyJA8fPiQuLo7ExES8vLz466+/SEtL4/r169jb27NlyxY2bdrE/v37kSQJS8u83peNjQ3m5nnV7cWkhWf79+KMtg1t6TOmPyePHKev2wDqWdWTMTpBKD1lJtEuWLCA06dPc/fuXTw8PLSPPz1U8LwbKN577z0g72PGE4sWLWLkyJG0a9eOrl27avft3LkzH3/8Md26dQPybiHr1asXX331FZBXi/PfxxUKz8raKt8S42Xd1Xg1McdP0cKpJfXK0XkJxUvnE60kSejp6eHh4YGHhweurq6YmZm9UhuNGjVi2rT8N7x36dKF4cOHY29vj0bzzyyloKAgJkyYwHfffafdbu/evXh7e6NQKAgKCuKDDz4o+okJOmHggIEY6L3er0FWVjaNKlkxyDuIJXOW83eaukBVsScKU6xoydIlYnmackrn76ONiopi06ZN/Pe//y2V4926dYuPP/6YzZs3F7ktcR9t0ZTGfbRb5q6hZ/OOr7Xv04sp3kxNeuliii/z2MaIXFuT196/tOjSfbRlhU73aHfu3MnXX39NaGhoqRzv4MGDjB49mrlz55bK8QT5df28L1mal2/3LI2tXQn7ZQuBzToQdiYc/wHdyLKq9Mxt09LSqFTp2c9plZlL08Kr0vkebVkmerRFUxZmhj0Zo23p7EDdF1zcKy/vCYge7evQ6R6tIOi6etZW4iKY8FIi0ZYguf4CP3jwoEz/9X/CxMRE+39ZP5/y8p5A+TqX0iISraCTYmPj2Lp7L6lp9+UORRCKTAy/CzonNjaOgVMXE1WxFUfvwtXr1+UOSRCKRCRaQefsP3qCqm2DMbSoSUXP3hyLOS93SIJQJCLRCjqnjYsjitPhZKfcJv3AOlxaFFyiSBDKEpFoBZ1ja2vDnI8D8UqPxqUa1LWsI3dIglAkRU606enpdOnSBZVKhZubG+Hh4a+0f2RkJJcuXdJ+XZLLwbi7u79SNZ+MjAxUKlWJxfOmiYu9wvpVi4mLvfLSbW1tbQjs4k/lSualEJlQVt2+fRt3d3e8vLzw8fHh5s2bDBs2DC8vL5ydnQkLC5M7RKAY7jpYsWIF/v7+DB06FEmSSEtLe6X9IyMjcXJyokGDBq91/CfzLV5W5OX69evUqVOHyMhIvv7669c6lvD6unfxx8bob/q0SGLtgXfo+8U6bGzt5A5LKOOqVavGn3/+iVKpJDQ0lJ9//pn58+djaGhIeno6np6er71CS3Eqco/WxMSEI0eOcPv2bRQKhXbGyPz583Fzc8PDw4OTJ08C4OTkpN3PycmJzMxMQkNDGTduHP379wfg3LlzBAQE0Lx5c86dOwfkTcX19PTE3d2dtWvXAhASEsLQoUNp3749YWFh+Pv7F9jvaWFhYQQFBWFvb8+FCxeAvKVugoOD6dixI15eXmRmZgLw6aef4uXlxbhx47T7Hz9+HG9vbzw9PbVTdBcvXoyLiws+Pj5s2rSpqC9luWZrGkefFklUN8vF1/Ivjh/eI3dIQjmgp6enLdaTnp5O48aNtavhPnz4kHfeeUfO8LSKnGiDg4Np2LAhfn5+uLm5cfHiRW7dusXmzZs5ePAgq1atYsyYMc/c18TEhJCQEGbMmMGKFSuAvDKEmzZtYubMmSxbtgxJkpgyZQp//PEHBw4cYOHChdr6rw4ODkRERFC9evUC+/3b7t278ff3p2/fvmzYsEH7eP369dmxYweurq5ERERw/Phx7t27R1RUFJ06ddJuN3bsWH777TcOHDhAVFQUt2/fZv369ezZs4e9e/dqyyoKz/bJlM1EXG/EnQw9Iq6/g7O7r9whCeVETEwMrVq1YuHChTg4OADQp08fmjVrlq/Yv5yKPHRgYGDAhAkTmDBhAhEREUycOJERI0bQvHlzlEolVlZWpKamFtjveSUWWrRoAfxTyPvOnTtcunSJ9u3bA3nzrO/cuQPkrRf0vP2elpCQwLlz5+jWrZt2eONJfdl/Fw5/+PAhjo6OBdo/c+YMAQEBAKSkpHD9+nVmzpzJ8OHDkSSJcePG0bBhw1d56d4otg3eoe8X6zl+eA/9+vlibWMrd0hCOdGiRQuio6NZv349M2bMYPHixfz666+kpKTQqlUrgoODZV9yvMiJ9urVq9SqVQtDQ0Nq1KiBJElYWVkRExODRqPh2rVr2uEEPT090tPTAYiLiwPyEvXTKxT8u5B3tWrVsLe3Z/fu3RgaGpKTk4OBgQFAvhfvRQXAw8LC+Pbbb7VjNZ988gkXL1585n52dnZs27YNyBsueKJ58+aEhYVRqVIlcnNzUSqVPHr0iOXLl3Po0CFmzZr1zJ608A8bW7tXHpe9n5rG9t+24dvJFxtbkZyF/LKzs7VDBZUqVcLU1JSsrCyMjIwwNTWlYsWKsidZKIZEe/bsWXr37o2xsTGSJPHDDz/w1ltv0a1bN9zd3VEqlSxYsADIW9vH09MTFxcXbTUmHx8fxowZw969e7U9xqcplUomTJiAr68vSqWS6tWrs379+leKcePGjfnqy3p7ez+3DScnJ8zNzWnTpk2+Hu3MmTN599130Wg0GBkZsWnTJoYMGYJarSYrK6tAYXGh6K5fu869U7do06AFv0xeyoCvPxTJVsgnJiaGUaNGoaenh7GxMcuWLaN3796kpqaSnZ3N+PHj5Q4REGUSy6WkpCRq1KghdxhF9tP3i7GOrUpV0yrce5hMiuNjevfvK3dYr6W8vCdQvs6ltMjfpxaE52jm1Jzwa/u49zCZg6kncWndSu6QBOG1iOpdgs6yrGtJhUYWxL91j5BOH2Fta6N9Li42jpPRJ3Bo5YjNU48Lgi4SPVpBp5lXrkSndzsXSLJbFq2nVbYdyyf/SM+AQKRcMQIm6C6RaIUy52T0CXo08aNW5RoM8g6i1zv+aC6lyx2WIDyXSLRCmePQypGN53ZxMzWJjWd34TjAG2WDinKHJQjPJRKtUObY2NrQdUgvog2v0G1ob2wa2KLQe3GtC0GQk7gYJpRJNrY24iKYUGaIRFuC5FpuPCcnR7ZjF6cnRX4yMzPL/PmUl/cE5DuXsrwgpBg6EARBKGGiRyvopLh4NTv37her4Arlgki0gk4JHjCQrMca7lvYUK1tMHdO/sKpkV9gYmJSYNtlS5dgoBQXwQTdJxKtoFOUzf3JeqygWn0nDC1qUr3dANIvH8fcpVOBbbdfzaG7taEMUQrCqxGJVtApS0f04kq8mqkrtpHdohPpf65jVM92ODmZFthWX1xhEMoI8aMq6Ax1fCzbNizDRKlhSkgX3JP/xKUq2NZ9GxN9RYF/YthAKCtEmcQSJNftPKmpqdpi62VBSP9+aHIeUs/gIn1a3mHtqRpcy2mAnr4B2VnZGBoZoqenB8D/fv4FhZ6RzBG/urL2nryIXOdSlm/vEkMHguza1r2CIvMmLetkUt0sl74tkziVkE57+4wC2z6I+RYzx7EyRCkIr08kWkF2731zgPjYi/z+4ye0r3eB3Vft6T70Rx4bGrN121a6dO7CW7XeAiiTvVlBEIlWkJ1CzwibBs0IGP4Lp45G8m6AN/WsbEhMTOQxxmBghtLQXO4wBeG1iYthgg7RQ9JUQpLEj6VQvpTLHq1arWbUqFGEhYUVansnJ6d8K96+qqLu/6YI6T8APYXeM5/LysqitqYa3ez8+GHTt9xU3kVf3wAXV5dSjlIoayIjI5kyZQoajYbPPvuMZcuWkZKSAsCCBQto2bKlzBGW00Qr6Cb3Ko60qfbsxBmpPkzTGg2palqF7nZ+nE26iMrKjbhHiaUcpVCWZGZmMm/ePMLDw7XLjjdv3hwbGxsuXrzIyJEj2bZtm8xRlvNEe/ToUT7//HP09fXp1KkTo0ePZvr06ezatUu7NHrTpk2120dERDB16lQePnxIjx49GDt2LKGhoWzdupXs7Gxu3brFli1bqFWrFjNnzuT333+nadOmaDQaGc+y7Phw7jCk3Ge/Vgbq6mz4djWeOHEg+Ti9vgjCyNAI9baTtCjdMIUy5PDhw5iYmNClSxdMTU1ZtGgRNjZ55TMNDQ1RKnVjGKpcJ9r//Oc//Prrr1haWqLRaDh37hwXL14kKiqKxMREhgwZwu+//67dvnXr1kRFRaHRaGjVqhXDhw8HoFKlSixbtoxFixaxYcMGevfuTXh4OIcOHeLChQt07NhRrlMsU5T6yudO57JtaEufMf05eeQ4fd0GUM+qHomJiUgKcZu38Hy3b9/mypUrHDlyhD179jBp0iQWL14MwKhRoxg1apTMEeYp14k2OzsbS0tLAJRKJX/99ReHDh1CpVIBaG+Cf+LEiRN888035OTkoFarSUpKAtCO8VhaWnLixAni4+Np1qwZCoWCRo0aYWZmVnonVY5ZWVthZW0ldxjCK7garybm+ClaOLWkngzvXeXKlWndujWGhoa0bduWGTNmADBx4kRcXV1p06ZNqcf0LOU60RoZGXHjxg3efvttNBoN9vb2eHl5sXTpUiCvgPHTZs+ezeLFi7GxscHBwYEnk+YUin+mekqShJWVFWfPnkWSJC5dukRGRsEb6wWhLBk4YCAGeoVLBxqNBqVSSVZWNo0qWTHIO4glc5bzd5oaI6PnF/lZsnQJFPO0aWdnZ+bNm4ckScTExGBjY0NoaCgJCQn8/PPPxXqsoijXiXb+/Pn06tULAwMD7Rht/fr18fLyQqlU4uvry5dffqndvkePHgQEBNC0aVMqVnz+Yn9vvfUW7du3x83NDUdHRywsLErjdAShxAQ09aVn81cbAtt0LBzX+o7a1YiPXD5BgHOH527/OP4RubYFy10WRbVq1QgICMDLywuFQsGyZcto1KgRzs7OqFQqrK2tWb58ebEe83WIWgclSNQ6KJrExEQ2bdpEQEAAtWvXljucItH590QjQSGv6aalpVGpUiWuqtXs+mULgc06EHYmHP8B3ahrVe/5OyopUo9W1DoQBKFsUyoKPX1J0gP0FdSzs8bv/W4cOH4K/w+6vzjJvuF0494HQXgNycnJfDzhC5KTk+UO5Y1Vz9qKbj0DRJJ9CdGjFcqUfgOC0SgVPM55zJWc+6g7NOHIkP7YGZijb/D6P86/LF2GUSEvBgnCqxI/WUKZctnOgosNLai2+yzJ7ZqgMTVC3aEJ9/+8xN32TV/ewHPM+/sAXzbxLsZIBeEfItEKZcqfX84nS/OYFK9khs2dyoHG5niev8/CaQuxqFLltds1UopfBaHkiDHaN1RycjLTp31W5sY3jfT0MTcwpl7N2vwybip9rmj4ZdxU6tWsjbmB8Wv/E8MGQkkSP106YGDIe+jrF99ddhpJg1Lx/L+hOTmPqWBygwmjFXz1ZVceZL6NwUvGN5f8bzkKhW6tOFulShUWT50tdxiC8FIi0eqADr5pdPW/X2rHm/v9Iz7ob4hFZSUTRmv4eYWaUZ8Zv3Cfx5mrMTAdWEoRCkL5IhKtDujZbyNIOS/fsJCe3FD+PEM+TeF/P33BgD7X+eVXS4Z8Ohujl81uUxgUW3yC8KYRiVYHKBSGUJwfyxU5KJTPn0VTtVoFBg1ZyOJFk/h4yCSqFOEikiAILycS7RuqSpUqfDn+e7nDEIQ3gki0JUiuudkPHjwo0/PCnzAxMdH+X9bPp7y8J1C+zqW0iNu7hDIhNjaO5Ws3EBsbJ3cogvDKRKIVdN5HHw9l4NTFbMm1Z+DUxVy4HCt3SILwSkSiFXReVs2GVG0bjKFFTaq2Dean8MNyhyQIr0QkWkHnTXw/AE7vIDvlNpzewccd3eUOSRBeibgYJug823qWzP24J/uPnqDNkF7Y2ljLHZIgvBKRaAWdFBd7hT/CN3I/LQUAW1sbbG1tZI5KEF6PGDoQdE5c7BUWfNGW5qmTyInbyPVrarlDEoQiEYlW0DnHD++hb8skqpvl0qNxAudOHpQ7JEEoEpFoBZ3j5NaOiOvvcCdDj43n69DEwUPukAShSMQYraBzbGzt6PvFOv4I34iBTSqWdcV6VELZphM92kOHDqFSqfDy8sLHx4fjx4+/0v6hoaFkZ2cXensnJ6dnPv7TTz9ha2v7wn1HjBhBZmbmK8UnvFhcbCzrVqwlLvafiQg2tnZ06B6EeaWXVBUT3mhHjx7Fzc2NNm3a0LdvX3Jy8qrgXb16FSMjI86dOydzhHlkT7TJyckMGTKEtWvXEhUVxaZNm1AqXy2s5yVajaaQC9X/v61bt+Ll5cWJEyeeu81///tf7Rx8oejiYmOZ+9kMLE7oE/rN//IlW0F4GUtLS/bu3cv+/fuxsrLi999/B2D27Nm0bt1a5uj+IfvQwfbt2+nevTu1atUCoFKlSjg4OPDo0SM+/PBDEhMTMTMzY9WqVSQnJxMUFESdOnX466+/+O677zAxMSEmJoYOHToQEBDA/fv3UavVJCUlMX36dGbPns2NGzfIzc1lzZo11K1b95lx3LlzBxMTEz7++GM2bNiAo6MjsbGxBAcHY2RkRIMGDfjpp59QqVRs27aN+Ph4hg0bRnZ2No6OjixcuLA0X7Zy49jBo3S386OqaRU8cOTYwaPYvORThSA88SRvABgaGqJUKomPj0ehUDz3d10OsvdoExMTqV27doHHly5dio+PD3v37iUoKIglS5YAcPfuXVavXs369etZuHAhbm5utGjRgvDwcD7//HMg76/cjh07aNGiBUuXLiUqKoqRI0fy008/PTeOTZs20aNHD1xcXDh58iQAkZGRvPfee+zbt49Fixbl297Ozo7IyEgOHz7M9evXuXz5cnG9JG8U59Yu/JlygnsPk/kz5QQurVvJHZJQBl29epXdu3fTpUsXZs2axahRo+QOKR/Ze7S1a9d+ZpL666+/OHbsGCtWrCAnJwdPT08AmjRpgr6+PpaWlqSkpDyzTWdnZwByc3P54osvOHPmDJmZmTRp0uS5cWzevJmsrCxCQ0OJi4vj5MmT9OrVi8mTJxMUFISfnx/9+/fXbh8fH8/IkSN5+PAhcXFxJCYmUr9+/aK8FG8kG1tbQiZ+xLGDRxnYehDWYlKC8Iru379PcHAwoaGhXLt2DQArKyt5g/oX2RNtp06d8Pb2ZsiQIdSqVYv79+9z5coV7O3tcXNzIzg4GICcnBxu3LiBQqHQ7itJeQsaGhgYkJubq338yRhvTEwMqamp7N+/n40bN7J169ZnxnD37l0MDQ3ZsWMHkDfAvmHDBr7++mvmzJkDQOPGjXnvvfe0+yxatIiRI0fSrl07unbtqo1FeHU2trbPHS64n3af3Vt3omrvg41IwsK/PH78mD59+jBx4kQaNmzIb7/9xvnz5/H39+fs2bNcuXKFPXv2YGz84jXxSprsQwdVqlRh0aJF9O3bFy8vL7p3744kSQwaNIiIiAh8fHzw8fFh9+7dz22ja9eu9OrVSzu88IS9vT1Xr17F19eXyMjI5+6/adMmvLy8tN87Ojqye/dutmzZgqenJ56envj5+eW7SNelSxeGDx9Ojx49Xvmim1A4Qz8eCtcz8TVxZMuP64kTtWiFf1m7di3R0dFMmTIFlUpFTk4OBw4cYOfOnfj6+rJ48WLZkyyAQhJdsXInKSmJGjVqyB1GkU0YOJLBXu9Rq3INbqYmEW14hcB+PeUO67WUl/cEyte5lBbZe7SC8DydPgwk9NAGbqYmsfHsLhxdn33/syDoOpFoBZ1lWc+SrOpKIjJP0G1ob6xFeUShjBKJVtBp5pXMad/FH2sba+7du0fIqOHcu3dP7rAE4ZWIRCuUCZ0DuuEaEshqaw2uIYEkJt2WOyRBKDSRaIUy4a/H6aj9m6AxNULt34SeE/4jd0iCUGgi0Qplwp8/r8Xr7wyUD7Pw+juDDVO/lTskQSg0kWgFWd27d4/xw0JeOu5au0ZN1n0zl6B4Jeu+mUvtGjVLKUJBKDrZZ4YJb66Abp0xuXeBT+uq+bTbn+RUbcC6sE0oDYyeuX3VqlUJnftdKUcpCEUnerSCbCrc+4tP66qpZJDLp3XV1E45wd1tM+QOSxCKnUi0gmy+DfuTrQoVaTl6bFWoGL82mmqdx8kdliAUO5FoBdlUf6s2I79fx7Yq7zHy+3XUeNvqucMGglCWiTFaQVZVq1Zl2sJQucMQhBIlEm0JevDggSzHzcnJke3YxenJ2myZmZll/nzKy3sC8p1LhQoVSv2YxUUMHQjlUly8mlVhm4mLV8sdiiCIHq1QPgQPGAh6eT/OWVnZ3LewoVrbYFbN+wXzlDiMjAy12y5bugQDpeJ5TQlCsROJVigXlM390XPoDMD9o9upVt8JQ4uaVGsbTPrl45i5dNJuu/1qDt2tDZ/XlCAUO5FohXJh6YhePP7/hS7Uls5MXbGN7BadkGK2M7N/F6zqmWq31RcDZkIpE4lWKBcMlAoM/j+BNrK1ZkpIFw6diKH1wK5YW9WTNzjhjScSraCT1PGxRO3Zwv20jNfa38baChtrq+INShBek/gQJegcdXwsSyd2wSljGjlxG7lx/arcIQlCkYhEK+icU0cj6dsyiepmufRonMBfZ47IHZIgFIlItILOaemiYve1RtzJ0GPj+Tq809xN7pAEoUjEGK2gc6ysbQn4LJSoPVswsHnA23Xqyh2SIBRJqfZo09PT6dKlCyqVCjc3N8LDw19p/8jISC5duqT9etSoUS/dx93dncmTJz/3+Vu3bjFx4sSXtrNq1SpmzZoFQExMDBUrViQ3NxeA7t27c/HixcKcgvAC6ng1v60NQx2vxsraFt9OvTGvZCF3WIIOu337Nu7u7nh5eeHj48PNmzcZNmwYXl5eODs7ExYWJneIQCkn2hUrVuDv709kZCSHDh3Cze3VPhI+nWgL4/r169SpU4fIyMjnbvPWW2/xzTffvLQtV1dXoqOjAYiOjsbBwYHz588DcOXKFRo0aFDouISC1PFqfvjiW2qeNeWHMd8SdyVO7pCEMqBatWr8+eefREVF0b9/f37++Wfmz59PVFQUe/fuZerUqXKHCJRyojUxMeHIkSPcvn0bhUJB5cqVAZg/fz5ubm54eHhw8uRJAJycnLT7OTk5kZmZSWhoKOPGjaN///4AnDt3joCAAJo3b865c+cKHC8sLIygoCDs7e25cOECAIsXL8bFxQUfHx82bdqEWq0mMDAQgDlz5qBSqXBwcCAiIiJfW3Z2dsTGxgJw9OhRhg0bxpEjR7h69Sp169ZFoRBTOovi5JHjdK/vR1XTKnS38+PPdfvkDkkoA/T09FAq89JYeno6jRs3xtAwb9bfw4cPeeedd+QMT6tUE21wcDANGzbEz88PNzc3Ll68yK1bt9i8eTMHDx5k1apVjBkz5pn7mpiYEBISwowZM1ixYgWQV0Vo06ZNzJw5k2XLlhXYZ/fu3fj7+9O3b182bNgAwPr169mzZw979+6lW7du+bYfOnQokZGR7Ny585l/CS0tLbl+/Tqpqan4+vpy9OhRoqOjX7lnLhTk4OrEgeTj3HuYzIHk43j29pE7JKGMiImJoVWrVixcuBAHBwcA+vTpQ7NmzfDz85M5ujylmmgNDAyYMGECMTExTJ48mYkTJ6JWq2nevDlKpRIrKytSU1ML7CdJ0jPba9GiBZCXAFNSUvI9l5CQwLlz5+jWrRtTp05l+/btAMycOZPhw4cTEhLC5cuX8+2zcuVK2rRpQ69evbh582aB47m6urJ7924qVapE5cqVSUlJITo6GldX19d4NYSnWVlb0WdMf243fUjfsQOwtrOWOyShjGjRogXR0dFMmTKFGTPylkL69ddfuXDhAtOmTUOj0cgcYSkn2qtXr5KdnQ1AjRo1kCQJKysrYmJi0Gg0qNVq7XCCnp4e6enppKenExeXN15nYGCgvQAF5Pu4/u9kHBYWxrfffsvOnTvZtWsXDg4OXLx4kaZNm7J8+XIGDRqkvbj1xIIFC9i3bx/r1q17ZnJ3dXVlwYIFODs7A1CxYkX++OMPWrVqVfQXR8DK2op3+wZS76kps/fT7rM3fA9XRblD4Rme5BOASpUqYWpqSlZWFgCmpqZUrFhRO7Qgp1K9vevs2bP07t0bY2NjJEnihx9+4K233qJbt264u7ujVCpZsGABkPcx3tPTExcXF2rXrg2Aj48PY8aMYe/evQQEBLzwWBs3bmTz5s3a7729vVm/fj2xsbGo1WqysrKYNm1avn08PDzw8PDA1dUVMzOzAm26uLhw9uxZXFxcAHB2dub48eOYm5sX5WURnmPkiJE0q1qfjvVdCVv2O37vd6OemFYrPCUmJoZRo0ahp6eHsbExy5Yto3fv3qSmppKdnc348ePlDhEAhfS8z+VCkclVUT81NVX7yaAsmz7saz72eo9alWtwMzWJA5ynW88X/4HVVeXlPQH5zkWssCAIJcD3vS6EHtrAzdQkws6E09LZQe6QBOG1iEQr6Ky3675NVnUlO+4fwf+D7tR9RrnD5ORkPp7wBcnJyTJEKAiFI6bgCjrNvJI5Ph3aacfpAfoNCEajVPA45zFXcu6j7tCEI0P6Y2dgjr5B3o/0L0uXYaQnfrwF3SB6tEKZc9nOgh0drDlp/Ah1hyZoTI1Qd2jCSeNH7OhgzY4O1sz7+4DcYQqClviTL5Q5f345nyzNY1K8khk2dyoHGpvjef4+C6ctxKJKFQCMlOJHW9AdokcrlDlGevqYGxhTr2Ztfhk3lT5XNPwybir1atbG3MAYcwNjMWwg6BSRaIUSkZyczJSRg0v8IlWVKlVYPHU2Vf6/JysIukj82ReKVUhwP6TH2RgmX+bTumrG9D1CdpX6GOjr879lv6AwMJI7REEodaJHKxQrL8NLvJ16kk/rqqlkkMunddW8nXqSrypuI23XXLnDEwRZiB6tUKxCFh/k3p1b/DhxGN1z9rOZNnz+80KqWFig0Be9WeHNJHq0QrFSGBhRrXY9hs36hd/N+zBs1i9Uq10PpYm5GDYQ3liiRyuUiCpVqvDVvJ/kDkMQdIJItCVIriIYDx48KNMFOJ4wMTHR/l/Wz6e8vCdQvs6ltIihA0FnXb1+nb9ir3L1+nW5QxGEIhGJVtBJsbFxzN6wjzTPj5m9YR+xsWKxRqHsEolW0En7j55A6dAFQ4uaKB26sP/oCblDEoTXJhKtoJPauDiiObmV7JTbaE5upU0rp5fvJAg6SiRaQSfZ2trwRU9vKh1YzJiePtjaiMUahbJL3HUg6Jy42CscP7wHS5smvGNbj7qWdeQOSRCKRCRaQafExV5hwRdt6dsyiZ2RDciu2UHukAShyMTQgaBTjh/eQ9+WSVQ3y8Xf6hIpt6/KHZIgFFmxJNoPP/yQ6OhoAP773//SoUNeL0SSJN55550C22/ZsgUPDw/atGlDhw4diI2NLY4wtJycCnfhRKPR0Lt3bzw9PRk2bNgztwkJCeHcuXPa71UqFRkZGZw5c4Y2bdrg5eWFu7s7N27cKJbY33RObu2IuP4OdzL02KlugEVNK7lDEnRYWloaLi4umJmZaX9PExIS6Nq1K97e3kycOFHmCPMUy9CBq6sr0dHRtGrVipMnT6Kvn9fspUuXsLe3z7ftpUuXmD59Ort378bc3JzExETS09OLI4xXFh0dTY0aNVi3bh137tx5pX2nTJnCokWLaNy4MZmZmSgUihKK8s1iY2tH3y/WcfzwHnx9mnLgz4NyhyToMFNTU7Zv387o0aO1j40ePZpFixbx9ttvyxhZfsXSo3V1deXIkSMAPHz4kKZNm3Lp0iWOHDmCq6trvm3XrVvH4MGDMTc3B6B27do0bNiQiIgIvLy8cHZ2ZubMmQCEhobSo0cPunTpgrOzMzdv3gSgX79+eHl54eHhwbVr1wBYuXIlTk5O9O3bl4yMDIBntvk0Y2NjDh06RHZ2NtWrV3+lczYxMWHPnj08ePAAExMTjI2NX2l/4flsbO3o9d7HgJL4C3FcvyZmhgnPZmBgkO93NycnB7VazciRI/Hx8eHQoUMyRvePYkm077zzDn///TdJSUnUqFGDVq1aER0dTXR0NG5ubvm2TUxMzLei6ROtW7cmKiqK6OhoNm7cSGZmJgCVKlVi69atvP/++2zYsAGApUuXEhUVxciRI/npp5/Izc1l/vz5HDx4kAULFpCQkPDCNrUnr1RSpUoVhgwZ8srnPGfOHP7++2+aN29O7969efDgwSu3ITxfXGwsK6f+TEDFtmz74Tfiinl4SSif7t69S0xMDLNnz2bNmjUMHz5c7pCAYkq0SqWSatWqsW3bNlxcXHBxcSE6OpqTJ08WGC+tXbv2M8czT5w4Qbt27fD29katVpOUlARAy5YtAbC0tCQlJYXc3Fy++OIL2rRpw/Tp00lMTOTOnTvUqVMHIyMjqlWrhrW19QvbfOI///kPu3fvpmbNmsydO5f//e9/hIWF5dvG2NiYrKws7ffZ2dkYGRlRs2ZNFi9ezJUrV6hfvz4rV64s+gspaB07eJTu9f2oaloFr2ouHDt4VO6QhDKgcuXK2NnZUbduXd566y0MDAx4/Pix3GEV310HrVq14vvvv6dVq1bUqlWL2NhYFAqFtgLTE71792bJkiXcv38fgJs3b3Lx4kVmz57N4sWL2bdvH2+//TaSJAHkG/uUJImYmBhSU1PZv38/Y8eORZIkqlevTkJCAtnZ2SQnJxMfHw/w3DafuHXrFikpKUyfPp0zZ86wZs0aAgIC8m3TrFkzDhzIW7o6OTkZjUaDgYEBly9f1m5TvXr1Am0LRePc2oWou0e59zCZqLtHcWndSu6QhDLAxMSEqlWrkpqayoMHD8jKytJeM5JTsUXg6urKggULtBe/zMzMsLW1LbBdgwYN+PLLL+nYsSNKpZIKFSrwww8/0KNHDwICAmjatCkVK1Z87nHs7e25evUqvr6+2mPp6ekxYsQI3N3dsbe3p27dugAvbXP27Nn4+/tjbm6OtbU1derUYePGjfTq1Uu7zcCBA/nggw/w9vbm8ePHzJkzB4Bff/2Vbdu2YWJiQuXKlVm1atXrv3hCATa2tnQe+i4rlv5C/6EDsLa1kTskQUd17NiRmJgYLl68yODBg5k+fTpdunQhOzubb775Ru7wAFBIoitW7jwZKy/rEhISWLNmDf369aNOnZfPDouLjeNk9AkcWjlio2OJuby8J1C+zqW0iAkLQrkQ0C2A5VN+pFW2HVt+XE+cKKso6BCRaIVyoUlVOwapgqhVuQY9mvpxMlqUVRR0h0i0QrkQMu5jNp7dxc3UJDae3YWjqyirKOgOkWgFnZWSksK2IwdISUl56ba29W3p+kkvog2v0G1ob6xFWUVBh4iLYeVQebhYce/ePXp+OYIDzSrT+kwKG6d/R9WqVeUO67WVh/fkifJ0LqVF9GgFnTRyxmQONKuMxtSIg80sGDljstwhCcJrE4lW0Enzxn2N55lUlA+zaH0mhXnjvpY7JEF4bSLRCjqpatWqfDfsC9z+ULNg2JgyPWwgCCLRCjrLwsKCzq6eWFhYyB2KIBSJ/JOAyzG5Knrl5OSUi2piT6qtZWZmlvnzKS/vCch3LhUqVCj1YxYX0aMVBEEoYSLRCjrvWsINVoVtJi5eLXcogvBaRKIVdFpq2n0mrdjOTr1mfDLvFy7FxcsdkiC8MpFoBZ2WeDeFam37Y2hRk2ptg1m+56TcIQnCKxOJVtBptatZ8PjEFrJTbiPFbOd9X0e5QxKEVybuOhB0jjo+llNHI6lj9Q6VK5kzop0LV66dofXArlhb1ZM7PEF4ZSLRCjpFHR/Lpu9DaF/3b8IP1ifnrY7UrfM2ri7OcocmCK9NDB0IOuXU0Uja1/2b6ma5dLC+TMrtq3KHJAhFJhKtoFNauqjYfa0RdzL0CI+vj0VNK7lDEoQiE0MHgk6xsrYl4LNQTh2NxKt1Y44eEyslCGWfbD3a9PR0unTpgkqlws3NjfDw8FfaPzIykkuXLmm/HjVq1Ev3cXd3Z/Lk55fbu3XrFhMnTizU8evXr49KpUKlUtGhQ4fCBS28lDpezckjp2jp0pa369SVOxxBx6WlpeHi4oKZmRnnzp0D8v9uRkREyBxhHtl6tCtWrMDf35+hQ4ciSRJpaWmvtH9kZCROTk40aNCgUNtfv36dOnXqEBkZyddfP7vk3ltvvVXo5YkrVapEZGRkYcMVCkEdr+aHL76le30/fo1agc9Af7lDEnScqakp27dvZ/To0drHdPF3U7YerYmJCUeOHOH27dsoFAoqV64MwPz583Fzc8PDw4OTJ/NuTndy+mf9JycnJzIzMwkNDWXcuHH0798fgHPnzhEQEEDz5s21f9meFhYWRlBQEPb29ly4cAGAxYsX4+Ligo+PD5s2bUKtVhMYGAjAnDlzUKlUODg46MxfxfLu5JHjdK/vR1XTKnhWceKvU+flDknQcQYGBlSvXj3fYxkZGXh5edGvXz+Sk5Nliiw/2RJtcHAwDRs2xM/PDzc3Ny5evMitW7fYvHkzBw8eZNWqVYwZM+aZ+5qYmBASEsKMGTNYsWIFkFdRaNOmTcycOZNly5YV2Gf37t34+/vTt29fNmzYAMD69evZs2cPe/fupVu3bvm2Hzp0KJGRkezcuZOpU6cWaC8tLU378WTgwIFFfTkEwMHViQPJx7n3MJkDycdp7NBE7pCEMujgwYNERUXh7+9f6KHAkibb0IGBgQETJkxgwoQJREREMHHiREaMGEHz5s1RKpVYWVmRmppaYL/nLXHWokULACwtLQss5peQkMC5c+fo1q2bdpjiq6++YubMmQwfPhxJkhg3bhxGRkbafVauXMnq1atRKpXcvHmzwPF08eNJWWdlbUWfMf05eeQ4fd0GYGBoAMfkjkooa54UiQ8MDGTp0qUyR5NHth7t1atXyc7OBqBGjRpIkoSVlRUxMTFoNBrUarV2OEFPT4/09HTS09OJi4sD8hJ1bm6utj2FQqH9+t/JOCwsjG+//ZadO3eya9cuHBwcuHjxIk2bNmX58uUMGjSIWbNm5dtnwYIF7Nu3j3Xr1j03uQvFz8rainf7BlLvqRlgNxJu8PuGTVwV1buEl8jOziYrKwuAAwcOYGdnJ3NEeWTr0Z49e5bevXtjbGyMJEn88MMPvPXWW3Tr1g13d3eUSiULFiwA8j7Ge3p64uLiQu3atQHw8fFhzJgx7N27l4CAgBcea+PGjWzevFn7vbe3N+vXryc2Nha1Wk1WVhbTpk3Lt4+HhwceHh64urpiZmZWoM0nQwdP7N69G0NDw9d8NYTn2Ruxl/TzSQzyDiJs2e/4vd+NetZWcocl6JCOHTsSExPDxYsX6d69O+vXr6dChQoYGRk9cxhRDmK58RIkV0X91NRU7aeBsiwxMZHlUxcxxDuYWpVrcDM1iQOcp1vPF/9h1UXl5T0B+c5FrLAgCCVE37IC605t42ZqEmFnwmnp7CB3SILwykSiFXSamXlFnLp7coDz+H/QnbqiepdQBolEK+is1NRUth05QAWzCnTrGSCSrFBmiUQr6KTk5GRG/++/HG5rxej//VdnbjwXhNchEq2gk76cP5ODzaugMTXiYPMqfDl/ptwhCcJrE4lW0EnTPx9L69PJKB9m0fp0MtM/Hyt3SILw2kSiFXRSlSpVmNBrIF6r9zGh10CqVKkid0iC8NpEohV0UnJyMj9P/JgpVhcIXzJVjNEKZZpItIJO+mHaOD6rp6aSQS6B+n/yw7RxcockCK9NJFpBJw0dP4OwHHfScvQIe+zB0PEz5A5JEF6bSLSCTqpSpQp9vpjH96nu9Bk9R4zRCmWaSLSCzqpcuTItVZ3LTY0A4c0lFmcsQXIVwXjw4EGZLsDxhImJifb/sn4+5eU9gfJ1LqVF9GiFUhcbG8fytRuIjY2TOxRBKBWiRysUWY+evUGvcD9KWVlZ3K9sQ9W2wSyfuhjz1Djtyha/rl6FgZ7iJS0IQtkjEq1QZMrmfihbdi7UtmlHt1O1vhOGFjWp2jaY9MvHqeDSCYDNsQ/o2aBgkXVBKOtEohWKbM24geRoClc/Ps6uDV8tDSO7eUc4vYPvPgrE2roaAAZK0ZsVyieRaIUiM9BTFPojf5OGtsz9uCf7j56gzZBe2NpYl3B0giA/kWiFUmdra4Otrc1Lt7t+Tc3VS6e4fs2dOnXqlEJkglAyxF0Hgk6Ki71CxLJhDLDaTMSyYcTFXpE7JEF4bSLRCjrp+OE9+FtdpLpZLv5WFzl+eI/cIQnCa5M90aanp9OlSxdUKhVubm6Eh4cXW9tOTk4AhIaGcvjw4SK3N3PmTOLj44vcjvByTm7t2KluyJ0MPXaqG+Ls7it3SIIOun37Nu7u7nh5eeHj48PNmzf5888/cXd3x8PDg7Nnz8odIqADy43/8MMPAAwdOhRJkkhLSyu2KZdOTk4cP368WNoqS5KSkqhRo4bcYRTZ4UN/smrZD7z3/jDc3FvLHU6RlJf3BHTrXHJzc1EoFCiVSkJDQ0lISCAiIoLNmzeTnp7Oxx9/zI4dO+QOU/4erYmJCUeOHOH27dsoFAoqV67M8uXLcXV1RaVSERERwdmzZ/Hy8sLNzY1hw4YBEBkZib+/PwEBATRv3pxz584BsHLlSpycnOjbty8ZGRkATJo0iW3btqFWq2ndujW9e/emadOm7N27F4A5c+agUqlwcHAgIiKCnJwcWrf+5xc7ODiYCxcuEBISwrlz57h9+zbe3t54enoSGBhIbm5uKb9q5UdcbCzrVqwlLja2wHOWda2o16AllnXFoozCs+np6aFU5qWx9PR0bG1t0dPTw8LCgrp16+pMHWPZ7zoIDg4mMTERPz8/TExM+O9//8uSJUvYv38/hoaGaDQasrKyiIyMRKFQ0K1bNy5fvgxATk4OO3fuJDw8nGXLljFnzhzmz5/PkSNHSE9Px8rKqsDx7t69S1RUFJcvX2b8+PH4+PgwdOhQRo8eTVJSEj179sTX15dGjRpx+vRpGjZsyNWrV7G3t9e2YWFhQUREBPr6+gwfPpy9e/fi6ys+2hZGr8Ce6Cn0gLxZYrVyq9HNrj1z183glt49jIyMWL12DUp92fsAQhkRExPD4MGDSU1NZffu3axbt077nL6+PtnZ2RgaGsoYoQ4kWgMDAyZMmMCECROIiIhg7NixODo6al8YpVJJfHw8I0eO5OHDh8TFxZGYmAhAixYtALC0tCQlJYU7d+5Qp04djIyMMDIywtq64D2aTZo0QV9fX7sP5PWCV69ejVKp5ObNmwD06dOHdevW4ezsTMeOHfO1ce/ePYYMGUJKSgqJiYk4ODiU1MtT7rhXccSzqjMAkerDNK3RkKqmVehu58fZpIuorNy4FammdruX3/4lCJCXB6Kjo1m/fj3Tpk3j/v372uceP34se5IFHUi0V69epVatWhgaGlKjRg2USiUnT54kJycHAwMDNBoNixYtYuTIkbRr146uXbvyZFhZofjnJnlJkqhevToJCQlkZ2eTkZHxzAtX/94HYMGCBZw+fZq7d+/i4eEBgLe3N19//TXx8fHMmJG/6PSaNWvo3LkzH374IZ9++ikyD3OXKZ/9+AXSYw0AleLrsmLGz3jgyJ8pJxjw9YdYWVuhEL1ZoZCe7q1WqlQJMzMzHj9+TGpqKunp6TpTx1j2RHv27Fl69+6NsbExkiTxww8/cPToUVq3bk2FChX48ssv6dKlC8OHD8fe3h6NRvPctvT09BgxYgTu7u7Y29tTt27dQsXg4eGBh4cHrq6umJmZadtycHAgJiamwBBE27ZtCQ4OZuvWrdpSfkLhKPWV8P+J1K5RfUImfsSxg0cZ2HoQ1oWYxCAIT4uJiWHUqFHo6elhbGzMsmXLuHz5Mh07dkShUPDjjz/KHSKgA3cdCMVPl64KF0VCQgJr1qyhX79+rzQzLC42jpPRJ3Bo5YiNjiTv8vKeQPk6l9Iie49WEIqqd8/eGPx/mcasrCzsK1kxSBXEksk/cuG+WluGEWDl6lUoRClGoZSJRCuUed2b+NKzeQcANh0Lx7W+I7Uq12CQdxBHLp8gwLmDdlvNpXT0GpnLFarwhhKJVijz+kz4AP6/TKNDI282LtlAj6Z+bDy7i66De6JnXeufjUUpRkEG4vKuoPNSUlIIGTWce/fuPfN5hZ4ChYEShYES24a2dP2kF9GGV+g2tDc2DWy1zykMlGLYQJCF6NEKOm3Xnj0s2R/O1Q5NSJw4irXfzKVq1aov3MfG1kZnLoIJAogeraDj4gyzudqhCRpTI/Y1MmPkjMlyhyQIr0wkWkGnveeswv1MCsqHWXj/ncG8cV/LHZIgvDKRaAWdVtHElIXDxhAUryzUsIEg6CIxRivoPAsLC0Lnfid3GILw2kSiLUEPHjyQ5bg5OTmyHbs4ZWZmav8v6+dTXt4TkO9cKlSoUOrHLC5i6EAQBKGEiR6toJPi4tXs3Luf1LT7L99YEHSc6NEKOicuXs0n80I5VMWDo3fhWsINuUMShCIRiVbQOYdOxFCtbX8MLWpS0bM3J8/+LXdIglAkItEKOsfdsQVSzHayU26TfmAdjs0ayR2SIBSJSLSCzrGxtmJKSBcax26m7oPzKDWP5Q5JEIpEJFpBJynJxeBaGB/b7yRq9UjU8QVXyRWEskIkWkEnnToaSQfrS1Q3y6WD9SVOHY2UOyRBeG06nWjVajUKhYKjR48CsG3bNiZNmlTofXfv3q393snJ6aX7jBs3jrZt275wm8GDBxfq+ELRtHRRER7fgDsZeoTHN8ChlbfcIQk6KC0tDRcXF8zMzDh37hwA9evXR6VSoVKpiIiIkDnCPDqdaAHeeecdZs+e/Ur7aDSaAom2MA4dOkSlSpVISkp67jY//fTTK7UpvB4ra1u8gubxi7o7Xu/Np56VKHsoFGRqasr27dsJDAzUPlapUiUiIyOJjIzE19dXxuj+ofOJtlGjRjx+/JhLly7le/zXX3+lVatWuLq6smvXLgBUKhVffPEFfn5+LFq0iHXr1qFSqUhOTubBgwcMGDCAFi1asHr16gLHOXXqFA4ODvTp04fffvsNgCNHjtCqVSu8vb21PeknPeOIiAi8vLxwdnZm5syZJfgKvJnU8WrOn7qARQ0b3q5TuNWMhTePgYEB1atXz/dYRkYGXl5e9OvXj+TkZJkiy0/nEy3AqFGjmDNnjvb73NxcZsyYQVRUFLt372b8+PHa5/z8/IiIiGDIkCH07t2byMhIqlSpwq1bt1iwYAH79+/n+++/L3CMDRs20Lt3b7p06UJ4eDgA27dvZ+LEiezbt4+vv85fnq9169ZERUURHR3Nxo0btfPyhaJTx6v54YtvqX+tJg/+TiHheoLcIQllyMGDB4mKisLf35+JEyfKHQ5QRhKth4cHsbGx3Lx5E4A7d+5Qt25djI2NMTc3x8DAgMeP824BcnZ2fmYbNjY2mJubY25uTm5uboHnt2/fzqRJkwgICODUqVPcuXOHoUOHsmPHDoKCgti5c2e+7U+cOEG7du3w9vZGrVa/cLhBeDUnjxyne30/qppWoUNdb/46dV7ukIQy5EkpzcDAQE6fPi1zNHnKRKIFGDFihLYnWr16da5evcqjR4+4f/8+2dnZ6OvnlW1QKvNOycDAIF9CVSiev1ZUTEwMnp6e7Ny5k507dzJ37lx+++03KlWqxMKFC1m+fDljxozJt8/s2bNZvHgx+/bt4+2330aSpOI+5TeWg6sTB5KPc+9hMuHX9tHYoYncIQllRHZ2NllZWQAcOHAAOzs7mSPKU2aKynTp0oWxY8cCoKenx9ixY2nTpg1KpZKpU6cW2L5p06aMGzeOnj178r///e+FbW/YsCHf3QYqlYqgoCAyMzP57bffePz4MSEhIfn26dGjBwEBATRt2pSKFSsW/QQFLStrK/qM6U/krn1UqGDB23XeljskQYd17NiRmJgYLl68SPfu3Vm/fj0VKlTAyMiIZcuWyR0eAApJdMVKjFz1R1NTU6lcubIsxy5OiYmJbNq0iYCAAGrXrv3c7a7Gq4k5fooWTi2pZ21VegG+gvLynoB851KW69GWmR6tIPzbwAED0TzW0KiSFYO8g1gyZzl9R4ZQz9Za7tAEIR+RaIUyK6CpL/rZClzrO1Krcg0GeQdxMOK4SLSCzikzF8ME4d+6ft6Xxr1cCTsTzs3UJMLOhNO8/bPvOhEEOYlEK5RdSgX17Kzxe78bBziP/wfdqWtjJXdUglCASLSCTsvMzOTLb2e9cIZPPWsruvUMoK5VvVKMTBAKTyRaQWelpqay6fwxNjc2IWTGVzoznVIQXpVItILOmr38J857WaMxNWJ/44p8OV/UlBDKJpFoBZ31xcDBNI6KR/kwizbn05n++Vi5QxKE1yJu7xJ0VuXKlQlo7Ez989eZP24KVapUkTskQXgtItGWILlmsjx48KBMz6J5wsTEBBMTE779chJ16tSRO5wiKS/vCZSvcyktYuhAEAShhIkeraBzYmPj2H/0BA2synYvVhCeEIlW0CmxsXEMnLqYqm2D0WzYSmOTh3KHJAhFJoYOBJ2y/+gJqrYNxtCiJkqHLiTeTZE7JEEoMpFoBZ3SxsURxelwslNuozm5ldrVLOQOSRCKTCRaQafY2tow5+NAuupdYExPHypXMpc7JEEoMjFGK+gcW1sbFGj4I3wj99PE0IFQ9okeraBz4mKvsHZ2b5qnTiInbiPXr6nlDkkQikQkWkHnHD+8B1/Lv6hulkuPxgmcO3lQ7pAEoUhEohV0jpNbOyISGnMnQ4+N5+vQxMFD7pAEoUjEGK2ggxRYNAxhX3oiBjYSlnVFnVmhbCuRHu2hQ4dQqVR4eXnh4+PD8ePHX2n/0NBQsrOzC729k5NTgcdUKhWenp6oVCpUKhVpaWmvFIMgj25dujHvs5nYqWty/2IOSOJDl/B8aWlpuLi4YGZmxrlz57SPX716FSMjo3yPyanYe7TJyckMGTKEnTt3UqtWLdLS0oiNjX2lNkJDQwkMDMTQ0DDf4xqNBqWy8L944eHhmJmZFXr7V21fKH51lW/RxaYdVU2r4FXNhU23/pA7JEGHmZqasn37dkaPHp3v8dmzZ9O6dWuZoiqo2BPt9u3b6d69O7Vq1QKgUqVKODg48OjRIz788EMSExMxMzNj1apVJCcnExQURJ06dfjrr7/47rvvMDExISYmhg4dOhAQEMD9+/dRq9UkJSUxffp0Zs+ezY0bN8jNzWXNmjXUrVu30LGFhIQwatQomjRpwqhRo+jcuTMA8+bNQ19fny5dumBqasq3336LQqHgm2++wc/PD5VKRdOmTTl9+jQtW7bku+++e+b5mJuLez6LasTs0fwybSkeOBJ19yhV61WVOyRBhxkYGFC9evV8j8XHx6NQKF4pN5S0Yu++JSYmUrt27QKPL126FB8fH/bu3UtQUBBLliwB4O7du6xevZr169ezcOFC3NzcaNGiBeHh4Xz++ecAWFpasmPHDlq0aMHSpUuJiopi5MiR/PTTTy+MpUOHDqhUKjp06PDC7dLS0vjtt98YMGAAM2bMICoqit27dzN+/HjtNl26dGH//v3cvn2bkydPPvd8hKKxbWhHyMSPSHF8TOeh72JeuZLcIQllzKxZsxg1apTcYeRT7D3a2rVrc/ny5QKP//XXXxw7dowVK1aQk5ODp6cnAE2aNEFfXx9LS0tSUp59c7qzc94S0rm5uXzxxRecOXOGzMxMmjRp8sJY/j10oFAotF9LkqT92snJCYVCwZ07d6hbty7GxsYYGxtjYGDA48ePAXB0dNTGcvny5eeej1B0Nra22NjakpCQUKjt42LjOBl9AodWjtjY2pRwdIIuezJMaWVlJW8g/1LsibZTp054e3szZMgQatWqxf3797ly5Qr29va4ubkRHBwMQE5ODjdu3Hhm8jMwMCA3N1f7+JNx05iYGFJTU9m/fz8bN25k69atrxSbhYUFCQkJNGnShDNnztClS5d87VevXp2rV6/y6NEjsrOzyc7ORl8/7yU6deoU7dq14/jx46hUKm7fvl3gfITSF9AtgCYWtgxSBbHxx/V0/aSXSLZvsNOnT3P+/Hn8/f05e/YsV65cYc+ePRgbG8saV7EPHVSpUoVFixbRt29fvLy86N69O5IkMWjQICIiIvDx8cHHx4fdu3c/t42uXbvSq1evAh/H7e3tuXr1Kr6+vkRGRr40lidDByqVimvXrhESEsKYMWPo0aMHpqamBbbX09Nj7NixtGnThvbt2zN16lTtc+Hh4bRp04Zq1arh6Oj4SucjlJwmVe0YpAqiVuUa9Gjqx8noE3KHJJSyjh07snv3bj766CPu37/PgQMH2LlzJ76+vixevFj2JAugkJ7+DC08k0qlYtu2ba90B4OckpKSqFGjhtxhFFlCQgJr1qyhX79+z13KJvZyLFsXb6BHUz82nt1Ft6G9sbaxLuVIX668vCdQvs6ltIh7mYQyzba+LV0/6UW04RWdTbKCIGaGFUJhhimE4peSksK2Iwfo0KHDCxdntLG1EeOygk4TPVpBJ927d4/hC2dzuK0Vny6cxb179+QOSRBem0i0gk4aOWMyB5pVRmNqxMFmFoycMVnukAThtYlEK+ikeeO+xvNMKsqHWbQ+k8K8cV/LHZIgvDaRaAWdVLVqVb4b9gVuf6hZMGwMVauKqbhC2SUSraCzLCwsaNvcif/OmS7GaIUyTSRaQWelpKRwcPcW7p8O57MPgkSyFcoskWgFnfXfOdOplBGLgUJDdvwRvh6rW4VCBKGwRKIVdNaI0V+SZmZLjqTE0NqVyTPnyh2SILwWkWgFnWVhYUHr9l0xb96B739eLS6ICWWWmBlWgh48eCDLcXNycmQ7dnHKzMzExMSEsV9NxtjYuEyfU3l5T0C+c6lQoUKpH7O4iB6tIAhCCROJVtBZ1xJu8FfsVa4l3JA7FEEoEpFoBZ0UF6/muy0HSfP8mO+2HCQuXi13SILw2kSiFXTSoRMx6Dl2xdCiJnqOXTl0IkbukAThtYlEK+gkd8cW5J7YQnbKbXJPbKG1U0u5QxKE1yYSraCTbKyt6ONijd7G0fRtZY21VT25QxKE1yYSraCT1PGxXN4ziy8co7gUMQt1fKzcIQnCaxOJVtBJp45G0sH6EtXNculgfYlTRyPlDkkQXlupJFq1Wk1gYGCxtefk5PTSbWJiYjh69CgAt27dYuLEiQCEhoaSnZ1dqONkZGSgUqleO07h9bV0UREe34A7GXqExzfAoZW33CEJOigtLQ0XFxfMzMw4d+4cABs2bMDd3Z22bduSkJAgc4R5ym2P9ulE+9Zbb/HNN98Ar5ZoBflYWdviFTSPX9Td8XpvPvWsxJpgQkGmpqZs375d25F7/Pgx8+fPJzIyksmTJzNlyhSZI8wjW6Ldt28frq6uuLq6smLFCgBt7/Grr77igw8+AKBDhw48evTohW1FRETg5eWFs7MzM2fOBGDRokV89913tG/fXtujPnz4MDExMXTo0IH58+czadIktm3bBsDChQsJDQ0F4NNPP8XLy4tx48Zpj3H8+HG8vb3x9PRk7ty84iaLFy/GxcUFHx8fNm3aVGyvjZBHQg+NphKSVG77A0IRGRgYUL16de33ly9fplGjRhgaGtK6dWvOnDkjY3T/kK3Wwbhx49i2bRuVKlXCzc2Nnj17UrNmTW7fvs2VK1d4/PgxOTk5aDQajI2NX9hW69atiYqKQqPR0KpVK4YPH86QIUPIyMhg2LBhqNVqANzc3GjRogXbtm3DzMyMSZMmFWjr+PHj3Lt3j6ioKHbu3MnZs2cBGDt2LL/99hsWFhZ06dKF4OBg1q9fz549ezA3N0ej0RT3S/RGU8eriVi6nYDqbYlYup0aNWpgZW0ld1iCjktJScHc3Fz7fW5urozR/EO2RJubm0u1atUAsLOzIzExEU9PT/bs2YORkRHVq1dny5YthRqPPXHiBN988w05OTmo1WqSkpIKFYNCodB+LUkSAFeuXMHR0REAZ2dn7fNnzpwhICAAyHszr1+/zsyZMxk+fDiSJDFu3DgaNmxYuJMXXurkkeOoqreiqmkVVNVbcfLIcZFohZeqXLky9+/f136vp6cnYzT/kO0zmVKp5O7du+Tk5HD58mVq166Np6cn8+fPx8nJCU9PT6ZPn46np+dL25o9ezaLFy9m3759vP3220iShIGBwTP/mj39uIWFhXaw/PTp00Be0j916hSQ17t9onnz5vz+++9ERkZy8uRJHB0dadq0KcuXL2fQoEHMmjWryK+J8A8HVyci70Rz72EykXeicXRzfvlOwhuvfv36/P3332RnZ3Po0CGaNWsmd0hAKfZoDxw4QLt27QBo164d06dPp1OnTigUCoYNG4aJiQlNmzYlNjaWNm3aULNmTfr27Uvr1q0LtHXp0iVtW02bNqVHjx4EBATQtGlTKlasCOQNE/Tv35/o6GimT5+u3bdr16706tWLHj16EBgYSNeuXdmxY4d2PycnJ8zNzWnTpk2+Hu3MmTN599130Wg0GBkZsWnTJoYMGYJarSYrK4tp06aV2Gv3JrKytsL3w06sX7WO3h/1oZ6YsCA8R8eOHYmJieHixYsMHjyYESNGoFKpMDY25pdffpE7PAAU0pPPzEKxk6v+aGpqKpUrV5bl2MUpMTGRX0J/wbLm23j6tKFeGR46KC/vCch3LqIe7f+1d55hUR1tA75ZxAIGwUiwR40FY0EpCsiyC4gYe0GNYkETSzRG8xIlxhiNxhZ71Bh9NRJ7i8aCPbrYYsEWDcYK9koVpe98P/g4LysLVgRx7uvycjlnzswzM7vPmTPnKRJJHnDzxk3E9ce0sHRh5ZTFXL0ckd8iSSQvhFS0kgLL+TPnGODVg3JW79HP05+/d4U9/SKJpAAiFa2kwFKrXm2CD63lduw91v29Dftm8oWY5M1E5gyTFFgqVKxAso2KrfGHaf5JOyrLF2KSNxS5opUUWGJjY9l37jQOrk5SyUreaKSilRRIoqOjGfbfmfzlXYVh/51JdHR0foskkbwwUtFKCiTfTJ/EQfvS6M2LcdC+NN9Mn5TfIkkkL4xUtJICyYT/fE2T09GoHifT5HQ0E/7zdX6LJJG8MFLRSgokpUuXZkrfobj+GcmUvkMpXbp0foskkbww0uogD8kvT5ZHjx690V40mZQrV45WLmrKlSv3xvensMwJFK6+vC7kilYikUjyGKloJQWa2Lh41m3ezuXLV/JbFInkhZGKVlJguXr9OvtuJhH6TmOG/bJOKlvJG4tUtJICy7FT/2DTtBdFrW0R9h+x7+jx/BZJInkhpKKVFFicG9Th4f7VpMTcxeT0NjwaPz3bhkRSEJFWB5ICy/uVKtGoDLz38AitP+vEB9Wq5rdIEskLIRWtpEBy5fIl/tz2OyrS8GvdnIoVK+a3SBLJCyO3DiQFjiuXLzF7uDf2sWNIvfI7169F5rdIEslL8VoVbWRkJCYmJhw9ehSALVu2GE35/Txs2rQJrVar/LO2tmbNmjXPVcezZNrNiYSEBLRa7QtfL8lO2F+76drwHjYl0+lY5wZnTxzMb5EkBZS4uDgaNWpEyZIlOXv2LA8fPsTLywsPDw+8vLy4evVqfosI5MOK9sMPP+THH398ZfW1adMGnU6HTqdj+vTp1KlThw4dOryy+iWvHyfXpuy6/iH3E0z5/Z+K1HVwz2+RJAUUc3NzQkJC8PPzAzKyXC9btox9+/YRFBTElClT8lnCDF67oq1duzZpaWlcuHDB4Pj27dtRq9W4ubmxcuVKAGWlOGrUKD755BMAPvroI5KSkrLVm5ycTP/+/Vm0aBFFihQhKSmJ7t274+XlRZs2bYiPj0ev19O0aVM0Gg0+Pj4G+d8Bli5dilarxcHBgaVLlwIwZswYevToQYsWLdBoNCQmJgIwePBgNBoNI0aMeKXjI4FqH1THves0Vt3oSXKZ5lSqLGPRSoxjZmaGjY2N8nfx4sUpX748AEWLFkWlKhi7o/kixVdffWVwpxFCMG7cOP7880/279/PnDlzSE9Px9bWlrt373Lp0iXi4+NJTU1Fr9dTvHjxbHV+88039OrVi1q1agGwcOFCvLy82LNnD/7+/ixYsACVSsWmTZsIDQ2lRYsWrF692qCOjh07otPpOHjwIDNmzFCO16hRg61bt+Li4sKuXbsICwsjKiqK0NBQWrZsmUej9PZy5fJlVk9ZRvNiTeFGOtevXc9vkSRvGCkpKYwZM4bBgwfntyhAPlkduLu7891333H79m0A7t+/z4ULF2jWrBmQEVn//v37qNVqdu/eTbFixbCxsWHTpk1G91NDQ0M5e/YsU6dOVY6Fh4dz7NgxlixZQmpqKmq1moSEBPr378+NGzeIjo5WHjcy2bFjB7NmzUIIwaVLl5TjDRs2BKBSpUrExMTw+PFjHB0dAXB2lnmsXjXHDh6lXXVf3jUvTYvKnvwddhpXN9f8FkvyBtGvXz8GDhxIjRo18lsUIB/Nu4YOHcrIkSPp2LEjZcqUwc7Ojp07d1K0aFFSU1MxMzNDrVbTp08fevfuja2tLRMmTGD8+PEG9cTHxzN06FA2b96MiYmJctzOzg5XV1d69OgBQGpqKps2baJq1aosX76cadOm8fDhQ4O6fvjhB/bt24eJiQnVqlVTjmetVwhB9erV2bJlCwBhYTIz66vGuUkjgnf/F3cc2XptL1269MhvkSRvEN9//z3VqlWjS5cu+S2KQr4p2tatW/P11xnBnFUqFd9++y0+Pj6oVCpsbGxYs2YN9erV4/Lly3h4eGBra0vXrl1p0qSJQT2//PILd+7coXv37sqxfv36Kf8WL14MQGBgIC4uLkyYMIGTJ09ia2tL5cqVDerq0KEDarUaBwcHrK2tc5TdyckJS0tLPDw85Io2D6j2wQcEjO7LrpBdlLSwplLlSvktkqQA06JFC06dOsX58+dp0aIF48aNw93dnT179uDq6srEiRPzW0RMhBAiv4WQvFru3bvHe++9l99ivDQ3btxgxYoVqNVqbkbcwKGxI9U+qPb0CwsghWVOoHD15XVRMF7JSSQ5EB8XT8gv62icUp1N89ZwRUbwkryBSEUrKdDEPYihv2d3ylm9R8e6vpw4IiN4Sd48pKKVFGhKlbFmzakQbsfe4/ezO3B0kRG8JG8eUtFKCjSWpSxx6+LNkaKXaDuwC1VlBC/JG4hUtJICS0xMDFsO76dkyZL4desklazkjUUqWkmBJCoqiiFzfuQv7yoMmfMjUVFR+S2SRPLCSEUrKZAEThzL/vpW6M2Lsb++FYETx+a3SBLJCyMVraRAMm3Ed6j/jkX1OBn137FMG/FdfoskkbwwUtFKCiTvvvsusz4fjuufkcz6fDjvvvtufoskkbwwMpVNHvLo0aN8aTc1NTXf2n6VFC9enFYuaooXL/7G96ewzAnkX18sLCxee5uvCrmilUgkkjxGKlpJgeXajZuEX77KtRs381sUieSlkIpWUiC5EhHJrE0HiVMPYNamg1yJiMxvkSSSF0YqWkmB5NDxU5g6tqGotS2mjm04dPxUfoskkbwwBUbRHjp0CK1Wi0ajwcvLq0AH1F6xYgWNGjWicePG3L9/P7/FKZS4OTYg/fgmUmLukn58E02cGua3SBLJC1MgrA6io6P57LPP2L59O+XKlSMuLo7Lly/nt1g58tNPP3Ho0CGSkpIoUqRADGGho1rVKgxp04Slq36hZ9dOVK0iEzRK3lwKxIo2JCSEdu3aUa5cOQBKlSqFg4MDZ86cQaPR4Orqyueffw6ATqfjq6++AuDs2bMEBAQAKMkTtVotS5cu5e7du3h6eqJWq/Hz8yM9PZ3Lly/j5uaGp6cn/fv3BzIy7SYkJADg5+dHZGQkGzdupFGjRnh6ejJv3rxs8iYnJ3Py5ElKlixpNFGk5NVgKtKwSI9GpU/Lb1EkkpeiQCzHbt26paQIzkr16tXR6XSYmJjQtm1bLl68aPR6vV7PiBEj2L9/P5aWluj1etLS0ti1axdFihRhyJAh7Nmzh2vXrtG9e3cGDhyIXq/PUZ5169YRHBzMhx9+mK1ccnIyjRs3pn///oSEhCg3B8mrJTLiMhvn9qFXw/tsWx6OzXtLqVL1g/wWSyJ5IQrEirZ8+fLcvJndhCciIoIWLVqg0Wg4ceIEt27dypYoETKy6FaqVAlLS0sgIwdZVFQUfn5+aDQatm7dyq1bt+jcuTMRERH4+/uzbNkyIHviRYBRo0Yxc+ZMevTowdGjRw1kmj59Oh06dOC///0v3bt358GDB3Ts2PHVDoiEk0d1dG14H5uS6XxU9QInj+ryWySJ5IUpEIq2ZcuWbNy4UUk/Hh8fz4kTJ5g3bx6BgYGEhobSsGFDhBBYW1tz48YNAE6fPg2AjY0NN27cULYA9Ho9K1asoFWrVoSGhtK8eXOEEBQpUoQpU6awfPlyJk+ejF6vV+pLS0vjn3/+ATLSii9YsIDJkyfzzTffGMgaFxfHrVu3cHR0JCgoCHt7ewIDA1/XUL01NGykZVtEDe4nmLItoiYOjT3zWyRJASQuLo5GjRpRsmRJzp49y8OHD/Hy8sLDwwMvLy+uXr2a3yICBWTroHTp0sybN4+uXbsihMDU1JQpU6bQunVrhgwZgp2dnfIIX69ePR4/foyPjw9169YFMlaw48ePx9vbG3Nzc/r06YO3tzc9evRg8+bNlChRAoBNmzYxZ84cAHx9fVGpVAwcOJBOnTpRv359bG1tgYx0xX/99RcpKSkMHjzYQNbAwEB69uzJ4sWLsbCwIDAwkKlTp7J27VpMTU1f15AVeqpU/QCN/3R+W7GITt0/5f0qb2ZSRkneYm5uTkhICMOGDQPAzMyMZcuWUb58eXbs2MGUKVOU33x+IrPg5iH55dseGxuLlZVVvrT9Kjl65Chrlq2mc/cuNGrcKL/FeSkKy5xA/vUlt1gHAQEBfPXVV8riC2Dv3r1s2LCBn3766XWIlysFYutAInmSyIhI1k5dTvt3vNm1MIRI6RkmeQ5SUlIYM2ZMtifS/KLAKNrIyEhMTEzYu3cvkDFQ1tbWyrI/0xwrK1999RU6nc7gWFaTLyenZ0vkN2bMGOrVq4dWq0Wr1RIaGvrMci9YsOCZy0qenROHw2hXw5d3zUujtWnMicMF14FFUvDo168fAwcOpEaNGvktClCAFC1kKMb169cDsHv3boNBmj9/fp62PXHiRHQ6HTqdDo1G88zXSUWbNzi4OKG7f4Sox9Ho7h/B0dU5v0WSvCF8//33VKtWjS5duuS3KAoFStG+//77XLt2DSEEGzZsoEOHDsq5zNXp6dOncXZ2plWrVvz9998ApKWl0blzZ5o2bcqMGTOy1fvgwQPatWuHl5cX/v7+pKenP1UWY84Shw8fpnHjxnh6ejJmzBg2bNjA+fPn0Wq1rFix4lUMgeT/qVK1Cj6ftmTDwz9p1rcVCMHGtRu4KrcQJE/QokULdu7cSd++fRk3bhzjxo1jz549aLVaRowYkd/iAQXE6iArrq6u7Nu3j/v379OkSRPFZCuTb7/9lmXLllGjRg3c3d0B+OOPP6hevToTJkzgl19+4fDhwwbXTJo0iS+++AIvLy8mT57Mhg0b8PPzMygzYsQIpk6dCmSsno05S4SEhDB69GhatGiBXq9HpVJRq1atbNsXkldDxUoVqWqXYW2w49eN+NX/iHW/bsS3T1ver1olf4WTFBi2bt1q8PeoUaPySZKcKVArWoCOHTvy5ZdfotVqjZ6/c+cOtWrVQqVS4ejoCMClS5eUz87O2R8xw8PDGT16NFqtlvXr13Pnzp1sZbJuHdSqVcuos8SgQYPYunUr/v7+bN++/dV1WpIr58+cw6/+R5Szeg+/+h9xKuxkfoskkTwXBU7RZq5Un1xxZmJra8vFixcRQnDixAkgw1X35MmMH5+xqF92dnZMmDABnU7HkSNHjL5YexJjzhKlSpVizpw5LF68mKCgIMDQs0ySN9SqV5t1f2/jduw91v29jYbODvktkkTyXBQ4RQsZ0bEqVqxo9Ny4cePo1q0brVq1wtraGoB27drx77//4u3tzalTp7JdM3LkSGbMmIGXlxdeXl6KR1lWRowYoVgdbNq0SXGW6Nixo+IsMX/+fDw8PNBqtYplg6enJ23btuWPP/54JX2XZKdCxQr49mnLfv6h+SftqCwjeUneMKTDQh4iHRZejvDwcAInjmXaiO/48MMP81ucl6KwzAkUTIeFgk6BXNFKJNHR0Qz770z+8q7CVwtmEh0dnd8iSSQvjFS0kgLJN9MncdC+NHrzYhxqUJpvpk/Kb5EkkhdGbh3kEUIIo9YNr4O4uDhKlSqVL22/KmJiYug/fRyHG5bB5cR95gd+p+zJv4kUhjnJJL/6YmFhwTvvvPNGvoCWijaPiI+PLzQ/rPzC1NSUd2tVI+r8lWdyMpEUfuLi4pS4028SUtHmEUIIHj58+NrbjY+Pp1KlSly/fv2N/EJmpbD0pbD0A/K/L2/qirbAeYYVFkxMTPL1R2VpafnG/6gzKSx9KSz9gMLVl9eBfBlWyChWrBijR4+mWLFi+S3KS1NY+lJY+gGFqy+vE7l1IJFIJHmMXNFKJBJJHiMVbSEiMjISGxsbxZX4/v37AKxduxY3Nze8vb2VxJZvAkFBQajVanr06EFqamp+i/NcGJuLN2kenkx6CMa/R//++y8eHh64ubnx559/5qfIBRshKTRERESIjh07GhxLTU0VLi4uIjk5WRw4cED069cvn6R7Pk6dOiX8/f2FEEL88MMPYsWKFfks0fPx5Fy8afOQkpIi7t27J3r16iXOnDmTo/zt27cXFy5cEHFxccLNzS2fpS64yBVtIePgwYOo1Wq++eYbhBBcvHiR2rVrU7RoUZo0aaIESy/oHDp0iGbNmgHQvHlzDh48mM8SPT9Z5+JNmwczMzNsbGyUv3OS/9atW9SoUQNLS0tKly7NgwcP8kvkAo1UtIWIcuXKcenSJfbt28e9e/dYv349MTExBmY4b4rhf1a5S5Uq9cbFOjA2F2/iPGSS0/coM7IdvJnz9LqQdrRvIHfu3OHjjz/OdnzVqlWULVsWgA4dOnD48GFq165NfHy8UsbU1PS1yfkyWFlZKXLHxcVRunTpfJbo+ShWrJhiAtWhQweCg4MpWbKkcv5NmYdMss4H/E9+lep/a7U3cZ5eF1LRvoGULVvWaPqcrJ5o+/fvp3bt2tSoUYNz586RkpJCWFgY9evXf42Svjhubm5Mnz6dnj17smPHDpo0aZLfIj0XDx8+5J133gEy5qJly5b88ssvb9w8ZJLT96hcuXJcvnyZ9957j+joaMqUKZPPkhZMpKItRBw4cIBvv/0Wc3Nzqlatyrhx4yhSpAhDhw5Fq9VSvHhxfvvtt/wW85lo0KABtra2qNVqKleuzFdffZXfIj0XxuaiePHib9Q8tGjRglOnTnH+/Hn69+9v9Hs0fvx4AgICSE9P5/vvv89niQsu0mFBIpFI8hj5MkwikUjyGKloJRKJJI+RilYikUjyGKloJRKJJI+RilbyWoiNjWXNmjXK3/37988XOZycnJ77Gj8/PyIjI9m+fTsbNmwAYOzYsbi7u7Nr1y6DzwWNBQsWvFDZgIAAJcaB5OWRiraQkdVTpyDxpKKdP39+PkrzYjRv3pz27dsDsGXLFg4cOICPj4/B59zIj7l5UUUrebVIRVsI0Ol0tG7dmvbt2xMcHMz27dtRq9W4ubmxcuVKAEaNGoWbmxuenp4cPnwYnU5Hs2bNaN26Nc7Ozpw5cwbI8C5r3LgxLi4u7NixAwCtVst//vMfPDw8+PzzzwHYuHEjjRo1wtPTk3nz5gEQHBystLtnzx4DGefNm0doaCharZbw8HBlZTlmzBi6d+/ORx99xEcffcS8efPQarV06dIFgKSkJLp3746Xlxdt2rQhPj6ey5cvK33JXBkfPXoUd3d3tFotU6ZMQa/X07RpUzQaDT4+PgZeTQBXrlzB19cXrVbLl19+mW1Md+/ejYODAx06dODmzZtK/+bMmcP06dM5d+4cWq2WsWPHKp+vXbtmdAy0Wi3Dhw/H19fXaH8iIyNp0qQJXbp0oV69esp1T/YJYMKECWg0Gjw8PDhz5gypqam0bt1aiRKWlJSk9GHDhg2cP38erVbLihUrOHPmDO7u7jRp0oSJEyca9PfJsgBz5szBx8eHdu3aIYRACMHgwYPx9PSkadOmBT4CWYEiX0PaSF4Je/fuFWq1Wuj1eqHX64Wbm5tITk4WaWlpws3NTaSlpYlGjRqJ1NRUIYQQ6enpYu/evaJJkyZCr9eL8PBw0bp1a5GWlibq168vEhMTRVxcnHB0dBRCCKHRaERoaKgQQggXFxcRGxsrunfvLv755x+lvgcPHghfX1+h1+tFQkKC0Gg0BjI+Gc0qs+7Ro0eLH374QQghRNeuXcXMmTOFEEK0a9dOXL58WcyePVssWrRICCHEqlWrxJQpU8TChQvF3LlzlbaFEMLNzU1cu3bN4NijR4+EEEJMnz5dLFiwwKDdTp06iUuXLgkhhBgwYIA4duyYgbyNGzcWUVFRIikpSVSuXFlERESIxYsXi9mzZxvUk/VzTmOg0WjE7t27hRDCaH8iIiJEzZo1RWpqqggPDxft27c32qczZ86Inj17CiGEuHnzpmjTpo24dOmS6Ny5sxBCCL1en+27kVXOVq1aifDwcKHX64WPj4+IiIjIsWyvXr3Eb7/9JoQQonPnzuL06dNi8+bNYtSoUUIIIQ4fPiwGDRqUrT2JcaRnWCHByckJExMT7t27x4ULF5TIV7Gxsdy/f5/vv/+ePn36UKJECcWDp2HDhpiYmFC7dm1u377N/fv3qVy5MsWLF6d48eKYmZmRlpamlAWoUKECsbGxjBo1iqlTp5KYmMigQYNQqVT8888/eHp6AiixcJ+FTHfO8uXLK58rVKhATEwM4eHhHDt2jCVLlpCamoparaZ///6MHTsWf39/fH196dmzJykpKVSqVAnI8L9PSEigf//+3Lhxg+joaPz8/Aza/Pfff/nkk0+ADHdZX19fg/3b9PR0xW//Wd1lL1++nOMYODs7AxjtD0DdunUpUqQIlSpVIiYmBiBbn8LDwzl06BBarRbIiDfwwQcf4ObmRvfu3Xn//fcZO3ZsjnEU7ty5Q+3atQFwcHDg8uXLVKlSJcf+ZM55pkzh4eFs2LCBffv2IYRQZJM8HaloCwmZwT3KlCmDnZ0dO3fupGjRoqSmpmJmZoZGo6F58+asWLGCBQsW4OHhwalTpxBCcOHCBcqVK4eNjQ1Xr14lKSmJlJQUUlJSKFIk4yuSNfNo5o9swYIF3Lp1i+7du7NmzRrq16/Pli1bMDExyRao28zMLMeIVVnrfrIdOzs7XF1d6dGjBwCpqamkpaUpj9J16tShe/fuFCtWjJs3b1KhQgX0ej07duygatWqLF++nGnTpmXLSFyrVi2mTp3K+++/jxAim2ympqbExMRgbm6ubKs8jWrVquU4BpnzY6w/N2/ezNZvIFuf7Ozs0Gg0LFy4ULk2OTmZwYMHo1Kp6NevHwcPHsTDw8PoeNra2nLu3Dns7Ow4ceIEAwYMyHEenvw7cy46d+7MqFGjlPYlz4ZUtIUMlUrFt99+i4+PDyqVChsbG9asWUO7du1ITk4mLS2NefPmERUVRalSpWjdujV3795l0aJFmJqa8vXXX+Ph4YFKpeKHH37IsZ3vv/+ev/76i5SUFAYPHkyZMmX4+OOP0Wg0mJqaUq9ePX766SelfLly5UhMTMTPzy/b/mBu9OvXj379+rF48WIAAgMDSUhIYM6cOQD4+vqiUqmYPn06nTt3xszMjJYtW9KtWzcmTJjAyZMnsbW1pXLlygb1Tp48mQEDBpCUlISpqSm//vqrQZmxY8fi7e1NlSpVsl2bE08bg5z6U6dOHaP1PdmnYcOGUaNGDTQaDSqVCh8fH/z8/Pjkk08wNTXFwsICBwcHgzo8PT1p27YtvXv3Zvz48Xz66acIIWjZsmW21WzWssZo3bo1e/bswdPTExMTE/z9/ZWnAknuyFgHbyk6nY4tW7YwderU/BZFIin0SKsDiUQiyWOkon0L0Gq1JCQkcOrUKY4ePQpk7BVaWFi88rbmzJlDcHBwjudfxGHgWdu8c+cOo0ePfqV137x5E1dXV7p37/7UspnjnGkG9iw873gUREcPnU73xoWxfN1IRfsWkVXRli1bttDFD82LPu3bt4/OnTuzbNmyV1rvi/Ksjh4F1XHlbUUq2jcInU6Hr68v7du3x97entWrV+Pr60ujRo2IiooiMjJSMWNKSEhQzIAymTdvHrNmzaJZs2YGZbOS6Zzg4uLCmDFjGDx4ME5OTsycORPAqNH79evXUavVfPTRR+zevVup60nj+pxwcHBg0KBBNGzYkLlz59KjRw/s7e1Zt24dAGFhYXh6eqJWq5U9ZWNtZu3TlClT0Gq1ODg4KK6xAQEBDBgwwMAIPytP9i06Oprvv/+en3/+mbFjxxqU/c9//oNGo6FRo0acOnUqx75lEhsbS7NmzWjevDkBAQGMGTPG4PzSpUsVeZcuXQpkmIe1atUKjUaDv78/8L+V5YMHD2jXrh1eXl74+/uTnp6ezXElk8jISNzc3OjSpQt16tRh9erVtGrVCnt7ey5evAhkvHhzdXXF3d2dEydOKDI5OTnRtWtXEhIScmw3k9ycJ9568sl+V/IC7N27VzRt2lQIIcT8+fNFu3bthBBCzJw5UyxatMjAKeDhw4cGBvMPHz40MLg3lpo8s+yBAwdEenq6qFChgjh58qRITU0VDg4OQgjjRu+DBg0SO3bsEEII0aVLF7F48WKjxvVCGBrFZ1K1alVx7do18fDhQ1GyZElx9+5dERMTo8jv7e0toqOjlfbv3LljtM2sfcp0Vrh7967w8PAQQhg3ws+Ksb5lHbOsZNZ/4sQJ0a1btxzHOZMpU6aI+fPnCyGEGDFihBg9erTBeGTW9/jxY9GwYUMhhBBffvmlWLdunRDif04YmeUDAwPFn3/+KYQQYtKkSWLt2rUGjitZiYiIEHZ2diItLU3s2LFDODg4iPT0dPHHH3+IUaNGidu3bwu1Wi3S09NFRESEaNq0qUhLSxMNGjQQSUlJ4v79+8LCwiLXdgMDA5/qPPE2I8273jByMu6/evWqUVvMpxEdHU2HDh0AWLt2rdKGSqWibNmy2NvbY2JigpmZGWDc6P3SpUs4OjoChob5TxrX54S1tbVi/F6zZk3ee+89AGVF9PfffysxBmJiYrh+/brRNrOydOlSli9fjkql4vbt28rxJ43ws2KsbzkxZcoUZSWdaWucG5cuXaJv374AODo6Zlvh79ixg1mzZiGE4NKlSwCcO3eOb775BjBMgggZ43vkyBHGjh1LYmIiPXr0oEyZMorjypN8+OGHmJqaUr58eerWrYtKpaJChQrs3r2byMhI7O3tUalUVKlSRXFyqVixopJksmrVqrm2CzyX88Tbhtw6eMPIzbjfyspK8cs/ffp0tmuNOQ2ULl0anU6HTqfDxsYm1zbgf0bvQghOnDjBBx98QPXq1Tl58iSQ8ZgPKMb1mXVv3779ufuUib29PRs3bkSn03HixAkcHR2NtpmV2bNns3fvXlavXm1w08ntZmSsb8aIiopi165d7N+/n5kzZz7TTS2rvJn/Z+WHH34gJCSEbdu2YW5uDkDt2rXZt28fkH3P1c7OjgkTJqDT6Thy5IjykuxJhWys30+OQZUqVTh16hR6vZ7IyEisrKywsbHhxo0bpKSkEB0dTURERK7tAorzxLJly7h//z4HDx586ri8LcgVbSGiVKlSNGzYELVajUajyXbe1dWVnj17cuTIESZMmPBCbRgzeh8+fDjdunVj6tSpWFpaAhmr4ieN6zNXZ8/LpEmT6NChA3q9nmLFirFhwwajbWbF3d0dd3d3XFxcDNJ8P2/fjGFtbU3p0qXRarW4uLg8U92ffvopnTp1Yu3atZQpU4YPP/zQ4HyHDh1Qq9U4ODhgbW0NwIgRIwgICGDWrFlUrFiR5cuXK+VHjhxJ3759FSuLH3/88ZnkMEbZsmVp27Ytbm5uqFQqZs+ejampKUOHDsXNzQ07OzvFaSO3dq9evZqr88TbjHRYkEheA3q9HiEEpqamfPPNN9jb2ysRyiSFH6loJZLXwKNHj2jevDlCCN577z1WrVpF0aJF81ssyWtC7tG+hWzdupVFixblS9vBwcHUqFEDrVarmCwBBAUFoVar6dGjh0GwkqNHj9K4cWM+/fRTIGNPsXfv3jkGqHmSU6dO0ahRIwIDAw2OZw1ynelo8DzodDouXLiQ4/knA51bWFiwf/9+Dhw4wPr16ylatOgztZuTGV5e8OOPP3Ls2LHX0tbbhlS0byHz5883UHIvi/j/oNDPypAhQ9DpdMqe4+nTp7l58yb79+/Hzs5OsZ+FDOuBDRs2oFKpiIqKYvXq1fj5+T3z2+xt27YxYsQIpk2bZnD8ZbMJPK+ifRP45JNPsgXBkbwapKJ9y4iNjSU9PZ3ixYuzYcMG5aVYfHw8TZs2BYxnSsjJAWDQoEE0a9aMo0ePZst6kBM///wzarWaVatWAXDo0CElfm7z5s0N3labm5uTlJREcnIyALt27aJly5ZG6927dy8uLi64uLiwZMkSwsPDmT9/Pt99952BYp03b56STSCzf999951BBgljmRAySUxMJDg4mBEjRtCzZ0/S09Pp3r07Go2Gli1bEhMTky2jxLM6OBjLqnD79u1s2Ree1SEjLS0NPz8/mjZtyqBBgwgICAAwmoXj3Xff5datW8/8tCB5Dl6r1a4k3zly5IgSGT85OVmo1WohhBC//vqrmDdvXo5ZAnJyAFi4cKEQQhjNemCMmJgYkZ6eLuLj44Wzs7O4deuWGD9+vNiwYYMQQoiLFy+Krl27KuUjIyOVzAszZswQhw8fFsOGDRPDhg1TMkZk0rhxY3H//n2RkpIiHB0dxePHj8Xo0aPF5s2bs8mR1XHCWAYJY5kQspK13rVr14qgoCAhhBBLliwR33//fTaHkNwcHLLyZFaFnLIvPKtDxtq1a8WIESOEEBlOLr169coxC4cQGc4fV65cyT5xkpdCmne9xRQtWhR7e3tOnDjB2rVrWbZsGZcuXTKaJSAnB4BMZ4HOnTtny3pgDCsrKwDeeecdtFot586dw8rKSlkxxsXFKZkNAN5//31WrFhBTEwMo0ePxs7OTnFU+PPPP/H19VXKpqenK8bz1atX59atW888Fk9mkMgpE4IxLl26pIyDs7MzO3fuzFbmWR0cnsyqAMazLzyrQ0ZWxw5HR0cOHTrE/fv3jWbhKFu27DOMlORFkIr2LaNmzZpERkYqf/fq1YvJkydTokQJSpcunWOWgNmzZ3P69GkePHiAu7u7cn2mMihSpEi2rAexsbEUL15cMcCHjC0KS0tL0tPTOXLkCAMHDqR06dJMnz6dnj17smPHDpo0aZJN7mnTphEYGEhYWJgi05MvklQqFQ8ePKBUqVJcvHiR8uXL5zgOz5JN4MlMCFnJ6vxRvXp1jh49SseOHTl27Bg1atQwOJ/p4HDgwAGOHz+e7cVcVp7MqmBMNsh5Pp4sm+ko0bFjR8VRIqcsHAD37t2TKWryAKlo3zKsrKxQqVQkJSVRvHhxnJycOHv2rBI0JacsAU9zANi0aZPRrAeenp54e3sr5WbMmMG2bdsQQtC1a1fFKcDW1ha1Wk3lypWzhdyLjIzExMSE999/HysrK2X/cdOmTQblJkyYQMuWLTExMeHzzz+nRIkSOY5DrVq16NixI//5z3+MnjeWCSHr3rCXlxdBQUHs2bOHadOmsX79ejw8PChZsiTLli3DyspKySgxfvz4Z3ZweDKrQqdOnYyWe1aHjHbt2rFq1Sq8vb2pVq0aZmZmOWbhiIqKonz58s/kUix5PqQd7VtISEgId+7cUdKQaLVaduzYQbFixV5pO5999hmzZ8+WP9x8JnPFumDBAmJiYggKCjJa7scff0Sr1dKoUaPXLGHhRyrat5jY2Fg6depEy5YtGTp0aH6LI8kjWrRoQUJCAsWKFWP16tUGe+CS14NUtBKJRJLHSDtaiUQiyWOkopVIJJI8RipaiUQiyWOkopVIJJI8RipaiUQiyWOkopVIJJI8RipaiUQiyWOkopVIJJI8RipaiUQiyWOkopVIJJI8RipaiUQiyWOkopVIJJI8RipaiUQiyWOkopVIJJI8RipaiUQiyWOkopVIJJI85qUVrU6nU3I89e/fH4AxY8awZcuWp14bEBDA2bNnX1aEV87PP//Mn3/+CWTkhrKysjLoT9u2bdFqtXh4eGBtbQ1kjMOFCxeUz0/mvcpKZGSk0UypbztHjx5Fo9FgaWlJ6dKl8fX1Ra/XExwcjImJCf/++2+O1wYEBDxXFlcTExO+/vrrVyF2NlxcXNBqtfnSvk6nw8TEBBMTEywsLPD29iYqKuqF6nrVMj7vHD0Pv/zyCyYmJgaJR19n+0/jlSZzmj9//qusLhuZySCezGD6qtvYtGkT27dvB2DZsmUsWLDAoMzGjRuBjC/1b7/9pnx2cnKiZs2aT20jU9FmpnuWwI0bN/D29qZBgwbs3bsXgN9//x2ZAOTFWLp0KVZWVrRu3Zply5YxZMiQ567j+vXrWFpa5oF0bx+vdOvAycnJ4O+rV6/i6+vL1atX2b59O2q1Gjc3N1auXGlQbsiQIRw6dAiAnTt3MnLkSIPzAQEBDBo0iGbNmnHv3j2aNm2KRqPBx8eH+Ph4AGrXrk2vXr1o0KABy5cvB+DkyZM4OTnRpk0bWrdujU6nQwjB4MGD8fT0pGnTpty4ccOgrTNnzlCtWjXl79xSVq9du5bOnTuTmJhIcHAwI0aMoGfPngCcPXuW9u3bY29vn23VPm/ePFavXo1WqyU6Oprp06fj6uqKu7s7J06ceOo4F0aWLVtGQkIC8+bNw9HREUdHRyZMmICpqalBubi4OPz8/LC0tKRq1aqsWLFCOZeamoqfnx/W1taMHz8egIkTJ2JlZUWJEiXw8PDg1q1bOcqQmW23ZcuW2NjY0K5dO8aOHUvJkiWVbLnXr1/Hx8eHkiVLUrt2bXbv3g3AihUrKFOmDFqtltjYWKXO0NBQ6tevT8mSJWndujXR0dEGbd69e5dGjRpRvHhxypUrx6pVq15qHDMpU6YM1atXB+Cdd97JVZahQ4diZWVF9+7dMTExYcyYMQBUqlSJCRMmADB37lwqVKiAlZUVAQEBJCcnK6tnPz8/ypQpg5ubG4mJiYSHh1O5cmWKFi3K+++/z9q1a3OVVavVUrNmTVxdXSlXrhwrVqygQoUK1KtXj/v37wMwcuRI3nvvPWxsbBg2bBgAN2/exNHRkXLlyrFjxw6lvri4ODp16kSpUqWoWbOm8nSaleHDh1OqVClKlixJ586dX2KknxHxkuzdu1cEBgYKIYRwdHQUQggxevRoMWPGDNGsWTNx8+ZNodfrhZubm0hOThZpaWnCzc1NpKWliV69eokzZ86I48ePi88++0wIIUTPnj3FuXPnDNro1auXWLhwofL3o0ePhBBCTJ8+XSxYsEAIIYSVlZWIi4sTcXFxolGjRkIIIVq2bCnOnz8v9Hq9aNKkidi7d6/YvHmzGDVqlBBCiMOHD4tBgwYZtLV69WoxZcoUg2OjR48WmzdvNjiWnp4uateuLVJSUrKV2bt3r/Dy8hJCCLF161bx5Zdf5jhmt2/fFmq1WqSnp4uIiAjRtGnTZxj1wsdnn30mAJGUlCQOHTokLCwshIWFhdi3b59YvHixAMS5c+fEsGHDhIWFhTh8+LD4/PPPRdGiRcXt27dFr169hImJidi5c6cYMmSIUKlU4vr162LPnj3i9OnTIiwsTJQqVUqMHDlSCCEEIIKCggxkiIiIEIDo0KGDGD9+vADEsGHDRL9+/YRKpRKJiYmiU6dOolKlSuL06dOiffv2onTp0iIpKUlYW1uLNm3aiKNHj4qSJUsKjUYj9Hq9sLW1FR999JE4ffq0qFWrlhg6dKhB+2vWrBFmZmZiz5494q+//hInT558qXHcu3evAETx4sWFSqUSGo1GpKam5ihLWFiYAMQPP/wggoODBSBGjx5tIOPZs2eFiYmJGDNmjNi9e7dQqVRi+vTpSluffvqpcu3GjRvF9evXxc6dO8WlS5dEhw4dRIUKFYQQGb9jW1vbbDJrNBrxzjvviAMHDoiiRYuKmjVripCQEAGI+fPnK58XLlwoli5dKgCxfv16MXjwYFGyZElx9OhR0aZNGwGIiIgIMXz4cGFubi4OHDggAgMDxXvvvSdSUlIM2jc3Nxdffvml+Oeff7L9tvOCPHsZNmXKFPr06UP58uW5f/8+Fy5coFmzZnh7exMbG6vcqQAcHBwIDw8nLi6O69evY2dnl60+Z2dnABISEujbty8ajYZff/1VWaFUq1YNS0tLLC0tSU9PBzJWCzVr1sTExISGDRsCEB4ezoYNG9BqtQwfPtxg9fE87N+/HxcXF8zMzIyeb9CgAZCxKoiJicmxnsjISOzt7VGpVFSpUuWF5XnTqVy5MgBXrlyhYcOGzJ49m0ePHilzmcnZs2epWbMmjRs3plWrVqSkpHDx4kUArKys8PHxoUWLFuj1ei5fvkxYWBht27bF09OT+Ph4bt68+VRZvLy8lO+Lr68v9erVQ6/XExcXx9mzZ3FycqJ+/fr4+voSHR3NnTt3iImJwdvbG2dnZ2rUqAHA/fv3uXv3Lnv27MHNzY1Lly5x5MgRg7a8vb3x9fWlffv2dO3alYiIiJceS4DZs2czcOBAQkNDOXbsWI6yXLp0CYA2bdrQvn17o3X9888/CCFo37493t7evPfeewZPae3atVNSlMfExHDv3j1GjhyJs7MzW7ZseaYxr1WrFk2aNMHKyopGjRrh4eGh1JfZVqdOnejUqROQ8T24ePEiNWrUwNnZGW9vb6WuM2fOkJSUhK+vL3PnzuXevXvZxvW7777jjz/+wNXVlT/++CPPt6jyTNFOnz6dxYsX89dff1GmTBns7OzYuXMnOp2OU6dOZduUbtWqFQMGDKBt27bGBVVliLpjxw6qVq1KaGgoAQEBue7b2tracvHiRYQQnDp1CgA7Ozs6d+6MTqcjNDSUxYsXG1xTq1Ytrly58tT+ZW4bZGJmZmagFLLK8+QkZi1bpUoVTp06hV6vJzIyEisrq6e2XRjp1q0b5ubmDBo0iH///ZekpCSj5erWrcuFCxc4cuQImzdvpmjRoopii42NZdeuXWzduhWVSsUHH3zA2LFjqVq1Kj///DMWFhbP9IMyNTVV5i/r1oUQgrp163Ls2DH+/vtvduzYQenSpSlbtizW1tb8+eefHDt2TFH8NjY22NraotVq+f3331m2bBn9+vUzaCs6OprAwEDCwsJ47733WLRo0QuN35NUrFiRSZMmYWlpyYwZM3KUJfOdwpYtW9iwYYPRuj788ENMTEzYsGEDf/75J/fu3aNOnTpGx0sIweLFizlz5gw///wz7u7uzyRv5jibmJgYHXPI+M1lbkPUqVOHGjVqcPHiRY4dO2awPVC3bl0sLS359ddfWbduHaNHj6ZKlSoG7X3wwQds376dr7/+mkWLFr3wC8NnJc8UrYWFBWvWrOG7777j9OnTfPvtt/j4+ODp6Ym/v3+28v7+/mzYsIGuXbvmWq+Liwvbtm2jZcuW/PPPP7mWHTduHF27dqV169ZYWFhgZmZG69atiYqKwtPTEy8vL5YsWWJwTf369bl8+bLyd58+fViyZAnffvstkyZNAkCv16PT6WjatKlSzsvLi2nTpj3TS4d69epx/PhxOnXqRPHixWnbti1ubm5069ZNaeNto3LlyuzevZvk5GTc3d0ZPXo0bdq0MdgvBxgxYgQ+Pj40bdqUzZs3s2jRIuWmbW1tzfz58wkODmbs2LFUrFiR/v37c/ToUdatW8e777770nJOnTpV2U8MDw9n5cqVFCtWjDlz5nDgwAG+/PJLZV/fxMSENWvWcOfOHdq2bcvXX39NcnKyQX3379+nT58+fPjhh9y9e5cBAwa8tIyZWFhY0KNHD/744w/u3r1rVJaGDRsyZMgQJk+erCirJ5/S6taty8yZM5k/fz4dOnSgW7duDBw4MMd2O3XqhJWVFSNGjHglC4cWLVoQFBREUFAQQ4cO5csvv6R9+/YEBQVRo0YNWrVqhV6vV8qPHDmSZs2a0a9fP/z9/Tl27BhFixY1qHPevHk0bNiQiRMn0r9/f8qUKfPScuaGicjrNfMzcufOHQYMGMAff/zxyupMTU3FzMwMvV6Pp6cnq1atoly5ck+9bu7cudjZ2Rk8jkgkhZU9e/bQoEED/vjjDz755BM2b95Mq1at8lusQsUrNe96UQ4ePMiwYcOYOnXqK633yJEjfPPNNyQmJtK2bdtnUrIAgwYNeqVySCQFmZ9//pnNmzdjbW1NUFCQVLJ5wEuvaPV6PX369OHy5csIIVi4cCF2dnZ8/vnnnDlzhsePHxMUFISfn1+OdSQkJNCqVSt0Ot3LiPJKWLBggbKPNmnSJLp06cLVq1fZsmVLjjeCH3/8EU9PT+WFnUQikWTlpfdoT506RXJyMvv372fixIlMnz4dyHgZFhoayp49e/jhhx+yXZd1T+VV8rL1ZnVO+Prrr6latepTr/nkk0/46aefXqpdiURSeHlpRVuxYkWEEAghiImJUTaVMzefHz9+zIcffghkuOYGBATQokUL/v77bwYPHoxGo2HEiBHZ6o2MjMTV1ZUOHTrg4ODAnj17AAgLC8PT0xO1Wq2sMJ+sd/z48bi6uqLVajlz5gwPHjygXbt2eHl54e/vT3p6OjqdjubNmxs4FWzYsIHz58+j1WpZsWKFURdhY44X7777Lrdu3cpmiiSRSCTwChRtmTJlMDMzw87OjsGDBxu8jfz4448Ve8NMKlWqxNatW0lLSyMqKorQ0FBatmxptO47d+6wcuVKA2+xr7/+mvXr17N//35CQ0O5e/euQb0mJiYcPXqUQ4cOodPpqFOnDpMmTeKLL75gz5491K9fXzFjSU1NZcOGDUyaNIlff/2V9u3bU6tWLXQ6Hd26dcsmjxCCcePG8eeff7J//37mzJmjKFcbGxuuXbv2ssMpkUgKIS/9Mmznzp0UKVKE8+fPExYWRmBgIKtXrwZg1apVxMTE0LhxY3r06AH8z/Hg0qVLODo6Ghx7krp161KsWDGKFStGWloaAH///bdiWB0TE8P169cN6vj3339Rq9WKXZ9KpSI8PJwjR44wduxYEhMT6dGjB2XKlHlmp4JMsjpeAIrjRX4FqpBIJG8GL61ohRCKfWKZMmWIi4sDIDk5mWLFimFubs4777yjOBxk/l+9enUlIlZYWJjRuv/55x9SUlJISEigSJEMUe3t7Vm3bh2lSpUiPT0dlUrFli1blHpr167NypUrCQwMxMTEBL1ej52dHe3bt0etVgMZK9mDBw8adSrILWBNVseLokWLKuZjAPfu3aNSpUovMIISiaSw89KK1sfHh+DgYDQaDcnJycrLsC5duhAbG0tKSkq2IDGQEYDG0tISDw+PHFe0FStWVNwSf/zxRyDDEqBDhw7o9XqKFSuWzZulfv36ODk54erqSokSJfjpp58YOXIkffv2ZfTo0QBKXcbw9PSkbdu29O7dO9s5lUqlOF6oVCpsbGxYs2YNUVFRlC9fXrkZ5IYQIk+jj0kkkoJHgXFYeJLIyEi++uor1q1bl9+iPJUff/wRrVar+HvnRps2bQgODqZ06dKvQTKJRFIQkBkWXgHDhw9/JiUL8OjRI1JSUvJYosJPZGQkNjY2yg3u2LFjRsuFh4fTvHlzNBoNarWan3/+GciwVKlXrx5arRatVktoaCg6nQ6VSqUEILlz5w5FihQxGsQ+JiaGjz/+WKk3qw34wYMH8fT0RKvVotFo+P333wFISkpi6NChqNVqNBoN/v7+xMfHK+EZM+PwpqSkYG1tzZw5c17lkOWKMZm1Wi0JCQnPdQ1khDV1dnZWxvb8+fMEBwdjYWHBo0ePgIwg7yYmJpw9exYhhBL4Z+3atbkGzc+Nzz//HI1Gg7Ozs7JACw4OpkaNGnh5eaFWq/M8ZnaO5Hl8MIkBXl5e4vbt2/ktxhtPRESE6NixoxAiI9ylj49PtjLJycnC3t5enD9/XgghhF6vF/v27RNCGA99uXfvXuHk5KSEyZw7d65wdnY2GkavW7duYvXq1UIIIe7evSvq1KkjoqKixIMHD0T9+vXFrVu3hBBCpKSkiEOHDgkhhBg5cqSYMGGCUseZM2dEVFSUiIiIEE5OTuLzzz8XQggREhIinJ2dxezZs198gP6fY8ePP7VMTjJrNBrx8OHD57pGCKGEP83K4sWLhZOTk1i7dq0QQohhw4YJZ2dncebMGXHr1i3Rpk0bIYRhCNHnJTk5WQghRHx8vLC3t1fazRzHR48eiWbNmoktW7a8UP0vg1zRviaSkpIYMmQI586dY9iwYTmuwN52EhMTGTl5Fv3GzGDk5FkkJiY+9ZoGDRqwf/9+JQj4hQsX8Pf358iRIzRo0ECJUGViYqK8EM0JtVrNgQMHANi9e7dB4KBM0tPTOXLkiBK97b333qN9+/aEhISwdetW2rdvr7h7m5mZ4erqCsC6desIDAxU6qlbt66yhfT+++9z7do1hBBs2LCBDh06PLXfT2PMT9PosmQqY36almu53GQGiI+Pp02bNmg0Gj7++GNSUlKeeo0x2rZty6ZNm4CMJ41M+/rMwP9P9nnVqlU0btwYFxcXduzYwePHjxVT0J49ezJ27FgAJW2QMdv9rJibmxMUFKSsvF8nUtG+JooUKcKqVau4ffs269atk84NOfDDTws4V7kZcc7+nKvcjB9+WvDUa0JDQ3FxcVHMCpcvX06PHj24deuWogjCw8Oz7aOPGDHC4PEWMl54litXjpMnT2JpaZkt6hPAgwcPsLGxMThWsWJFbt26ZdDmnj170Gq1tGnTBsjYEsisr2fPnjRo0EBxxAFwdXVl3759r8RkcMxP05iXcIFI+/LMS7iQq7LNTWbI8JZs0aIFoaGh1KlTh1WrVj31mt69eytjm2mJZGVlRWJiIn/99ZcS7xcy3nFoNBrWr1+vHEtPT2fixImEhoYqdvTm5uYkJSWRnp5OcnIy//zzDzdu3FBiGYNx2/2slC9fntu3bz/PUL4SpKJ9TRQpUoSJEydiYmJC7dq1cXFxyW+RCiT3E/WYWWaYC5pZvsu9xznfkEJDQ9Fqtfz000/897//RaVScffuXf788098fHwoX768EnT6ww8/RKfTGbhoT5w4EZ1Oh06no1atWsrxDh060KdPH9q1a6ccW7FiBVqtlsDAQMqUKWMQuB4ycp6VL1/eoE0vLy90Op0SnL5o0aJKmMQlS5bQrl07Hj9+rNTRsWNHvvzyy6cmdnwaYSdOsPTKcR6Uy0hh86DcOyy9cpywHNIk5SYzZNi8Z1oGOTs7c/Hixades3jxYmVsS5UqpRxv1qwZAwcOpGPHjrn24f79+1SuXJnixYtjaWmJmZkZaWlpNGzYkI0bN1KlShVMTU3Zs2ePwVPKqlWr+Pfffxk/frxRd/xbt27lmp4qr5CK9jXSs2dPSpQowcSJE/NblAKLTQkVqfEZQZhT46N4z9w0x7IajQadTseWLVuoXr06/v7+DB06FGdnZ0xNTWncuDGnTp3i3LlzQIZp3bM8SXh6elK/fn2aN2+uHOvWrRs6nY5p06ZhampKo0aNWLNmDZBhQ71+/XpatGhBixYt2LBhg6J0Mh1tAPz8/JgyZYryd9ZzADVq1MDd3T3XAEzPgpODAz2qOVLm9kMAytx+SI9qjjg5OBgtn5vMkGHzfvToUQCOHTtGjRo1nnpNTrRv3x5nZ2fFWSgnbGxsuHr1KklJScTHx5OSkkKRIkVQq9WMHz8etVpNw4YNmTVrlqJoM29iT9ruZ5KYmMiUKVOULA2vkwIRJvFtoUiRIsTFxT2Tve3byrdf9OOHnxZw73E675mb8u0X/Z5+0f/TunVr+vXrx65du4CMFeSqVasYOnQoSUlJmJqaKh6KkLF1kBkv4z//+Y+S8bVIkSJKduOcmD17Np999hlz5sxBr9cze/ZsxXHnl19+oVu3bpiYmKBSqRg6dGhG3779lqCgINzd3TE3N8fGxobPP//cIJvEqwpONOaLQPhpGktPH6dHNceMv3Pg3XffNSrzwoULAejbty/+/v6sWrUKW1tbgoKCKFq0aI79hIytAwsLC8DQbr1MmTLZskobw9TUlK+//hoPDw9UKpUSmMrd3Z3Tp0/j7u6OjY0NU6dOVVJf5WS7P2vWLNavX09qaio9e/Y0uIG+LgqsHa1E8rwkJyfTrFkzQkND81uUAkPYiRM5rmQlrw+5dSApFFy8eBEfHx8GDx6c36IUKKSSLRjIFS0ZezezZ89W4jMMHjyYEiVK5LdYEomkkPDaNws7depkkOWyIJCYmEifPn0oVaoUcXFxfPzxxwVO0a5YsSLb5r5EInkzeO2K1snJicaNG7/uZnMlJCREMUEpVaqUklmzIHH16tVnyvYgkUgKHq9d0Q4bNizP0ti8KEeOHCEuLk5Z0drY2DxzPvrXhVzNSiRvLnKPlv/t0SYlJVG8eHG5RyuRSF4pUtFm4cGDB1hbWxe4PWSJRPJmI59Hs9C0aVPMzc359NNPc8z6ICk4FIbQfgWByMhIxRvt4sWLODk5vXD+u/79+wMZAfozw00+K8aSoT7J0KFDcw005OTk9FxtvjZee7ywAszvv/8uihQpIgBRunRpkZqamt8iSXKgsIT2y2tOhB17apnMkJM3btwQTk5O4ty5c8q59PT0vBTPAGNzkJVnkcXR0fFVivTKkCvaLHz00UeYm5tTvHhxunXrJl1l84HExERmjPuCqcPbMmPcFzmuXgpLaL+8ZP6UMewe15n5U8Y8tWx0dDQdO3bkl19+wc7ODq1Wy/Dhw/H19eXu3bt4enqiVqvx8/MjPT0dvV5P06ZN0Wg0+Pj4EB8fD/xvRZm5OhVCMHjwYDw9PWnatCk3btwAMnL79erViwYNGrB8+XJFjhkzZtC0aVO6dOlCeno6Op2O1q1b0759e4KDg5UnluDgYDp27Ejr1q1xdnbOFpHrhx9+YPz48a9oJF8eqWizUKJECcaOHcvJkye5fft2gZqot4VfpgbhYfpfOpbfhofpf/llapDRcoUptF9eMH/KGMocn0vLUhGUOT73qcr2xIkT2NjYKJmpAXx9fdm1axfW1tbs2rWL/fv3U6FCBfbs2YNKpWLTpk2EhobSokULJUTlk4SEhGBtbc3evXsZP348kyZNAjKyV8yePZt9+/YZxHdo3Lgxu3fvpmrVqmzcuBGAuLg41q9fT58+fQzqLlWqFJs3b6ZPnz6sXbtWOT5y5EhKlChhNFdhfiEV7RMMGTIEOzs7VqxYwbFjx3JN5PgyZN75g4OD+euvv/KkjTeR9IdXKW2eEWGrtHk6afFXjZYrTKH9XjUnj4cRf3AJtYs9AKB2sQfEH1zCyeM5v3do2rQpVatW5bvvvlOOZY5fVFQUfn5+aDQatm7dyq1bt0hISKBv375oNBp+/fVXg3HMSnh4OBs2bFBWyLGxsQBUq1YNS0tLLC0tDSKqZSr6zDmDjN+KsYSmmTe+SpUqERMTA2TYm+/YsYMvvvjimcbqdSEVbQ4ULVqU1atXs2/fPmbMmJFn7QQEBDz18fVtwvSd94l+nGH1Ef3YlCKW7xstV1hC++UFDR2dsGzSk3PJZQA4l1wGyyY9aeiY+4uimTNncvr0aRYvXgz8z3Z7xYoVtGrVitDQUJo3b44Qgh07dlC1alVCQ0MJCAhA5GC8ZGdnR+fOndHpdISGhip155QJ+uTJkwCEhYVRvXp1AzmeJGsdme2///77jBgxgl69ehWo4PpS0eZCsWLFWLduHTt27GD27NkG53Q6Hb6+vrRv3x57e3tWr16Nr68vjRo1IioqigkTJqDRaPDw8ODMmTMALF26FCcnJ7p27aq8GR8zZgxbtmzJcc8rp72swsqAryazL70v625+xL70vgz4arLRcllD+3l6euLr62sQpq9v376EhISg0Wg4c+YMH3/88VOvybp1kKmk4cVC+zVr1sxoaD8PDw9u3LihhPbLK/oPG8MDx0GExFXlgeMg+g8b89RrVCoVK1asYMGCBaSmpirHvb29mTVrFm3btlUCnru4uLBt2zZatmzJP//8k2OdrVu3JioqCk9PT7y8vFiyZEmuMhw/fhxvb28uX75M27Ztn62zT9CxY0datGhB3759c7wBvHby9VXcG8Ljx4+Ft7e3mDdvnnJs7969omnTpkIIIebPny/atWsnhBBi5syZYtasWaJnz55CCCFu3rwp2rRpI9LS0kSDBg1EUlKSuH//vrCwsBBCGCYJfPTokRBCiOnTp4sFCxYIIYSwsrIScXFxIi4uTjRq1Oj1dFhSaHgWq4O84OOPPxaXL1/Ol7YLIvK1+jNQokQJNm7cSO/evenWrZsSILp+/fpAxn5h5ucKFSpw+fJlDh06pLxZNjU15f79+1SsWJFixYpRrFixbHELEhIS6N+/Pzdu3CA6Olqxa8zcywIK1KOQ5M3gadsFecHChQtJSEiQsTmyIBXtM2JhYaGkLskk6x5R1s/JycloNBolQn1qaioqlYobN26QkpJCQkJCNmPuzD2v5cuXM23aNB4+fJitXonkTeDTTz/l008/zW8xChRS0eYB5ubm1KhRA41Gg0qlwsfHh2+++YahQ4fi5uaGnZ1dNvMeFxcXJkyYwMmTJ7G1tc1z8x+JRPL6kLEOJBKJJI+RVgcSiUSSx0hFK5FIJHmMVLQSiUSSx0hFK5FIJHmMVLSSNxadTodarVYidMXExKDX6xk3bhzu7u5oNBrat2+vRIwKDw+nefPmaDQa1Go1P//8M5DhnZfV5nPNmjWYmJjkGte2sGEsTm9SUhIDBgxAo9HQpEkTg8AtkudDmndJ3kiio6P54osv+PPPP7GxsWHlypUMHjwYrVbLrVu32L9/PyYmJly9epX09HRSUlLo1q0ba9asoWbNmgghOHDggFJfmTJlCAsLw8nJic2bN2Nvb5+PvXt1nDx5nIYNHXMtExUVxcCBA9m+fTvlypUjNTWVsLAwxo0bR7Vq1fjll1949OgRnp6e1K9fn1q1ar0m6QsPUtFKChSJiYnMnTyb1NgkzKyKMyjIeP62kJAQ2rdvj42NDQBdu3Zl1KhR3Lx5k8WLFyuOHu+/nxGUZv/+/TRo0ICaNWsCGY4gWQO7+Pn58fvvv1OnTh2Sk5OxsrLK457mPf9dMIHUxyGEHWtJ337f5Fgupzi9vXv35vTp00CGw07//v1Zs2YNo0aNei3yFybk1oGkQDF38mwaxlWnWYkmNIyrztzJs42Wu3XrFuXLlzc4ZmNjw507dxSFMXz4cJycnFiyZIlBLNrw8HC0Wi2NGjVSrq1Tpw7//PMP27Ztw9fXN4969/r474IJVKuwmS4dkqlWYTP/XTAhx7I5xelNSUmhWLFiSrmKFSvmGA5RkjuvRNFu3bqVRYsWZTueGXM1t/xBOUVFunPnDqNHjwZ4ah6onOp7Wn6hN4VTp04ZRJPKjdOnT+Pm5oZGo6F169ZKvquePXtiY2PDnDlznqmezKhiWefhRdDpdFy4cOGZy6fGJmFVPCMWrFXxUqTEJBktV65cuWw/+nv37lG2bFkl5uyPP/7I559/Tnx8vEEs2g8//BCdTpct7X29evWYNGnSC0eNKiicPHmc1MchNKiXEYGrQb1UUh+HcPLkcaPlc4rTW7RoUZKTk5VyN27cyHZzkzwbr0TRzp8/H39//xzPf/311zkGmDCmaIUQ2Nra8v333z+3LFnrmzlzZr6nDX/yx/wiPI+i/fDDDzl06BChoaE4OjqyYcMGIONmN2XKlOduu2zZsi80D5k8r6I1sypObFJGdoPYpDiKWhc3Wq5ly5asX79eCdu3cuVKXFxc8Pf3Z9KkScq4Z8acbdy4MadOneLcuXNAxnfsySA93bt3x8fHhzJlyjxfJwsYDRs6YmbeklNnzAA4dcYMM/OWOe7V5hSnt0OHDsyaNQuAR48e8csvv9CpU6fX0IPCx0vv0cbGxpKenk7x4hk/iEmTJrFx40bq1aunfNkDAgL46quvSEhIYMiQIZibm6PRaLC3t+f8+fNotVr69evHzp07sbCw4MKFC0yYMIHJkyezbt06AEaMGMHp06eVwMnBwcEkJCTw+eefs2XLFsLCwrC1tVXq++677xg7dqwS67V79+7ExcVRrlw5lixZwqFDh5g0aRIlSpTgypUrLF++nLp16yr9Sk9Pp1evXly/fp2SJUuybNkyFi1aRKVKlejSpQuXL1/m22+/ZeXKlUyYMIEdO3YghGDu3LnUq1cPBwcH1Go1Dx48MIgjq9Vq2bJlCyVLlsTPz4+pU6ei0+n4448/SElJ4eHDh6xatYoKFSoo18ybN4/o6Gg2bdrEzp07CQwM5MiRIxQtWpRff/2VKlWqKGXNzMyUz4mJicqLi6etRMaPH8+WLVsoVqyYQezdyMhIvvrqK9atW4dWq8XBwYFDhw7RvHlzoqKi+Ouvv+jevTtDhw5l6dKlLFq0iPj4eL788kv8/PwIDg7m999/Z82aNfz222988cUXnD17FlNTU4KDg6lYsaKBHIOCBjN38mxSYpIoap2xR2uMd999l1mzZtGhQwdMTEwoW7Ys8+bNw9ramtu3b6NWqzE3N+edd95h8uTJFC1alFWrVjF06FCSkpIwNTWlR48eBnXWrl270KQv6tvvG/67AM5fDMHMPPc92qxxek1MTFCpVAwdOpSOHTsyZMgQPDw8SEtLIzAwMM/j6BZaXjbO4pEjR8SgQYOEEELcuXNHeHh4CL1eL8LDw0WVKlWEEP/Lbvntt9+KkJAQIcT/MlpmzVrZq1cvsXDhQiHE/zJzCiGERqMRO3bsEEII0aVLF3H8+HGxePFiMXv2bCGEEJs3bxajR4/OVl9mRtQpU6YosWTHjh0rfvvtN7F3717h5eUlhBBi69at4ssvvzTo19q1a0VQUJAQQoglS5aI77//Xly7dk106NBBCCHE+PHjxYYNG8SZM2eyxZ4VQogqVaqIixcvZhuvrFlaO3bsKCIiIsTixYtF165dhRBCbNu2TQwePNjgmqx9PXbsmOjSpYsQQoh9+/aJ3r17Z2tj27ZtokGDBqJRo0YiOjraaD1ZOXXqlGjTpo3Q6/VCiIy5yYyT++Q8HDhwQKSnp4sKFSqIkydPitTUVOHg4CCE+F883cePH4uGDRsKIQzj7W7evFmMGjVKCCHE4cOHle+NJO84cSIsv0WQiFecBTciIoL69etjYmJC7dq1KVmypMH5QYMGsXXrVvz9/dm+fbvROjLzFD3Jk7mEjKWxyAlj+aMAJTVJ1pxDuV1TqVIl4uLiiI+PZ8eOHXz00UeEh4crsWe7deum7CVbW1srqTiykpPcxnIlPU9fstK8eXNOnjxJx44dmT9/fq5jA/Dvv/+iVqsV2XJKHQIZMXhVKhVly5bF3t6eIkWKKKvoHTt2oNVqad68OZcuXcp2bU75oyR5x9NMuySvh5dWtDVr1iQyMhKAKlWqcObMGYQQnD9/PtsLrFKlSjFnzhwWL15MUFBGdtMn463m9CN/MpeQtbW1YoieaYJirD4wnj/qybJPKuucrmnXrh2TJ0+mWrVqFCtWDDs7OzQajZLUL/MGklM/MuVOS0szSAFiLFdSJmZmZsp+YvXq1Tl27Fg2uTLJ+vKiVKlSmJubG5UjK7Vr1+bAgQPKGOS2r5xTDF7ISPEcEhLCtm3blHazyp5T/iiJpLDz0nu0VlZWqFQqkpKSKFu2LM2aNcPV1RVHR0esra0Nys6fP5/169eTlpZGQEAAAJ6enrRt25bevXvn2s62bdsYO3Ys9vb2ODo6Urt2baZOnUqLFi2oUKGCsqdZq1YtOnbsyH/+8x/l2r59++Lv78+qVauwtbUlKCiIQ4cO5dpeu3btWL9+PR4eHsoeLUCnTp2oXLmykgq5fv36RmPP5sTAgQPp1KkT9evXx9bWVjmekpJC8+bNSUhIYOXKlQbXuLq60rNnT44cOcKKFSsoV64c7u7uFClSJJuy2r59O9OnT8fExIR3331XydE0YsQINm3aRHp6OpcvXzZIOFm/fn2cnJxwdXWlRIkSBumfn4cOHTqgVqtxcHBQ5t7Ly4ugoCD27NnDzJkz2bNnD56enpiYmODv788nn3zyQm1JJG8SryQebUhICHfu3JE/mhck64s9iURS+HglnmEtW7Z8FdVIJBJJoeSN9Azr37//K68z06kiMjKSnTt3KscznS6MlX0aR48exdXVFQ8PD7p27WqQwhkyTMj69OnDokWLjL48el4bVIABAwYoiR2zcufOHZo1a0aTJk2UbZCshISE0KRJE2UrQq/X88MPPygpsnv27ElKSspzySKRSDJ44xStXq9/pjfpz0umU8WTija3sk+jUqVK7Nmzh3379lGlShVlXzeTLVu2UL58efbv38+jR4/466+/DM4/r6KNjIzM0UVy8uTJDB8+nNDQUObOnUtSkqHHVUhICPv371deAAYHB3Pt2jX279/Pvn37GDhwoMzCK5G8IC+taA8fPkzjxo3x9PRkzJgxQIZLrouLC1qtlqVLlyKEYPDgwXh6etK0aVPFWqB27dr06tWLBg0aKEb9S5cuVQzjly5dCmS4gwYEBNCiRQv+/vtvZZV55swZ3N3dadKkCRMnTgTgl19+oVGjRnh5eSleUZn4+PiQmprKokWL8Pb2BqB3795EREQQEBDA2bNnmTdvHqtXr0ar1RIdHc2jR4+yyZhZVqfT0bx5c9q3b4+9vT1nz541aK9cuXKKZ1rRokWzWSIcOnSIZs2aARkmWQcPHlTOJSYmEhwczIgRI+jZsyfp6el0794djUZDy5Yts5mjQYbLaWBgoNF5Onr0KF5eXhQpUgQnJ6dssjZv3hx3d3fFzGz58uWMGDFCsSxwcXHJdy+7JzEW2i9zbrKS+X3JLRyiTqejUqVKaLVaGjduzN69e19rX/KbTBNFjUaDl5cXU6dO5auvvgJgxowZuLi4oFarGThwIJD7WG7evJnGjRvj7u7OkCFD8qU/BY6XNcR90gkhPT1d1K9fX8TFxSnHcjJUt7KyEnFxcSIuLk40atRICJGz0fu3336rtJnplNCqVSsRHh4u9Hq98PHxEREREcLT09Og7awMHz5cHD58WHz66aeiTZs2IiUlRWi1WiHE/5wq9u7dKwIDA5VrjMmYtWxuTg+ZREZGChcXF5GSkmJwvG/fvuLkyZNCCCF27dolRowYYXA+q7G/MQeKrFy+fFl89tlnBg4GWXF2dlY+jxw5UnEAyQk7OzuRlJSUa5n85MGDB6J+/fri1q1bQgghUlJSxKFDh5S5yUrm92X06NHCyclJHDt2TAghRPfu3YW9vb14+PChwbzfvHlTeHt7v8be5B1h/9/X3IiKijIYy9jYWDFt2jQRGBgo4uPjRePGjRVnlkwHmNzG8urVqyI1NVUIIcTHH3+slHmbeekV7ZNOCPfv36dSpUpYWloCGfakORmqV6tWDUtLSywtLZXH0pyM3o05Mty5c4fatWtjYmKCg4MDly9fZtKkSQwZMoSAgIBsxvxqtZp9+/aRkJCARqNh06ZNT3VNNSZjVnJzegCIj4+nR48eBAcHG7jHQoZpXHx8PABxcXGULl06Rzme5qgwadIkhg0bluP1ZmZmin3s09oCw0Ajr5PExERmT5rJnNHTmT1pZo5BgXIK7fc0MsMhJiYm5hgOMT4+Xvn+vsn8OP57vh/cgx/H5x6rIiQkhHbt2iljWapUKRwcHICM3++DBw84fvw4QggDk82cxrJy5coUKZLxnt3Yk9zbyEuPwJNOCDY2Nty4cUNxVtDr9TkaqhtzLjBm9A7GHQBsbW05d+4cQghOnDjBBx98QL169Vi8eDH9+vVj8uTJBuWbNGnCmjVrqFixImq1mgkTJhjEJAVDA/ucZMxKbk4PaWlpfPzxx4wePdposGQ3Nzd2794NZNxgmjRpkqMsOTlQZBIZGclnn31Gr169OHDgAAsXLjQ47+zsjE6nIy0tjePHj1OnTp1c++Xv78/kyZOVPh05cuS1REJbOGs+fhW8GdCwC34VvFk4y/h+fE6h/Z5GbuEQM7eMNBrNU+26Czo/jv+eYxt/pWTiTY5t/DVXZWss5GQmFhYW/Pzzz4waNYoPPvjAIGjT00JLHjt2jHv37ilK+23mpRXt/Pnz8fDwQKvVEhAQgEqlYvz48Xh7e+Pp6cny5ctp3bo1UVFReHp64uXlpRjRGyPT6P2LL77I5vDwJOPHj+fTTz+lSZMmaDQaqlSpwmeffYZWqyUwMJDu3bsblLe2tiY5OVkxqr9w4QIeHh4GZerVq8fx48fp1KnTS7uIrly5kiNHjjBu3Di0Wi2rV68G/mc10apVK65du4ZaraZ48eLZVmReXl5MmzaNIUOG0K5dO65fv46HhwcrV67MZnO7c+dOtm/fzm+//Ya7uzuffvqpQYjDoKAgJk6ciIeHBwMGDHjqfmtAQACVKlXC3d0dtVrN3LlzlVVKXmKSqMfmnYzVts07peGx8RdwOYX2exZyCofYpUsXdDodV65cYeTIkdleGL4pHA8L48CWVZilZDxhmaXEcGDLKo6HhRkt/7Snl2bNmrFt2zZOnz7NnDlzDDw+cxrLGzduMHToUH777bdX0KNCQP7uXEgkhvw0cYa4teRvkbrhhri15G/x08QZRss9ePBA1K1bV9y8eVMIIURqaqpwdHR86h7t5s2bRXh4uPjmm2+EEP8L8pN1jzY9PV3UrFlTxMbG5lEv857JP4wRfs6VRVf7d4Sfc2Ux+YcxOZZ9co82Li5O2aNNTEwU165dE0IIodfrhbOzs3j48GGuYxkfHy+aNGmSbR7eZmQqG0mB4tMh/TO2Cx6ng7kpnw4xbjOdU2i/3bt307dvXywsLACMPj3lFA5x9erVhIWF8fjxY3r37k2pUqVebedeI8NHjuZH4MCWVbi3+pjhI3MO3l66dGnmzZtH165dEUJgamqqOCGlpqbSu3dvkpKSSE9Pp0ePHgbBooyN5cyZM4mIiFCeur7//ns0Gs2r7+QbxCtxwTWGk5MTYTk8qjyPy2lu9eQF27dvJzExkfbt2z/zNdevX2f69OkG8QMkkoLA8bAwHI043UheL2/Vilav1z/1DWjz5s2fu95KlSpx584dYmNjC0VSP0nhQSrZgsFLvwxLS0vDz8+Ppk2bMmjQICUqVyY3btygadOmeHh4GKxgd+/eTYsWLVCr1cpGfLdu3dBoNLi7u3Pt2jWj7V24cIF+/foB4OHhwZIlS0hOTlYUpLE6HBwcGDJkCD169GDMmDF0796djz76iI8++oh58+ah1Wrp0qULkLHazsyrZcyh4uTJkzg5OdGmTRtat26NTqcDMkzHduzY8bLDKZFICiEvrWj/+OMPatasye7du7G3t892ftKkSXz11Vfs27ePxMRE9u3bB4C5uTlbt25l5MiRihnWwoULCQ0NJTAwMEc325o1a3LhwgWSk5Oxtrbm4MGDHDt2TLExNVZHTEwMgwcPVpRl7dq12bZtG9bW1qSkpKDT6UhJSeHKlSsGbd25c4fZs2ezb98+JXTgqFGjWLFiBRs3bjSwm61WrRrh4eEvM5QSiaSQ8tJbB5cuXVLcNh0dHbPFeTVmaG9qamqQUWDWrFmkp6czfPhw/v77bxITEw3ydz2JjY0NW7ZsoXnz5kosAQ8PjxzreDLbQf369YEMs5bMzxUqVMjmcJDprAAo9qx3796lZs2aADRs2PAFRkwikbxtvPSKtnr16kp2gMz/nzxvzND+yYwCp06dIjY2ln379vH111/nmp7G3d1dcTawtbVl48aNuLq65ljHk/uyOWUJeLJNY84Ktra2XLx4ESEEp06dUo5fuXKF2rVr5yizRCJ5e3lpRduuXTv+/fdfvL29OXLkSDY306CgIKZMmYJaraZo0aKKg0BmRoFx48YxfPhw7OzsuHr1Kj4+Psq+Z06o1WoiIyOpU6cOarUaIQQlS5Z8rjpelHHjxtG1a1dat26NhYWF0t/9+/cb9Y6RSCSSV2LelZqaipmZGQsWLCAmJkbJB1YYyeyrXq/H09OTVatWkZaWxrRp05g5c2Z+iyeRSAogr8S8q23btiQkJFCsWDHFzbSwcuTIEb755hsSExNp27at4m8vlaxEIsmJPHNYkEgkEkkGMn6ZRCKR5DFS0UokEkkeIxWtRCKR5DFS0UokEkkeIxWtRCKR5DFS0UokEkkeIxWtRCKR5DFS0UokEkkeIxWtRCKR5DH/BzBTpPxUKb46AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 326.772x669.291 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %%\n",
    "import textwrap\n",
    "import matplotlib.patheffects as pe      # thin dark outline around the likely-range lines\n",
    "\n",
    "# --- settings: PRINTED size (CL: one-column figure, include with width=8.3cm, so fs is the printed font size) ---\n",
    "fig_width_cm, fig_height_cm = 8.3, 17      # CL: max. ~17 cm so that figure + caption fit into one column\n",
    "fs = 6                       # smallest (printed) font size\n",
    "lw_rng, lw_out, ms_o, ms_d = 0.8, 1.3, 2.4, 2.1    # CL: printed line widths / marker sizes (as in the steady-state portrait figure)\n",
    "lab_w_cm, med_w_cm, right_cm = 1.95, 0.9, 0.05    # CL: in cm: column of the region names, column of the median response timescales, right margin\n",
    "likely_range = [17, 83]      # percentiles over the climate scenarios\n",
    "temp_class_sel = '2.0°C-4.0°C (n=31)'\n",
    "\n",
    "# difference to which median?\n",
    "#  'all_models': median of all glacier models in the region (as in the boxplot figure above)\n",
    "#  'global4': median of the four global models only (the same reference as in the worldmap)\n",
    "reference = 'all_models'\n",
    "\n",
    "# one figure per percentage of the total change: 80% -> main text, 50% -> supplement\n",
    "percs = [80, 50]\n",
    "x_lims = {50: (-80, 130), 80: (-190, 390)}      # years\n",
    "x_ticks = {50: np.arange(-50, 131, 50), 80: np.arange(-100, 391, 100)}\n",
    "ref_label = 'all glacier models' if reference == 'all_models' else 'the four global models'\n",
    "\n",
    "pd_sel = pd_ns.loc[pd_ns.temp_ch_classes == temp_class_sel].copy()\n",
    "if reference == 'global4':\n",
    "    _g = pd_sel.loc[pd_sel.model_author.isin(glob_models)].groupby(['rgi_reg', 'gcm_period_scenario'])\n",
    "    for p in percs:\n",
    "        _ref = _g[f'resp_time_-{p}%'].median().where(_g[f'resp_time_-{p}%'].count() == len(glob_models))\n",
    "        _idx = pd.MultiIndex.from_frame(pd_sel[['rgi_reg', 'gcm_period_scenario']])\n",
    "        pd_sel[f'diff_resp_time_-{p}%'] = pd_sel[f'resp_time_-{p}%'] - _ref.reindex(_idx).to_numpy()\n",
    "\n",
    "# models: the four global models first, then the regional models\n",
    "model_rows = ['PyGEM-OGGM_v13', 'GloGEMflow', 'OGGM_v16', 'GLIMB', 'GloGEMflow3D', 'Kraaijenbrink', 'GO', 'CISM2']\n",
    "model_label = {'PyGEM-OGGM_v13': 'PyGEM-OGGM', 'OGGM_v16': 'OGGM'}\n",
    "regional_models = [m for m in model_rows if m not in glob_models]\n",
    "glob_models_order = [m for m in model_rows if m in glob_models]\n",
    "\n",
    "# order of the regions: Global on top, then sorted by the 2020 glacier mass (as in the other manuscript figures)\n",
    "mass_order = ['19', '03', '01', '05', '09', '04', '07', '17', '06', '13', '14', '02', '15', '08', '10', '11', '16', '18', '12']\n",
    "reg_order = ['Global'] + mass_order\n",
    "reg_long = {'Global': 'Global'}\n",
    "for _r in d_reg_num_name.keys():\n",
    "    reg_long[_r] = f'{d_reg_num_name[_r]} ({_r})'\n",
    "\n",
    "# rows: one per glacier model, with a gap between the regions (same layout for both figures)\n",
    "gap = 0.5      # CL: 0.5 instead of 0.7 rows between the regions (height)\n",
    "rows, reg_centres, reg_spans = [], [], []\n",
    "y = 0\n",
    "for i, reg in enumerate(reg_order):\n",
    "    _m_reg = set(pd_sel.loc[pd_sel.rgi_reg_sh == reg, 'model_author'])\n",
    "    models_reg = [m for m in model_rows if m in _m_reg]\n",
    "    reg_spans.append((y - 0.5 - gap / 2, y + len(models_reg) - 0.5 + gap / 2, i))\n",
    "    for k, m in enumerate(models_reg):\n",
    "        rows.append((reg, m, y + k))\n",
    "    reg_centres.append((y + (len(models_reg) - 1) / 2, reg))\n",
    "    y = y + len(models_reg) + gap\n",
    "y_max = y - gap - 0.5\n",
    "\n",
    "g = pd_sel.groupby(['rgi_reg_sh', 'model_author'])\n",
    "\n",
    "\n",
    "def resp_time_diff_figure(perc):\n",
    "    \"\"\"Likely range of the response timescale differences (time until `perc`% of the total change)\n",
    "    of every glacier model to the median, one row per model and region.\"\"\"\n",
    "    col_diff, col_abs = f'diff_resp_time_-{perc}%', f'resp_time_-{perc}%'\n",
    "\n",
    "    # median and likely range over the climate scenarios, per region and glacier model\n",
    "    sums = pd.DataFrame({'med': g[col_diff].median(), 'lo': g[col_diff].quantile(likely_range[0] / 100),\n",
    "                         'hi': g[col_diff].quantile(likely_range[1] / 100)})\n",
    "\n",
    "    fig = plt.figure(figsize=(fig_width_cm / 2.54, fig_height_cm / 2.54))\n",
    "    panel_w_cm = fig_width_cm - lab_w_cm - med_w_cm - right_cm      # CL: panel position in cm\n",
    "    ax = fig.add_axes([lab_w_cm / fig_width_cm, 0.21, panel_w_cm / fig_width_cm, 0.75])      # space on the right for the median response timescales\n",
    "\n",
    "    for y_lo, y_hi, i in reg_spans:    # light background for every second region\n",
    "        if i % 2 == 1:\n",
    "            ax.axhspan(y_lo, y_hi, color='0.955', lw=0, zorder=0)\n",
    "    for reg, m, y_row in rows:\n",
    "        if (reg, m) not in sums.index or np.isnan(sums.loc[(reg, m)].med):      # no estimate (e.g. RGI03 and RGI19 for 2.0°C-4.0°C)\n",
    "            continue\n",
    "        r = sums.loc[(reg, m)]\n",
    "        marker = 'o' if m in glob_models else 'D'\n",
    "        ax.plot([r.lo, r.hi], [y_row] * 2, color=dict_model_col[m], lw=lw_rng, solid_capstyle='butt', zorder=2,\n",
    "                path_effects=[pe.Stroke(linewidth=lw_out, foreground='0.25'), pe.Normal()])\n",
    "        ax.plot([r.med], [y_row], marker, ms=ms_o if marker == 'o' else ms_d,\n",
    "                mfc=dict_model_col[m], mec='0.15', mew=0.35, zorder=3)\n",
    "    for y_c, reg in reg_centres:      # regions without any estimate\n",
    "        if not any(((reg, m) in sums.index) and (not np.isnan(sums.loc[(reg, m)].med)) for m in model_rows):\n",
    "            ax.text(0.5, y_c, 'n/a', transform=ax.get_yaxis_transform(), ha='center', va='center', fontsize=fs, style='italic')\n",
    "\n",
    "    ax.set_ylim(y_max, -0.5)\n",
    "    ax.set_xlim(*x_lims[perc])\n",
    "    ax.axvline(0, color='0.15', lw=0.9, zorder=1)\n",
    "    ax.set_yticks([])\n",
    "    ax.set_xticks(x_ticks[perc])\n",
    "    ax.tick_params(axis='x', labelsize=fs, length=2, pad=1.5)\n",
    "    ax.grid(axis='x', color='0.85', lw=0.4, zorder=0)\n",
    "    for sp in ['top', 'right', 'left']:\n",
    "        ax.spines[sp].set_visible(False)\n",
    "    # no title: the information on the percentage of the total change is part of the axis label\n",
    "    # CL: 'multi-model median', wrapped for the narrower panel, fs instead of fs + 0.5\n",
    "    ax.set_xlabel(f'response timescale differences to the\\n'\n",
    "                  f'multi-model median of {ref_label}\\n(years, {perc}\\u202f% of the total change)', fontsize=fs, labelpad=2,\n",
    "                  linespacing=1.0)\n",
    "    # shorter alternative (reference only in the caption):\n",
    "    # ax.set_xlabel(f'Response timescale differences to median\\n(years, {perc}\\u202f% of the total change)', fontsize=fs + 0.5, labelpad=2)\n",
    "\n",
    "    # median response timescale of every region (all glacier models and climate scenarios of the bin, as in the landscape figure above),\n",
    "    # for the same percentage of the total change as the panel; written right of the panel\n",
    "    _med_resp_time = pd_sel.groupby('rgi_reg_sh')[col_abs].median()\n",
    "    for y_c, reg in reg_centres:\n",
    "        r = _med_resp_time.get(reg, np.nan)\n",
    "        if not np.isnan(r):\n",
    "            ax.text(1.0 + 0.1 / panel_w_cm, y_c, f'{int(round(r))}', transform=ax.get_yaxis_transform(), ha='left', va='center',\n",
    "                    fontsize=fs, fontweight='bold' if reg == 'Global' else 'normal')\n",
    "    ax.text(1.0 + 0.1 / panel_w_cm, -1.0, 'median\\n(years)', transform=ax.get_yaxis_transform(), ha='left', va='bottom',\n",
    "            fontsize=fs, linespacing=0.95)\n",
    "\n",
    "    # CL: names of the regions without the RGI numbers (as in the other portrait figures), line breaks for long names\n",
    "    label_breaks = {'Subantarctic & Antarctic Islands': 'Subantarctic &\\nAntarctic Islands', 'Svalbard & Jan Mayen': 'Svalbard &\\nJan Mayen',\n",
    "                    'Caucasus & Middle East': 'Caucasus &\\nMiddle East', 'Greenland Periphery': 'Greenland\\nPeriphery'}\n",
    "    for y_c, reg in reg_centres:\n",
    "        name = 'Global' if reg == 'Global' else d_reg_num_name[reg]\n",
    "        ax.text(-0.1 / panel_w_cm, y_c, label_breaks.get(name, name), transform=ax.get_yaxis_transform(),\n",
    "                ha='right', va='center', fontsize=fs, fontweight='bold' if reg == 'Global' else 'normal', linespacing=0.95)\n",
    "\n",
    "    # legend: dummy row with arrows, and the model names with their group as subtitle\n",
    "    # CL: rearranged for the 8.3 cm width, x in cm, all text at fs (as in the steady-state portrait figure)\n",
    "    ax_leg = fig.add_axes([0.0, 0.0, 1.0, 0.12])\n",
    "    ax_leg.set_xlim(0, fig_width_cm)\n",
    "    ax_leg.set_ylim(0, 1)\n",
    "    ax_leg.axis('off')\n",
    "    arrow = dict(arrowstyle='-|>', color='k', lw=0.6, shrinkA=0, shrinkB=0, mutation_scale=5)      # mutation_scale sets the size of the arrow head\n",
    "    outline = [pe.Stroke(linewidth=lw_out, foreground='0.25'), pe.Normal()]\n",
    "\n",
    "    x0_l, x1_l, y_l, x_med = 0.45, 2.45, 0.64, 1.45     # dummy likely range and median (cm)\n",
    "    ax_leg.plot([x0_l, x1_l], [y_l, y_l], color='0.75', lw=lw_rng, solid_capstyle='butt', path_effects=outline)\n",
    "    ax_leg.plot([x_med], [y_l], 'o', ms=3.0, mfc='0.75', mec='0.15', mew=0.35)\n",
    "    ax_leg.text(0.15, 0.99, f'likely range ({likely_range[0]}th to\\n{likely_range[1]}rd percentile)', fontsize=fs, ha='left',\n",
    "                va='top', linespacing=1.0)\n",
    "    ax_leg.annotate('', xy=(2.1, y_l + 0.05), xytext=(2.1, 0.78), arrowprops=arrow)\n",
    "    ax_leg.text(x_med + 0.25, 0.48, 'median', fontsize=fs, ha='left', va='center')\n",
    "    ax_leg.annotate('', xy=(x_med, y_l - 0.05), xytext=(x_med + 0.22, 0.48), arrowprops=arrow)\n",
    "    # CL: '2.0 to 4.0 °C' with a space between number and unit (Copernicus figure guidelines)\n",
    "    _t0, _t1 = temp_class_sel.split(' (')[0].replace('°C', '').rsplit('-', 1)\n",
    "    _t0 = _t0.replace('-', '\\u2212')                   # real minus sign (only relevant for the coldest bin)\n",
    "    ax_leg.text(0.15, 0.01, f'(distribution over up to {temp_ch_classes_num[temp_class_sel]} climate\\n'\n",
    "                f'scenarios within {_t0} to {_t1} \\u00b0C\\nglobal warming)', fontsize=fs, ha='left', va='bottom', linespacing=1.0)\n",
    "\n",
    "    x_g, x_r, y_0, dy = 3.85, 5.95, 0.72, 0.19         # CL: start of the two model columns (cm)\n",
    "    ax_leg.text(x_g, 0.93, 'Global models', fontsize=fs, fontweight='bold', va='center')\n",
    "    ax_leg.text(x_r, 0.93, 'Regional models', fontsize=fs, fontweight='bold', va='center')\n",
    "    for k, m in enumerate(glob_models_order):\n",
    "        ax_leg.plot([x_g + 0.1], [y_0 - dy * k], 'o', ms=3.0, mfc=dict_model_col[m], mec='0.15', mew=0.35)\n",
    "        ax_leg.text(x_g + 0.3, y_0 - dy * k, model_label.get(m, m), fontsize=fs, va='center')\n",
    "    for k, m in enumerate(regional_models):\n",
    "        ax_leg.plot([x_r + 0.1], [y_0 - dy * k], 'D', ms=2.7, mfc=dict_model_col[m], mec='0.15', mew=0.35)\n",
    "        ax_leg.text(x_r + 0.3, y_0 - dy * k, model_label.get(m, m), fontsize=fs, va='center')\n",
    "\n",
    "    fn_out = (f\"figures_partB/response_time_scale/glacier_model_differences_response_time_scale_likelyrange_{temp_class_sel.split(' (')[0]}\"\n",
    "              f\"_{perc}pct_portrait_non_shifted\"\n",
    "              + ('' if reference == 'all_models' else '_reference_four_global_models'))\n",
    "    fig.savefig(fn_out + '.png', dpi=300)\n",
    "    fig.savefig(fn_out + '.pdf')\n",
    "    return fig\n",
    "\n",
    "\n",
    "for perc in percs:      # 80%: main text, 50%: supplement\n",
    "    resp_time_diff_figure(perc)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02313dac-6081-4eb2-b644-3df43a7cd796",
   "metadata": {},
   "source": [
    "The one exception is Kraaijenbrink in RGI14 (South Asia W), which has 29 climate scearios instead of 31!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da4b7542-1b9f-497e-bcf6-e86518e69315",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "6d23468e-2dff-4afd-a67a-e62390898293",
   "metadata": {},
   "source": [
    "### 50% and 80% figure together (I think that this is too much... the 50% can go into supplements...)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "098f6e0d-70c5-4a68-8fa0-287d48858924",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 472.441x708.661 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# %% [markdown]\n",
    "\n",
    "# %%\n",
    "import textwrap\n",
    "import matplotlib.patheffects as pe      # thin dark outline around the likely-range lines\n",
    "from matplotlib.ticker import MaxNLocator\n",
    " \n",
    "# --- settings: manuscript size (two-column figure, 12 cm wide, smallest font 6 pt) ---\n",
    "fig_width_cm, fig_height_cm = 12, 18\n",
    "fs = 6                       # smallest font size; line widths and marker sizes scale with it\n",
    "sc = fs / 6\n",
    "likely_range = [17, 83]      # percentiles over the climate scenarios\n",
    "temp_class_sel = '2.0°C-4.0°C (n=31)'\n",
    " \n",
    "# difference to which median?\n",
    "#  'all_models': median of all glacier models in the region (as in the boxplot figure above)\n",
    "#  'global4': median of the four global models only (the same reference as in the worldmap)\n",
    "reference = 'all_models'\n",
    " \n",
    "panel_cols = {'fig1': 'diff_resp_time_-50%', 'fig2': 'diff_resp_time_-80%'}\n",
    "titles = {'fig1': '50% of the total change', 'fig2': '80% of the total change'}\n",
    "x_lims = {'fig1': (-80, 130), 'fig2': (-190, 390)}      # years\n",
    "x_ticks = {'fig1': np.arange(-50, 131, 50), 'fig2': np.arange(-100, 391, 100)}\n",
    "ref_label = 'all glacier models' if reference == 'all_models' else 'the four global models'\n",
    "xlabels = {p: f'difference to the median of\\n{ref_label} (years)' for p in panel_cols}\n",
    " \n",
    "pd_sel = pd_ns.loc[pd_ns.temp_ch_classes == temp_class_sel].copy()\n",
    "if reference == 'global4':\n",
    "    _g = pd_sel.loc[pd_sel.model_author.isin(glob_models)].groupby(['rgi_reg', 'gcm_period_scenario'])\n",
    "    for p in [-50, -80]:\n",
    "        _ref = _g[f'resp_time_{p}%'].median().where(_g[f'resp_time_{p}%'].count() == len(glob_models))\n",
    "        _idx = pd.MultiIndex.from_frame(pd_sel[['rgi_reg', 'gcm_period_scenario']])\n",
    "        pd_sel[f'diff_resp_time_{p}%'] = pd_sel[f'resp_time_{p}%'] - _ref.reindex(_idx).to_numpy()\n",
    " \n",
    "# models: the four global models first, then the regional models\n",
    "model_rows = ['PyGEM-OGGM_v13', 'GloGEMflow', 'OGGM_v16', 'GLIMB', 'GloGEMflow3D', 'Kraaijenbrink', 'GO', 'CISM2']\n",
    "model_label = {'PyGEM-OGGM_v13': 'PyGEM-OGGM', 'OGGM_v16': 'OGGM'}\n",
    "regional_models = [m for m in model_rows if m not in glob_models]\n",
    " \n",
    "# order of the regions: Global on top, then sorted by the 2020 glacier mass (as in the other manuscript figures)\n",
    "mass_order = ['19', '03', '01', '05', '09', '04', '07', '17', '06', '13', '14', '02', '15', '08', '10', '11', '16', '18', '12']\n",
    "reg_order = ['Global'] + mass_order\n",
    "reg_long = {'Global': 'Global'}\n",
    "for _r in d_reg_num_name.keys():\n",
    "    reg_long[_r] = f'{d_reg_num_name[_r]} ({_r})'\n",
    " \n",
    "# median and likely range over the climate scenarios, per region and glacier model\n",
    "g = pd_sel.groupby(['rgi_reg_sh', 'model_author'])\n",
    "sums = {}\n",
    "for p, col in panel_cols.items():\n",
    "    sums[p] = pd.DataFrame({'med': g[col].median(), 'lo': g[col].quantile(likely_range[0] / 100),\n",
    "                            'hi': g[col].quantile(likely_range[1] / 100)})\n",
    " \n",
    "# rows: one per glacier model, with a gap between the regions\n",
    "gap = 0.7\n",
    "rows, reg_centres, reg_spans = [], [], []\n",
    "y = 0\n",
    "for i, reg in enumerate(reg_order):\n",
    "    _m_reg = set(pd_sel.loc[pd_sel.rgi_reg_sh == reg, 'model_author'])\n",
    "    models_reg = [m for m in model_rows if m in _m_reg]\n",
    "    reg_spans.append((y - 0.5 - gap / 2, y + len(models_reg) - 0.5 + gap / 2, i))\n",
    "    for k, m in enumerate(models_reg):\n",
    "        rows.append((reg, m, y + k))\n",
    "    reg_centres.append((y + (len(models_reg) - 1) / 2, reg))\n",
    "    y = y + len(models_reg) + gap\n",
    "y_max = y - gap - 0.5\n",
    " \n",
    "boxes = [(0.27, 0.345), (0.645, 0.345)]      # (left, width) of the panels\n",
    "fig = plt.figure(figsize=(fig_width_cm / 2.54, fig_height_cm / 2.54))\n",
    "axes = []\n",
    "for i_p, p in enumerate(panel_cols):\n",
    "    ax = fig.add_axes([boxes[i_p][0], 0.185, boxes[i_p][1], 0.745])\n",
    "    axes.append(ax)\n",
    "    for y_lo, y_hi, i in reg_spans:    # light background for every second region\n",
    "        if i % 2 == 1:\n",
    "            ax.axhspan(y_lo, y_hi, color='0.955', lw=0, zorder=0)\n",
    "    for reg, m, y_row in rows:\n",
    "        if (reg, m) not in sums[p].index or np.isnan(sums[p].loc[(reg, m)].med):      # no estimate (e.g. RGI03 and RGI19 for 2.0°C-4.0°C)\n",
    "            continue\n",
    "        r = sums[p].loc[(reg, m)]\n",
    "        marker = 'o' if m in glob_models else 'D'\n",
    "        ax.plot([r.lo, r.hi], [y_row] * 2, color=dict_model_col[m], lw=0.9 * sc, solid_capstyle='butt', zorder=2,\n",
    "                path_effects=[pe.Stroke(linewidth=1.5 * sc, foreground='0.25'), pe.Normal()])\n",
    "        ax.plot([r.med], [y_row], marker, ms=(2.7 if marker == 'o' else 2.4) * sc,\n",
    "                mfc=dict_model_col[m], mec='0.15', mew=0.4 * sc, zorder=3)\n",
    "    for y_c, reg in reg_centres:      # regions without any estimate\n",
    "        if not any(((reg, m) in sums[p].index) and (not np.isnan(sums[p].loc[(reg, m)].med)) for m in model_rows):\n",
    "            ax.text(0.5, y_c, 'n/a', transform=ax.get_yaxis_transform(), ha='center', va='center', fontsize=fs, style='italic')\n",
    "    ax.set_ylim(y_max, -0.5)\n",
    "    ax.set_xlim(*x_lims[p])\n",
    "    ax.axvline(0, color='0.15', lw=1.1, zorder=1)\n",
    "    ax.set_yticks([])\n",
    "    ax.set_xticks(x_ticks[p])\n",
    "    ax.tick_params(axis='x', labelsize=fs, length=2, pad=1.5)\n",
    "    ax.grid(axis='x', color='0.85', lw=0.4, zorder=0)\n",
    "    for sp in ['top', 'right', 'left']:\n",
    "        ax.spines[sp].set_visible(False)\n",
    "    ax.set_xlabel(xlabels[p], fontsize=fs + 0.5, labelpad=2)\n",
    "    ax.set_title(f'({chr(97 + i_p)}) {titles[p]}', fontsize=fs + 0.5, fontweight='bold', pad=3)\n",
    " \n",
    "# names of the regions: name (number)\n",
    "for y_c, reg in reg_centres:\n",
    "    axes[0].text(-0.015, y_c, textwrap.fill(reg_long[reg].replace(' (', '\\u00a0('), 22), transform=axes[0].get_yaxis_transform(),\n",
    "                 ha='right', va='center', fontsize=fs, fontweight='bold' if reg == 'Global' else 'normal', linespacing=0.95)\n",
    " \n",
    "# legend: dummy row with arrows, and the model names with their group as subtitle\n",
    "ax_leg = fig.add_axes([0.02, 0.005, 0.96, 0.125])\n",
    "ax_leg.set_xlim(0, 1)\n",
    "ax_leg.set_ylim(0, 1)\n",
    "ax_leg.axis('off')\n",
    "arrow = dict(arrowstyle='-|>', color='k', lw=0.6, shrinkA=0, shrinkB=0, mutation_scale=5)      # mutation_scale sets the size of the arrow head\n",
    "outline = [pe.Stroke(linewidth=1.5 * sc, foreground='0.25'), pe.Normal()]\n",
    " \n",
    "ax_leg.plot([0.17, 0.41], [0.55, 0.55], color='0.75', lw=0.9 * sc, solid_capstyle='butt', path_effects=outline)     # dummy likely range\n",
    "ax_leg.plot([0.29], [0.55], 'o', ms=3.2 * sc, mfc='0.75', mec='0.15', mew=0.4 * sc)                                   # dummy median\n",
    "ax_leg.text(0.29, 0.97, f'likely range ({likely_range[0]}th to {likely_range[1]}rd percentile)', fontsize=fs, ha='center', va='top')\n",
    "ax_leg.annotate('', xy=(0.355, 0.59), xytext=(0.355, 0.78), arrowprops=arrow)\n",
    "ax_leg.text(0.29, 0.33, 'median', fontsize=fs, ha='center', va='center')\n",
    "ax_leg.annotate('', xy=(0.29, 0.50), xytext=(0.29, 0.42), arrowprops=arrow)\n",
    "_t = temp_class_sel.split(' (')[0].replace('°C-', '°C to ')\n",
    "ax_leg.text(0.29, 0.10, f'(distribution over up to {temp_ch_classes_num[temp_class_sel]} climate scenarios\\nwithin {_t} global warming)',\n",
    "            fontsize=fs, ha='center', va='center', linespacing=1.0)\n",
    " \n",
    "ax_leg.text(0.52, 0.93, 'Global models', fontsize=fs, fontweight='bold', va='center')\n",
    "ax_leg.text(0.77, 0.93, 'Regional models', fontsize=fs, fontweight='bold', va='center')\n",
    "glob_models_order = [m for m in model_rows if m in glob_models]\n",
    "for k, m in enumerate(glob_models_order):\n",
    "    ax_leg.plot([0.535], [0.70 - 0.20 * k], 'o', ms=3.2 * sc, mfc=dict_model_col[m], mec='0.15', mew=0.4 * sc)\n",
    "    ax_leg.text(0.56, 0.70 - 0.20 * k, model_label.get(m, m), fontsize=fs, va='center')\n",
    "for k, m in enumerate(regional_models):\n",
    "    ax_leg.plot([0.785], [0.70 - 0.20 * k], 'D', ms=2.9 * sc, mfc=dict_model_col[m], mec='0.15', mew=0.4 * sc)\n",
    "    ax_leg.text(0.81, 0.70 - 0.20 * k, model_label.get(m, m), fontsize=fs, va='center')\n",
    " \n",
    "fn_out = (f\"figures_partB/response_time_scale/glacier_model_differences_response_time_scale_likelyrange_{temp_class_sel.split(' (')[0]}_portrait_non_shifted\"\n",
    "          + ('' if reference == 'all_models' else '_reference_four_global_models'))\n",
    "plt.savefig(fn_out + '.png', dpi=300)\n",
    "plt.savefig(fn_out + '.pdf')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d25493e4-c30b-455d-96e7-e229ba267075",
   "metadata": {},
   "source": [
    "\n",
    "# %% [markdown]\n",
    "**Suggested captions (LaTeX)**\n",
    "\n",
    "```latex\n",
    "% supplementary figure (bins)\n",
    "\\caption{Absolute response timescale differences of the four global glacier models (PyGEM-OGGM, GloGEMflow, OGGM, GLIMB) to their median for three global warming bins (colours), for the time until (a) 50\\,\\% and (b) 80\\,\\% of the total mass change has occurred (counted from the simulation start, not shifted to 2020). Dots show the median, lines the likely range (17th to 83rd percentile) of the differences over the four glacier models and the climate scenarios of each bin. Regions are sorted by the differences above 4$^\\circ$C, Global is on top. \\TODO{Bins without symbols: more than 25\\,\\% of the experiments of one glacier model do not allow an estimate of the response timescale.}}\n",
    "% individual glacier models\n",
    "\\caption{Response timescale differences of the individual glacier models to the median of all glacier models for global warming between 2.0$^\\circ$C and 4.0$^\\circ$C (up to 31 climate scenarios), for the time until (a) 50\\,\\% and (b) 80\\,\\% of the total mass change has occurred (counted from the simulation start). Regions are sorted by their 2020 glacier mass, Global (four global models) is on top. Dots show the median over the climate scenarios, lines the likely range (17th to 83rd percentile). \\TODO{n/a: more than 25\\,\\% of the experiments of at least one global model do not allow an estimate.}}\n",
    "```\n"
   ]
  },
  {
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   "execution_count": null,
   "id": "9bc886ee-22a1-4404-8286-3e75150395cc",
   "metadata": {},
   "outputs": [],
   "source": []
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