casestudy/analysis_criticalgenes.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import scanpy as sc\n",
    "import glob\n",
    "import numpy as np\n",
    "import seaborn as sns; \n",
    "import matplotlib.pyplot as plt\n",
    "import scipy as sp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "    \n",
    "This notebook provides analysis on the critical gene analysis. \n",
    "    \n",
    "</div>  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Different dataset have diffrerent column name to store the celltype\n",
    "def get_ct(data): \n",
    "    if(data==\"GSE110894\"):\n",
    "        return(\"Sample name\")\n",
    "    elif(data==\"GSE117872_HN120\"):\n",
    "        return(\"cell_color\")\n",
    "    elif(data==\"GSE117872_HN137\"):\n",
    "        return(\"cell_color\")\n",
    "    else:\n",
    "        return(\"sensitivity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select DATA case as GSE117872\n",
    "# The critical gene will be orderd by log fold change\n",
    "DATA = \"GSE117872_HN120\"\n",
    "PCT_EXP = 25\n",
    "ORDER = 'log_fc'\n",
    "sc.settings.set_figure_params(dpi=100, facecolor='white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read critical gene names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The input of this step is a txt matrix file of the Captum calculated integrated gradients. Will be generated if we applied --printgene 'T' in the scmodel.py script. \"sc_gradient.txt\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change it to your path that save h5ad for HN120 critical gene gradient\n",
    "f_cg = glob.glob(\"data/*\"+DATA+\"sc_gradient.txt\")\n",
    "df_cg = pd.read_csv(f_cg[0],sep=\" \",header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change it to your path that save h5ad for HN120 critical gene name\n",
    "f_gn = glob.glob(\"data/*\"+DATA+\"sc_gene.csv\")\n",
    "df_gene = pd.read_csv(f_gn[0],index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cg.columns = df_gene.iloc[:,0].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read result h5ad files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change it to your path that saved h5ad for the case study\n",
    "adata_fname = glob.glob(\"saved/adata/*\"+DATA+\"*h5ad\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata = sc.read_h5ad(adata_fname[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The metadata feil is shown as follows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>cell_color</th>\n",
       "      <th>patient_id</th>\n",
       "      <th>origin</th>\n",
       "      <th>drug_status</th>\n",
       "      <th>cluster</th>\n",
       "      <th>pca_clusters</th>\n",
       "      <th>pagoda_clusters</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>sensitive</th>\n",
       "      <th>sensitivity</th>\n",
       "      <th>...</th>\n",
       "      <th>pct_counts_rps</th>\n",
       "      <th>total_counts_rpl</th>\n",
       "      <th>pct_counts_rpl</th>\n",
       "      <th>leiden</th>\n",
       "      <th>leiden_origin</th>\n",
       "      <th>sens_preds_pret</th>\n",
       "      <th>sens_label_pret</th>\n",
       "      <th>sens_preds</th>\n",
       "      <th>sens_label</th>\n",
       "      <th>rest_preds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>RHH2177</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>5.728728</td>\n",
       "      <td>89409.546875</td>\n",
       "      <td>8.941137</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2.725659e-02</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>3.950997e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH2178</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>6.369886</td>\n",
       "      <td>93044.312500</td>\n",
       "      <td>9.304440</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5.752981e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1</td>\n",
       "      <td>9.452011e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH2179</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>5.890006</td>\n",
       "      <td>94809.320312</td>\n",
       "      <td>9.481583</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9.238300e-08</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1</td>\n",
       "      <td>1.008827e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH2180</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>5.437080</td>\n",
       "      <td>85402.531250</td>\n",
       "      <td>8.540504</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5.741795e-08</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1.374240e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH2181</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>5.040665</td>\n",
       "      <td>82698.773438</td>\n",
       "      <td>8.269890</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.635570e-05</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1</td>\n",
       "      <td>8.696580e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        cell_color patient_id origin drug_status    cluster pca_clusters  \\\n",
       "RHH2177     HN120P       cyan  HN120     Primary  Sensitive            4   \n",
       "RHH2178     HN120P       cyan  HN120     Primary  Sensitive            2   \n",
       "RHH2179     HN120P       cyan  HN120     Primary  Sensitive            2   \n",
       "RHH2180     HN120P       cyan  HN120     Primary  Sensitive            2   \n",
       "RHH2181     HN120P       cyan  HN120     Primary  Sensitive            2   \n",
       "\n",
       "        pagoda_clusters Unnamed: 8  sensitive sensitivity  ...  \\\n",
       "RHH2177               2          3          1   Sensitive  ...   \n",
       "RHH2178               2          3          1   Sensitive  ...   \n",
       "RHH2179               2          3          1   Sensitive  ...   \n",
       "RHH2180               2          3          1   Sensitive  ...   \n",
       "RHH2181               2          3          1   Sensitive  ...   \n",
       "\n",
       "         pct_counts_rps  total_counts_rpl  pct_counts_rpl  leiden  \\\n",
       "RHH2177        5.728728      89409.546875        8.941137       3   \n",
       "RHH2178        6.369886      93044.312500        9.304440       3   \n",
       "RHH2179        5.890006      94809.320312        9.481583       3   \n",
       "RHH2180        5.437080      85402.531250        8.540504       3   \n",
       "RHH2181        5.040665      82698.773438        8.269890       3   \n",
       "\n",
       "         leiden_origin  sens_preds_pret  sens_label_pret  sens_preds  \\\n",
       "RHH2177              3     2.725659e-02                0    1.000000   \n",
       "RHH2178              3     5.752981e-01                1    0.999999   \n",
       "RHH2179              3     9.238300e-08                0    0.999999   \n",
       "RHH2180              3     5.741795e-08                0    1.000000   \n",
       "RHH2181              3     1.635570e-05                0    0.999999   \n",
       "\n",
       "         sens_label    rest_preds  \n",
       "RHH2177           1  3.950997e-07  \n",
       "RHH2178           1  9.452011e-07  \n",
       "RHH2179           1  1.008827e-06  \n",
       "RHH2180           1  1.374240e-07  \n",
       "RHH2181           1  8.696580e-07  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read result h5ad files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We organize different comparison groups stored in a map. Each group are selected subsets of the dataset. We will compare one versus rest comparisons with each other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "map_ref_group = {\n",
    "    1: [\"HN120P\",'HN120PCR'],\n",
    "    2: ['HN120P',\"HN120M\"],\n",
    "    3: ['HN120PCR','HN120MCR'],\n",
    "    4: ['HN120P','HN120PCRDH','HN120PCR'],\n",
    "    5: ['HN120M','HN120MCRDH','HN120MCR'],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cg.index = adata.obs.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Propsessing the critical gene matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cg = abs(df_cg)\n",
    "igadata= sc.AnnData(df_cg)\n",
    "igadata.var.index = adata.var.index\n",
    "igadata.obs.index = adata.obs.index\n",
    "igadata.obs=adata.obs\n",
    "igadata.obs['sens_label'] = adata.obs['sens_label'].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.filter_cells(igadata, min_genes=200)\n",
    "sc.pp.filter_genes(igadata, min_cells=3)\n",
    "#sc.pl.highest_expr_genes(igadata, n_top=20, )\n",
    "sc.pp.normalize_total(igadata)\n",
    "sc.pp.log1p(igadata)\n",
    "sc.pp.highly_variable_genes(igadata, min_mean=0.0125, max_mean=3, min_disp=0.5)\n",
    "igadata.obs['sens_label'] = adata.obs['sens_label'].astype('category')\n",
    "rg_result = sc.tl.rank_genes_groups(igadata, 'sens_label',method='wilcoxon',pts=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Preview meta of the integrated gradient matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cell_color</th>\n",
       "      <th>patient_id</th>\n",
       "      <th>origin</th>\n",
       "      <th>drug_status</th>\n",
       "      <th>cluster</th>\n",
       "      <th>pca_clusters</th>\n",
       "      <th>pagoda_clusters</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>sensitive</th>\n",
       "      <th>sensitivity</th>\n",
       "      <th>...</th>\n",
       "      <th>pct_counts_rps</th>\n",
       "      <th>total_counts_rpl</th>\n",
       "      <th>pct_counts_rpl</th>\n",
       "      <th>leiden</th>\n",
       "      <th>leiden_origin</th>\n",
       "      <th>sens_preds_pret</th>\n",
       "      <th>sens_label_pret</th>\n",
       "      <th>sens_preds</th>\n",
       "      <th>sens_label</th>\n",
       "      <th>rest_preds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>RHH2177</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>5.728728</td>\n",
       "      <td>89409.546875</td>\n",
       "      <td>8.941137</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2.725659e-02</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>3.950997e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH2178</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>6.369886</td>\n",
       "      <td>93044.312500</td>\n",
       "      <td>9.304440</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5.752981e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1</td>\n",
       "      <td>9.452011e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH2179</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>5.890006</td>\n",
       "      <td>94809.320312</td>\n",
       "      <td>9.481583</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9.238300e-08</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1</td>\n",
       "      <td>1.008827e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH2180</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>5.437080</td>\n",
       "      <td>85402.531250</td>\n",
       "      <td>8.540504</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5.741795e-08</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>1.374240e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH2181</th>\n",
       "      <td>HN120P</td>\n",
       "      <td>cyan</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Primary</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>5.040665</td>\n",
       "      <td>82698.773438</td>\n",
       "      <td>8.269890</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1.635570e-05</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1</td>\n",
       "      <td>8.696580e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH3196</th>\n",
       "      <td>HN120MCRDH</td>\n",
       "      <td>goldenrod1</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Metastatic</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>7.195270</td>\n",
       "      <td>111342.632812</td>\n",
       "      <td>11.134289</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.999752e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.999991</td>\n",
       "      <td>1</td>\n",
       "      <td>7.955970e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH3197</th>\n",
       "      <td>HN120MCRDH</td>\n",
       "      <td>goldenrod1</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Metastatic</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>9.895282</td>\n",
       "      <td>133713.531250</td>\n",
       "      <td>13.371383</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.991913e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.999995</td>\n",
       "      <td>1</td>\n",
       "      <td>4.468856e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH3200</th>\n",
       "      <td>HN120MCRDH</td>\n",
       "      <td>goldenrod1</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Metastatic</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>9.030272</td>\n",
       "      <td>124313.585938</td>\n",
       "      <td>12.434580</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.999864e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1</td>\n",
       "      <td>9.671833e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH3203</th>\n",
       "      <td>HN120MCRDH</td>\n",
       "      <td>goldenrod1</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Metastatic</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>8.852252</td>\n",
       "      <td>127109.421875</td>\n",
       "      <td>12.711032</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.999262e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.999999</td>\n",
       "      <td>1</td>\n",
       "      <td>4.565799e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RHH3204</th>\n",
       "      <td>HN120MCRDH</td>\n",
       "      <td>goldenrod1</td>\n",
       "      <td>HN120</td>\n",
       "      <td>Metastatic</td>\n",
       "      <td>Holiday</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Sensitive</td>\n",
       "      <td>...</td>\n",
       "      <td>8.948767</td>\n",
       "      <td>122928.726562</td>\n",
       "      <td>12.293308</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.999957e-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0.999996</td>\n",
       "      <td>1</td>\n",
       "      <td>3.038341e-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>536 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         cell_color  patient_id origin drug_status    cluster pca_clusters  \\\n",
       "RHH2177      HN120P        cyan  HN120     Primary  Sensitive            4   \n",
       "RHH2178      HN120P        cyan  HN120     Primary  Sensitive            2   \n",
       "RHH2179      HN120P        cyan  HN120     Primary  Sensitive            2   \n",
       "RHH2180      HN120P        cyan  HN120     Primary  Sensitive            2   \n",
       "RHH2181      HN120P        cyan  HN120     Primary  Sensitive            2   \n",
       "...             ...         ...    ...         ...        ...          ...   \n",
       "RHH3196  HN120MCRDH  goldenrod1  HN120  Metastatic    Holiday            3   \n",
       "RHH3197  HN120MCRDH  goldenrod1  HN120  Metastatic    Holiday            3   \n",
       "RHH3200  HN120MCRDH  goldenrod1  HN120  Metastatic    Holiday            3   \n",
       "RHH3203  HN120MCRDH  goldenrod1  HN120  Metastatic    Holiday            3   \n",
       "RHH3204  HN120MCRDH  goldenrod1  HN120  Metastatic    Holiday            3   \n",
       "\n",
       "        pagoda_clusters Unnamed: 8  sensitive sensitivity  ...  \\\n",
       "RHH2177               2          3          1   Sensitive  ...   \n",
       "RHH2178               2          3          1   Sensitive  ...   \n",
       "RHH2179               2          3          1   Sensitive  ...   \n",
       "RHH2180               2          3          1   Sensitive  ...   \n",
       "RHH2181               2          3          1   Sensitive  ...   \n",
       "...                 ...        ...        ...         ...  ...   \n",
       "RHH3196               1          5          1   Sensitive  ...   \n",
       "RHH3197               1          5          1   Sensitive  ...   \n",
       "RHH3200               1          5          1   Sensitive  ...   \n",
       "RHH3203               1          5          1   Sensitive  ...   \n",
       "RHH3204               1          5          1   Sensitive  ...   \n",
       "\n",
       "         pct_counts_rps  total_counts_rpl  pct_counts_rpl  leiden  \\\n",
       "RHH2177        5.728728      89409.546875        8.941137       3   \n",
       "RHH2178        6.369886      93044.312500        9.304440       3   \n",
       "RHH2179        5.890006      94809.320312        9.481583       3   \n",
       "RHH2180        5.437080      85402.531250        8.540504       3   \n",
       "RHH2181        5.040665      82698.773438        8.269890       3   \n",
       "...                 ...               ...             ...     ...   \n",
       "RHH3196        7.195270     111342.632812       11.134289       1   \n",
       "RHH3197        9.895282     133713.531250       13.371383       1   \n",
       "RHH3200        9.030272     124313.585938       12.434580       1   \n",
       "RHH3203        8.852252     127109.421875       12.711032       1   \n",
       "RHH3204        8.948767     122928.726562       12.293308       1   \n",
       "\n",
       "         leiden_origin  sens_preds_pret  sens_label_pret  sens_preds  \\\n",
       "RHH2177              3     2.725659e-02                0    1.000000   \n",
       "RHH2178              3     5.752981e-01                1    0.999999   \n",
       "RHH2179              3     9.238300e-08                0    0.999999   \n",
       "RHH2180              3     5.741795e-08                0    1.000000   \n",
       "RHH2181              3     1.635570e-05                0    0.999999   \n",
       "...                ...              ...              ...         ...   \n",
       "RHH3196              1     9.999752e-01                1    0.999991   \n",
       "RHH3197              1     9.991913e-01                1    0.999995   \n",
       "RHH3200              1     9.999864e-01                1    0.999999   \n",
       "RHH3203              1     9.999262e-01                1    0.999999   \n",
       "RHH3204              1     9.999957e-01                1    0.999996   \n",
       "\n",
       "         sens_label    rest_preds  \n",
       "RHH2177           1  3.950997e-07  \n",
       "RHH2178           1  9.452011e-07  \n",
       "RHH2179           1  1.008827e-06  \n",
       "RHH2180           1  1.374240e-07  \n",
       "RHH2181           1  8.696580e-07  \n",
       "...             ...           ...  \n",
       "RHH3196           1  7.955970e-06  \n",
       "RHH3197           1  4.468856e-06  \n",
       "RHH3200           1  9.671833e-07  \n",
       "RHH3203           1  4.565799e-07  \n",
       "RHH3204           1  3.038341e-06  \n",
       "\n",
       "[536 rows x 28 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "igadata.obs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Perform wilcoxon tests on integrated gradient values among clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.uns` of view, copying.\n",
      "WARNING: saving figure to file figures\\stacked_violin_critical_genes_violint_1.svg\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 890x250 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.uns` of view, copying.\n",
      "WARNING: saving figure to file figures\\stacked_violin_critical_genes_violint_2.svg\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 890x250 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.uns` of view, copying.\n",
      "WARNING: saving figure to file figures\\stacked_violin_critical_genes_violint_3.svg\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 890x250 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.uns` of view, copying.\n",
      "WARNING: saving figure to file figures\\stacked_violin_critical_genes_violint_4.svg\n"
     ]
    },
    {
     "data": {
      "image/png": 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vt2Hg9n24cVg/tE1KvLQXoYbikhKs3rwTv58uwNHsEpy1+0PW+gJa58ubL4Xi+xPAsoO/oG2ghA7RwejRPhYD+/RscJNdq9WKLWl7sPfEGRzMqYTJLxKSJEEIYPV/l6JLpAHd28ZgQO8e0Gq1Dd638x05fhyZZ3Ncj319fNCvV3c2PSYiosuKEAInT51Cm8TE1q7KVW/htz/j3eVHUInGnnfLOGXyx5srM/F7+od4/empDU7Y7NizD2ernJNF+Ptf4EYt0RXiqjqTX7lyJTSai1yQ1jB16lQsWrQIjz76KFJTUxESElJruQslamqTkZGBGTNmoF+/fhg+fDgAoLS0FEaj0aOsv78/ysrK3JY5HA5X0qmiogJpaWmYMWMG4uPjMXZs3UkHi8UCi8Xienz+dhvCZLGdyysoaNyR3EmGAociYLXaPNbdNWkUlmz8ADm2pmtGmRxowa0TRjXZ9hriVOYZzPzgF5TIwYDk07iNSRKyrQZ8ur0UOfmf4f05091WCyFwOrsAGUU1EzUNj2WGARkFlcjMLrxo8ezsHKzauhtHzhbhcG4lKvRhkFThHnmpKm0gVuUA6z5Zi3YBQHJMEAZe0wHdOne8aLe1zLNZWL5uBw6dLcLJQiuqdCGQZC0gh0OuIzdi0wfjsBk4nC7ww5FjCPtpJ9pHGtGjbQTGDh8MnU5X+xMBVFZWYtOO3TiZW4ysogpkl1tQpQ+FSmsEDMYaPfIkmAxR2FkBbNuei8/Wf44oox4xwX5IigzBoL49L2msKbPZjI3b03D4TD5O5pUjx66H5PPH8UOxFcO4dj+SwgxoE27E0H49m7z7GhERUVPblrYb/1u5HU9MGYX2bVv2BiS5W7XzuDNR01RkDdYeLUFeXj4iIyPq/bTqc5696dk4VgYoMb3wj49/QOcoIwZ264AunZK9clgDoqZwVSVrBg4ciHfffddjeWFhYa0zRUmShI8++gjdu3fHY489hoULFza6Dunp6Rg5ciRUKhUWL17sOrgIIWo90AghPLLPsbGeXTZ69+6NefPmXfCC79VXX8WcOXMauQfu/jJlHKaMTcHyVRux88hZ7D2Ri2MlGgi5nkkxIeAvV6F7rB+6t4vEsH5d0Kt711pfi+CgIDw+eQDmL9+Ow8WX2BTzPJLDgu4RwLRJwy4pgdccEuJi8Y+7hmLZ5oPYnVGCIocBkBp2x0FyWNAuwI5+yZG456YRHutlWcYbz0zD6TNn8dPqbdhzPAd7M4pQYL+EmEJBhLYSPRKD0aN9FMaPGIioOr50T5w8hV827caRrGJklCmw+YRAkgyAj+GijYfsPkE4bAUOnwR++H0norUb0CEqCAM6J2LIwL4e5Rf/+Bu+2JoBkzYYQADQgAZKkkaPAuhRUAhszivCj9s+wex7xqJtontXr7Kycnzw1TIcK7TA4hcOWe3jTLQZL56yVOl8YNHFIQNARjGwIb8UX279Ch1C9Zh269g67xQdT8/Alr2/IyO/DKeKTTD5hEPWGACdoWavNVeMSl0sDpiB/acU/HhgBaJ9JSSF+6NLYjQG9O7BVjdERNTqhBDIys7BrgOHcaqgFJmVMgLb98THq/Yiccd+JIQFovc1nXnDoRX87dbheGfxb0jLlQFV3Teu6kUoSPCpwB3Du100UVNRUYHtu/chI7cYWcUVyCqzwmqIgEoT6hphocoYi52VwNZVRxCwcgdigvwQHeSHLm3j0KVjMlSqxt9AJvIGV9XZutFoRJ8+fTyW5+Tk1FLaqUOHDnj++ecxa9Ys3H777Y2Kn5aWhrFjx0KtVmP16tVISkpyrQsICEB5ebnHcyoqKtzGsQGAX375xdXKR6vVIjo6GqH1mOlo1qxZeOKJJ1yPy8rKEBcX19DdcTEYDLh14g24FYDdbseq9VuxbtdRbD+SjRNlulqTKr6oRM84X/TvFIsJIwYgIb5+9Zg8djgmjhqMX1ZvxNYDGdhzIhdHilUQ9fgSUSsmdAqV0aNtBAb3aI+U6/p5zcF8XOoQjEsdgsKiIixfswV7jmVjd3o+zpj8APnCddQ6qtAlUoXubSIw8Jq2GDygz0UvxONjY/DQXZMAAMXFJVj620ZsP5SJnenFKLDV0uJGCIRrK9CvfRj6d4rD+NTr6tX8dMkv67A7qwqlqkDIvj4N6d3lpDfirMMXBemFyMzKQc+uHT3iK4qCJp0pUpKgCKC2jf6waiMO2kIgBUho7LxSsloLW0AsDlgFlq7aiDtuHO22/sTJ0/ho6VpkWnWQDSEAQgAj6h1XkmQIYyTOAjhbBKzLzsYX6/ZjdO92GD9icCNrT0REAGAymbBu/UbIsoTUkSN4p78WdrsdBw4dxokzOSiutKCkyoKiSgtMKl/oAsMhaXwhBzrLSkHROAXgZL4DK7/eAD9YEeSnRZCfDkG+OnRIjEPHDu285jzuStSnRxf875pOWLFmE37bcQTb04tR6DBeUqtsvVKBHtE6DOoah9vGj4Cfn1+t5fLy8/HT2m04VViOnAo7FP8IyBo/QOUHBNV9I0ztF4BKBOCoAzhaAPx66hgMK3YiJsgHnWJCMXbEEL5H6LJ2VSVrGurJJ5/EV199hQcffBB33nlng7axZs0aTJgwAdHR0Vi5ciUSEhLc1icnJ+P48eNuy/Lz81FWVobkZPfZcbp37+42G1R96XS6C3bpaApqtRrXD78O1w+/DlarFT+v2ohftx/BmiOlqFJ0aB9gxoieCbhpxAB0aN+w5q0ajQbjrx+G8dc7u4St27wDv247hLUH85BnO69lkRCI9anCsG7RuP7a6zCgT0+vPoEKCQ7Gn28eiz/DeeL346/rsXL7EWw85YByXj+eME0lRnWLwPiUoeh5TZcG71dQUCDuvmUc7gaQl1+AxT+uxk/bM3CiXA8IgY6BFowb0Ba3jR+BoKDAS9r209PugsViwa59B3H0dDbOFlXidH4ZzpjUUHyCLvhcYalEuKocCaH+iAk2IDEiHP17jkBgYO11uH3iKFzb8wxWbEzD0ewSZBRUolQdBEl9Ce95cxkitWa0jTCiS0IYxg0fBx8fz65pESFBUB8/DrshokneT0IIqMtzEHmN50xYPj46aFQSJCHqbIF3abEUqGUJfj76Rm2H6EK27diJTskdau3eS3Ql2rptO/oNHIwqUxV27kxD376eNwevZj+uXIONR7NhN4RD6+cPwB/wBeALXOjbSFapoA+NgQNAAYACBUAFsGFLBjS/bcfY3h0w5Nr+LbELVyVZljF6xGCMHjEYhUVF+GrZWqzffxp789XOAYdrIwTi9BUY0iUSE1KGols9ZvlcumoDtuU4IPlHQgpu+I0wjV8ALAjAcbsdJ3enIzEmEtd06dTArRG1PkmIJr0X7bVSUlKg1+vxyy+/eKzLyclBVFQU5s+fj5SUFCQlJWHRokVugwrv3r0b/fr1g6+vL8rKylDXyyZJEl599VW3QYUPHjyIAQMGoH379li5cmWtrWDmzJmDt99+GydPnnRdjH7wwQeYPn06MjIyEB0djQULFuDee+9FdnZ2g5I15ysrK0NAQECd4+U0pZ9+XYdFP63Fv198HAHNFOvU6TN4/ePv8MsxKyBroFYsmNjNH0/ePxnhYRdveeSthBD4z6ff4J3fMl0Jm/ZGC96afhOS2yVd5NkNc/pMFu6asxA6tYSF/3dfk79+J05mYOnaHdh0qhJVWvekjWStQs9gK8YM7IYBvXs0eBA6s9mMzTt242BGDo5mFeF4qQy7zr2VmhAKAmwF6BhpQLvIIPTv1h6dktvXKyGSnZOLXzenIT2vFGdKrbD4hUFW13/QYMVuha4yD/GBeiSFGZE6qA8iI8LrLJ9xOhObdx/EmaJKZBVXIt+mhuQfdtG6OqrK4W8vQXSgL2KC/dA1KRp9e3bnnSZqFg6HAzt37UZmkQnW0nyMGTW8zgQr0ZXizJkzOJOdj05dnGMYpu3Yil7du/K9X0NVVRV+XLUBx3JKUKwOgNZw4Rs2F2IrzUeobELH6GCMGT64SQfsp4tTFAXfLFuFT387gBOV7i1ljHIVJvUOx7Tbx1/yAMCnTmdi856DyCquQk5JJYrsaqiM4ZDqcb5it5igqcxHmJ8aUQF+SAgPQMrAvnW25KmPlrxOIqoLW9bUU8+ePTFjxgzMnTv3kp87depUWCwWzJo1C4cPH3Zbl5iYiNjYWDz00EN49913kZqailmzZiEjIwPPPPMMHnzwQURHRzfVbrSacalDcWD39mZL1ABAQnws3nv+Ybz4znx8vr0AfxuVhEfuvbXZ4lWz2+3NOv6HJEl48K6bsf7A20jLAyAEJvRPbLZEDQDEx0aja7QvfH20zZLoapuUiMeTEjHi9yP48Lu1yKl0Jj991QomXdsJN10/rNEx9Ho9hg8eiOHnevocOHwEnyzdgH1VgZAkGRpbOca098Ndk+6AsQEzCkRFRuCuSWMAOBND67em4fCZPBzNKUWJNhQqree9QofFhGB7EdpFGNE5PhzX9RsOvb5+LVwS4+OQWKO74JmzWdiYtg97MvKRKYVCVruPvWSoykHPWCP6XNsO3bt2btLkjNVqdf0uy3KTv/+FECgpKUFBQe0DV4eEBCMoKMirW8ldDUwmEzLPnMXZ7ByYrTaYrQ5UWe0Ij2uL6MRYKEpbrNyyD7CZ4atXQ69RISjQiPjYWISGhvLvR5c9IQS2bd8Bh5DR9ZoeruW9+vRH2o5tCA02ovs117ReBZvQ559/jjvuuKPBz/f19cWU8dcDAPYcOIiNe48io8wBdUhsvY4FQlGgFJ5GmyAdhqV0RXK7dg2uS03vvPsexo0dg7Zt2zbJ9q4GsizjlvGpGNCrK/72xpc4Vu5s1e6DKsy+tTfGjWxYF+uE+Di3YRHy8vKxY99BZBaUIbOwHHkOH8iGYADO94OqLAtxRh1igv3QPjYcva4ZVu9zKqLLBZM1l+CFF17At99+i2PHjtX7OXl5edi0aRMA4NZbPRMH1a1wwsLCsGrVKkyfPh233347QkJC8Nhjj+Gll15qsvq3JiEEzFbPadObmizLePaRu3H0b0/jb/f8vVljKYqCs2fPYubf/45/PPcc2rVr12x3dyRJwrAeSUhbkYlYfRVuHTe8WeLU9MqMuxvcqqW+rumUjPeS27tmN2uOC/9qXTsm4+WEeEyduxDZCMWwRB3+dvfkJtm2Xq/HqJRBGAVny4I1m7Zh1Z5jOCOHQ1ZroNhtiBf5GN6rPVKuHdMkiZPYmGjcFhONWxwO/Pvz73Ci0OTqRu6nEph2eypioqIatG2TyYSTJzOQV1AIu0OBogjYFQV2h4DNoUCSVa4+64qiQAUBtVqGWpagkp3/6rRqxMREIy42ts79tdlsyDxzBtnnLvatdgUWmx1WmwKdrwH+AcGeo0QL4NCpI7BUlUOrkaHTqKFRyfDRaRAZGYG42NgGfQ6FECgsLMTx4ydgVxRERoQjMSGBAzHXkJ2dg3Wbt0Ol84HNrkBSa2AMDkNAWBvoZBkB55WXZRmxbTq4LSupqsTJPcdhrtgFjUqCWgUE+ukxImVIy+0IXVVKSkpgMBia/LNstVrxy8rf0KvvAPj7u9+IkiQJffoNQH5eHn5Z8SuuHzXysk9O5ubmNtm2enTtgh5du6CgsAirNu/AsZwSlKgDoTEEepS1lRUiVKpA+4ggpI4Z06CbK3Wx2+3o0CEZVVVVTbbNq0lcTBTG9U3E/1uVC0gSBrXxa3Cipjbh4WEYOzLF9fj3I8ew6LdtyJaC0Ntowp9undCsN4GJvMFVcxa6du3aOtdFRka6dWuqq4uTXq/H0aNHLxjn/OeGh4fXub3z9ejRA+vWratz/T333IN77rmnXtvyNukZp3Aqv7LF4pmttkadGFVWVmJH2m7nhapw/l2Vc2OGKAJQFAGHEAgMicA/5r6PkpJi/LxmC4Rih1olQ5IAWZIgSxIkSYIsAbIEdOrYAVEN7ML250nX46v172JI1xgEtUDT6pZq8inLcos1Yfbx8UFyVACyztrQs0PjB9eujUqlwsgh1yLl2n54ed4ipCMK7VWFePaBO5ql65FKpcIjdzVN0qm8vBzvffAhIqIT0b7zNQiO79Tgz5HD4cDvp07jx19Ww6BX4967/+xR5uP5C6DS+SIgKBSQVTAGhiI2Ieqir1NQiLO1l6I4kJ+bg6LifKDchN+PnYSlqhwPPfiAR73Lyspw5OgxVJlMUATgODcgtaI4P9uKIuBnDEBsfAeo1WoU5OdixdpNkIRwfpblc59j2fm5VqtUSIiPbZJB2i8XYWGhaJsQi+KycljtCqx2B8oLslGSn43AsCgEBtfdWsZiNiM/6zTsFhO0Ghn+Pmpo1SroNCp079q5hfek9SmKgsLCQuTl5aOouAQORYEiBByKcCVIXdlXIQAJ0KhUkCVApZKhkgC9XoeI8HBEREQ0+m6yEAIvvfwynps9uwn2rmWYTCYUFhairKwMpWXlsNlszu9r/PG5djgUKFDBajXDV69zfYb/+F6W4efrg4AAIwICAhAUFFTv43RGRga6dOvpkaipKSw8HNnZZ2GxWC77O/7NkWwKDQl2tbbZsXsfftlxEJUBiZBkGQ67DcEVmRg3uBe6drz4mCcNYbfbYbVam/3G1JWsY1IMoJwBVFrEhZ2fsm9anZLbY0hOLn7ceQxTp91z2SdAierjqknWUOtKiIvF/5vzZIvEkmUZM6Z6XhheirLyciiKw/kFrggISYIkJOcAr0JAkgBJkVBamIuSwlwAwtmiQCU7TwQhQZadJzcSnIkbSZZQXFTc4GSNj48P4gJVaBMV2Kh9u9qFGn2gPpGDrh2GNmsctVqNPu1jcfyoBf07x18WY8T4+/vjycceRWZmJrJz8lBwKhd2h4BDUWBzCNjsDhgCgxEVk+A6SbJZrcjMOA6H1QytRgW1LEOtkqBSyQj18UGPCTcgIqL2aToffOCvrt8dDgeysrJw8tRxWGwO2OwOWO0O2GwKgiJiIEkSCnPOQKuRoVGroFWpoNOq0Ck+DjH9u1z0rvmqNesgqTRQa3Xw9TMgOCwUgUHBdf5dwsIjERb+x2dVCIHKigoUFxWgrKQYisOKo6vXYdLEcZc0LoWiKDCbzSgvL8fZs2dhMlsQHBSIiIgI+Pr6QqfTNekJqBACdrsdVVVVrgGqfX19oVarLzmOWq1G3z69PJbb7XaknzyJjNNHUFplhdrXiIjYRJiqKpF76iiMPlqEBhkxauA1zTKGh9lshlqtvmxaQX33/Q84fOQojAFBiIyJQ0x8IsKDg6HXew5mXhuHw4Gy0lIU5OVg//rNKC7Ih91qwdQH7kdQkPs4IFlZWTiRfhICAkI48z7Vt4+E+GOZAoE+/a/DyjXrIUNyfsdJkitfJAHnlgEqWYUunTu16ngsxcXFWPDpQhgDg+HrZ4Dexw9anR6+Bn/4+RlgMBqh0+k93uOKw4GKinJUVJSjqqIc5qoq5BSWoOrwMVRVlCEuOgrjxo29YOySkhL8fvgISkvL0Lv/oIvWNT4hERs2bkZQYACSkztc8jgeV4u+Pa9B147t8frCH2AOSkJw1Vk8ee8tzfq5tlgs2L0rDX1692ySAfyvRqXllYDk/B612Jq/Bb3JYoVdSM5WvZfBeRVRY10eZzZ02VOr1S12YifLMq7t37hZGKIiIxucVGlO786eetnfnWttUcEGBGssdSYQmpIkSYCiQGr4pOUtTqvVom3btrX23xdC4GxWFg4c2gvJJwBV5aUINeoxfED3Rl+AqFQqxMXFebRUEUJg3icLIBRg6v0Nv5N208Txru2VlpYiNy8P2ScPYc+evSgpK8etd/6l1rur2zetQ8aJI+jZsweiI6PQLjYMoT06XfACYuPGjdi2fbtr1nchBCwWC06fPo2Jk26GweAPXz8DIqIT4Ovri+KiIhxJPw1TVSUy0tOxY/tWtGnjnC2ven8lCZhy662IjY11i3Xo0CH8/MsvwHkX4S6SBJWsgk6vx8n0dCQmJcFmtbi6Hv5R7Fycc/8blpKCXr08EzO1UavV6NC+PTq0bw8AOJ2ZifU790C2VeC2yZMadNfabrfj/fffh6Iorv2q/kXUeOjj4wMJEnz9DCgpKYKjxn5Jrv/98TgyMhK33367R7z//e9/KCwshFs7WOH+qyxJOJ15GsVFxejevTsUIdw/2efF0uv1mDp1qscFxU03TnT9XllZiYKCAuTlnkauyQSHACorqyBrfZHcuasztlCw7tflSEpMgEqSoFarEBwUhB6d2mDYtb0veMFitlg89sW5zXNJGiEgIKFT1+6QZRVMVVU4cfR3qOTq94Pk0RXR7nDAZrN5xHI4HK7xrIQQKC8vB869Due3Xq6srISfn5/H57m6pUNgYKBrnUaj8fi8BQUF4fHpj7ots1gsKC8vR0lpKUoKzqCgqgpVZgv8Q6JQmJsFo58eGrUKAQEBSAw3wtguFgaD4aLvT4fDgfUbNsChAIoCGPyNaNOuEzTnWoSe/1k6n8Hgj179roXZZMLufYdgNpkgy4Cfjx4DBw5wK2uz2bBz584Lbq8h+vTpA41G47G8srIShYWFMJlMsFgsrh+HojgL1DiuaHV6rF23HoD7zM1ajcY126her4fBYEBoaGiDLqR9fHwQ6u+L0w4HIgP9G5yosVgsOHLkCIpLSpw7IEl/vAfPPVaEgJ+fAY8/+Xdknj6NI8c2QD5Xrub+yZIEAQE/X1+0a9fO41xWUZQLdqOyWq1Qq9Ue7zObzQZZlut8ndRqtcf5nhACH330EcxmM2RZPpdQlc4d52XA1aLb2aVcQMBhd0AIZ8s9COfNF5xrKS6EgKIo8Pf3x7333lvPV9ddfnG58w0hFBSWmhq0jUuRXVyJSrUBx9NPIrl904xb1JxSUlKwbt06jBkzBsuWLfNYL4RAQkICMjMzPSa3aYiaE92sXbsWw4YNw5YtWzBgwICLP5nqlJGRUesERC3hqpkNijxxlHO6GpVXVGLfod8xqF/zT6taXl6OLTt349q+vWEwNHxGAm908NDvCAkOapKZ6S5ECIHNW7ZCCIFB1w5s0jufiqJg3fr18LlIiwab3YY2SUmIiYlpcKz8/Hzs2LETwcHBF9wHh8OB4uJi3HDD9U1617CyshI//PADxowZ0+yJ8+q/WWJiImKiGzZuUn2Vl5cjMzMTKpUKSUlJzdqlUlEUHD9+HOXl5ejZs2ezdZ0oKSnBwUO/Oy++zjH4+6Nrl+bpLmYymbB3334AzqRpn969GvQ5O378OFauXOl67rJlyxAUFIShQ52tGP9IPEo4efIkkpKcg+RXXzQCwN69e7F3717cdtttkM5dOPft2xd9+/Zt0L45HA5s374DUVFRSExMaPA2du5Ma9BzL0Sj1aBXz55uy1o6WbN+/Xrk5ORAr9dDr9dDp9NBq9XW+9hT3XKvOsljMplQVVWFG264odaZT+vj6PETOJOVg6TEeCTFN6yb6dmzZ7F///4mHYi+srISwcHB6N69u9vy8vJyLFq0yPUePj/eTz/9hB49enh8f/z2229o06aNx42R6hY+cXFxGD16tEc9HA6HM4l9LtECOI9N5/9enUSsThRVH6/O/12SpAsmjS4mKycXew84J0+JigxHj67NO032sfSTyDh9BgP79oKhETM91UdTXCelpKRg/fr10Gg0yMvLQ0CAe1exLVu24NprrwWAJk/WlJaWYv/+/ejevfE31K52FosFO3bsQMeOHRt8bGsoJmuuYkzWEBEREdGFOBwOnM48g6QGJryILkdNlawxmUzYvXs35s+f7zGj2uOPP441a9Zg7969TZ6soSsDR9QiIiIiIqJamUwm/PP9ea1dDaLLUlBQEEaMGIGvv/7abbkQAl9//XWtswUXFBTg3nvvRWhoKHx9fTFy5Ejs27fPrUxaWhpSUlLg5+eH5ORkrFq1ym392rVrIUkStm7d6lr2+eefo0+fPvD19YWPjw/69euHX3/91bX+hRdeQI8ePfDNN9+gc+fO0Ol06NatG3755ZeL7ue///1vJCcnQ6fToX379vjPf/7jWvf1119DkiS89957rmW//vorJElylUtJScHUqVPx7LPPIjg4GCEhIfjrX/+KiooK13MSExMxa9YsDB06FD4+Pnj++ecBACdPnsTNN9+MgIAA+Pv7Y9KkSTh16pTreQ6HA7NmzUJCQoKrfnPnznXrovvWW2+hffv20Ol0iI+Px9///ndX196MjAxIkoTFixe7yu/fvx/jxo1DSEgIAgICcPPNNyM9Pd21fsGCBQgMDMT69evRu3dv6PV6tGvXDp9++ulFX8uamKwhIiIiIqJaGQwGGHQczJVq9/OKVfi/ue9dvOBV7JZbbsGKFStQWfnHzLibN29GYWEhJkyY4FbWbDZj2LBhWL16Nd544w189tlnsFgsGDJkCE6ePAkAOH36NFJSUmCz2fD555/j0UcfxZ/+9KcL1uG7777DnXfeidTUVCxduhTz58+HyWTCrbfe6pYQSU9Px8yZMzFz5kx8/fXXUKlUuOWWW1zjkNXmpZdewqOPPoqbbroJ33//PW666SY89NBD+H//7/8BACZPnoybb74Zs2fPRk5ODsrLy3H//fdj1KhRePDBB13b+eqrr7B06VLMmzcPc+bMweLFiz3GmXvzzTcxcOBAfPnll5g0aRLy8/MxaNAgHDt2DPPmzcO8efNw9OhRDB06FCUlJQCAf/7zn/jggw/w7LPPYvny5ZgyZQqefvppzJ8/HwCwePFiPP3003jwwQexfPlyTJ8+HW+//TZeeumlWvd3z5496N+/P4qKivDhhx/igw8+wKFDh3DttdciJyfHVa6qqgp33nkn7r33Xnz//fdISEjAPffc45bUuRgOMExERERERHXSqZmsodqZLRZUmqytXQ2vduONN2Lq1KlYvnw5brnlFgDAkiVLMHr0aBgMBreyn376KQ4dOoR9+/ahS5cuAIAxY8agQ4cOePnll/Hf//4X7777LmRZxvLly13j4ISFhWHKlCl11uH333/HX//6V7z66quuZQEBARgzZgz279+PgQMHAnCOw/Tzzz9j0CDnbHf+/v4YNmwY1q9fj7FjPWfLKy0txSuvvIInn3wSr732GgC4xlt64YUXMHXqVPj6+uJf//oXunTpgpkzZ8LPzw9lZWX45JNP3LZlNpuxYsUKREdHAwB0Oh0eeOABHDhwAF27Ogfdb9OmDV599VXX+FDPPPMMKioqsGfPHoSHhwMARowYgTZt2uD999/H7NmzsXHjRvTv3x8PPPCAa331YOiAc2KINm3a4IknnoAkSa71Op2u1tfyxRdfRGBgIFatWgUfH+e4h8OGDUPbtm3xxhtv4I033gDgHIfs1VdfdXV/69ixI5KSkvDzzz/j4YcfrvNvVZNXtaxJSUnBDTfcUOu6nJwcSJKEBQsWuJoipaSkoLYhd1577bU6BxSz2Wzo06eP681U05o1azBkyBAEBAQgJiYG99xzD/Ly8tzKHDp0CKNGjYK/vz8iIiIwc+ZMVxMpwNnkqXp09uoftVqN8PBwTJkyxZURrWn//v247777kJCQAB8fH7Rr1w4PP/wwzp4961YuMTHRY9sajQYRERGYNGkSjh49Wus+ExEREVHzWvTtT1i/eVtrV6PJ2Ww2VFqaf1rm1mA2m1u7Cpe90JAgyFBauxpeLTg4GMOHD3d1haruAlVbcmX16tVo06YNkpOTYbfbYbfboVarcf311+O3334D4EwuVF+zVps0adIFB4p+5plnMG/ePFRUVGDnzp347LPPsGDBAgBwu5aVJAn9+/d3PY6PjwcAt1ZBNW3ZsgUmkwljx4511ddut2P8+PEoKyvD9u3bAQARERF4++238fnnn2PevHl4//33PQbeHj58uCtRAwA33XQTAGDDhg2uZZ07d3a7zl+9ejX69++P4OBgV+zg4GAMHDjQ9XoNHToUK1euxIgRI/Cvf/0L6enpePrpp12tmoYOHYojR46gf//++Oc//4mDBw9i6tSpuOeee2rd5/Xr12PixImuRA0AREVFYejQoVi3bp1b2eokWH1ey9p4VbLmUq1btw4ffvhhvcubzWb86U9/Qlqa56j+27dvx6hRoxAWFobPP/8cr7zyCtasWYPU1FTXG7igoAAjRoxAZWUlFi5ciJkzZ+K9997DjBkzPLb3ww8/YMOGDdiwYQNWrVqFl19+GatXr8bw4cPdpvhbtGgR+vbti8OHD2POnDlYunQpnnjiCSxbtgz9+vXDiRMn3LY7ceJE13Y3bNiAn3/+GX//+9+xdu1ajBw5kl86RERERK2guDAPUeEhrV2NJrdn3wGYfa68/QKAx//+TGtX4bLXKbk9NJKttavh9SZPnozly5fDbDZj06ZNKC4urrWlSmFhIY4fPw6NRuP289///hdZWVkAgKKiIoSFhbk9T61WeyyrKS8vDxMnTkRAQAAGDRqEt956y9XooWbjB61WC7X6j8431bOHVc84Vlt9AWDIkCFu9R0yZAgAuOoMOFsYGQwGaLVaDB8+3GNbNRM1ABASEgJZll3dmQC4Ws/UjP/bb795vF6//fabK/aMGTPw73//G6WlpXjkkUfQtm1bDBw4EMeOHQPg7Ka2ePFi6PV6zJo1C127dkXnzp1diabzFRcX1zobakREBEpLS92W+fr6un6/2GtZm8u6G1RAQACeeuopjB8//qJTqm7btg3Tpk1DRkZGrevfeustdOzYEUuWLHG9kMnJyRg4cCBWrFiB8ePH44MPPkBVVZVbkzODwYBHHnkEzz77rNsfrV+/fm6Phw4dCj8/P9xxxx1YunQpbrvtNhw9ehR/+ctfMHHiRCxatMgVNzU1FRMnTkSPHj3w6KOPYtmyZa7tREZG4rrrrnOr+8iRI+Hv74+pU6di1apVtX7wiYiIiKj5KLIWWbkFaN+uXWtXpUkdz8yGSdK3djWaRURoYGtX4bKXcToTVjsnF76Y6nFcVqxYgdWrV2Ps2LHw8/NDfn6+W7nAwEB07drVNZ5KbUJCQpCbm+u2TAiBoqKiOp9zxx13ICMjA5s3b0avXr2g0WiwZs0aLFmypFH7FRgYCMA5iHBCgueMcUlJSa7fn3rqKajVagQGBuKhhx7Cd99951a2OvFTLT8/H4qiXDAJFRgYiFGjRuHll1/2WFfdjUmWZUybNg3Tpk1DXl4eli5diueffx4TJ07EoUOHAABTpkzBlClTUFJSgl9++QVz5szB9ddf7/E6A86WUjXHpqmWk5ODkJCmTWxf1i1rnnvuOQDAtGnTLlr2tttuQ0hICHbu3Fnr+h49emD69OmuhAngbGYFwDUI0MqVKzF8+HC3JmeTJ0+G3W53G0m7Lj179gQA1+jU7733Hux2O9555x23uAAQExODuXPn4rrrrqtX9q26TnV1/yIiIiKi5nMs34S1u4+1djWanM2uwGZ3tFi8p56b02KxVDxvbpQzZ7PwwhsL8NOmdKz4bd3Fn3AVCw0NxdChQ/Htt9/iu+++q3N8mcGDByMjIwNxcXHo06eP62fevHn43//+B8A5Psq6devcEj0rVqxw6850vk2bNuGWW25B//79odFoXM8BLq2lx/n69+8PrVaLnJwct/qeOXMGTz/9NMrKygA4uw598MEHmDt3Lt555x18//33brMrAc4ZrGoOZPzNN9+49rcugwcPxu+//44uXbq4Yvfq1Qsvv/wyfvjhBwDOhg3Tp08H4GyZc//99+PPf/4zTp8+DQC49957MWnSJADO5M9tt92G6dOno6SkxFX/82P+8MMPMJlMrmVZWVlYt26da6yfpuJ1LWuEELDbPfvFOhyeXxLVCY1p06Zh8eLFF5ybfunSpejWrVud62ubj37p0qUA4BrQ6MiRI279zgDnB89oNOLIkSN1brta9Zgybdq0AeBM/vTu3bvWZlQAcN9993ksO//1MZvNSEtLw+zZsxEfH+9qckZERERELafcbINGfVnfB62VyWaHxeEc10Kr1TZ7vJbs0n/+zVK6OJPJhPUbt2LD9n1YufEATuY5u0A99PwnuH7FBlzbpwuuH37dBVtDXK1uueUWPPLII9DpdBgzZkytZe677z68//77GDFiBJ566ilERERg8eLFmD9/vmtA3sceewz//e9/MWrUKMyePRvFxcX4xz/+ccHPZ58+ffC///0PXbt2RUhICH766Sd88MEHAC5tDJXzhYaG4oknnsDMmTNRUFCAgQMH4ujRo5g9ezZ69OiBpKQkmEwm3H///Rg4cCDuv/9+SJKE8ePH45FHHsGIESNc75XS0lKMHTsWM2bMwMmTJ/Hss8/i3nvvRdu2beuMP2PGDCxcuBCpqamYPn06/Pz88J///AfLly/HQw89BMDZRevFF19EWFgYBgwYgPT0dMybNw+TJ08G4EwG3X333ZgxYwZuuOEG5Obm4rXXXsPQoUMRGhrqNlsWAMyePRsDBw7EiBEjMGPGDFgsFrz44ovw8/PD448/3uDXsjZel6xZuXKlK9tXH1OnTsWiRYvw6KOPIjU1tc6mRxdK1NQmIyMDM2bMQL9+/Vx96kpLS2E0Gj3K+vv7e2TdHA6HK6lSUVGBtLQ0zJgxA/Hx8a5uSmfOnHG1tqmv6inJavLx8UFqaireeustjxHFa7JYLLBYLK7HtWUKiYiIiOjS9UgMQVhA3edhl6PcvHzsPpkHiyESHy/+Dg/++dZmbcVdUVGBjCLTxQs2kca0KLjSCSGQkZGBDVvScPpsPs7kFiEzKx+nsoqQW6YAkvtlZJlZwpLVx7Fk1VEY3/4aCVEBiIsORVxUKGIjQ9D7mk7o2fMat/FQrjaTJk3Cww8/jHHjxrkNTluTwWDAunXr8NRTT+Hxxx9HVVUVkpOT8dlnn7lmFQoPD8eGDRswffp03HXXXQgLC8Mbb7yBJ554os7Y8+fPx0MPPYSpU6dCp9OhW7duWL16NW6++WZs2rQJ48ePb/B+vfLKK4iIiMAHH3yAV155BeHh4bjrrrtcU18/99xzOHnyJL799lvX8eP9999H586d8cgjj7ha2IwYMQK9e/fGXXfdBV9fX0yfPh3/93//d8HYMTEx2LRpE5566incf//9UBQF3bp1w08//YTU1FQAzuRK9URFL730EkJCQnD33Xe7uk7dddddqKysxPvvv49///vfMBgMGD9+PF5//fVaY/bs2RNr167FM888gz//+c/Q6XQYOXIkXnvttYsOzXKpJFHbdEqtJCUlBVarFe+++67HusLCQtxwww2YP38+UlJSkJSUhEWLFrnGfunevTsmT56MhQsX4rXXXsOsWbNqnSkKcHYVevXVV2ttTQM4uz1VD9a7adMmV187rVaL559/Hs8++6xb+ZiYGNxyyy14++23sWDBAtx77721brd3796YN28eevXqBQAwGo244YYb8NVXX9Xr9UlMTETv3r1d+7Zz50489dRTmDBhAj755JOL3u144YUXMGeOZ9PSupJQRERERHRhdrsdK9duwpJNh6GXFdw+sjeuG9D3su2arigKtqftxYY9h7H7bDmqDNGQJAmKpRIJqhL0ahOJsSnXIiwstFniPzbzabz9T89ZW5vDjKefxZuveY51QcAjM57FLxsPo8TmB0iNbIEkBLSiCl3jNfjm83kXvLnsLcrKyhAQEMDrpBaSkpICvV6PX375pbWr4lW8LrVpNBrRp08fj+W1DeJTrUOHDnj++ecxa9Ys3H777Y2Kn5aWhrFjx0KtVmP16tVugyIFBAS49aOrVlFR4TaODQD88ssvrlY+Wq0W0dHRrrncqyUkJLjGr6lN9cjX1QM3AUBYWJjr9enbty/i4uIwfvx4aLVaj7nqzzdr1iy3jGtZWRni4uIu+BwiIqJLVT3VKNGVqLi4GNt370N6ViFOF5TjZH45ClUhUGkjAAAv/nQEEcu3IzHciLhQI5LjI9G7e1evvkAtKi7Grxu24ejZApzIK0ORHASVrxHwN6I65STr/JAJP5w+pWDpu98izl+FdpEB6N0xEf1797zgtMEXY7fbcfjocWzafRBFcgDmf/k9BvXqirZtkhq13QvJz89HMfywdeduDOhzaS3drwbvvfkyMjPPYPO2NJzOykd2XjGy8oqRlVOIU7nlqLJpgPMTkkJALdkQG6pHTGQwYsKDERURjOjwIPTq0QXdunRq8N+zrKwMXy/7DXvTc3DHDQPRq3s3fs/QFe+KeYc/+eST+Oqrr/Dggw/izjvvbNA21qxZgwkTJiA6OhorV670GNE6OTkZx48fd1uWn5+PsrIyJCcnuy3v3r17nWPRVEtNTcV7772HvLw8j2nIAODNN9/Eq6++ivT0dNe87OcbN24c7rzzTsyfPx+TJ0+us/8j4BwRu3pUbCIioubyzOzZeO2VVzgeRCM4HA58OG8eHqrHJApUtxUrfsXIkcMbdcG/a+8BbNp7GGcKK5BdXIl8E+DwDYWs0QEIAHwCUHPrso8/8uGP/FJgRyngOHQSuh92IsxXhaggX8SH+GPEwJ5o3zaprpAtwmKxYMmyX7EnIx8ni61wGKMgyUGAIQgXerUkSYYIjMFpAKfzgZWnjiN4+XYkRwXihgHXoFf3rnXGO3T4KI5mZKK4wowSkw0lFWaUmKwoqrTCpDZCZQiCFH4NfsgU+PbQJvg5ViDYoEOgnxaBvjoE+GgR7O+DTm0T0bFDu3pfrJeUlODwsRM4lZWLwgoz8kqrkFXpgLr9QHy0/ih+2LwfkYG+CPX3QVRIIDq1b4OIiIir/hgWFxeLKXGxbsuEEMjKysavazZh/bb9+HnLSdgVGb3bB+D6oT0wfHA/dO18aUkZm82GU6czcTwjEwWl5agw2VButqKsyoqSSguKK8wosgA23zDI6ig8+81e+H25HsF+OgT66RDoq4XRRwd/Xw0Meg1iIkLRPikB4eHhl20LNyLgCkrWqNVqfPzxx+jXrx/ef//9S37+wYMHMWHCBLRv3x4rV670aAUDOJMrb7/9NkpKStymKdNoNEhJSbnkmA899BD+/e9/4/HHH8fChQvdvhBOnTqFDz74ACkpKXUmaqq9/vrr+P777/HYY49h5MiRLTL4G7WOzMxMxMTEXPUnD0Tk3fz9/HicaiSVSoXCgoLWrsZlb/v2rbj++tQGP99ms+H9z7/HWVU0JL9gQBsIaC9tOlWVzgd2XSyyAWSVCezKyseR9O/w//5R9/gSLeHlfy3AXnskZFU4EAg09JJW7euPMvhjRwWw7auNmCMDPbq5J2y+/vFnLFy+AfbwjtD4B0OSdAB0AAyAFoDW/aJEkiSojaGwIBTZALKtAKwASgCRZYd122boCubj0TsmYtjga91iFRYV4cdVG5FfbkZRpQWlVVZUCTUkQzA0PgZIki+gD0b1bOTqwAgUASiyAygGHLkVsG5dDb2jCgE+WgT56RDqr8fgnl3QKbl9A1+lK4ckSYiJicY9d96Ce+68BY8+9Qr2Hz2Dbz55FX5+fg3a5tKfV2LznsNwaA2otAHlJisqrApMkg9kH3/IuhBA98fnTvYJgAkBOCMUnCqqhCq3DL6wwN9HA3+9BvpDGZB/Xo2H77sdSQkXvo4i77B27drWroJXumKSNYBzsJ8ZM2Zg7ty5l/zcqVOnwmKxYNasWTh8+LDbusTERMTGxuKhhx7Cu+++i9TUVMyaNQsZGRl45pln8OCDDyI6OvqSY7Zr1w7vvPMOpk2bhszMTPz1r39FREQE9u/fjzfeeAN6vR4LFiy46HaioqLw9NNPY/bs2XjnnXcwc+bMS64LXR7mz5/vmrK+uaWnp0OlUnm0MCMiupiyShO7QjUBJrxan0ajwcdzn8Whw0exec/vyCwox9miSuRUOmDzqW5dUzeHpQq+lkJE+GsQG+KPhDB/DO0/Gonxrd8NfdrtN2Lxz2txOKsY2VYdZP+wBrVCUOxW6Cpy0CbEB/2va4/uXbt4lJk8fjSGDOiDHXsOIK+4HMWVZpScazVRVGFGmdBDNoZBkv9ojaE4bEB5PowqG4L9dAjy0yPQV4dAgw5RwW3Rt8eNCA4O9ohVUlqGogoz8spMKDLZoRjCoPOr/5gjKq0OPqExsFvNyC/JgdVeCQkCBcWll/zaXA1uuykVPY5lNDhRAwA3TxiLmyeMdVtmsViQk5uL9FNncDavEOk5xdiaWQW7PgQhthwMSo5CRKABiXFtkRQXi6CgoGbrMkfUWq64s6gXXngB3377LY4dO1bv5+Tl5WHTpk0AgFtvvdVjffVgxGFhYVi1ahWmT5+O22+/HSEhIXjsscdcI103xNSpU9GhQwe8/fbbePrpp1FUVIS4uDhMmTIFzzzzTK3do2ozY8YMfPTRR3jppZdw1113ISIiosF1Iu+lUqlarDnniRPpkCSpRZI127dvR0FBIcaMGd3ssa5kiqJccRd3Qgis+G0NHIoDY0aNZHPmVmS323Hs+HHk5ObDZLHArgg4FAUORcDuUGBXBGwOBRabHUm9B+M/i3+Aj1YNjVoFjSxDpZKglmWoZAkqWYJGpUJwUCDatUlCUFBQa+8eXYGEEICswfET6WjXtk2DtyNJErp0SkaXTn90eS8rK8O2Xftw7EweMvJKcTyvCpV+UYCiIMCSg/YRRiSEG9EpoR369LypzplfWlNUZAQev3cKAOB4+kms27EPJ3JLcTy/ClZjtFvi5HyOqnKEowQdogLRKT4cwweNuujFenhYGMamDvNYXt2tZsvu/dibno0DeVb0jPZB96RoXNtn0CVPAd02KRFPJCUCcF7w7zt4CEczspBXZkJWSQUKbGpogmM8vk+s5UXwtxUjJsiAiABfxIcHo9c1A9zGjiRP1w7oi2sH9G3y7ep0OiTExyOhRg+DEycz8PLcN/H+W3Ph6+vb5DGJvI1XzQZFLYujnF9+Xn75ZY/ZyJrLyt9WQQKQOnJEs8cqKirCggULLjjlYFNxOBz45JNP8Ne//rXZY7W02bOfw7PPPuOVFwW1OX36NE5nnoHJZIYiAIciICDgcAg4hIBDEbDZHYhJ6gBZkpB54gg0GpXzYl+SoFJJkACoZBmyBPj46BEXG3PJCUar1YqKigqUlpbCarMBAGRJgtFohNFohF6vZ5IIzhsbPyz7BcagYECSzyVrBOyKAruj+l8FGh8DwuOSUF5ShNL8bKghoFbJUMsSVCoZapUElSxDJQGmygrERIRh5HDPC7irjd1uR2VlJUpLS1FYVIyCgkKsWrUK48aNQ3hYCIKCgmAwGJrt/fjcc8/hxRdfbPLtNgez2Yzde/agymSBw+GAwLnjhxBQFHHueKLAZLEhvl0XFOScgcNSBZXKeeyQZednXJIkyOce63U6REVGol27tg2qU0lpKX5dtxlqtRqjhw+GXq9v2p1uQaVlZViybBXWHS9Cha/7+IsOqxnJmiJMGNS92Wa8mvn0M/jna680+XarnTl7Fj+v34bd2ZVwBMZBKctDJ6OCYX26oke3LjzeezG73Y4vvv4ed902udljXenXSYmJibjhhhvwn//8p7WrQhdwxbWsIbqSabValJWVtciXhs1qa/YY1fLz82sdJ6o5bN22DUEhoS32On755ZeYMmVKs8cBAD+DASaT6bJJ1mzeuh06Hx+o1Voo5y6yHALn/lXgUABjYBAM/v4AAENgMMpKiyDjXILGIUElAbKsQJYkVJhLcOp0JuLj4z1Otr9YtBi/Hz4MWaWGvzEQfv7+8DP4Q6/3hUqtho+vH/z8jdCoNQAARThwMicTVZUVsFktsFktqKysQGVFBcrLSmAxm6BRyXji8cfgf65+V7rw8HD89d67LlhGCIHCwkK89Npc3H/ffUge3hsajaaFanh5+GrJEhw4cAgCcL3vJVmGn8EfQSHhCIuIQmx8IuI6JuDeTr1hsZiRfuY0stMOoDA/D6UlRbBZLc4kgyRBlpzdpR595GGPLiEVFRUoLy+HxWKBzWaDzW6HzWqD1WaD1WqF1WqFci5JWlBYhN9Wr4EMCbJKglarhU6rg0ajgUargUathkajgVarRXBwcKtOWGC321FYVASNRgdAgoDzvef8Ofc7AI1ajeyMIxAQUEkyIASEJEEIQJEAWQBCElAUCeXl5fDza/id+sCAANwy4cpoHRpgNOL+P92Ea48cwz8Wb4DD8Edr7a66Erz8+P3NmtCwKc22aQBAbEwM/vqnSTh89Djmfr8ZI9sF4Y5J45s3KDUJtVrdIomaq8HXX3/NVq2XAbasuYo1NmNstVqRlZXVDDUDoqOj3QZKbslYAGAymZCTkwNFUaAoSo2TwOo7dwocDgcqKirw8Sef4LYpUxAeHg6VSgVZliHLsutEpvp3WZYRFBTkcWC02+04ePAgKioqUFVVBYvFAuVcHABAjU9oeUUlVGoZvvoaF+M1zpc0ajV8fHzg6+uLqKioWgenTktLQ3Z2NhyK4rZtSJLrBFcIgdi4eNhtduTkZEGSnC0YJEkCah4yJECtUiE2Nhbdu3f3iHXs2DGcPXsWFRUVznjn7U91TLvdDmNAIKoqK87fJdcDSZLg5+uLwMBA9OzZ06O7T05ODs6cOYPKykpYLBaYLRa4Hd7O/Zpx6hQGXjsI+/buRlhomMdrqJJl6PV6+Pj4wM/PDx07dvS4Q1pWVuZ8DR0O2O122O1213ui5jKLxYKPP/4Yf/nLX6DT6aBWq6FWq6FSqVzvlZrLoqOjPS78TSYTjhw5gqqqKphMJudFl93usV8AsGfvXnS/5po/TqLP26/qGeF8fX0RFxfn0V1SURScOnXK9TsA1/u9+vfqdUuXLsXo0aOh1Wpd8aRzd6rP//H19W1Q10whBDIzM/Gfj+ZDkmXcf8+dSExMbNRFgs1mQ1FREUpKSlBaVu56byoKYLJYodL7ITo2AXt3bkFkWAjUKhmyLMHHR48AfyMCAoyuFg51WbVqFTZv3uzcB7cd+uOxEEBxcRGiY2JRWFgAXx9fuP3ZPP+EuPPOO5GU5D57zP79+/H999971KFmXCGcLcq2bd2Kvv36QqPR1hmj2qhRo9C/f/869/FiZj3zDF55+eUG/63sdjvefPNNWK1Wj3UCgCzJUGs0KC0tQUREJEqKiyHJEnRaHWw2GwRErfsVHx+Pu+++22P5Rx99hJycHLdl0rnjU40FyM/Lg81mQ3RMjPuxsBa+vr54/PHH69U10W63o6qqCuXl5SgpKUVBURGOHjsOldYXcVFhCAwwIiQ4CEajEQaDATqdrl6vbVpaGtLSdkGj1UKj0TiPNxqNMwGjdv4r1VI/xeGA1WaF/VyCx26zwW63w2qzwmGzIzV1pMd7saKiAnl5eR7bstlsbt+xQgjXRA0198Fqtdaa2Kvte/NKtm/fPlRVVdW6TggBSZJgs9lQXFwMvV4PlUoFPz8/17raSJKEvn37Nqib7Ix/foSj1kBnfLsV0wbFYuzIoZe8nUtx218fweKP3mvWGNXueGIOnpt6GzqeN6trfVmtVuzbt++CZar/LjabDQ6Hw3VOcaFLsICAALRv7z6YsRACb731Fkwmk9tz3b5zZRmyJEFz7jNns1qd55TnncvWfG5AQAAeeeSRS9vxq8CV3rKGLg9M1lzFeBCqW2ZmJtatW+dKtFQnW2r+Lssy/Pz8EBQU5OpC4XA4XBe3NRM7gPMCt2PHjujdu7dbrIqKCvz222/w9/eHj48PdDpdgwdIs9vtMJlMqKqqgsFgwKBBg9zWCyGwevVqBAYGNtkgbHa7HRUVFbXOiLZhwwYoigKDwdDoeEIIVFVVoaSkBCNHjvS4q5uWlobc3Fz4+vpCr9dDq9U26MTU4XDAYrHAZDKhsrISAwcO9Ogvf+TIEezZs8eVZFGr1c6ZK9RqyLLsuijS6Zx3pW02GywWC+x2O2w2GxRFgd1udyWqqhM8PXv2RIcOHdxi5ebmYtu2bfD19XW9PxoyaGv1flmtVlRWViIqKgq9evVyK2M2m7FkyRK393u1mieDsixDURSo1WrXe762k8Dqz0F4eDhGjRp1yXWurtO+/QcAAF27dG7WPup2ux379u0HJAkx0VHNPvbX7t27UVJaiuQOHRo0SP2lMJvNWLZ8OVJHjmyR4/2p05mIj4tttrvviqLAZrNh69atsFgsqKioQMeOHdG2bVu3BGJTEkJgy5YtqKqqwogRI5q9q0RpaSlyc/PQocPlMfvM6dOnsXHjRrdl1S2tQkJC3JYfO3bM40K0Zrmar223bt3QrVu3Zqq199m6dSvKyso8k4U1FBcXY+PGjQgKCkJkZCTatWtXa7nqbciyjGHDhjXoe/jM2SycPuu8WSZBQv8+njdLmtqRo8eR3KH2fWpqabv3onPHDg1ukWo2m7FmzRq3ZNn5vwPORM3Ro0chhECXLn90tar5d675nPDwcPTp06dedajtvLM60V19LnT+eSxd3JV+nVSzG1RGRgaSkpKwdOlSzJs3D6tXr4afnx/uvvtuvPbaaxc8dixZsgRz5szBiRMncM0112D27NmYMGEC1qxZg5SUFNxzzz0oKipCWFgYvvrqK/Tt2xerV69Gfn4+nnvuOSxfvhz5+fno2bMnXnrpJQwfPhyAc3aoYcOGYcuWLRgwYMAF6/3VV1/hP//5DzZv3oyEhAQ888wzuOuuC7cEvlwwWXMVu9IPQkREREQt5WxWNnQ6LULPS04R0eXnSr9Oqi3pERISgr/85S8YMWIEfvzxR7z//vuYP38+7rnnnlq38fPPP2Ps2LG44447cNttt2HdunX417/+haqqKrdkzRdffIGRI0di+vTpUBQFgwcPRq9evVBZWYk5c+YgPDwcH330EX7++Wf88ssvGDly5CUlawIDA3HLLbdgwoQJWLJkCT799FN8/fXXuPnmm1vo1Ww+HLOGiIiIiKiRDh3PgE6jxpCBTNbQ1ePU2SwUFpWgV7fOrV0VaqSbbroJc+fOBeDsDv3TTz9h2bJldSZrXnzxRQwaNAgLFy4EAIwdOxZVVVX417/+5VbOZrPh448/RlRUFADgvffew/Hjx5GWloaePXsCAMaPH4/evXvj6aefxs6dOy+p3kOGDMG8efMAAOPGjcOJEyfw6quvXhHJmitrjlciIiIiotYgSbUPAkV0BVu5dT+W7jwOs9nc2lWhRho4cKDb47i4OFRWVtZa1mw2Y9u2bbjxxhvdlt96660eZYOCglyJGgBYv349kpOTXYkawNkNcMqUKdi1axfKy8svqd533nmn2+Mbb7wRu3btqnP8r8sJkzVERERERI1UZbaiytxyMykStSZFUfDDr+txuEKFUm0wPv5uJSoqar+wp8vD+eMCVo9RWJvi4mIoiuIxrmNt4/2Fh4d7PDcyMtKjXEREBIQQl5ysOX/cv7CwMAghUFpaeknb8UaXlKxJSUnBDTfcUOu6nJwcSJKEBQsWICMjA5IkISUlpdbB0V577bU6B7ey2Wzo06cPXnvtNY91a9aswZAhQxAQEICYmBjcc889HjMPHDp0CKNGjYK/vz8iIiIwc+ZMt9kkFixY4DFTiVqtRnh4OKZMmYKTJ096xN2/fz/uu+8+JCQkwMfHB+3atcPDDz+Ms2fPupWrnqWk5o9Go0FERAQmTZqEo0ePusquXbvWo6xer0dSUhL+9re/IT8/323bL7zwgseMNDV17NixziZqRERERNR8Dh89DofOiHKHjJzc3NauTpNKT0/HmnXrWrsa5CWEENix5wDeWbQMa7IVCI0vJEnGcSUEb369CsvWbILFYmntalIzCw8Ph0ajQe55x7vaZgU8X3BwsMcMjABcy4KDg125gvOTRRUVFR7PKywsdHucm5sLlUqF4ODgi9bF2zVry5p169bhww8/rHd5s9mMP/3pT0hLS/NYt337dowaNQphYWH4/PPP8corr2DNmjVITU11JWMKCgowYsQIVFZWYuHChZg5cybee+89zJgxw2N7P/zwAzZs2IANGzZg1apVePnll7F69WoMHz7crcnUokWL0LdvXxw+fBhz5szB0qVL8cQTT2DZsmXo168fTpw44bbdiRMnura7YcMG/Pzzz/j73/+OtWvXYuTIkR5NBD/88ENX2R9++AHTpk3DF198gf79+3u8+YmIiIjIuxxLT8eB03nwDQiGf2g0Nuw+jKxszwuRy1VZeTkCAgJbuxrkBXbtP4T/98VP+GJPLjKlEMhqrWudJEko1Ybit7MK5n7xC35avQl2u70Va0vNSaVSYeDAgVi6dKnb8h9++OGizx08eDCOHDmC3bt3u5YJIbB48WL07t0ber3eNahzVlaWq8zhw4c9EjMA8OOPP7o9/vbbb3Httdd6zBx7OWrWAYYDAgLw1FNPYfz48YiJiblg2W3btmHatGnIyMiodf1bb72Fjh07YsmSJa4pA5OTkzFw4ECsWLEC48ePxwcffICqqiosX74cAQEBAACDwYBHHnkEzz77rFtzq379+rk9Hjp0KPz8/HDHHXdg6dKluO2223D06FH85S9/wcSJE7Fo0SJX3NTUVEycOBE9evTAo48+imXLlrm2ExkZieuuu86t7iNHjoS/vz+mTp2KVatWYezYsa5111xzjdsI19dffz1SU1MxcOBA/P3vf8f//ve/C75uRERERNTyqqqqsGHbLlRIPjCExbqW+0clYfOhDISmZ+C6/n2gVl8B83lcYXPHFhUXI23PQWi0OiiKA/HREWjXNqm1q+W1hBBY/NNv2FkACF0IJG3dZSVZhRJdGFZlOXB00TL8ZeIwBDTRbErfL/8VilqP2BAD+vXuefEnULP6xz/+gdTUVNx9992YMmUKtm7divfeew8AXNfNtbnnnnvwzjvvYNy4cW6zQe3fvx8//fQTAOc1clxcHJ599lmo1WqYzWbMmTMHIbXMtrdgwQKEhIRg8ODB+Pzzz7Fz5078+uuvzbPTLaxZW9Y899xzAIBp06ZdtOxtt92GkJCQOkd/7tGjB6ZPn+72h+/c2TnqeHp6OgBg5cqVGD58uCtRAwCTJ0+G3W6v1x+sepCjU6dOAXCOVG232/HOO+94vOFiYmIwd+5cXHfddXX25aupuk51df86vx6TJk3CokWL6hzUiYjofGx2TN7i40XfIjf34k2hiS5Hdrsd67dsx4/rd0IJioVfUJhHGUNoNCr14fj2143YlranXueK3koIAR9fv0seR6IhbDYbLBZLs7bIOH4iHbsPHENc+66ITGiP6KSOyCmuwo603bUO33C1cyZqfsX2Yg2Ezq/ez5NkFTLlUHz8wxqUl3t2XblUiqJAUesREtsW5Sae73iDESNGYOHChdiyZQtuuukm/Pbbb66hTPz86n6v+Pv7Y/369Rg2bBj+/ve/409/+hNKSkqwYsUKjB49GoCz5c6SJUsQFBSEKVOm4LnnnsPs2bPRp08fj+298sor2LJlCyZPnowjR47gxx9/xLBhw5pnp1vYJaf6hRC1HkAdDofHsuqExrRp07B48WLcdtttdW536dKl6NatW53rn3766VqfAwBdu3YFABw5csRjFOvQ0FAYjUYcOXKkzm1Xqx5Tpk2bNgCcyZ/evXvXOgASANx3330ey85/fcxmM9LS0jB79mzEx8djyJAhF60H4Gy9s2jRIuzYsQMpKSmu5Y358rJYLG4Xc2VlZQ3eFlFTOnrsGMrLK9C7F++SNMYXX3yBO+64A1rtBW55XYbSM05DEQLtkhJauyp0EYqiYPPO3cgURixdvx23jU6Bv8HQ2tUiajK/Hz2O/Scy4ReegICoC59Gq9RqGKPbIM9ixrcr1qFf1/aIj4u94HO8k4TIqEjk5GTD39+/2aLkFxRg9Zbd0PgYYDeVY3TKwCaNZ7VasXnbTuj8QxGT1MFtXWhkDMymKvy6ZiN69+iCkCtgrIumcCYrB9+v34njVoNbl6f6kiQJmXIo3v12NVK7t0G/Hl0bVI+8vHxs23MAARHO1k8m6LFh63b069n9iujq0hpq9mZJTEysNVG5du3aC27j22+/Rffu3d3GZf3Xv/4FWZbRtm1bAM5WL7WJjo7GZ599dsHt9+/fH1u3bnVbdscdd3iUi4uLw7ordFytS07WrFy5EhqNpt7lp06dikWLFuHRRx9FampqrU2XAFwwUVObjIwMzJgxA/369cPw4cMBAKWlpa7+bTX5+/t7JCYcDocr8VFRUYG0tDTMmDED8fHxrm5KZ86ccZtSrD7mzZvnmue9mo+PD1JTU/HWW2/BUM+T1uoEUc1xaywWywVf+5rdqWrz6quvYs6cOfWKT5SVlQW9Xt8ig3NVVlZBukBzSaoftUZzxSVq8gsKsHHv7xCQ4O/ni4hwzzvY1PIcDgcKCguRmZWDorJKlJqsKK6yoKDCgipNAGSfAJwW/njz2/UI1ksI8tMj0FeLQB8dYiJDERURAR8fn9beDaJLsmP3Ppwus8MY3faSnqfR6aGJbottR8+gymRBxw6X9nxvIET9Woc3RHl5OXbtP4QSs4LItl3OxRNYtXUvwox69OzW2WOWmktVUVGBDVvTkNC+K2SVqtYyeh9fxHfohj2/H0e7uEokxMc1Kublbt22XVhxKBtmXTDkRvTkkyQJhZpQLN6TjUMnz+CuiaMu2EUGcCbWjh1PR0FJKcpNNihqHwTEJrvW+weHw+awY9n6nfDTyvDTa5AYE4mYmJhme5+Sp59//hmPPPIIXnnlFcTFxeH333/H7NmzceeddyIwMLC1q3dFuOSP3sCBA/Huu+96LC8sLKx1pihJkvDRRx+he/fueOyxx7Bw4cKG1bSG9PR0jBw5EiqVCosXL3Z9KIUQtX5AhRAeB4XYWM87G71798a8efNcXwgqleqSm61OmjQJs2bNghACO3fuxFNPPYUJEybgk08+afRFlFarxaZNm2pdN3ny5Is+f9asWXjiiSdcj8vKyhAXd3V/EVHdTp06hdDQ0BYaSV1ccf3hq61cuRKjRo1qkVhqtQZms/mCM8d5I6vVity8PGTnFaDSbIXZZkelxY5ysxWVihraQOfxesmWQ/CFDUYfDXy1Gui1KvhptYiKCEVkRMQVl6jyNlk5uVi6bjuqFBUqrA5YZB0kH3/IKjWcpxO+gOGP/tWSJEPxD0MBgAIrACsgihU40k9CYz0AHzVg1GvQJsQXNwwb3Gr7RVQfefn5yCiqgn9o9MUL18E/NBp7T5xEYnzMZXacFsjLy0V0RPjFi9bT2awsnDh1BhUmGyxChaDIWAQG/nGuLkkSgmLawKo48MvmPfBRAf4+WnRok4DwBiTtd+45gMTka+p1IR+T0A5Hjh+66pM1u46fhVlX+032BtH64WB+PkpLSxEUFOSxOvPMGZw4dRaVFjssDsA/JArawDj4B9a+OZVKjZAYZ0sbuxDYc7oI2w+lw1ergdFHg2u6dKz3TXJqmLfffht6vR6zZ89GXl4eoqKi8NBDD+H5559v7apdMS45WWM0GmvtK1bb9FvVOnTogOeffx6zZs3C7bfffqkh3aSlpWHs2LFQq9VYvXo1kpL+GAwsICCg1v60FRUVbuPYAMAvv/ziauWj1WoRHR2N0NBQtzIJCQmu8WtqU1JSAgBumcOwsDDX69O3b1/ExcVh/Pjx0Gq1+OSTT+q9n9XTgtccmFmSpFpfewD1+tLX6XRsKkj11pJ3JnRaLSqu0PGZ6jOFYVOJjY1DZmYm2rdv32IxG2Pj9jQcyS5ClU1A6AzQ+hkgy+f6OGudPzXTL9qAUNgBFJ37gRUQZgXbcjIhmX+Hr1pCu6ggDO1f+3GSGicqIhzd28Zhz6lcmG122IQdit0KIavqfbwQDjvgsEGWFOjUaoQbdLi2T4/mrThREzhw5ESjEjXV/CPjsWf/QQzo27sJatUyJEioqqiAsX3jWgRVVlZix579KKm0QeVrhDE4Fn4BwIVGQZFlFUKiEwE4L8i3Hs4E9h1GkJ8OfXteU/+klyRf0nmNkOQ6bwJfLW4e2htfrdmJsyIAkrr+vSpqI4SA0VqI1F4JtSZqtmzfhQKrGsbgOBgAXGqKRZIk+AeGAIHOazuLouDnjWkY0rMTIpowyUju/Pz88N5777kGFW5pdXXfupK02PD0Tz75JL766is8+OCDuPPOOxu0jTVr1mDChAmIjo7GypUrkZDgPn5BcnIyjh8/7rYsPz8fZWVlSE5OdlvevXv3OseiqZaamor33nsPeXl5CA/3/KC/+eabePXVV5Geno74+PhatzFu3DjceeedmD9/PiZPnowxY8bUZ1exevVq+Pr6olevXvUqT9TU9Ho9qkymFomlVquhOC7fwRcvpCW/RMrKSpHcoV2LxWus7PxCQEgABITDBsVuh6ytvXl6XRx2G4TdDkkICEjIyStq8Am2w+HA7r0HUGW2oFvnDghiE143kiRhYJ8eGNjH+b4uLy9Hdm4ecgqLUWGyodxsRUmVFXlVNtj8wgBLJYJgQqi/Hka9Fga9BsH+RkRHtkVoSMiVMUMOXTXsjqY5lsuyChab5ziPXs15mG6UvPx8bEg7hJC4dggKalgCRJIkBIQ6z93tigM/rd6M6wf3rde4Nj5aFew2G9T1HMpBI13diRoAiI+NxhN3jMOqTTuw/UQOCtTBkORL+44GAL25EN3CfTBu6HD4+9eehgkJDkBRbtPdtJNlGWoJCAwMuHhhIi/WYmdKarUaH3/8Mfr164f333//kp9/8OBBTJgwAe3bt8fKlSs9WsEAzuTK22+/jZKSEldrl6+//hoajcZtkN76euihh/Dvf/8bjz/+OBYuXOjWlerUqVP44IMPkJKSUmeiptrrr7+O77//Ho899hhGjhx50ab6Bw8exLfffot77rmn0X10iRpKAIDSMomGiopKaFqwC8sXX3zR6FZ+9SXQcid7RUWFCAu7fMZ0uWWss3uYw+FAcXExsnLzUVpRCZPVjkqLDaVVFlSq/KDxc45FZqsshZ+jCgG+WvjqtPDVqBEQ5ouo8DgEBQVd9OLfZrOhsLAQ+QVFqDSZYXcosCsCdrsDVocCi01BYEQs1IFabNh9DJLDAq1GDY1KgkYlQ62SodWoERIciLDQ0AvOdHClkyQJRqMRRqMRyec15CqvqMDuA78jIjQBye3atE4FL1NCCBQVFeFU5hkUlVXC7hAw+uoQFR6CmJgYdvVrAKvVCpVKBVUd45TUV0RIADLKK6HzbdznvqI4H13axVy8oDcRACQJiqJcdKyRuhw8mo7Q+KZr9SnLKoQmJGPPgd8xeGC/i5bv06sHfl27EQkdLt4VKuvUCVzTucMFy1wtZFlG6uD+GNrfipUbd2DX6QIUa4IhSRd/H2jNJegSqsUNo65FWOiFu1O1a5OEA+kbYQjyvL5rqAA/9iigy1+L3tbq2bMnZsyYgblz517yc6dOnQqLxYJZs2bh8OHDbusSExMRGxuLhx56CO+++y5SU1Mxa9YsZGRk4JlnnsGDDz6I6OhLb7rarl07vPPOO5g2bRoyMzPx17/+FREREdi/fz/eeOMN6PX6Oke4rikqKgpPP/00Zs+ejXfeeQczZ850rdu3b59roOPKykrs2rULb731FuLj4/Hyyy9fcp2JmorUQkmGqqoqCElCaGg4MjIykJiY2KzxFEWBvZbZ65pLS96Xk9By3deasnm4SqVCaGhorUn4A4ePYv2BdAgBDO6SiGs6X9ugGMt/WYnMrBzo/YzwNRih0uig1uqg0fvBJ9AA/Xl3W4MjnePkKIoCs6kSlaZK2CvNcNgqcPjkGZgqSiHsVtw+5ZarOmlTG3+DAUMG9G3tanit3w8fRWl5BRyKAodDwK4ocCjiXOJQgc7XgMDQcAT5/3GKdrq0FAczdkMSDqhVMlSyM4EoyxLUsgQhFPS8pmujBm0uKyurdZKGy40QAsXFxTideQYl5VVQJDUUhx1+ejUiw0IRExPdoKTXNV06IX3lOsC3cQlIX8WEuNjLK1njUBREREYjOzvbrXv+pYiNCsfhszkwhly4VfulKM07g94d6jeujEqlwnX9e2PLrgOIa9OxznIFOWfRJiYUoRdJLlxttFotxg0fhJFmM5av24pdWRWo0tU+pqFsqURHowOjh/dGTGREvbaftmc//EObdqa0UrOCiooKjltDl7UWb4P8wgsv4Ntvv8WxY8fq/Zy8vDzXwLq33nqrx/pXX30VTz/9NMLCwrBq1SpMnz4dt99+O0JCQvDYY4/hpZdeanB9p06dig4dOuDtt9/G008/jaKiIsTFxWHKlCl45plnau0eVZsZM2bgo48+wksvvYS77rrLbfvVjEYj4uPj8fDDD2P69Om19ukkail2h71F7uLu2bcPvXr3gyRJ2L9vL8LDq5q1RZmiKJBbsGnzldqKesmSJZg4cWKz37Xq2rEDkuKcFweNSYqMucF9kGe73Y7KykqUlZejuKQUleVmWO0OlJsdUPsYoLJVwFengZ9Wg5ggfwQkxsHf3x9arfaqbxpPjePvbzg3RpcERQjIkCGEApUEQCXBaq5EQc5Z6Hz8IEkSHHYbLFUVkCGgUklQyYAsSZAkQJYlSJIEX73+gi0eHA4HzGYzTCYTzGYzqkwmmKrMsDnscCgCDkVg//59uOaa7lBJgEqWodGo4ePjA18fPXx8fKDX66G/SJyWoigKjh47jrLyCjgE4HAoUBTh/F1R4OPnj9CwWBjC3U9zS8pKkbFzP4TDAZVKgixLUEnOf9UqGW2Tah9PA3Amwn10jRu3AwB8dJdP9z8hBA4eOoSgkFCEhYdjV9oO+Pj4NGjigfZtkgABHDhxAkExSfVqmVEXRXGg5Gw6+nRuh9iY+t+MNRgM0KsvfPw2V5YioXfnBtftSqfX6zHp+hRcm5eHxb9uxSmEuH0nBliLML5PG/TqdmmvYVF5FfRN3DI4MDIevx85hr69L21m39ZiNpthtVpbuxrUCFqttskHj5fElT4qD9WprKwMAQEBdU55Tle3zZs3IywsrNkGq7Xb7di1azcS2rRzdVtUFAVp27ehW7cuHoOCN6XPPvuswWNneWssk8mEZcuWY+DAAQ2+83kpFi9ejEmTJl1x3TI2bNqCrNx8TJk0ocm2qSgKbDYbrFYrqqqqUFRcApPJ5DYEhAQgwGhEQIARPj4+0Gg00Gg0TZYYMplMMJlM0Ol0bAl0GaisrERZWRkAQKPRIDg4uEFJkv37D2DX7t2AJEOr00Gr1UFT80enh5/BCH9jANQaDawWC8rLSlBZXga7zQKb1QKr1QK71QqrxXkhIUFgxPBhtc6q2VIKCwuxffc+6PR+EJIEXz8jjAGB0Onr37JIcThQUV6GivJSWC0mqCRAIwtcd+0Aj7JCCGzavhN5Fg18Axo3Q2JFYQ7ahxvQvat3JgSEEDhz5gzy8wvgEAJJbdq5jQmTfuIEKivLoVWr0KZNm0tutVBVVYX1W3dC+IbC1xh4yfWrKC6Azl6OwQP61PtmgRACGRkZOH02Fzr/EASG1J0UMJuqUHD2JCLCAtEpOZlja12A2WzGW1+uRIHG2SpWZS7Dfde1R6cGTE1/5NgJHD5TgMCIppmBy+GwozjzGEanDGzwDcCWvE4ym81ITEpC7gUm7CHvFxkZiZMnTzZpwobJmqsYkzVNY9GiRfjTn/7U2tVoNEVRUFpairy8PFRVmWCx2gAAep0Gfn5+CAsLQ0BAQIMvHsvKynD27FmYLRYIBZBkGe2Tk6HRuF/sCyGQnn4CpspKyLLzDm9kZCRCQ0Ob5I6uEAKffvop7r777kZv60IxSkpKcObsWWRknEJiYgJiY2IQGBjYJBffJpMJubm5KCkthRACQgFUGg06JHdEdnYWigsLIcvOBICPjw/Cw8ObLHa1L7/8EhMnTrzMpp9tGbv37MGB/QcgACjnuoupVM7ki06vh78xEFqtFlq9D2SVDLvNBrvNiqrKSlRUlMFqtsBut0FxOAA4ny9JwKjUVEREuDcpz8jIwIaNG1H9TS7O/U/gjwUCQGFBAcIiIpGddQYREZHO7nnn3g4SJJz7z/lYAvr17esxMH9Lstvt+Oabb6BSqaE+l7jSanVQa9RQqdTQqNWQVSrIsgqK4hycXJZlOBwOOBx2OBx22G122Ow22KxW2GxW2G12GAOMuH7UKI94VqsVdrsdDocDiqKc284fP4qiONefi6WSZdc4KLIsQ61Wu36vXq5Wq70+mWkymVBcXIyCwiJYbDb4+egREhyMoKAgr697NbvdjuLiYhQWFqGiygS7Q4HV5oBDyIiMTXCNh1aUn4uKsiLoNCpo1Sqo1SoEBwUiJDgYfn5+dR4fhRBY9ts6OPwjofNpmlafpvISBEkmpAzq3yTbawwhBE6fPo3ComLX8SIqOgYhtXRLrclut+NURgbMpkpI51pjJSUl1WuwXwDYsWsvCqyaS0rYlBfnIylYjy6dLn5sEkLg2PETyCsohslqR0BIJIyB9W+xbjGbkJd1Gjq1BKOfD7p07ghNPQcnvpp8+fM6bCt2vi5Rohgz7xjb4G3l5edj14EjsMo+CAiLatA2HA47SnJOIcygw8C+vRqVbGvJ66TqWIePn4bB3x+KcJ4/CCGgCOf7WVGcy6ofOyAgXOUAodQoK6rL/lFGUZzrxLkydjjXO86ttyvC9RyHcLa4dJz3uLq8QwjYHML1PIcC2BznyitwPq7exrn11V1+lXPL7Ipz/6q3a3fUWC8EHA64flcU4WpBqSgCoubjGusdjur1zhaXztdEOVfe4XysnFte/VgIj/VQHIDD7vxXONwfOxy1r7dWwXLof03+fmGy5irW2IOQ3W5HYWFhM9QMCDlvppCWjAU4p3tPT093nbTX/Nd1Iu886mHzli0YOHAgJMDtRF2WZdfj6n8jIiLcLrZaer+EENiyZQtMZrProg6A8+pMAP5GI8LCwqE/b9wDU1Ul8vPzUVFefm5WiHNPPHeB528woF8/zwH+tm3fjvKyCggAfgYDomNioNVeWrcZRVGQl5uDosLCczMrKRgyeLDHHbVTp04hIyMDjnPj0dQ8sNXcVyEArU4LW82mppL72DLVv+v1enTv3t2jJUJubi4OHjzoiuG2fTgvfv2NRkRFR0Ot1sBmsyEnOwvlZWXOi2hxrntUzQtkAF27dvXoWllSUoKdO9MASXK97Dq9HmFh4c7WRxdJwJhNJuTn56GstNStaEJ8nEerKYfDgb1798JsNsNisfwxk5UkAee+/Ku3cebMWcTExLht8/yaqFQq6HQ6hIaGol27y2eWqpYghEBVVRUURYFWq2327mQOhwNVVVXw8fG5bO4U2+122Gw2V6ski8Vy7rEzCWO3OxMp+/buQ0hIMGLj4qBSqaBRq6FWq1ytk3Q6HbRa7bmEj7bWpO/PP/+MKpMJKlmGLDuP4ZIsQ6WSoZJVkFUyVLIaBYWFKCsrRZs2bWokchxQHIr794XigCxJmDhxold0G2oJ+fn5HmMK1iRJ0rkLDgU2ux2qc0mu6uV1iY+P95j9sz6sVit+P3IEmdkF0KkldOmUjOioS78AtFqtWLxsNfyaYNput+0WZeFPE2/wWH7y5EmYzWYAf8wmKM5dtFX/brVaceDAAfj6+rrG+6pONjmTu38cjasfd+jQweO9mJaWhoKiYsTGxSMoqHEthhwOZ/KmorwMffv0RkjIxcd8+W3dJlTJflCpL54YtFvNCNE5cF09xsPKPHMGW3bsQWhUHPwM9UseXTC2zYbszJNIiotE75493NbZbDYcPHjQ4zk1/17l5eXIzs5GdHQ0JEnC8ePHcc0117j9rc5PFhqNRrRp08Zjm99++y1MF5mpUwDQaXVQhIDNZr3o2Hn+/v6YOHHiRUrVbuuuvViUdhaQVegTJuPPE1IbtJ2a8vILsP/3oyg1K9D6B9VrDEWH3QphLkNYgB96d+/aJN+prZGsOZtXAv8ayZqayRmPZI1wT9Yo9UzWVJex10jEuJIuF0jWVCdznN1NhSs5c36ypjo5Y1P+SNbY60jWVP9eW7LG7qix/rxkTV2Pq5M11Y9rJmfOT9Zc6PEfyZhzCRmPZI39j8fnfoS1Epb9HzFZQ02HLWvqVlJSgoyMDFfipTrh4rxD7v64ppp3ZGsmdqr/DQ0NbZEuKnURQiAzM7PRs2KcT1EUxMV5Nl3Ny8uDzWZr0lhCCERGRnpccGZlZcFutzfpvpnNZkRERHg08y4qKkJVVVWTtlQRQsDPz89jvITKykoUFxc3+Tgper3e42TaZrPhyJEj8PHxqfOi9lLY7XbXTCznn3QS0ZWlstKZ1L8QIYSr1VH1d2VdqpM4QUFBjeoWW1RUBH9//0a1iigvL0fpuW5pTSU4KKjW7hmHDh1yuxivLfmiKApMJhP0ej3sdjt0Op1bwqtmoqBaz549PY7phYWFrsRQUwoJCal3q8ucnJx6Dfqv1WjqPU5kVVUViouL61X2Uvj6+np8R1utVrck5fnJF0mSXOeBQUFBEEIgLy8PBoPBIwlXPXC/EAJGo7HBEy5Un+tJklTruVlTUhQFZ7OyAADBwcHwa8IxB61WK/IuckypplGrER4e3qTnSkzWMFnDZA21KiZriIiIiIiI3DFZw2SNNyRrro62uURERERERERElwkma4iIiIiIiIiIvAiTNUREREREREREXoTJGiIiIiIiIiIiL8JkDRERERERERGRF2GyhoiIiIiIiIjIizBZQ0RERERERETkRdStXQFqPUIIAEBZWVkr14SIiIiIiMg7VF8fVV8vtYTysjIIIaAIQBHC9bsQAoriXFb92AEB4SoHCKVGWVFd9o8yiuJcJ86VscO53nFuvV0Rruc4hIBDcf5b83F1eYcQsDmE63kOBbA5zpVX4HxcvY1z6+2K4tzGuWV2xbl/1du1O2qsFwIOB1y/K4qAw6FAObde1HxcY73DUb0eUBzKudfk3L8Oh/NfxflYnHsshHB/rCiA4gAcdue/wuH+2OGoY721Wd4TTNZcxcrLywEAcXFxrVwTIiIiIiIi71JeXo6AgIBmjSGEgMFgQMd28c0ah5pXZGQktFptk25TEi2ZLiSvoigKsrKy4O/vD0mSmjVWWVkZ4uLikJmZCaPRyFiM1WrxGOvyitXS8RiLsbwlHmMxlrfEYyzG8pZ4LRlLCIHy8nJER0dDlpt35JCysjIEBAS02N+MLqyh7zOtVgu9Xt+kdWHLmquYLMuIjY1t0ZhGo7HFDkKMdXnFaul4jHV5xWrpeIzFWN4Sj7EYy1viMRZjeUu8lorV3C1qztfSfzO6MG/4e3CAYSIiIiIiIiIiL8JkDRERERERERGRF2GyhlqETqfD888/D51Ox1iM1arxGOvyitXS8RiLsbwlHmMxlrfEYyzG8pZ4Lb1vLeVK3a/LlTf9PTjAMBERERERERGRF2HLGiIiIiIiIiIiL8JkDRERERERERGRF2GyhoiIiIiIiIjIizBZQ0RERERERETkRZisISIiIiIiImphn3zyCZKTk+Hj44Pu3bvjxx9/bO0qEYCdO3dCrVYjJyenVevBZA0RERHRVSA9PR0nT550Pd6zZw9uvPFGdO7cGRMnTsT69etbsXZERFeXzz//HPfffz8mTpyIJUuWoEOHDpg0aRK2bdvW2lW7qh04cADjx4+Hw+Fo7aowWUN0tTt58iRmzpyJm2++GS+88AJyc3M9yhw6dAhjxoxp0rinT5/Gjh07sGPHDmRlZTXpti/E4XAgLy+vxeJR/Xz11Vfo27cvQkJCkJKSghUrVniU2bJlC3x9fVuhdo2Tk5ODL7/80vW4qKgIc+bMwc0334ybb74Z/+///T+Ul5c3Os6+fftgMpncluXn52POnDmYNGkSHnjgAXzxxRcQQjQ6FgCUlpbiX//6F2bMmIEFCxbAYrF4lElPT8dDDz3UqDgqlQqbN29u1DYuhcViwZtvvoklS5a4LbfZbOjUqRNeffXVZjmBq/m3++qrr9x+Tpw40ahtFxUVYcSIEWjfvj3atWuH0aNH4/fff8fQoUOxYcMGGAwGrFmzBiNGjMCvv/7a2F25IEVRMHz4cBw7dqzJtnnfffdhw4YNTbY9urKUlJTg008/xdtvv42MjAwAwNq1a9GnTx/4+vqiS5cu+Oqrr1q3knRV+sc//oG77roLr7/+OsaNG+c6F3rxxRdbu2pXJbvdjvfeew8DBgyA1Wpt7eoAACTRVGdtRF5k//79+P3335GUlIS+ffs2e7yCggKEhoY2ejuXerJw6623Nirenj17MHjwYOj1esTHx+PAgQPw8/PD559/jtGjR7vKbdq0CUOGDGn0BYrZbMbcuXPx0UcfITs7221dYmIiHnzwQTz22GPQaDSNigM4k1ALFy6ExWLB3XffjQ4dOuD555/HP//5T1gsFkREROD111/HnXfe2ehY9913H5599lm0bdu20du6WJz6kiQJH3/8caPiffrpp5dU/q677mpQnCVLlmDKlCm4/vrr0blzZyxfvhxHjx7FrFmz8NJLL7nKNdX7sD5ycnIwf/58fPzxxzh+/HiDt7Njxw5cf/31MBqNyMjIwK5duzBq1ChYLBZ069YNVqsVBw4cQGRkJNatW4eEhIQGx1KpVNiwYQOuvfZaAMCxY8cwdOhQFBcXo1OnTjCZTDh27Bh69eqFFStWICgoqMGx0tPTMWTIEOTk5CAgIADFxcVISkrCkiVL0KtXL1e5pvibybKMjRs3uvarOZlMJowdOxbr1q3zeP9lZ2fj1ltvxebNm5Gamooff/yxSY5VGzZswMMPP4wePXrg008/hcPhgEajgSRJrsRat27dsGvXLqhUqgbFmDp1KpYtW4ZXXnkFAQEBePXVV3HixAl069YNy5Ytg4+PD8rLyzFmzBhotVqsWrWqUfu0ffv2Otc5HA4MGjQI//vf/5CcnAwA6NevX6PiybIMtVqNf/zjH3jqqaea5O9CraOiogL//e9/cfToUbRv3x533303goODG7y9I0eOYMSIEcjKyoIkSTAYDFi0aBEmT56MAQMGYNCgQdi6dStWr16NFStWYOTIkU24N54+/fRTjB8/vlHH3/o6c+YMYmNjmz0ONcyJEyfQrl07fP/995g4caJr+T//+U/Mnj0blZWVUKvVrVjDq8/atWsxZswYPPnkk4iLi8MDDzyA7OxsREZGtl6lBNFl7MsvvxTDhg0T3bt3F2+88YYQQogHHnhAyLIsJEkSsiyLMWPGCIvF0uhYx48fFw8//LD44YcfXMuWLFkiIiIihCzLIioqSnz++eeNihEfHy9kWXbV/0I/siw3dpdEamqqGDp0qKisrBRCCHHixAkxePBgodVqxXfffecqt3HjxkbHq6ioEP379xeSJIlrr71WPP/88+KDDz4QH3zwgZg9e7a49tprhSRJYvDgwcJsNjcq1o4dO4TBYBC+vr7Cz89PGAwG8dJLLwm1Wi3+9re/if/+979iypQpQpZl8f333zcqlhBCSJIkNm3a1OjtXEzHjh09fmRZFomJiR7LO3Xq1Oh4F3sPVr8Pq38aqlevXuLBBx90Pbbb7WLmzJlCkiTx97//3bW8Kd6HF6Ioili+fLm46aabhFarFZIkiQ4dOjRqm0OGDBHDhg0TJSUlQgghBgwYIPr16yfy8vJcZTIyMkTXrl3FjTfe2KhY578Pr7/+etGxY0dx6tQp17K0tDQRFRUlHnjggUbFuummm8Q111wjsrKyhBBCbNiwQXTs2FEYjUaxefNmV7mm+Ju11OdLCCFef/11YTAYxIoVK+oss3TpUqHX68W7777b6Hj79+8XPj4+YuDAgeLXX38VQjjf/5IkiZ9++klkZGSIpUuXClmWxaJFixocJzo6WnzyySducSVJ8jj+ffPNNyIoKKjBcarVPDbUdqyoftxU32WSJImpU6cKg8Eg2rdv7/b9dTnLzc29pJ/LiaIo4v/+7/9EXFyciI+PF3PnzhXl5eWiS5cubt8xkZGR4tixYw2OM3r0aNG3b1+RkZEhKioqxP333y90Op2488473cr9+c9/FoMGDWrsbl2Q3W4XsiyLXbt2Ndk209PTxbhx48Rrr73mtrykpESo1WoxatQocfbs2SaLR01n2bJlAoA4ePCg2/Jvv/1WAGjU+54aJicnR+Tk5AghhJg/f74AILKzs1u1TkzWUJOqvkisz0/nzp0bFet///ufkCRJpKSkiFtvvdX15Ws0GsWCBQvE8ePHxWeffSYCAwPFCy+80KhYR44cEYGBgSIoKEh89tlnQgjnya5GoxFt27YVH374oXj88ceFWq0Wq1atanCckpIScd1114nQ0FCxc+dOkZGRccGfxgoODhZLly51W2axWMTo0aOFXq937UtTXHA9++yzwtfXVyxfvrzOMr/++qswGAzi7bffblSs4cOHi9GjR4uqqiphs9nEHXfcIWRZFs8995xbufvvv1/06dOnUbGEaNmLyZpsNpuQJEmkpaU1y/arv7Tq+vnwww9FQECA0Gq1Hq/tpajr4vj5558XsiyLuXPnCiGaL1mTmZkp5syZIxISEoQsyyIsLEz87W9/E9u2bWv0tg0Gg1i2bJnrsUajqfUz8PXXXwuj0dioWOe/D3U6nfjyyy89ys2bN0+Eh4c3KlZ4eLhYsmSJ27Li4mLRu3dvERQUJPbt2yeEaLpkzX//+1+xbdu2ev00Rrdu3er1fTFjxgzRq1evRsUSwnmB2Lt3b2G1Wl3LqpM1NT/XN954oxg7dmyD46jVarFmzRrXY7PZLCRJEtu3b3crt3HjRqFSqRocp9p3330nIiMjRXx8vPjiiy/E2rVrXT+//fabkCRJfPjhh65ljVX93j9+/LiYMGGCkCRJdO7cWXz00UeiqKio0duvafTo0fX+GTNmTKNiqdVqtyTXxX4aqyXP4V5++WWh0WjEvffeKx5//HERGhoqBgwYIBITE8WWLVtEZWWlWL16tUhISBC33XZbg+MEBQWJn376yfW4oKBASJIkfvvtN7dyy5cvFwEBAQ2OU+1ir5skSSIpKalJXsOzZ8+KmJgYERYWJubPn++2rqSkRMyePVuEhoaK+Ph4kZ+f36hYV3LisLV88cUXAoDIzMx0W/7rr78KAM12bkf14y3JGratoib1wAMP4KmnnoLRaMT48eObNdbrr7+OJ554Am+88QYAYOnSpbjpppvw1ltv4e677wYAtG3bFrm5ufjoo4/w/PPPNzjWiy++iPj4eKxZs8bVHPe9996Dw+HAl19+id69ewMAKisrMXfuXAwfPrxBcQICAvDTTz+hd+/eeOutt/D55583uM71odPpPMaZ0Gq1+Pbbb5GSkoKbbroJa9eubZJY33zzDZ588km37lXnGzlyJKZPn46FCxdi+vTpDY61bds2fP311/Dx8QEAzJkzB1988QVSU1Pdyt18881N9hpLktQk2/GmmBEREbUuLygowCOPPIKvvvoKffr0wccff4yuXbs2OE54eDjS09M9lr/wwgvIzs7GrFmzEBYWhg4dOjQ4xvkURcFPP/2EefPmYcWKFdBoNBg1ahQyMzPx9ddfY8iQIU0Sx9/f320mgbi4OI9xZQBn0/+m7roRGBiIqKgoj+UxMTEwm82N2raiKNBqtR7xVqxYgYEDB+KGG25o0nFmHnjggYuWEUJAkqRGdbk6efJkvbpbDR8+HPPmzWtwnGpr1qzBnDlzLvq3v/nmm/Hkk082OI7D4XD7e1U3ra+tW5Vogt7xN954I1JSUvDoo4/i/7d353E15f8fwF/nVFqUbNm1yVYjMoylhMiWXQop+z7ZR8SIkJHJmiXZSvZkjZItwhhrDINMmy1rkjbVff/+8O3+XLdN59xb+Dwfj/t4uOd+nPfn1u3ccz7n83m/J02ahOXLl2PUqFHSvgBAixYtZJbMiaFevXo4fPgwLl26BB8fH0yYMAGTJk1Chw4d0LZtWzRu3BiVKlWS+y74GvXr18fatWtRsWJFNG3aVMTey7t8+TJ69eqFnJwcLF26VOHLu5R5DhcQEABPT0/Mnj0bANCjRw906dIF27ZtQ+vWrQEAHTt2xO+//4558+aVOI62tjaePHkifZ7373fv3sm0S05OLvEyw881aNAAR44cQZ06ddCpUyeZ14gI9+/fx08//YQqVaoIjuXl5QU1NTX8/fffqFWrlsxrurq6WLRoEUaPHo02bdpg6dKl8PHxKXGs2rVrQyKRFLu90OXKX5OfjuM4pKWlCYpXGvJ+nl+ey+Udg3mepZZlADZYw4hq2rRpqFmzJoYMGYIePXpg4MCBCosVHx+PLl26SJ936NABRCR38te0aVNpQrmSOnPmDJYuXSqzbjosLAwmJibSgRoA6NWrV4nzduTR1dWFr68v7Ozs4O7uDjMzM0H7K4ylpSWWLFkCKysrmfWYGhoaCA0NRdu2bWFra4vJkycLjpWQkIA2bdoUq08bN24UFKty5cpISEiQPjcyMsLs2bOhq6sr0y4+Ph7VqlUTFCvPkCFDpINDheE4Dnfv3hUlZmkICgrCtGnTkJGRgeXLl2Pq1KmCTyj69euH+fPno1q1aujYsaPMWv4NGzbg5cuXGDNmjGgXD/PmzcO2bdvw/PlzWFpaYv369XBwcAARCcqNkB8HBwe4ubmhYcOGsLS0xOzZs+Hu7o5mzZrB2NgYwKf8HnPnzkXv3r0Fx9u0aRPi4+Nhbm6Ofv36YceOHWjXrp309ezsbPj6+gq+yGzRogVWr16NLl26QENDQ7q9SpUqCAsLQ9u2bWFjYwM3NzdBcfKsWbNG0IBgcZUvXx7v378vsl12drbM+y6pV69eST8HeXieh5ubm8xAW+3atZGSkiI4njJVrFgRgYGBCA0Nxfjx47Fr1y5s2bIFdevWVXjstm3bom3btkhKSsKhQ4dw/Phx6bFE6IDe6tWrUbduXcyZMwfz589Hx44dRey5rBYtWiAiIgJt2rTB06dPBd10Kg5lnsMlJiaiRYsW0ud5g6R5eYzyNGzYEK9fvy5xnL59+8LNzQ3v3r2Djo4OVq5ciSZNmmD+/Plo3bo1ateujcePH2Px4sUy55QldejQIezevRtTpkxBWloafH19pecZOTk5CAwMxIIFC0QZqAwPD4ebm5vcQM3nDAwMMGPGDPj7+wsarFH2wOGuXbvg4uICdXV1/PrrrwqNVVoqVqwIAHIFBj58+AAAcueszA+qNKf1MN+vSZMmUZ06dWSmdovN3NycRo0aJX2+adMm4jiOli5dKtPO09OTTExMBMUqV64cnTlzRvo8NjaWOI6jCRMmyLQ7ffo0aWhoCIqlTLGxsVS3bl1SV1eXyQ2S5+nTp9L142IsZYiKiiqy3YULFwTHmjFjBlWuXJn8/f3p/fv3cq9nZWXR3r17SU9Pj6ZPny4oFtGn99ajRw8aPnx4sR5iyW+5hKIkJiZS9+7dieM46ty5M8XGxoq279TUVOnShdGjR8u9np2dTcOHDxc1v4W5uTlduHBBZvu7d++I4ziKjIwUHCNPWloade/enXieJ3Nzcxo8eDDVrFmT1NTUqFGjRmRoaEg8z5OZmZngaepOTk5kbm5O5cqVk8kHkpcL5cSJE2RsbExqamoyS2JK4saNG6Srq0vVq1eXLlP73J07d6hmzZqiLM9Q5jJDOzs7uVwW+Rk2bBhZWVkJjle7dm3at29fke0CAwPJwMCgxHE4jqN+/frRhAkTaMKECTR+/HjiOI7s7e2l2yZMmED9+vVTyFLDlJQUGjlyJGlra5O3tzfxPC/qcau4n5EXL15Il+gJ5eDgQI0aNSKJRCLK/gqzZs0aKl++vEyuK0VSxjncl7+zgr7PhC6lTE1NJQcHB+mSsmHDhtGzZ8+obt26pKamRoaGhqSmpkYGBgZyy1GEePnyJdnb21OVKlUoMDCQiMT/ztbU1JRbzpWfkydPkpaWluB4d+7cIW1tbcGpBYrr7NmzpKamRuvWrVNKPGWLiYkhAHT06FGZ7d7e3qSlpUXZ2dml1DOGqOwsg2KDNYxCvH37lhYsWKDQ5Fh79uwhjuOoUaNG1LJlSypXrhzNmjWLNDU1aenSpXTu3DlasmQJaWho5Hsx8TVq1aolkzx448aNxPM8hYSEyLRbs2aNoBPq0pCSkkIbNmyQey950tPTae7cuYLXVhf3ZFqMHBfp6ek0ZMgQUlFRoatXr8q9vnXrVuI4jrp160YfPnwQFIuo9HLWKGuwxtfXl3R0dKhSpUq0ZcsWhcW5f/8+3blzp8DXIyIiaOLEiYLjzJ07V5qfxtzcnLy9venZs2cKGazJExERQb/++itZW1tT48aNycTEhJo1a0b29va0adMmwUm1P/fx40e6desWBQYG0owZM+jRo0dERLRv3z7q2bOnaJ/VhIQEmj17Nm3evDnf15OSksjJyYm0tbUFxVHm39exY8eI53nasGFDgW02btxIKioqMgl7S6pXr17k6OhYZDs7OztBeTsMDAzI0NCw2A9FCQ8Pl/7tiXncMjQ0VHp+hydPntDw4cPp33//VXisnJwcOnfunNIGa5RxDqeswZo86enplJKSIn3+8uVLWrJkCY0bN458fHykSeDFFhwcTNWrV6du3brRf//9J+p3toGBAQUEBBTZbseOHVSnTh1RYip74NDDw4OqVKlCqampSomnbEZGRjI38SQSCbVu3VpwvitGODZYwzAiOH78OA0ePJj69+9PJ0+eJCLZalAqKio0efJkwXe+XFxcqHXr1pSRkUHp6elkbm5Ourq6lJ6eLm2TkpJCJiYm5OLiIihWQe7cuUP79++ne/fuKWT/ipZX3aSopHR5lU/E8PTp03zvDCYmJspUrBGqtAdrxKws8bn79++TlZUV8TxP9vb2Ck8amJOTo7QTQKJPM+FcXFxIW1ubVFVVydramnieF5QknBGfsv++pkyZQhzHUbNmzcjd3Z38/Pxow4YNNHv2bGrWrBnxPF+s2TfFkXe8K+zO8dq1a4nneVES8ZYFqampdO7cOVEGyplvF8dxtGjRItq7dy/t3buXdu/eTTzP0x9//CHdtnfvXlq4cKFCqwAqw+vXr2nIkCFUvnx5UQcqR4wYUWQFK4lEQtbW1oKrDeZR9sBheno6bd++nRITE5UST9k2b95MAGjy5Ml09OhRGjhwIKmpqdHly5dLu2s/PDZYw/zQ3r59K1eqTkxPnz6ly5cvS79MhA7WxMbGUvXq1UlXV5cqVapEHMeRr6+v9PVly5aRiYkJlS9fnu7fvy8o1v79+8nMzEymLOzUqVNlljUILbv7uRMnTlD37t3J1NSUevbsSSdOnBBt35/7snRrQQ+xlrook7IuJjU0NEhTU1PmwXFcvtvFmPKsoaFBPM9TpUqVFFr1JDc3l2bPnk26urrE8zxVqFCB3NzcRJ1tUpi0tDTavn072djYEM/zpKGhQb1796adO3eKcjfv3bt35OvrS9OnT6dt27bl+77+++8/uWWVYpFIJHTw4EFatmwZhYSEKHRpw5f8/PwEV566e/cuZWVlFautWEtcAgMDqUmTJnKl6ps3by6tCCiWsWPHEsdxZGlpSWvWrKHjx4/T8ePHad26ddSxY0fieZ6mTJkiWrzc3Fz677//6ObNmxQdHU3x8fGUm5sr2v7LGolEQiNGjJApYc8II8Y53Jd/W4U9FHVOoIhS2oU5fPgwDR8+XLTP4p07d0hDQ4MGDx6c7+DJq1evaOjQoaSiovLdDPZ+j9asWUNGRkakoaFBzZo1K7RqKqM8ZWWwhiMSIe0/w3yl1atXY/r06YKS/K1fvx4TJ04ssl1iYiKGDh2K8+fPlzgWADx//hybNm3Cq1evYGdnJ1PVqE6dOqhbty5WrlwprWJQEidPnkT37t1hZWWFxYsXo127djh+/Dh69uyJ7t27Y+XKlbh//z6GDRuGZcuWFatCSmEOHDiAgQMHomLFimjQoAHi4+Px6tUrrFixQlA1pvwEBAR8Vfu8il7fgoULF2LUqFGoU6eOQuMsWLDgqypACU1G2aFDh6+Kd/bs2RLFWbx4MebPnw9bW1tYWFjgwYMHOHLkCEaPHg0/P78S7bOkHj9+jICAAOzYsQMxMTHQ1NQUVGUiNjYW1tbWSEpKgq6uLpKTk2FkZIT9+/fLJJi8ePEirK2tBVfQ2LFjB/z9/cFxHCZOnIj+/fujS5cuiIyMlLYxNTXF6dOnC6z2JSYxjvU2NjY4fvx4kQl9V65ciblz5yI9Pb3Esb6UlJSEJ0+eQEVFBfr6+qJUcMmPn58f/vjjDyQkJEj/5ogItWrVwty5czFhwgTBMa5evYpFixYhIiICHz9+lHlNS0sLHTp0wPz589GyZUvBsZTt5cuXBb6Wk5ODunXrIjw8HObm5gAgKLH8155LCKks9zWVJTmOw+nTp0sc62uI8Xf9eRGA4jAwMChRHG9v7wJfk0gkcHd3h6urK2rXrg2O4/Dbb7+VKM7XSktLw4MHDwQnGt69ezdGjx6N3Nxc/PzzzzAwMIBEIkFCQgJu3LgBnuexevVqweeLhw8fRp8+fYpsl5KSggkTJmDXrl2C4uXJzc3F27dvoaenJ8r+GOZbwwZrmFIhxhc9z/NYt25doSexu3btwqRJk/DhwwdkZ2eXOFZRJBKJKCX2unbtCi0tLRw8eFC6bcCAAThy5AgSEhKkGf89PT1x9OhRXL16VVC8Vq1aoWLFijh48CC0tLSQk5ODESNGIDw8vNCTX6b43r59i9jYWJiYmEgz/zOyGjVqhG7dumHVqlXSbT4+Pvj999+RkpKi8KoTBbl06RICAwMFVSfr378//vvvP4SFhaFmzZqIiorCmDFj8OzZM4SFhUkrpIkxWLNp0yaMHz8eHTp0kJbR7tKlC6KiorB27VqYm5vjypUrmDlzJgYMGCBK6emiiHGs19DQgKWlJY4dO5ZvxbUXL15g2LBhOHnyJH766Sfcvn1bSJdLVXR0NOLi4pCbmwsDAwP8/PPPXzVgWpBjx45hwIABaNGiBfr16wcTExPo6OiAiPDhwwc8evQIISEhuHHjBo4cOSK4Kk5xbqTk4TgO69atExSP5/lCf070v7LueYSee3AcV2CJ8y/7ISRWt27dZPZHRDh58iTatGmDChUqyLU/ceJEiWN9DTH+rpVFV1dXWl0nv9/Z579LoZXCgE/VKMPCwvDLL79IYy5atAhjx46Vqbop1gA9AMTExGDNmjWIiIiQDi4bGBjA1tYWEydORL169QTH0NDQwL59+wqtWhgVFQVnZ2ckJiYKfl8SiQRz587Fhg0bkJqaCm1tbUyYMAELFy6Eurq6oH0zzDeldCb0MD+6VatWCZ7W6uLiQjzP0/r16+Vee//+PTk5ORHP81SvXj25qi8llZaWRmlpaQW+fvXqVWrTpk2J91+5cmWZRL8SiYQqVqxIrVq1kmkXEREhOGknEZG2tjYdO3ZMZtuDBw+I53mKi4sTvP/8XLt2Ld+kv+PGjRMtj8yXS4IKe4ixXIiI6OLFi2RnZyet+kBEtHLlSulSIk1NTfLy8hIlVn4UkdPo0KFDxWqXkpJCgwcPLnEcDQ0NacWiPE+fPiWO4+jBgwcl3m9R3r59SwcPHqSVK1fS4sWLacWKFbR9+3a6deuWaBVeqlWrRvv375fZlpycTD///DNVqlRJumxHjCSa5ubmMlXd9u3bl28+lNWrV1PdunUFxSouMY71oaGhpKmpSTY2NjJ5wog+LSvQ09MjFRUVcnNzK/ZyqR9N06ZNycHBoch2AwcOpObNmwuO16dPH+I4jsqXL19kMmMjIyPB8VasWEHly5cnfX19WrduHW3fvl362LJlC3EcRwsWLJBuE+Kvv/4q9LFu3TrS1dUljuPI2dlZ8Hv7XHZ2ttIqABZGjL9rok/LsKdOnSp9fubMGerQoQNVrlyZKleuTL179873fOFrJCYmUteuXalOnToUGhoq85oifp75JU7OL0+NWImTlaVz586krq5Ohw8flnstJyeH5s6dS6qqqlS5cmWZghwltWjRIuI4jrp06UJubm7Ut29f0dMAMMy3gA3WMKVCjC96iURCY8aMkRuwiYqKIiMjI2lp7cIGV4orr/SjiooKqaio0MCBA2WSIyYlJdGIESNIRUWF1NTUShxHXV1dpgzjjRs3iOM4cnd3l2l34sQJUQZreJ6XK6edmZlJHMfRzZs3Be//S7Nnzyae5+Uq+iQkJJCmpibxPE+enp6C4xw8eJB0dHSoatWqtGDBgiIfQv3999+krq5O9evXl5ZgvHjxIvE8Ty1btqTw8HBavXo1aWpqFqtMb2Hyy2k0ZcoUheQ0KujE7HMXLlyQlp8uqfxy/uSdRCsql4C3tzeVL19emhNBRUVF5mdoZGREBw8eFBynatWq+f4MX79+TfXr16datWpRfHy8KCfuWlpaFB4eLn3+/v174jhO7m88MjKSypUrJyhWcYl1UXfq1CkqX768dMAmIyODxo0bRzzPU4MGDURLxlhUAvQvH0LxPC/32X/w4IHog06amppyF6r5OXbsmGgD2JMnTyYtLS26deuWKPsryqNHj6h9+/ZkZGQkM/irrKp5WVlZNHv2bGkZ6LCwMNFjKOu9FEWMv+ugoCDiOI66du1KREQ7d+4kjuPol19+oTlz5tCMGTPIzMyMypUrR2fPnhXc5y1btlClSpVo6NCh9ObNGyJSzM9TmVWuUlJS5G4sZGVl0fbt22natGm0ZMkS0W5WZmZmUo8ePeTOCx49ekS//PILcRxHPXr0oGfPnokSr2HDhnK5uv7880/S1NRUat41hiltbLCGKRVincATfToh5Hme1q5dS7///jupqKiQvr6+3J16IVxdXYnneRoyZAiNHz+etLS0pHeDduzYQRUrVpTeAfjnn39KHKdBgwYyd8E9PT2J53m5UsLz5s0jMzOzEsfJk99FsqJOBvft20ccx9GcOXNkymfm+fDhA82YMYN4npeb7VMSZ8+eJTU1tUKrrIilb9++1L59e5kLrLyZXZ/PDJk5cya1a9euxHHCw8OJ53mytram8+fPE9GnWQd5J0kPHjygw4cPU8WKFcnPz6/kb+h/lHUnTZmfQyIif39/0tHRoQ0bNtDdu3fpyJEjZGpqSnv27KG4uDgKCQmhzp07k4qKinTwraS6detGNjY2lJGRIffaf//9R9WrVydjY2Py8/MTfEz8cmBGkRcJV65cKdZj2rRpoh3rL1y4QBUqVCArKytq1KgR8TxPkydPlpttI4SqqmqxEqHnPYQq7l14oRo2bEizZ88ust2UKVOoXr16osSUSCRkY2MjNzNU0Xx9fUlHR4dGjhxJ7969U8oAx/nz56lhw4akoqJCrq6uCqt09T0N1piamtKkSZOkz42NjWnYsGEybSQSCfXr10+0z9CTJ0+oZ8+eVK1aNdqzZ883P1jz5WBvUlISmZqaEsdxVKlSJdLS0iKe56l///6iJOz/+PEj9e/fX3pesGXLFtLR0aEKFSrQ5s2bBe//c6U145Zhyho2WMOIatmyZcV69OrVS9Tpn7NmzZLeER8xYkS+gwFCGBoa0syZM6XPg4KCqFq1arRmzRriOI7q168vygCDu7s71a1bl6KioujixYvSC7nPRUdHU8WKFWWWO5SUMi+SraysaOTIkUW2GzBgAHXs2FGUmB4eHlSlShVRKvoUJu/E78ttTZs2ldl24sQJqlChQonjdOnSRa78Zv/+/UlVVZWePn0q3bZw4UJq0aJFiePkUdadNI7j5JbAKbIsuampKa1YsUJm2+XLl6l69eqUnZ1NRJ8uEgYPHkwtW7YUFOvGjRukq6tL1atXp2XLlsm9fufOHapZs6YoF//KvEgorepuf/31F1WsWJFUVFQUUjHj6tWrVKNGDapatSr5+/vLLKfJ7yFUcX9nQm3ZsoV4nqeRI0fSkSNH6N9//6WnT5/Ss2fP6MGDBxQaGkojR46Uq3Qo1P3796lDhw6CbmKURFxcHHXu3Jlq1qxJe/fuVcgAGNGnWbcTJkwgFRUVMjU1FW0pb0EUPVijzHM4TU1NOnnypPS5mpoanTlzRq7d8ePHSVNTU1CsLwUGBlKVKlXIzs5O9M+Gso/Dn8dycHCg2rVr019//SXddvDgQdLV1RXlnJHo0/sZPHiwdDaqjY2NQiqtlcaMW4Ypi1RLO2cO832ZPXt2sduKkTQxz7Jly6ChoYHFixejZcuW+SbeEyIpKQmdOnWSPu/evTucnZ0xc+ZMzJgxA0uWLEG5cuUEx5kzZw7Onz+Pdu3ageM4lC9fHvv27ZO+3qtXL4SHh8PIyAhz5swRHA/4lIQ5KipK+lwikYDjOAQGBuLUqVPS7UKrJNy7dw+zZs0qst2gQYO+KjllYdzc3GBkZITk5GRoa2uLss/8pKSkyFQX+ffff/Hq1SsMHTpUpp2qqipycnJKHOfatWvYvHmz9DkR4cyZM/j555+lyacBoG3btli+fHmJ4+RRV1fHoUOHMGjQIDg4OGDfvn14/fo1pk6dCo7j4O/vj1GjRgmOAwAzZsyQScBM/0v46OrqKvP3zHEcQkNDBcVKSEhA48aNZbaZmpri5cuXePToERo1agSO4zBixAj0799fUCwLCwvcvn0bGzZsQOXKleVe/+mnn3Dz5k3MmDEDhw8fFhQL+PTZU1X99NWel+Dx7t27Mp+7e/fuCY5T0spfQrVq1Qpnz55Fly5d8Oeff6JDhw75Jh0uqRYtWiAiIgJt2rTB06dPBVdUKytGjhwJdXV1eHh4YNu2bXLfv0QEIyMjbN68GSNHjhQtbsOGDUvls2JoaIiIiAj4+/sLroJTkNDQUEyYMAEvXryAu7s75s2bJ8p5QGlS5jmcvr4+Ll26BFtbWwBAs2bN8O+//6Jjx44y7W7evCl65TpnZ2d06dIFEyZMKDBR9LcoNDQUvr6+aNWqlXRb37594eHhAR8fHyxbtkxwDBUVFezcuRPq6uoIDAzE5MmToa+vL3i/xfF5pTyG+VGwwRpGVBKJRGmxvqxWNGnSJKSmpuLXX39FdnY2Bg0aJPO6kFKdWVlZMheMurq6AIDJkyeLclGcR1tbGxcuXMD58+fx8uVLtG/fXqZcobq6OmbMmIGZM2eKVllo/fr1+W5fs2aNzHOhgzUSiQQqKipFttPR0ZErK1tSmpqaSikBXrNmTcTFxUlPMk+cOAGO4+Qqqly/fl1mUOVrpaWlyXwOb926hZSUFJmBRACCBoS+pKamhn379sHZ2Rn9+/cHEaFDhw7Ytm2baCdo1tbW4DgOGRkZMtvbt28PAHLbhTIxMUFwcDC6desm3RYeHg6O42R+P5GRkaKUY9fX18fSpUsLfL169eoICgoSHAdAvhemw4YNk6soI/RCK+93owz5ld7t1q0bdu7ciS5duqBXr17S7WKU3v3pp5/g5eWFOXPmYOLEid9NyVgnJyc4OTkhNjYWDx48QEpKCiQSCSpWrIiGDRuKUjGmrBkzZgx69OiBU6dOwcjISJR9vnnzBq6urti7dy9atmyJEydOwMzMTJR9f+nL85y8Y/vbt2/zrdgo5DwHUO45nKurK6ZMmQI1NTWMHz8eK1euxMCBA6GtrY2uXbsiMzMTe/fuhaenJ9zd3UWPX716dYSEhIi+XwBITk6W/n4K+p29fftW9Ljq6uqoX7++3HZTU1O8e/dOtDgcx2Hbtm3Q1NSEo6Mj9u7dW6yy3iWJ8zXbmR/DlStX0LZtW5w+fRodOnRQSszFixfj999/z/c1Dw8PLFiwQGGx2WAN882qUaNGvgdsIsLUqVMxbdo0me2KKDE5cOBA0fcJfLp4zU9wcDAAIDMzEwEBAYIHIpR5YtaoUSNcvHgRPXr0KLTdhQsXYGBgoKReicPOzg4+Pj7o2rUrAGDdunXQ09OTGUR5+vQpVq1aJWimhoGBAR48eCDd77Fjx8BxnDRunosXL4r6M1T0nbRz586Jtq/imDp1KkaOHImUlBR069YNiYmJWLlyJQYNGoQKFSrg2rVrmDdvHiIiIrB161ZBsf7+++9it+U4Di1btixxLGXOYPh8xl9xODg4lDhWYXf7L168iIsXL0qfizFYA3wqPW1ubi54P8WR3/eY2BcjXbt2xciRI9G3b18YGxvD2NhY1P2XJY8ePcKlS5fw4sULAEDt2rXRsWNHVKpUSZT9N2rUCG/fvoWuri6aNm1aaNlxoWXJCzrP+fKYn+dbKKWdZ9KkSUhLS8PChQsxf/58VKtWDenp6RgxYoS0DRFh5MiRmDdvXonjqKio4MKFC2jbtq1028OHD2FoaKiwmVD5lbf+8ncmxqA5ABw9ehQA0KRJE/Ts2RPHjx+HpaWlTJtdu3ahUaNGguJoamrm29+PHz9iwIABMj9LjuOQlpYmKB6g3Bm3zLchJiYG/fr1U+r1CwDcvn0b5cuXx8aNG+VeU/S5AhusYUT1NdOnOY7Dli1bShxr69atpT66nrfcQFlu376NTZs2YefOnXj//r1SZo2IZejQoXB3d4e9vT0sLCzybRMdHQ1fX1/MmDFDcLzc3FxERkaC4zhYW1tDRUUFYWFhmD17Nh4+fAgTExO4ubnByclJcCwPDw9ERERIBzB4nseePXukn49ff/0Vu3fvhqqqqqA7hPb29vjjjz/QtGlT6UWAoaGhzODe7du34evrK/rUf2XdSUtNTYWOjk6+r+Xm5uLNmzeC7x4PHz4cz549w/Lly3HgwAGoq6vDyckJq1atAgC8ePECKioqOHr0aJGDi0Vp3bq13KwWQP5iPO/EXcjFljJnuwwaNKjYU9I5jhM0WOPh4YGRI0eibt26Jd7H11JRUVHaz/PzC5KCLkYAYRckz58/x+DBg1GxYkUMGjQII0aMEDQwWJTGjRsX+/uZ4zjcvXtXcMyYmBiMHTsW58+fl/tMchyHbt26wdfXV/AMm/Lly0uX1Z48ebLQtkLPUZR9nqPMczgAmDVrFiZMmIDw8HDcuXMHr169QnZ2NrS1tWFiYoIuXbrkO1Pka3z5WcjNzUXjxo1x9epVNG/eXNC+87Nt2zbR91mQtm3bYsOGDVi2bBk4jkOFChXw/v179OjRA5aWlrh06RLc3Nxw6dKlrx5g/5Kbm5tSP4vKnnHLlH0HDx7EqFGjkJycrPTY0dHRMDMzk0tvoAwcsYV/jIi+zAMBfLqDoa+vDw0NDZntHMeJkjtBGXieh6enJxo0aADg04wUJycneHl55XviJ+TC5EtpaWnYvXs3/P39ce3aNfA8D1tbWzg7O2Pw4MGixIiNjQXHcdL3cuvWLSxYsAAPHz5E/fr1MWPGjAJn+xRXbm4u2rdvj5s3b2Ls2LHo0aMHDAwMIJFIkJCQgBMnTsDf3x/169fHhQsXCrxgL47ExER07doVDx48APDpjtPatWtha2sLExMTmJmZ4caNG4iLi8POnTvllsyVREZGBvbt24dXr16hW7du+Omnn6SvtWrVCsbGxli8eLGgpQYfPnxA9+7dcfHiRWlOo2PHjkl/N5/nNLpy5YrgpXIF3UnLzMwEz/Oi3knz9vbG8uXL8fbtW9StWxdz5szBuHHjZNpcvHgR1tbWot09zs3NxatXr1CtWjXwPC/KPr+kpaWFzMxMNGvWDA4ODnKDN18SOkBARLhw4QKysrLQsWNHqKqqIiIiAt7e3nj69CnMzc2xYMECwXdZ9fX18eTJEzRt2hSOjo7o3bs3ypcvX2B7ITO98rszXpqSkpKwbds2bNmyBY8ePRK0ry/zcxRFyOypO3fuYMeOHdizZw+ePn2KRo0aYcSIERg6dChq1KhR4v3mZ+XKlXBzc0OFChVklqkVROgFbnx8PFq0aAEAGDduHGxtbaXv6enTpzh9+jQ2b94MVVVVXL9+HTVr1ixxrMTERNSoUeObz0+Tn+/xHI7neURFRUmPH7m5uVBTU8O1a9cUMlhTGuLj43H79m1ER0cjOjoaCxcuhJmZGbZt24YVK1bg999/F/W8lGGUzc7ODsePH4epqSmaNm2K3bt34+zZs0pZBpWeng4dHR0MHz5c8AB1iSg3nzHzo8nL3F6aZSb9/PyoWrVqgvbBcVyxH2JVPrl69SqNHTuWKlSoIN3vzJkzKSkpSZT9ExG9efOGbGxspJVbunXrRvfu3aMKFSpQ5cqVqWXLlqSjo0OqqqoyVRtKKjU1lUaOHClXHpfjOFJTU6PRo0fTmzdvBMcZNGgQmZqaUmRkJN26dYvs7OxIS0uL7O3tSSKRENGniga9evWiNm3aCI6nbJGRkbR//356+fKlzPYBAwbQ7Nmz6fXr16LE8fDwoAULFhT7UVLr168nFRUVGj9+PK1Zs4Y6depEHMfR0KFDKTc3V9pOjOoZhcnIyKCgoCBatmwZnThxQpR9fvjwgXbv3k39+vUjTU1NMjAwoJkzZ9K1a9dE2f/nkpKSqEmTJtJjkampKUVERJCamho1bdqUhg4dSkZGRlShQgW6c+eO4HiXL1+madOmUd26dal8+fJkb29PwcHBopbSJsq/KoiySSQSOn78OPXr14/KlStHHMdRgwYNBO934cKF9PjxYxF6WHwSiYTOnDlDI0eOpIoVK5Kamhr17NmTDhw4QB8/fhQtzu7du4njONq3b59o+yzIsGHDqG7duvTkyZMC2zx//pyMjIxkKjuWBM/zclWfwsPDFV51MCYmhgICAsjb25u8vb1p586dCqnC8zllnMP9999/NHfuXOrYsSOZmpqSqakp2dra0qJFiygxMVHw/pVVce1r7d69W3C1QYb5URgbG5OXlxdlZmaSh4cHAaCzZ8/Ktbt//z4NGjSI9PT0qFy5cmRiYkLz5s0TdF5y5coVAiCtIpqRkSHqd2VR2GANo1Bl4Utx1apVgi/w4uPjv+pRUikpKbR+/XqysLAgjuOobt26NHv2bLp06RJxHEeRkZGC3seXxo4dS7Vr16aAgAA6dOgQtWrViqpWrUodO3aUHtjev39PVlZWZGNjI1rcly9f0u7du2n58uW0YsUKOnDgAL179060/evp6dGuXbukzx89ekQcx1FoaKhMu9DQUEGltPNER0cX64vg6dOn5OPjU+I4CQkJSv2CUBYzMzNyd3eX2bZu3TpSUVGhIUOGSLeJOVjj7e1NRkZGVKtWLVq0aBElJydTw4YNZUpS29raUmZmpijxiD4NVgYFBVHfvn1JU1OTjI2Nyc3NTbQypC4uLlS/fn06e/YsXbp0iX7++WfS0tIiBwcH6SBleno6tWvXjuzs7ESJmScqKoqmTp1KderUIW1tbXJ0dKSQkBBRfn75lXZXlsePH9PChQvJwMCAeJ4nPT09+vXXX+nKlSui7J/n+VIdiMrMzKR9+/ZJP5NVq1alyZMni7b/SZMmUZ06dRR+3KpduzatW7euyHarVq2ixo0bC4qV38W/okqDExE9fPiQOnToIL2x8eXNoR49elBsbKxCYiv6HO7PP/8kNTU14jiODAwMqFWrVtSqVSuqU6cOcRxHGhoaxfq9FqasDtaIcW6aJy0tjdLS0gp8/erVq4JvTH3+3VjUQ0VFRVAsIqIJEyYU+zFx4kTB8Ziy7fNziYIGa65cuUI6OjpUu3ZtWrBgAa1fv56cnZ2J4zhq3bo1ZWRklCj2pk2bCAANHTqUGjVqRBzHkYqKCnXs2FEpZeRZzhqGKQZlJbytVasWNDQ00Lt3byxfvhw2NjbgOA4pKSkKiXfs2DEsXrwYLi4uAIB69erB3NwcU6ZMkZbD1dHRwbRp0zB69GjB8XJycnDo0CHUq1dPuvTo4cOHmDt3LubPn48mTZrAw8ND8BKNt2/fonbt2tLneblkvsx1oquriw8fPgiKBXwqz/z5Mg2JRILOnTvDz89PZr19XFwcfvvtN0yfPr1EcYyMjJS6HCS/aiOFKWkumfj4eLmprBMnToS6ujrGjBmDypUrY+3atSXad37WrFkDd3d3ODk5QV1dHUuWLMHRo0fx8eNHXL16FU2bNsWpU6cwdOhQzJ8/X5Ryp8Cnam95FXk+fPiAQ4cOITg4GFZWVqhVqxYcHR2xePHiEu//2LFj8PPzk/4s169fj9atW2Ps2LHSpVeampqYOnUqhg8fLsI7+n+WlpawtLTEypUrERUVheDgYGmcXr16Ca529WWiyYKIkWhSIpHg2LFj2LRpE8LDw6GmpoYuXbrg8ePHCA4OFrwk9HNUyivR1dXVMXDgQNjb2yM8PBxTpkyBr68vVq9eLcr+Fy1aBD09PSQkJMDExESUfebn9evXaNiwYZHtzMzM8OTJE9HjK+r3GB8fjzZt2gD4lGi7oOVdlpaWgpd3KdvBgwfx22+/wcHBAYsWLZLLTfPw4UN4enrC1dUVpqamgpY7KCOJd2n48OEDRo0ahQMHDgAA+vfvj23btkmXpL548QJz5sxBYGCg4KW+Xl5ehf7MUlNT4evri/fv34vyt37ixIlit/0efpdM4dTV1Qt9nf6XjLxixYq4desWKleuDACYMGEC2rdvj9GjR2PNmjWYNWsWnjx5Uqxzrbxkwrdv3wYAREVFYfr06TAwMMCtW7fw559/wsrKCpGRkdJluIrABmsYppjCwsKwZs0aJCQkwNjYGJMmTZIp/SsGiUQCDQ0NqKioIDU1FdnZ2QpdF//y5UuZnDt5J0tflpeuXr063r9/LyhWSkoKOnbsiOjoaCxduhQWFhZ48+YNrK2tkZqaij59+iAmJgZt2rTBtWvXBOV2kUgkMsmf805SFJWX5MsTdSLCuXPnkJqaqtA4iva1J/4lzSVTp04d3Lp1C7a2tjLbR40ahefPn2P+/PmoWrUqOnfuXKL9f8nX1xeenp6YM2cOgE9JgEePHo2goCD8/PPPAD6Vhp4/fz6WL18u2mDN57S1tTF06FCYm5vDxMQEa9euxdKlSwUN1nAcBxUVFenzZs2aoXXr1nLHECKSDsYqwi+//ILk5GS8e/cOu3fvxr59+wQP1mRmZioloeS8efOwbds2PH/+HJaWlli/fj0cHBxARNKTP7GV5oXG5cuXsWfPHuzfvx8vX75Eu3btRC2TXKlSJXh4eIi2v4J8/PixWJ9pTU1NUarUKMuCBQugpaWFy5cvy9yAAD5VperUqRMmT56Mtm3bYsWKFVi+fHkp9fTrrV69Gr169cKePXvyfb1BgwYICgrC+/fvsWLFCkGDNcpI4l0a3N3dERwcLK1kGBgYiHnz5mHlypUICgqCq6srUlJSYGtrixUrVgiKVVhVvrCwMIwfPx7p6emYPXu2KH/zcXFxgvfB/Dju3LmDu3fvYvz48ZBIJHj9+rX0tZ49e0JDQwMhISGYNWsWXr9+DT8/vyL3mTdY07VrV1SoUAHTpk1D1apVAXyq+Na9e3e0adMGU6ZMkalKKTY2WMMwxXDgwAEMHDgQFStWRIMGDXD16lXY2dlhxYoVmDJlimhxXr58iX379iEgIABbt26Frq6uNHmnIk7oc3NzZS7k8gY4Pr/gyyN0oMDLywtPnjxBREQEbGxsAHxKQvnq1Svs2rULjo6OkEgk6Nq1Kzw9PREQECAo3vd6J02Z8n7nzZo1w8CBA+UG8cTi4uICT09PqKiooGfPntJE3sCni+ekpCR4enoiLCxMlHhPnz6VDsoAn+5Gjho1Su79NWrUSCFVB65fv47g4GAcOHAA//33H0xMTDBjxgwMHDhQ0H47dOiA+fPn46effkL9+vVRrlw5XLp0SabNs2fPsHjxYlFnhwCfEmwfP34cwcHBOH78ODIzM2FtbY21a9cKKlefx9fXVykzyry8vNCkSRPs3bsXVlZW0u2Kmt0IKHfWEPCpqsXu3buxd+9eJCYmwsjICOPHj4eLiwsMDQ0F758Rz6lTp+Du7i43UPO5GjVqYMqUKfDz8/umBmuio6Ph7+9fZDsnJyfMmjWrxHHyqyr0vVQUOnr0KKZPny79vVtZWWH69OkwNjbGlClTYGJigqCgINjZ2SkkfnJyMqZOnYqgoCA0a9YMhw4dQrNmzRQSi2EKk1dQZOPGjfmW1wY+zVQEPp3Tfs01Tc+ePdGzZ0+57S1btkTbtm0RFRVVaCVTodhgDaMUirhI/vvvv4vVLiEhQXAsb29v2Nra4uDBg9DS0kJOTg5GjBiBJUuWiDpYo62tjZEjR2LkyJGIjY1FYGAggoKC4OfnB47jEBgYiAoVKnyTX4aHDh3C7NmzpQM1wKcTjapVq8LR0RHAp5kvo0aNKvEyoc8V507au3fvBMdRtjNnzhR7Gr/Q6g+PHj3Cvn37sG/fPsybNw9WVlZwcHCAvb09qlevLmjfn/vtt9+QlJQENzc3xMTEYMOGDTKv+/r6Qk9PT9Csk881bNgQBw4cQJcuXQB8Wg53//59VKlSRabdwYMHi7W0ojguX76M4OBghISEICEhAQ0aNICDgwMGDhyIpk2bihLDx8cHtra2aNSoEaKioqTLJ/IEBwdjyJAhqF69OkJCQgTHS01NxbFjxxAcHIzw8HB8/PgRNjY28PHxQb9+/eR+nt8Cd3d3BAUFoX379vjpp58wdOhQDB06FFpaWgqLqYxZQw8fPsSePXuwe/duPHz4ENra2rC3t8ewYcNEH7gD8q/g9fDhQxgaGipstmhxjo33798XJZaybgaU9vKuPIp4b6mpqcVaOluzZk0kJSWVOM65c+dK/H9LorjLh8WYeZuUlIROnTpJn3fv3h3Ozs6YOXMmZsyYgSVLlijs723fvn2YPHky3r9/Dy8vL8ycOTPfG30ldf78+a9qr4jjGPPtyJvZPWnSJPTt2zffNmpqaqLHrV69OogIHz58UNhgDUswzIhKQ0ODNDU1ZR55SeK+3K6lpSUoVnGTnYlRoUlbW5uOHTsms+3BgwfE8zzFxcUJ2ndxREZG0siRI0lXV5d4nicTExOaO3eu4P1yHEf9+vWTJmkbP348cRxH9vb2Msnb+vXrJ/hnqKGhQREREdLnb968IZ7nafDgwTLtzp49S+rq6oJitW/fnjp06FDsh1DFTWAoNEFu3mdZmVXJ8jx69IiWLFlCzZo1I1VVVerYsSNt3LhRriKVEB8+fCi0msuDBw/I29tbcJyQkBDieZ4sLS3pwYMHcq/fvHmTunfvTjzP0/79+wXF+vXXX6l27drE8zyZmZnR/Pnz6fbt24L2WZi0tDTatWsXvX//Xu6169evk5eXF7169UpwnJ49e5KGhgapq6tTjx49aNu2bfT27VvB+81PaVSDOn36NLm4uJC2tjapqqqStbU18TxPp0+fFjWOst5b3jGhU6dOFBgYKHrFrvziKTMJrzIrNnIcR4aGhtS4cWPpg+M4MjIyktnWuHFjMjU1FRyrOJ8PsZKvK/scTpnvrSgSiYQ2btwoeD/KPDct6NxDaMWzwjx79oz69OlDHMdR+/bt6eHDhwqJU9T5zpc/T+bHkV+C4b/++osA0KRJk+Ta5+bm0r59+0pUhVMikVDLli0LrNxmampKOjo6lJOT89X7Li42s4YRlZubm9KWmuzdu7fYCU0zMzMFxUpPT5ebpm5gYAAiUsrsDGtra1hbW2PdunU4cOAAAgICsGzZMsEzDfT19XHz5k2ZbQYGBrh27Vq+bYX4MlfAmTNnQEQyd4UA4PHjx8VaElAYZd9JU6b9+/fLLOFRlnr16sHd3R3u7u6IiYnB3r17sWHDBri6uqJ9+/ZwdHQUnIS6fPny0sSIX0pKSsKBAwewefNm/Pbbb4Li9OvXDydOnICPj0++dx1jYmLw33//YceOHbC3txcUa926deB5HlZWVjAzM8OrV6/kZg7l4TgO69atExRPS0sLgwcPzve15s2bo3nz5oL2nyc0NBQ8z6Nly5YgIukMrPwIXb4zbNgwUWdyFYeNjQ1sbGywYcMG7N+/H4GBgQAAOzs7dOnSRbo8VVtbW6n9KilPT08MGzYMdevWLbU+kAJzbikzv8WwYcPktrVq1Upp8RVJmedwgPKWJp84cQLbt28Hx3FwdnaWWxYUGRmJqVOn4vbt2xg3bpygWFu3bi31JddCl9QWZNOmTXBzcwMAbNiwQfDPqjCXL18u9PXr16/D3d0d79+/x9ChQxXWD+bb0KJFCxgaGmL79u2YNm2aTN7LTZs2YcKECZg4ceJXnz9zHIcqVaogLCwMhw8fRp8+faSvBQYG4t69e5g4caKos8rk+kCK/PZkGAVq0qQJzp07V+hU+48fP+K3336Dr69viZOfAp+W50RFRclM6c7NzYWamhquXbsm2gVQQYgIFy5cwM8//yy9mH327JnCcogoQvfu3aGnpye96OnVqxfCw8Px+PFjmQsxGxsbaGpqflNJ/nieh6enpzTXikQigZOTE7y8vGQSON+/fx8LFy4s8Wcxv89haXr79i1WrlwJb29v5OTkCPobyw8RISwsDP7+/ggNDUV2djYaNGgg2lKG4sjOzhY0ddbQ0LDYJ+4cxyE2NrbEsYyNjREcHCxzPPr48aNCpsF36NDhqy5Izp49K3oflO3x48cICAjAjh07EBMTI0qyWmX/TcfHx8vkpYmMjJRWurC0tBTtu+zL96WM78usrCz4+vpCX19f5mI1Ozsb5ubmcHFxwaxZsxR6Ui22L79bCiL0u6U08DyP1q1bF3lz5t27d7hy5UqJ39vOnTvh7OwMdXV1qKurIzU1FXv37oW9vT1evXoFV1dX7N+/H+XKlcOUKVPwxx9/lChOaVDm35mNjQ0iIyOhq6uL33//vdA8SoDwZdgF+fjxIzw8PODj44NatWrBz88PXbt2VUgspmxasGABFi5ciLNnz8okHj916pQ0mfD48eNRr149XL16FVu3boWhoSGioqKk1fS+xr1792BpaYnMzEyMGzcOjRs3xt9//43t27ejcePGiIqKEnyTuTBsZg2jEM+fP0dqaqrcCcYff/wBJycnUe7uPX78GB07dsTZs2fzHbC5e/cuhgwZgjt37shVmfnWfPz4ER07dsTVq1elX8DKGqhJSkrCtm3bsGXLFjx69KjE+3Fzc0Pnzp3x7Nkz8DyPU6dOYcyYMdKBmsuXL2PVqlWIjIwUPFDzeV6conAch9OnTwuKBwDz58+X25ZXbejLeN+yV69eISQkBAcOHEBkZCQ0NDQwYMAAUe/kPXnyBFu3bsXWrVvx+PFjVKlSBWPHjoWzszN++eUXwfv38PCAh4dHkdXB7ty5g6FDhyI6OrrEsfIS2ilDfHy8zCzC3NxcaGpqyhw3xPI9z14rSN26dTFv3jzMmzcPly5dkg48C6GsWUNJSUno27cvnj17hsTERLx+/Rr29vY4f/48OI4DEYHjOPTu3Ru7d++GhoaGwvskpoyMDNjZ2SEyMhJz5syROR69fv0aVatWxbx58xAZGYmjR48qJHeBouT33ZIfsb5bMjMzceTIESQkJKBevXro0aOHQj4P+SX+zY+6urqgfCSrVq2CpaUlTpw4AXV1dYwbNw6enp5o3LgxunTpgufPn2PAgAHw9vaWubkihtOnT+Po0aNISEgAEcHQ0BC9e/f+qnOUonyeq0kikYDjOEREROR7viZkACXvmP/u3TvMmDGj0LYcxylksObChQsYM2YMHj16hIkTJ2Lp0qUFzsZlfjydO3fGX3/9hSVLlmDr1q1ISUlBnTp1MHHiRLi7u5dooAYATE1Nce3aNcyfPx+7du3Cu3fvULt2bUyfPh1z585V6EANwGbWMAqwceNGTJs2DePGjcOqVauk2+Pj42FsbAw1NTX4+/vDxcVFUJzr16+ja9euqFWrFs6cOSMtpwYAa9aswezZs6GiooLly5dj/PjxgmLxPI+JEyfKLAWSSCSYO3cuXF1dZQZOOI4TvEzjS1lZWdDU1FTKLB4g/xkN9evXl2ZbL6nw8HAsW7YML1++hJ2dHRYtWiS961+1alVkZGTAy8tLcNLmbt26FXnievnyZbx//x7q6uqCk3t+bRJrAwODEsUprZk1z549w4EDB3DgwAFcvHgR5cuXR8+ePTFw4EB069YN6urqgmNIJBIcO3YMmzZtQnh4ONTU1NClSxccPXoUZ8+eFTV5oJaWFpo3b46dO3cW+Lvw9vaGh4cHtLS08ObNG9FiK1JpzGbIk5ycjMTERBAR9PX1FVbmujTdunULDx8+RP369WFhYVHa3fkqQ4YMweXLl7Fp0ybY2tpi4MCBuHDhArZu3YpOnTohJycHR48excSJE+Hi4iLz3V0SPM/j4sWL0iTXeZ/F69evK+Rnt3z5cnh6esokDv/S0aNH4eDgAG9vb7i6uoreB0VQ1ndLnvj4eHTq1Anx8fHSZWuGhoYICQn5JgsbAJ8SyPv7+0sHD+Li4mBiYiIdmNm0aZOogyfAp9+bk5OTdClP5cqVoaqqitevX0MikaB169bYuXOn4OprRd1w+BzHcYJmXin7s/i5Dx8+YNasWdi0aRMaNmyIzZs3yyXQZ5jvFRusYUR16tQpdOnSBYMHD4anp6fMmkEA+O+//zB79myEhITIVYooiTt37qBz586oXr06zp49i9zcXAwfPhxhYWFo164dtm/fLsqdEmV+IeYnKysLWlpaCrlD/rn8ZjQ4OjqKNqOhMFeuXEGDBg1QqVIlhcZJSkrCpEmTcPDgQbRp0wZbtmxBo0aNBO2zoFwd+eE4TtAslMzMTKxbt04pU/19fHxw4MAB/P3336hQoQJ69eoFe3t7dO3aVdSlNfPmzcO2bdvw/PlzWFpawsXFBQ4ODiAiVK5cGefOnRN1sCY6OhqOjo5ISkrChg0bZHK8xMfHw8XFBVFRUejSpQu2bNlS5HTvwnh7exe7rdCB3tIYrAkPD8fixYtx+fJlmZwklpaWmDNnDrp3766QuIoUGRmJLVu2gOM4jBs3Dm3btoWLiwt27twpnYFiY2ODgwcPfjM5a/T09LBmzRrpZ11LSwt+fn5wdnaWaefn54f58+fjxYsXguJ9ucSFiBAeHo62bdvKVOQDxClJbm5ujgEDBsDDw6PQdjNnzsTZs2dx/fp1QfGUSZnLuwYNGoQzZ85g9erVsLCwwIMHDzBz5kxUrlwZV65cEbz/kkhLS8PixYuxdOnSEv1/FRUVnD9/HpaWlgA+zVTW0NBA69atER4eLnoFl9TUVPzyyy949+4dFi1aBHt7e+nfQVpaGg4fPgw3Nzdoa2vj6tWrgo4hyhxAOX/+PCwsLBRX8aYAoaGhmDBhAl68eAE3NzfMmzdPYRWuGKZMUljqYuaH1KVLF+rTp0+R7Tp27Eh2dnaixPz333+pdu3a1KhRI6pWrRppamrSihUrSCKRiLL/siAzMzPf6kJiyM3NpcOHD5OdnR2pqqqSpqYm9enTh3iep8jISNHjlaatW7dS5cqVqUKFCrR27VrRPiOfVyZQZCWS9PR0srGxIZ7n5aqBPXv2jKysrIjneeratSt9/PhR6NsijuNIRUWFrK2tadGiRbRs2bICH0KqNHEcR+bm5nThwgWZ7e/evSOO4xTyOUxLSyMXFxfiOI5cXFwoNTWVNm/eTBUqVCBtbW3asGGDKHGUXaWmOFXJxOLl5SWtjDNt2jTy9fWljRs30qxZs6hRo0bE8zwtWrRIIbEVJa9SmLGxMVlYWFC5cuXo119/JS0tLVq6dCmFhobS/PnzSUNDg2bMmFHa3S02XV1dOnz4sPR5lSpVZKrz5Tly5AiVL19ecDxlV+TT1tamkydPFtkuNDSUdHR0BMdTlvT0dOrYsaPSjvnVqlWjzZs3y2w7deoU8TxPb968Ebz/L61fv55++eUXatWqFa1bt07u9YCAAKpVq5bgKor5HRfDw8NLvM/CLFmyhKpUqUKxsbEFtklMTKRq1aqRl5eXQvqgCDzPK7Uq3+vXr2nw4MHE8zy1atWK/vnnH6XFZpiyhA3WMKKqXr06hYSEFNlu165dVLNmTdHiPnr0iPT19UlFRUXugk8MAQEBopS7FSI+Pl6Uk7HPzZ07l2rVqkUcx5GVlRVt2rSJ3r17R8nJyQq7SC4NcXFx1LlzZ+I4jrp160YJCQmi7r9u3brEcRw1a9aMli5dSnfv3qX4+PgCHyXl7e1N2trahZ5kHjlyhDQ0NGjNmjUljpNHWQMNc+fOJQMDA+J5nszNzcnb25uePXum0MGaPHv27CE9PT2qUKEC8TxPHTp0oP/++09h8RRJmYM1kZGRxPM8/fbbb5SdnS33ukQiofnz55OKigqdP39e9PiK8ssvv9DIkSOlz9etW0c8z9OyZctk2i1evJjq1aun7O6VWL9+/cjCwoLevXtHRETTp08nOzs7mXKjqamp1KZNG7K1tS2tbpZY9erVKTg4uMh2hw4dIj09PSX0SBzKPuarqqrK/b3mHYfv3LkjeP+fW7FiBXEcR/r6+mRqako8z0sHbP79919q06YN8TxPenp6ggbPlT2I3aRJk2INUi9dupSaNm0qOF5sbCzNnDmT+vfvTx4eHpSUlCTX5u7du9S9e3dBcYpbal0sVatWJZ7nqVKlSjR27FiaMGFCgY+JEycqrV8Mo2xssIYRlY6ODoWFhRXZ7uTJk6StrS1q7ISEBDIxMSFzc3PRB1aUfUdBWUpjRoMySSQSWrFiBWlra1PVqlVpx44dCot1+fJlmjZtGtWtW5fKly9P9vb2FBwcTOnp6aLFaNKkCS1YsKDIdjNmzKDmzZuLFldZTp8+TS4uLqStrU2qqqpkbW1NPM/T6dOnFRbzyJEjVKdOHemgk7u7u+iDosX18uVLQf+f4zjq16+f9AR2/PjxxHEc2dvbi35y269fP+rWrVuR7Xr37k0DBgwQFEuZtLW1KTQ0VPr87du3xHGc3AXsuXPnSF1dXdndK7G4uDiqXbs2VatWjaZMmUKrV6+mmjVrUoMGDWj8+PE0fPhwql69Ouno6NDNmzeV1i+JREIbN24UvB87OzsaOnRoke2GDRtGVlZWguMpi7KP+fldkCtqcKNJkybUq1cv6YDhnDlzyMTEhCIjI0lHR4fKlStHM2fOpJSUFEFxOI6jS5cuSZ/nvZ8bN24I2m9BypcvX6xZXqdPnxZ8Hnzz5k3p+U3z5s2pXLlyVKlSJTp+/LhMu6ioKNFnbiqagYEBGRoaFuthZGSktH4xjLKxalCMqOrVq4cbN24UWUbv+vXrqFOnjqBYEydOlNtmamqKo0ePwsrKSiZhHMdxWLduXYlj0Xea2snd3R1BQUFo3749fvrpJwwdOhRDhw6FlpZWaXdNsLt372LUqFH4+++/4ejoiDVr1kBPT09h8Vq3bo3WrVtjxYoVuHjxIoKDgzF16lQMHz4cdnZ2cHR0RI8ePQQl442LiytWnicbGxts2rSpxHG+FBsbi61bt+LSpUvSXBZ16tRBu3btMHz4cMF/y3lsbGxgY2ODDRs2YP/+/dJqO3Z2dujSpQscHR3Ru3dvUfKEpKamwtXVFTt27ECLFi0QFhaGkJAQLFq0CKGhodi5cyfMzMwExwE+5Ug4ffo0OI6DtbW13N9XTk4OVq1ahSVLliA5ObnEcfT19XHz5k2ZbQYGBrh27ZpcW6GVY65cuQIfH58i2zk7OwtOGK5MaWlpMjlV8v79ZcURVVVVZGdnK7VvQhgaGuKff/7Bn3/+icOHD2PdunXIzc1FUlISYmJiULVqVdja2uL3338XnMMrz4kTJ7B9+3ZwHAdnZ2fY2dnJvB4ZGYmpU6fi9u3bGDdunKBYEyZMQO/evWFpaVlgQQE/Pz8EBQXB399fUCxlKq1jvjLExcXB09NTmmtn0qRJ+OOPP+Dg4ICffvoJW7duFe2zaGNjI3fMa9u2rdw2juOQlpYmKFa5cuWQnp5eZLsPHz4IrmQ0a9Ys/Pzzzzh+/Di0tLQQGxuL4cOHo2/fvti7dy/69u0raP9f2rVrF6KioopsJ0ahjfPnz6NGjRosPw3zw2ODNYyoHBwcsGrVKgwZMqTARGaPHz/G6tWrMXToUEGxTpw4ke92AwMDZGVlybz+rZRLVmYyUgBYvHgxFi9ejDNnziAgIACenp5wd3eXnsTk5OQI2n9pWbBgAf744w9oaWnB398fvXr1AhHh5cuX+bavVq2aqPEtLS1haWmJlStXIioqSmbgplevXggKCirRfsuXL4/3798X2S47O1u0Uqs+Pj6YM2cOcnJyoK+vLy19eO/ePURERGDJkiXw8fHJd/C0pLS0tDBs2DAMGzYMjx8/RkBAAHbs2IGhQ4dCQ0OjWCfChTlz5gxGjBiB58+fw8PDA3PnzoWKigrMzMxga2sLJycntGjRAl5eXpg2bZqgWDExMbC1tcXjx48BfDo+nT59Wpr4PCwsDFOnTsXDhw9FqeSiLG/fvi1WyekqVarg3bt3iu+QiL4mofy3pGLFitJjfnZ2NpKTk5GdnQ1tbW3o6uqKGmvnzp1wdnaGuro61NXVsX//fuzduxf29vZ49eoVXF1dsX//fpQrV06U6ol2dnZwdXXFxIkT4efnhx49esDAwAASiQQJCQkICwvD7du3MWTIEIwYMUKEd6gcpXHMT05OlvmuzDsPePv2rdx3qJDvzrS0NJn/n/fvFi1a4PDhw6IkTAZQZNJpsVlYWODQoUPo06dPoe0OHjwouMLW9evXsX37dukNAGNjY5w6dQp9+/bF4MGDERoaKmqlq/Xr1xernRjnp0ZGRoiKipKp+nTy5Em0bdv2m0nszjCiKO2pPcz3JS0tjUxNTalGjRq0atUqevjwIWVlZVFGRgbdv3+fVq5cSTVq1CADA4N819WWVV8uL1DU2tkWLVooJVFtQdLS0mj79u3SJLYaGhrUu3dv2rlzJ6WmpooeT1G+/DkV9VCkrKwsOnLkCA0bNozKlStHampqJd6Xsqf6h4SEEMdx5OjoSA8fPpR7/cGDB+Tk5EQ8z9PZs2cFxyvKxYsXacSIEYL3w/M8mZmZFTitPzU1lZydnYnjOOrUqZOgWP3796fKlSvTpk2baM+ePVS/fn3q168fZWdn06hRo4jnedLR0aElS5ZQZmamoFhERNnZ2bR//36ZKf4PHz4ke3t7MjMzo0GDBtH9+/cFx6lXrx6tXbu2yHZr166lRo0aCY6nLBzH0bFjx+jFixf04sULevr0KXEcRxEREdJtL168oCNHjij82CG2jIwM2rt3L3l7e9OBAwcoIyNDYbFatGhBVlZWlJqaSh8/fqQRI0ZQkyZN6J9//pHmSbO3ty80CWtJBAYGUpMmTeS+L5s3b05BQUGixlIGZR/zC/rOLGi70Fj55ZI5d+6c0LdRqvbs2UMqKiq0b9++Atvs2LGDVFVVZZJ+l0TNmjVp//79ctszMjKoVatWVKFCBbpx48Y3uQwqv88Hz/MKyzXEMGUVK93NiO7Zs2dwdnbG2bNn5Wa0EBE6deoEPz8/GBsbl1IPvx7P86hRo0axlrBwHIfY2NgSxcnJycGgQYNw7tw5XLt2DYaGhiXajxg+n9EQExMjyowGZQkICPiq9sOGDRM1fkZGBo4fP47g4GAcP34cmZmZsLa2xsCBA9G/f39UrVq1RPsNDQ1F7969sW7dukKn+k+aNAn+/v6C7yB36NABurq6OHz4cKHtevfuDQA4cuRIieJ4eHjAw8OjyBkNt2/fhrOzM6Kjo0sUJ8/MmTPh5eVV5PTq3bt3Y+LEiYKWJtWoUQNubm7SGTqRkZHo0aMHBgwYgKCgIAwdOhTe3t7SGUtCpKSkoGPHjoiOjsbSpUsxa9YsvHnzBmZmZnj//j369u2LmJgYPHr0CNeuXUO9evVKHGvy5MkIDQ3F7du3C5zK//79e1hYWGDgwIH4448/ShxLmXiez/d7q6Btubm5yuxeicXHx6NTp06Ij4+XLus1NDRESEiI4Lv7+dHV1YW/vz8cHBwAfFryYmJiIp1RtmnTJlHv+H8pKSkJT548gYqKCvT19VGlShWFxVIkZR/zlfndyfM8oqKipMu8cnNzoaamhmvXrqF58+Yl3m9h0tLSEBERgYSEBBARDA0N0blzZ9FnagwbNgxBQUGws7ODnZ0dDA0NoaqqisTERISEhOD48eMYO3YsNmzYICjOwIED8ejRI5w4cULuO+TNmzdo27Yt3rx5g8mTJ2PhwoWCjldf/r4UrTQ+HwxTFrHBGkZhbty4gZMnT0pPmAwMDGBra4smTZqUdte+mjK/pLKystC2bVvo6ekhLCxM4fGK49KlSwgMDMTGjRtLuytlVmpqKo4dO4bg4GCEh4fj48ePsLGxgb29Pfr16yfaxcLUqVOxZs0aNG3atNCp/jt27BAcq1KlSvD394e9vX2h7fbu3YtZs2YhISGhRHG0tLTQvHlz7Ny5s8ClQN7e3vDw8ICWlhbevHlTojglkZiYCH19/RL//3LlyiEsLEx6YZqWlgYdHR1UqFABO3fulMvjIYSbmxu2bduGPXv2SOPNmzcPS5cuxa5du+Do6AiJRIKuXbuiVq1aX31h9rnnz5/D3Nwc9evXh6+vr9zJ8/Xr1zFu3Dg8f/4cN2/eFH2poaKU9kCvogwaNAhnzpzB6tWrYWFhgQcPHmDmzJmoXLkyrly5Ino8FRUVnD9/HpaWlgA+5W3S0NBA69atER4eDh0dHdFjfq+UecxXJp7ncfToUbRs2RLAp5tVderUwcmTJ2Fubi7XXsgxJDs7Gx4eHli9ejUyMzNl8hBqamrC1dUVixYtgpqaWoljfGnFihVYtmwZXr16BeDTjTwiQs2aNfH7778XOPj2NeLi4tC+fXu8fPkSU6ZMwbJly2Ref/bsGbp06YJ79+4JHlxmgzUMU0pKaUYP853au3dvvo99+/ZRaGgoXb9+XaZU6LdC2dM///rrLzIyMqJ//vlHKfHS0tIoLS2twNevXr1Kbdq0UUpfvkU9e/YkDQ0NUldXpx49etC2bdvo7du3CounrKn+KioqxaoIFhkZSeXKlStxnFu3blHDhg1JV1eXdu3aJfNaXFwctWvXjjiOo65du9KTJ09KHOdLubm5FBERQQsXLqSJEyfSxIkTacmSJaKWmi5oqr8YFXC+1KBBA/Lx8ZHZZm5uTtWqVZPZtnv3bqpZs6bgeFeuXKFatWoRz/NUo0YNat26NVlZWVHdunWJ53kyNjZWWMUV5utUq1aNNm/eLLPt1KlTxPM8vXnzRvR4BX3uCytBzRRMWcf86OjoYlUwfPr0qdyx5mvlt7SqsKXLQvTu3Zt4nicnJyc6fPgw/fPPP3T//n06ceIEjRkzhlRVValnz56CYnwpJyeHXrx4QVevXqX9+/fTvn376O+//yaJRCJqnJSUFNqwYQOFhITk+3p6ejrNnTuXTE1NBcUxNDRU6hIkZZdcZ5iyis2sYURV1DIGjuNQsWJFLFu2DKNHj1ZSr4RT9h0FZfnw4QNGjRqFAwcOAAD69++Pbdu2SZc1vHjxAnPmzEFgYCB4nsfHjx9Ls7vFpqmpWeyk0mJUf+B5HjzPo2XLlqhUqVKR8UJDQwXFy6Poqf7F/dxfvHgR1tbWgu7apaenY8KECdixYwecnZ2xbt067N27F9OnT4dEIsHy5ctFuRP5eZ9HjBiB//77T67aG8dxMDU1xdatW6V3fUuqoLuDV69exc8//yxo31/S1NTE0aNH0blzZwCfEoLq6enB0dERu3btkrY7d+4cunXrhszMTMExP3z4gK1btyIiIgJxcXHSpQW9evWCi4vLN1dZ7u+//853O8dxKF++PKpXr/5NLqlRU1PDmTNn0K5dO+m2lJQUVKpUCbdv38ZPP/0kajx2V1wxFH3MV1FRwYULF6S/N4lEgs6dO8PPzw/169eXthPjmK+sWWyBgYEYPXo0QkJC0LNnz3zbnDp1Cj179oS/vz+cnZ1LFCePRCLB3LlzsWHDBqSmpkJbWxsTJkzAwoULBVWDLG3Tpk3D1KlTZWa/JiYmolatWlBV/f96Nbdu3YKLiwtu374tKB7P87h48aI0wXDeMeT69euwsLAQtG+G+ZawalCMqOLi4gp87ePHj3j8+DGCg4Mxfvx4VK9eHb169VJi70quffv20NXVRW5urvQC6Hvg7u6O4OBgDBo0CBUqVEBgYCDmzZuHlStXIigoCK6urkhJSYGtrS1WrFhR2t0tNjc3N6VWALO2tpbGy8jIUFrcGjVqiJLrpDDK+jlqaWkhICAAPXr0gKurK2rXro0PHz7A2toaW7ZsETXHVXR0NDp37ow6depg48aNsLW1lf4cnz59itOnT8PHxwedOnXCjRs3YGJiIlrsPIqoOKSpqSkz8HjmzBlpnrDPPX78GBUrVhQU6/z587CwsICOjg4mT56MyZMnC9pfWdG6desiP/NmZmbw9vZGt27dlNQr4XJzc+Wq6+Tl6VDUIHx+P8dvpTJjWaXoY/6XA9dEhHPnziE1NVX0WF8z+BIZGVniOJs3b8aoUaMKHKgBgM6dO2Ps2LHYsmWL4MEaLy8vLFu2DLa2ttIlh8uXL0dycjL8/PwE7Ts/YWFhWLNmDRISEmBsbIxJkyYp5Ni0Zs0aDBw4UDpYk5ubCyMjI1y9elVmADYtLQ13794VJeaQIUOgqakps23AgAFylc84jhMtJsOUNWywhhFVUaVn69evDxsbG6SkpGDFihXfzGDN6dOnlXan5MWLFwgICEBCQgLq1asHJyenYpXILYmjR49i+vTpWL58OQDAysoK06dPh7GxMaZMmQITExNpkrxvyYIFC5Qa79y5c0qNp0wzZswo8sJezNLMWlpaUFdXx+vXrwEAbdu2Rd26dUXbP/CpZL2JiQn++usvueS49erVQ7169TB06FC0adMGy5cvF3yC/eeff0ovsPIuhry8vOQGfTmOw7p160ocp1WrVjhw4IC0ZGxAQABUVVXlLlK2bdsmeFZPx44dZe7Afy/Onj1b4Guf33Do06cPzpw5I83JwsizsbGRG5xp27at3DYxZjcy35/Xr19j+/bt2Lx5M2JiYko8i+fu3bvFKiPdvXt37Ny5s0QxPhcUFITJkydj1apV0m0+Pj74/fff4evrK2penAMHDmDgwIGoWLEiGjRogKtXr8LOzg4rVqzAlClTRIsDyA/kFbRNLPkN5rVq1Uph8RimrGKDNUyp6NOnDyZOnFja3Sg2Zd0piY6ORseOHWUufj09PRESEqKQyhlJSUkyd927d+8OZ2dnzJw5EzNmzMCSJUuKrJhTlr148QKJiYkwNjb+JpculLa8GUNFzRZSV1eHtbW1oFipqalwdXXFjh070KJFC4SFhSEkJASLFi1CaGgodu7cCTMzM0Ex8kRFRWHp0qUFVjECPg0a/frrr9KBzJIyMDDAzZs35bZdu3ZNrq3QWQdubm7o3Lkznj17Bp7ncerUKYwZM0Y62Hv58mWsWrUKkZGRgpfifa8rqNu3b19km5EjR6J79+7w8vISbUmjMiQnJ+Ply5fS5zk5OQA+LZf7fDsgLJkr8KnCG8OUxKlTp+Dv74/Dhw/j48ePaNSoERYvXlzi/WVlZcnNxMiPqqoqJBJJiePkSUhIkBsgHzx4MH777TfExcWhQYMGgmPk8fb2hq2tLQ4ePAgtLS3k5ORgxIgRWLJkieiDNcq2bdu20u4Cw5QNpZQrh/nBnT59mrS0tEq7G8XWsGFDmjJlisy2P//8kzQ1Nenjx4+ixbGzs6N69erRpUuXKCMjg27dukUtWrQQnBiuIAUlcJs5c6ZC4ilLeno6DRo0iFRUVKTJCR0dHRWSSJMR7vTp06Svr09qamq0cOFCmSTkly9fJmNjY9LQ0KAVK1aIEk9NTY1Onz5dZLszZ84IPk4tXLiQEhMTBe3ja4SFhVHHjh3JzMyMZs2aRVlZWdLXqlSpQlpaWrRq1SrBcZSddL2sCQoKourVq5d2N4qtoMStBW1nfkzFTeoaFRUl6ufk+fPn5OXlRcbGxtLP5NChQ+natWuC921hYUFz584tst28efOoZcuWguPld2zMzs4mjuNET7iura1Nx44dk9n24MED4nme4uLiRI1VWp8NhvnRsZk1TKm4e/cu6tSpU9rdKDZl3Sm5fPkyfH19pQnVmjZtirVr18LS0hIvXrxQ2HKoLw0cOFApcRRl3rx52L9/P0aNGiWdCeXn54fc3Fzs37+/tLvHfMHW1haNGzfGwYMH5ZKPtm7dGtHR0Zg4cSJmzJiB0NBQnDp1SlC8nJycYt1pLVeunOAkvAsXLkTnzp1FX8pVkK5du6Jr1675vhYaGooGDRoUmQS7uHbt2oWoqKgi23EcV6xlCN+SmjVr4v3796XdjWIrzbvUaWlpiIiIQEJCgjQBdefOnaU5c5gfExEhLCwM/v7+CA0NhYqKCvr06QMvLy8MHjwYY8aMESUJ+6BBg+Dl5QUXF5cCz9Xu3buHtWvXCprBU5i8WZMk8ozE9PR0uWXKBgYGICJRlyczDFN62GANo3T37t3DH3/8AScnp9LuSrFlZWXJVTXJmyYu5lr7lJQUuUGsJk2agIjw8uVLpQ3WfJ7Z/1t08OBBeHh44Pfff5dua9q0KcaOHYuMjAy5hHVM6Zo2bRq8vLwKXHKnra2NwMBAdO/e/ZtaPgmUreVCYq/3X79+fbHafY+DNbGxsUo7HouhpJV0hMjOzoaHhwdWr16NzMxMmb8FTU1NuLq6YtGiRaLm8GCEO3PmDJ48eQLgU2UjjuMQERGBR48eSdvcv39fcBwjIyM8ffoU7dq1w/r16zFw4EBUqFABKSkpgvf9ucmTJ2PPnj1o27Yt3N3dYWdnB0NDQ6iqqiIxMREhISFYvHgxzMzMMG7cOFFiFrSkVewE20Qkt8+88zcxlnR9iSUNZxjl+7avyJgyp0ePHgW+lpWVhaSkJDx48ABNmjTB/Pnzldgz8SniTolEIpGr2JE3AyA7O1u0OJ8rzolZHgcHB4X0QWxPnz6FlZWVzLYePXogJycHCQkJaNSoUSn1jMnPn3/+Wax2gwcPFi2ha3FmhSQkJIgS63s9mS1OWffv0atXr/Dnn39+U9WgvizJrAz29vY4duwYBg8eDAcHB9SrVw+qqqqIi4tDSEgIfHx8cPfuXRw9elRpfWKKlt+52Zw5c+S2CT2uJSYmwtTUFJ06dULz5s1RoUIFQfsriIaGBiIiIjBixAjMnDlTbuCYiODg4IANGzaINnD4ZWL+vPNEV1dXmffJcdw3lffq8/dV0HtiM3oYRlxssIYRVXp6eoEj71paWmjTpg1mzZqFIUOGfHN305R1p0TZvubE7FsZrMnOzpar0pWXYFiZpbWZ4klMTFR6zK+ZFSJUcSpq5cX6lk7cv0eFzdzKu+EQFRUFXV3dbyqJrrJneAUGBuLEiRM4fPiw3BLihg0bolu3bnBwcEDPnj2xY8cOweWSGXHExcUpLVZMTAwCAgKwefNmzJ8/Hw0bNsSwYcMUUn2ySpUqOHLkCO7cuYOTJ08iLi5OuiSvV69eot7AKSgxf17ycrHPQb688ZB30y0wMFBmybDQGY75va/83pMYBQcYhvl/HJWlOdoMU0bxPI/WrVvL3SkJDw9H27ZtRbtTwvM8/P390aRJE+m23NxcWFpaIiAgAA0bNpRp/8svv5QoTp6vnTlQVGn2soLnebm7/rm5uVBTU8O1a9fk8qIwpYvn+WIPinAcJ61i8y3geR7NmjWDrq5usdoXVjq6LMnvb+x7YGRklO/2vBsONWrUQLt27TB58mTRcv8og7J/X9bW1jAzM8OGDRsKbTd58mTcvn0b586dU0q/mMIFBgYWuy3HcaINsp09exYBAQEICQmRLi2fM2cOpkyZAj09PVFifI94ni92W47jSlz+nGGY0sMGaximGDp06PBVd9hLesFV0EVr3p/p50uvxPrizcrKgq+vL/T19WUSC2dnZ8Pc3BwuLi6YNWuW3PKssozneVy8eFGaqBn4/8Ga69evw8LCohR7x3xp7969hb7+5MkTLFq0CO/fv4e1tbVoF3axsbHYunUrLl26hBcvXgAA6tSpg3bt2mH48OGiJEH/ngc1Dhw48N0NfC5cuBAjR45UWkJoZcnvRkBhhN4IqFKlCrZv345evXoV2u7EiRMYOnQo3rx5IygeI478Lv45jst3ZpZY5yC5ubl4+/Yt9PT0kJ6ejuDgYAQGBuLcuXPgeR7t27eHo6MjRo8eXaL9r1mzBg4ODqhRo4Z029mzZ+Hp6Yno6GhUrVoVHTp0wLx586Cvry/4/TAMw4iJDdYwTBkSGRn5Ve3zpqCWVEZGBuzs7BAZGYk5c+bIVEJ4/vw5HBwccOnSJdja2uLo0aPfzNI1nudhYGAgl0j4/v37MDQ0lKkExHEc7t69q+wuMsXk5+cHNzc3AMCyZctESwDp4+ODOXPmICcnB/r6+tIT+adPn+Lp06dQV1eHj4+P4ITG3+tgDfCpqtahQ4dQr1496QBoTEwM3N3d8e+//6JJkybw8PD4pnJElUZuF2Uo7uw1sW4EaGtr4+DBg7C1tS20XUREBBwcHJCcnCwoHiOOvEHrPDk5Oahbty7Cw8Nhbm4u115Ikm2JRIK5c+diw4YNSE1Nhba2NiZMmICFCxdCXV0dT548QUBAAAIDA/Ho0aMSfya//JsOCwtDz5490bhxY9ja2iIjIwPHjh1DWloaLly4ADMzsxK/J4ZhGLGxnDUMU4YUd/AlMzMTe/fuFTxY4+vri6tXr+LEiRPo0qWLzGs1a9bEhQsXcPToUTg4OGDjxo1wdXUVFE9ZCqp8InY1HEZxHj16hNGjR+PChQvo2bMnNmzYgFq1aomy74MHD+K3336Dg4MDFi1ahPr168u8/vDhQ3h6esLV1RWmpqbo0KGDKHG/JykpKbCxscGtW7ewdOlSWFhY4M2bN2jXrh1SU1PRp08fxMTEoE2bNrh27Rrq1atX2l0ulu/5/tWaNWvw008/KSVWgwYNEBkZWeRgzfnz5+X+/pjS8+XgS94ASZUqVUSvfubl5YVly5bB1tYWFhYWePDgAZYvX47k5GT4+fmhTp06mDt3LubOnYu//vqrxHG+/JuePXs2unfvjkOHDklnDP/555/o1KkTZs2a9c3lDfPz88Pq1auRkJAAY2NjTJo0CePHjy/tbjEMIxZiGOabER0dTZMmTaKKFSsSz/OC99ekSRNasGBBke1mzJhBzZs3FxyPYYqSm5tLy5YtIy0tLapWrRrt2bNH9Bjt27en3r17F9muV69e1KtXL0Gxhg8fTo8ePRK0j7Jo1qxZpKenR6dPn5Zumzt3LvE8L/2d5ebmUufOncnFxaW0uvnVOI6jS5culXY3RMdxHF28eFFp8ZYtW0a6urr04MGDAtvcvXuXdHV1ae3atUrrF/N1cnJyiOM4un79uuj7btiwIU2ZMkVm259//kmampr08eNH0eJ8+dlXU1OjsLAwuXbBwcGko6MjWlxlWL9+PXEcR40aNSJHR0eysLAgnufJ3d29tLvGMIxIip+ZimGYUpGWlobNmzejVatWsLCwgJ+fH9q0aYOgoCDB+46LiyvWdH8bGxvExMQIjlfWPHnyBIMHDy7tbjD/Ex0djV9++QWzZ8/GgAED8O+//8LR0VEhcYqTGNPJyQnR0dGCYm3btu2bmVXyNQ4dOoTZs2fDxsZGuu3o0aOoWrWq9HfG8zxGjRqFiIiI0upmicyYMQM9evQo8qGIqjWl7fLlyxgxYoTg/UyePBnGxsZo27YtVqxYgQcPHiArKwu5ubmIi4uDj48PLC0tYWZmJtrSRubbkpCQIFcpbPDgwcjMzBS9KtXnSwALKpSQk5MDLS0tUeMq2saNGzF48GDcu3cPe/bswY0bNzB9+nT4+vpCIpGUdvcYhhEBG6xhmDLq2rVrGDduHGrVqoWxY8fi2rVrmD59Op48eYLjx4+LMshQvnx5vH//vsh22dnZMnleyrqcnBy4ubmhevXqqFGjBmbNmiVTQSgrKwuenp5o1KgR9u3bV4o9ZQDg48ePcHd3xy+//II3b94gLCwMgYGBqFy5skLipaamolq1akW2q1mzJpKSkhTSh29dYmKiTA6Lt2/f4p9//kGnTp1k2tWoUQNv375VdvcEyczMREZGRpGP9PT00u6qKJKTk7FmzRo0adIElpaWotwI0NDQQEREBNq2bYuZM2fC1NQUWlpaKFeuHExMTPDbb7+ha9euOHbs2DeTC40RV1ZWltzgSN5xOa8ilFjGjx+PMWPGwNfXFy1btoSXlxcyMzOlr8fExGDBggVo166dqHEV7dGjR3BxcZEZjJo0aRJSU1OVWoadYRjFYTlrGKYMef/+PXbu3Al/f3/cunULderUwcSJE9G7d29YWlqiV69eoq4bb9GiBQ4dOoQBAwYU2u7gwYNyZcPLsoULF2L58uVo06YNdHV1sWLFCujo6OD333/HuXPnMHLkSMTHx6Nx48bw8fEp7e7+8Jo2bYqHDx9CV1cXzs7OuHXrFm7dulVg+1mzZgmKJ5FIoKpa9NefiorKN1UmXJk0NTVlLqjOnDkDIpIbrHn8+DEqVqyo5N4J4+vr+90lGI6Li0PNmjVltp0/fx6bNm1CSEgIMjMzYWZmhj/++ANOTk6ixKxSpQqOHDmC27dv4+TJk4iPjwcRwdDQEL169fqmEk//6L6mGqYYcUjE3FH+/v64ffs2oqOjERISguTkZHAchzNnzqBHjx7YunUrRo8ejTp16sDb21u0uMqQkZEBHR0dmW21a9cG8OmmBMMw3z42WMMwZUitWrWgoaGB3r17Y/ny5bCxsQHHcUhJSVFIvAkTJkgHggpKSOfn54egoCD4+/srpA+KsG/fPgwfPhxbt24FAKxevRo+Pj5o3LgxhgwZAh0dHaxduxbjx4//pkqSf68ePHgAAHj37p1MRbL8cBwneLAmbz9MybVq1QoHDhxAnz59AAABAQFQVVWVW9awbds2/Pzzz6XRReYzeUs/Xr9+je3bt2Pz5s2IiYlB1apVkZWVhaCgIAwZMkQhsc3NzfOtJMSUPT169JB5njdo4urqigoVKsi8xnGc4GS8BR2HxTw+jxo1Sub548ePER0dLS040LBhQyxfvhwjRoxQ2GxOZcorv86WQTHM94EN1jBMGSKRSKChoQEVFRWkpqYiOzsb5cqVU1g8Ozs7uLq6YuLEifDz80OPHj1gYGAAiUSChIQEhIWF4fbt2xgyZIgoeQyU5cmTJ+jfv7/0+eDBgzFt2jSMGDECffv2xfr161G1atVS7CHzueKeVF66dEm0QcMZM2YUOePj3bt3osT6Hrm5uaFz58549uwZeJ7HqVOnMGbMGOnMv8uXL2PVqlWIjIz85qqrfI9OnToFf39/HDp0CKqqqujbty9Wr16NFi1aQE9PD3Xq1BE9Zk5ODrZs2YITJ04gPj4eaWlp0NLSQuXKldGsWTP07t0bHTt2FD0uU3Lp6elyAyV5VSczMjJEj/flcbigwSExBoby1K1bF3Xr1pU+t7S0hKWlpSj7ZhiGERtHYs41ZBhGkA8fPmDfvn0ICAhAVFQUdHV14ejoiN69e6Nnz544e/YsrK2tRY+7Y8cOLF++HP/884/MdgsLC0yfPl20afHKwvM8oqKipEsZcnJyUK5cObi4uGD79u2l2znmqyQnJ2PHjh3w9/fHvXv3wPM8srOzBe2zQ4cOX3Xn9uzZs4Lifa/Cw8OxbNkyvHz5EnZ2dli0aJF0cLlq1arIyMiAl5cXpkyZUso9Lb4RI0Zg3rx5311SaJ7n0aRJE8yYMQP9+/eHtrY2gE8l2CtVqoRz586J+t2SnJyMjh07IjY2Fo0aNcLjx4+RnJyMPn364MWLF7hz5w7evXuHPn36YM+ePQq9KcGUTew4LBzP8+jbty9q1Kgh3UZE8PPzw4ABA6CnpyfdznEc1q1bVxrdZBhGADZYwzBlVGxsLAIDAxEUFITY2FhwHIcRI0bg119/RbNmzRQSMykpCU+ePIGKigr09fVRpUoVhcRRtC8Ha3Jzc6GmpiazjSnb8sun4ezsDCcnJ+mafKbsunLlCho0aIBKlSqVdlcYAFZWVrh06RLq1asHOzs7ODk5oWXLlgobrBk7dixu3LiBsLAwVK1aFbm5uRg3bhxUVFTg5+cHiUSCnTt3Yvz48ZgyZQq8vLxEi80wPwpDQ8NiD3hxHIfY2FgF94hhGLGxwRqG+QacP38eAQEBOHDgAFJTU2FsbAxHR8ci83v8qAoarLl27RqaN29eyr1jCpJfPo3Xr19jx44dCsunwTA/itjYWGzfvh1BQUFISEhAgwYN0L9/f/zxxx84d+6cqJVwqlevjo0bN6Jfv37Sbc+ePYOhoSFevHghHcRbt24dvL29kZCQIFpshvncl3l4CiPmcitlysnJQXJyssxMGoZhvg+sdDfDfAOsra2xZcsWJCUlITAwEEZGRli2bFlpd6tM+/fff/H3339LHwBw9+5dmW2fv8aUnlOnTsHR0RG1a9eGh4cHfv75Zxw/fhz37t0DESkknwbD/GiMjY3h6emJ2NhYnD59Gq1bt8batWtBRJg6dSpWrVqFJ0+eiBIrJycHHz9+zHf7q1evZPrEckMxilS/fn2EhYXhr7/+QkZGRqGP9PT00u7uVyEizJkzB1WrVkWNGjWgq6uL2bNnIysrq7S7xjCMSNjMGoYpQ4yNjREcHCwz++Pjx4/5rud/9uwZatWqpczufTN4npebGpx3qPt8OxGB4zjk5uYqtX+MLGXn02AY5pOMjAwEBwcjMDBQmhOkdevWiIqKErRfOzs7JCQk4PTp09Kk02PHjsX+/fvx5s0b8DyP58+fw8HBAVpaWggPDxf8XhimIH/++SfmzJmDkydPfldJrRcvXoz58+fD1tYWFhYWePDgAY4cOYLRo0fDz8+vtLvHMIwI2GANw5Qh+S3fKVeuHK5evcqW73yFyMjIr2qfV+2CKR3KzqfBMIy8J0+eIDAwEDt27MC///4raF/37t1D69atAQBNmzbF06dPkZCQgM2bN2PEiBHYs2cPnJycYGhoiBMnTqBBgwZivAWGKZCjoyNu376Ne/fuiVoavDQ1atQI3bp1w6pVq6TbfHx88PvvvyMlJQVqamql1zmGYUTBBmsYpgxhuVaYH5Uy82kwDKN4Dx8+xNq1axETEwN9fX04OztL/47v37+PO3fuwM7ODlpaWqXcU+ZH8PTpU8ybNw9ubm5o1KhRaXdHFJqamjh69Cg6d+4s3fbs2TPUqVMH9+/fZ4OgDPMdYDlrGIb57hw5cqRYeRDi4uIwefJkxXeIKZIy82kwDKN4BgYGMDQ0xKhRo7Bp0ybpQE12djb69euHR48eQV1dvZR7yfwoateujW3btn03AzUAkJWVJTfYWa1aNQBAWlpaaXSJYRiRscEahmG+O/369cO9e/ekzyUSCYyNjXH37l2Zds+ePcO6deuU3T2mCB06dMC2bdvw4sULBAQEoHLlypg5cyYMDQ1hZWVV2t1jGKYIGRkZ6N69O2bNmoXo6GiZ116/fo2qVati3rx5sLOzQ3Z2din1kvlRZGVlwcfHB/v375fZnp2djcaNG2Pp0qXfTe66vCVebOEEw3wf2GANwzDfnS9PUogI8fHxrELCN0ZTUxPOzs6IiIhAfHw8PD098ebNm9LuFsMwRfD19cXVq1dx4sQJLF68WOa1mjVr4sKFCzh06BAiIyOxcePGUuol8yP43gcOC8q/873k5WGYHx3LWcMwZQjP8+jbty9q1KgB4NMgg5+fHwYMGAA9PT259uvXr1d2F78Jxc39c/HiRVhbW383d9QYhmHKAnNzcwwYMAAeHh6Ftps5cybOnj2L69evK6lnzI9m+fLl8PT0xIEDB9ClS5d82xw9ehQODg7w9vaGq6urkntYcjzPo3Xr1qhYsaJ0GxEhPDwcbdu2RYUKFaTbOY5DaGhoKfSSYRghVEu7AwzD/D99fX3cvHlTZpuBgQGuXbsm15bdNWEYhmHKori4OOlgeWFsbGywadMmJfSI+VHt2LEDM2fOLHCgBgB69eqFSZMmYfv27d/UYI21tTU4jkNGRobM9rwKl19uZxjm28MGaximDImPjy9Wu0uXLsHf31+xnWEYhmGYEihfvjzev39fZLvs7GxoaGgooUfMj+p7Hjg8d+5caXeBYRgFYzlrGOYbkZycjDVr1qBJkyZo164dgoKCSrtLDMMwDCOnRYsWOHToUJHtDh48iIYNGyq+Q8wPiw0cMgzzLWMzaximjDt//jw2bdqEkJAQZGZmwszMDEuXLoWTk1Npd61M27VrF6KiogB8qgbFcRwCAwNx6tQpaZuEhITS6h7DMMx3a8KECejduzcsLS0xfvz4fNv4+fkhKCiIzRJlFCpv4HDAgAGFtmMDhwzDlEUswTDDlEGvX7/G9u3bsXnzZsTExKBq1ap4/fo1duzYgSFDhpR298o8ni/+pEGO41iCYYZhGJFNnToVa9asQdOmTdGjRw8YGBhAIpEgISEBYWFhuH37NoYMGYIdO3aUdleZ71hoaCh69+6NdevWFTpwOGnSJPj7+2PEiBFK7iHDMEzB2GANw5Qhp06dgr+/Pw4dOgRVVVX07dsXLi4uaNGiBfT09HDu3DlYW1uXdjcZhmEYpkg7duzA8uXL8c8//8hst7CwwPTp09kMUUYp2MAhwzDfKjZYwzBlCM/zaNKkCWbMmIH+/ftDW1sbAJCSkoJKlSqxwZqvkJOTg0OHDqFevXqwsLAAAMTExMDd3R3//vsvmjRpggULFrBpzwzDMAqWlJSEJ0+eQEVFBfr6+qhSpUppd4n5wbCBQ4ZhvkVssIZhyhArKytcunQJ9erVg52dHZycnNCyZUs2WPOVUlJS0LFjR0RHR2Pp0qWYNWsW3rx5AzMzM7x//x59+/ZFTEwMHj16hGvXrqFevXql3WWGYRiGYRSMDRwyDPMtYQmGGaYMiYqKQmxsLLZv346goCCsXbsWDRo0QP/+/cFxHDiOK+0ufhO8vLzw5MkTREREwMbGBgCwcuVKvHr1Crt27YKjoyMkEgm6du0KT09PBAQElHKPGYZhGIZRtBo1aqBGjRql3Q2GYZhiYTNrGKYMO3fuHAICAnDgwAF8+PABFhYWcHZ2hr29PerUqVPa3SuzGjZsiHHjxmH69OnSbU2bNkVSUhJevHgh3bZnzx5Mnz4dz549K41uMgzDMAzDMAzD5Kv4JVMYhlG6Dh06YNu2bXjx4gUCAgJQuXJlzJw5E4aGhrCysirt7pVZiYmJMDc3lz5/+/Yt/vnnH3Tq1EmmXY0aNfD27Vtld49hGIZhGIZhGKZQbLCGYb4BmpqacHZ2RkREBOLj4+Hp6Yk3b96UdrfKLE1NTaSlpUmfnzlzBkQkN1jz+PFjVKxYUcm9YxiGYRiGYRiGKRxbBsUwzHene/fu0NPTQ2BgIACgV69eCA8Px+PHj1G9enVpOxsbG2hqaiI0NLS0usowDMMwDMMwDCOHJRhmGOa74+bmhs6dO+PZs2fgeR6nTp3CmDFjpAM1ly9fxqpVqxAZGckGahiGYRiGYRiGKXPYzBqGYb5L4eHhWLZsGV6+fAk7OzssWrQI5cqVAwBUrVoVGRkZ8PLywpQpU0q5pwzDMAzDMAzDMLLYYA3DMD+cK1euoEGDBqhUqVJpd4VhGIZhGIZhGEYOG6xhGIZhGIZhGIZhGIYpQ1g1KIZhGIZhGIZhGIZhmDKEDdYwDMMwDMMwDMMwDMOUIWywhmEYhmEYhmEYhmEYpgxhgzUMwzAMwzAMwzAMwzBlCBusYRiGYRiGYRiGYRiGKUPYYA3DMAzDMAzDMAzDMEwZwgZrGIZhGIZhGIZhGIZhypD/A1I0yW3gqsSaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1260x250 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.uns` of view, copying.\n",
      "WARNING: saving figure to file figures\\stacked_violin_critical_genes_violint_5.svg\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x250 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Save the gene tables into csv files\n",
    "for i in range(1,6):\n",
    "    subset_igdata = igadata[igadata.obs['cell_color'].isin(map_ref_group[i])]\n",
    "    rg_result = sc.tl.rank_genes_groups(subset_igdata, 'cell_color', groups=map_ref_group[i], reference='rest', method='wilcoxon',pts =True)\n",
    "    #sc.pl.rank_genes_groups(subset_igdata, groups=map_ref_group[i], n_genes=20,save=\"critical_genes_rank_\"+str(clip)+str(i)+\".svg\")\n",
    "    df_name = pd.DataFrame(subset_igdata.uns['rank_genes_groups']['names'])#.to_csv(\"critical_genes_experiment_\"+str(i)+\".csv\")\n",
    "    df_lgfc = pd.DataFrame(subset_igdata.uns['rank_genes_groups']['logfoldchanges'])#.to_csv(\"critical_logfc_experiment_\"+str(i)+\".csv\")\n",
    "    df_pval = pd.DataFrame(subset_igdata.uns['rank_genes_groups']['pvals_adj'])#.to_csv(\"critical_genes_experiment_\"+str(i)+\".csv\")\n",
    "    df_pts = pd.DataFrame(subset_igdata.uns['rank_genes_groups']['pts'])#.to_csv(\"critical_logfc_experiment_\"+str(i)+\".csv\")\n",
    "\n",
    "    for c in df_name.columns:\n",
    "        tmp_df = pd.DataFrame({\"gene_name\":df_name[c],\"log_fc\":df_lgfc[c],'pvals_adj':df_pval[c],'pts':df_pts.loc[df_name[c].values,c].values})\n",
    "        tmp_df.to_csv(\"critical_genes_experiment_\"+str(i)+\"_type_\"+str(c)+\"_vs_others.csv\")\n",
    "\n",
    "    sc.pl.stacked_violin(subset_igdata, pd.DataFrame(subset_igdata.uns['rank_genes_groups']['names']).head(10).T.values.ravel(), groupby='cell_color',\\\n",
    "                        rotation=180,save=\"critical_genes_violint_\"+str(i)+\".svg\"\n",
    "                        );"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Filter critical gens by logfc val and percentages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "gene = pd.read_csv(\"critical_genes_experiment_1_type_HN120P_vs_others.csv\")\n",
    "gene = gene[gene['log_fc'].abs()>0.1]\n",
    "gene = gene[gene['pvals_adj']<=0.05]\n",
    "gene = gene[gene['pts']>0.2]\n",
    "gene=gene.sort_values(\"log_fc\",ascending=True)\n",
    "res = list(gene[gene['log_fc']<0]['gene_name'])\n",
    "gene=gene.sort_values(\"log_fc\",ascending=False)\n",
    "sen=list(gene[gene['log_fc']>0]['gene_name'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Print head sensitive critical genes and resistant genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['CDH1', 'ZSCAN25', 'ZXDC', 'CNOT11', 'CDPF1', 'AKAP12', 'C3', 'ANGPTL4', 'POLE4', 'ARHGDIB']\n"
     ]
    }
   ],
   "source": [
    "print(res[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['UCHL1', 'GNGT1', 'KLK8', 'EDIL3', 'C16ORF54', 'SLC7A8', 'SESN3', 'ACKR3', 'LINC00162', 'NEFL']\n"
     ]
    }
   ],
   "source": [
    "print(sen[:10])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}