{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/scanpy/api/__init__.py:7: FutureWarning: \n",
      "\n",
      "In a future version of Scanpy, `scanpy.api` will be removed.\n",
      "Simply use `import scanpy as sc` and `import scanpy.external as sce` instead.\n",
      "\n",
      "  FutureWarning,\n"
     ]
    }
   ],
   "source": [
    "import scanpy as sc\n",
    "import anndata as ann\n",
    "import scipy as sci\n",
    "import pandas as pd\n",
    "import os\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import episcanpy.api as epi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_DIR = '../data/10xpbmc10k-2020/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 11909 × 144978\n",
       "    var: 'gene_ids', 'feature_types', 'genome'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scdata = sc.read_10x_h5(DATA_DIR + 'pbmc_granulocyte_sorted_10k_filtered_feature_bc_matrix.h5', gex_only=False)\n",
    "scdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(View of AnnData object with n_obs × n_vars = 11909 × 36601\n",
       "     var: 'gene_ids', 'feature_types', 'genome',\n",
       " View of AnnData object with n_obs × n_vars = 11909 × 108377\n",
       "     var: 'gene_ids', 'feature_types', 'genome')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna = scdata[:, scdata.var['feature_types'] == 'Gene Expression']\n",
    "scatac = scdata[:, scdata.var['feature_types'] == 'Peaks']\n",
    "scrna, scatac"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# scRNA-seq Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAAGGAATC-1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAATCCCTT-1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAATGCGCT-1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCACACTAAT-1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCACCAACCG-1</th>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: [AAACAGCCAAGGAATC-1, AAACAGCCAATCCCTT-1, AAACAGCCAATGCGCT-1, AAACAGCCACACTAAT-1, AAACAGCCACCAACCG-1]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna.obs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gene_ids</th>\n",
       "      <th>feature_types</th>\n",
       "      <th>genome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MIR1302-2HG</th>\n",
       "      <td>ENSG00000243485</td>\n",
       "      <td>Gene Expression</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAM138A</th>\n",
       "      <td>ENSG00000237613</td>\n",
       "      <td>Gene Expression</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OR4F5</th>\n",
       "      <td>ENSG00000186092</td>\n",
       "      <td>Gene Expression</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AL627309.1</th>\n",
       "      <td>ENSG00000238009</td>\n",
       "      <td>Gene Expression</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AL627309.3</th>\n",
       "      <td>ENSG00000239945</td>\n",
       "      <td>Gene Expression</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    gene_ids    feature_types  genome\n",
       "MIR1302-2HG  ENSG00000243485  Gene Expression  GRCh38\n",
       "FAM138A      ENSG00000237613  Gene Expression  GRCh38\n",
       "OR4F5        ENSG00000186092  Gene Expression  GRCh38\n",
       "AL627309.1   ENSG00000238009  Gene Expression  GRCh38\n",
       "AL627309.3   ENSG00000239945  Gene Expression  GRCh38"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna.var.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>celltype</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>barcode</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAAGGAATC-1</th>\n",
       "      <td>naive CD4 T cells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAATCCCTT-1</th>\n",
       "      <td>memory CD4 T cells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAATGCGCT-1</th>\n",
       "      <td>naive CD4 T cells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAGTAGGTG-1</th>\n",
       "      <td>naive CD4 T cells</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAGTTTACG-1</th>\n",
       "      <td>memory CD4 T cells</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              celltype\n",
       "barcode                               \n",
       "AAACAGCCAAGGAATC-1   naive CD4 T cells\n",
       "AAACAGCCAATCCCTT-1  memory CD4 T cells\n",
       "AAACAGCCAATGCGCT-1   naive CD4 T cells\n",
       "AAACAGCCAGTAGGTG-1   naive CD4 T cells\n",
       "AAACAGCCAGTTTACG-1  memory CD4 T cells"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metadata = pd.read_csv(DATA_DIR + 'sample_metadata.csv', index_col=0)\n",
    "metadata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    }
   ],
   "source": [
    "scrna.obs = scrna.obs.join(metadata, how='left', sort=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna.obs = scrna.obs.rename(columns={'celltype': 'cell_type'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 10032 × 36601\n",
       "    obs: 'cell_type'\n",
       "    var: 'gene_ids', 'feature_types', 'genome'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna = scrna[~scrna.obs['cell_type'].isna()]\n",
    "scrna"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quality Control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n",
      "Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n"
     ]
    }
   ],
   "source": [
    "scrna.var_names_make_unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 343,
       "width": 342
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.highest_expr_genes(scrna, n_top=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 10032 × 25604\n",
       "    obs: 'cell_type', 'n_genes'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sc.pp.filter_cells(scrna, min_genes=100)\n",
    "sc.pp.filter_genes(scrna, min_cells=3)\n",
    "scrna"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Qalculate QC metrics including Mitochondrial genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 10032 × 25604\n",
       "    obs: 'cell_type', 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'mt', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna.var['mt'] = scrna.var.index.str.startswith('MT-')  # annotate the group of mitochondrial genes as 'mt'\n",
    "sc.pp.calculate_qc_metrics(scrna, qc_vars=['mt'], percent_top=None, inplace=True)\n",
    "scrna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1192: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      "... storing 'cell_type' as categorical\n",
      "... storing 'feature_types' as categorical\n",
      "... storing 'genome' as categorical\n",
      " UserWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/seaborn/_core.py:1319: Vertical orientation ignored with only `x` specified.\n",
      " UserWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/seaborn/_core.py:1319: Vertical orientation ignored with only `x` specified.\n",
      " UserWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/seaborn/_core.py:1319: Vertical orientation ignored with only `x` specified.\n",
      " UserWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/seaborn/_core.py:1319: Vertical orientation ignored with only `x` specified.\n",
      " UserWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/seaborn/_core.py:1319: Vertical orientation ignored with only `x` specified.\n",
      " UserWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/seaborn/_core.py:1319: Vertical orientation ignored with only `x` specified.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 193,
       "width": 640
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(scrna, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'], jitter=0.3, multi_panel=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1192: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 487.93x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 255,
       "width": 406
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 487.93x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 255,
       "width": 419
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.scatter(scrna, x='total_counts', y='pct_counts_mt')\n",
    "sc.pl.scatter(scrna, x='total_counts', y='n_genes_by_counts')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filter out high mitochondrial samples and samples with highest number of genes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 10025 × 25604\n",
       "    obs: 'cell_type', 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'mt', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna = scrna[scrna.obs.n_genes_by_counts < 5000, :]\n",
    "scrna = scrna[scrna.obs.pct_counts_mt < 20, :]\n",
    "scrna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1192: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 629 ms, sys: 450 ms, total: 1.08 s\n",
      "Wall time: 2.94 s\n"
     ]
    }
   ],
   "source": [
    "%time scrna.write(DATA_DIR + 'expressions-raw.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrnaraw = scrna.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " UserWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/scanpy/preprocessing/_normalization.py:138: Revieved a view of an AnnData. Making a copy.\n"
     ]
    }
   ],
   "source": [
    "sc.pp.normalize_total(scrna, target_sum=1e4)\n",
    "sc.pp.log1p(scrna)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filtering Highly Variable Genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 728
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pp.highly_variable_genes(scrna, n_top_genes=4000)\n",
    "sc.pl.highly_variable_genes(scrna)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 10025 × 3999\n",
       "    obs: 'cell_type', 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'mt', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n",
       "    uns: 'log1p'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna = scrna[:, scrna.var.highly_variable]\n",
    "scrna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna.layers['count'] = scrnaraw[:, scrna.var.index].X.astype(np.uint8).copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Running UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: You’re trying to run this on 3999 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n",
      "         Falling back to preprocessing with `sc.pp.pca` and default params.\n"
     ]
    }
   ],
   "source": [
    "sc.pp.neighbors(scrna)\n",
    "sc.tl.umap(scrna)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1192: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 526
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(scrna, color=['cell_type'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "# scATAC-seq Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAAGGAATC-1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAATCCCTT-1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAATGCGCT-1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCACACTAAT-1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACAGCCACCAACCG-1</th>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: [AAACAGCCAAGGAATC-1, AAACAGCCAATCCCTT-1, AAACAGCCAATGCGCT-1, AAACAGCCACACTAAT-1, AAACAGCCACCAACCG-1]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac.obs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gene_ids</th>\n",
       "      <th>feature_types</th>\n",
       "      <th>genome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1:10109-10357</th>\n",
       "      <td>chr1:10109-10357</td>\n",
       "      <td>Peaks</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:180730-181630</th>\n",
       "      <td>chr1:180730-181630</td>\n",
       "      <td>Peaks</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:191491-191736</th>\n",
       "      <td>chr1:191491-191736</td>\n",
       "      <td>Peaks</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:267816-268196</th>\n",
       "      <td>chr1:267816-268196</td>\n",
       "      <td>Peaks</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1:586028-586373</th>\n",
       "      <td>chr1:586028-586373</td>\n",
       "      <td>Peaks</td>\n",
       "      <td>GRCh38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              gene_ids feature_types  genome\n",
       "chr1:10109-10357      chr1:10109-10357         Peaks  GRCh38\n",
       "chr1:180730-181630  chr1:180730-181630         Peaks  GRCh38\n",
       "chr1:191491-191736  chr1:191491-191736         Peaks  GRCh38\n",
       "chr1:267816-268196  chr1:267816-268196         Peaks  GRCh38\n",
       "chr1:586028-586373  chr1:586028-586373         Peaks  GRCh38"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac.var.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "scatac.obs = scatac.obs.join(metadata, how='left', sort=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "scatac.obs = scatac.obs.rename(columns={'celltype': 'cell_type'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 10032 × 108377\n",
       "    obs: 'cell_type'\n",
       "    var: 'gene_ids', 'feature_types', 'genome'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac = scatac[~scatac.obs['cell_type'].isna()]\n",
    "scatac"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quality Control"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.var` of view, copying.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 10032 × 107804\n",
       "    obs: 'cell_type', 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells'"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.filter_features(scatac, min_cells=1)\n",
    "epi.pp.filter_cells(scatac, min_features=1)\n",
    "scatac"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Binarization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "108.0"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac.X.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5.5 s, sys: 11.6 s, total: 17.1 s\n",
      "Wall time: 26.4 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 10032 × 107804\n",
       "    obs: 'cell_type', 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time epi.pp.binarize(scatac)\n",
    "scatac"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filter low quality cells and peaks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 406
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_features(scatac, binary=True, log=False, bins=50, threshold=10)\n",
    "epi.pp.coverage_features(scatac, binary=True, log=10, bins=50, threshold=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 395
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_cells(scatac, binary=True, log=False, bins=50, threshold=1000)\n",
    "epi.pp.coverage_cells(scatac, binary=True, log=10, bins=50, threshold=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 10007 × 105707\n",
       "    obs: 'cell_type', 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness'"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.filter_cells(scatac, min_features=1000)\n",
    "epi.pp.filter_features(scatac, min_cells=10)\n",
    "scatac"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Filtering cells with high open peaks and peaks with high number of cells:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 406
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_features(scatac, binary=True, log=False, bins=50, threshold=6500)\n",
    "epi.pp.coverage_features(scatac, binary=True, log=True, bins=50, threshold=6500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 388
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ss8/08ccfKzw8XH379lXx4sX122+/6aOPPtJrr72mmJgY/f3vf8/QMS0WS5aWv5O3t7eqVatm6BiZYUv8rqg7r6LPsx99nv3o8+zn7n2eE8/L3fs8J6LPjTNytcft51js2rVLH374oVq2bKlRo0apbNmy8vb2Vo0aNTRlyhSVKlVKs2fP1qlTpyTduiJhuxJxpzuvaNj+vlv5+13RAAAAANyB2weLLVu2SJIaNGiQZpu3t7dq1aqlGzduKDo6WpJUsWJFSc7nRFy/fl2xsbHy9PRU2bJlJUmFChVSqVKldO3aNZ0/fz7NPidOnJDkfM4GAAAA4C7cPljY7t505x2hbGzr8+fPL+nmLWglKTIyMk3ZPXv2KDExUXXq1JGXl5d9/b322bp1q0MZAAAAII3g4Ft/cim3DxbB//vPWbp0qc6dO+ew7fvvv1dUVJQKFCigOnXqSJLatm2rokWLas2aNTp48KC9bFJSkiZNmiRJ6t27t8NxevXqJUmaMWOGrly5Yl8fGxurRYsWycvLS926dTP/5AAAAOAeoqJu/cml3H7ydtu2bfXFF19ox44dateunVq3bq3ixYvr6NGj2rJli6xWq1599VUVLVpU0s05FmPHjtXw4cMVERGh9u3by9fXV5s2bdKxY8fUpk0btW/f3qGOunXrasCAAZo9e7Y6d+6sNm3aKCUlRWvXrtXly5c1evRonroNAAAAt+b2wcLDw0MzZ87UwoULtXbtWm3YsEF//fWXfH191bx5c4WHh6tJkyYO+7Rq1Urz58/XjBkz9O233yopKUnly5fXqFGjFB4e7vQOTyNHjlRQUJAWLFigpUuXymKxqEaNGho0aJBCQ0Oz63QBAAAAl8jSYHH06FFFRkaqYMGC6tChg8vujJQ/f371799f/fv3T/c+wcHB+uyzzzJUT1hYmMLCwjLYOgAAACD3MyVYTJkyRUuWLNHq1avl5+cnSdqxY4cGDx6slJQUSdK///1vffHFF/YhRwAAAADchymTtyMjI1WxYkV7qJCkiRMnymKxaNiwYerdu7diY2M1b948M6oDAAAAkMOYEixOnz6typUr2/997tw5/fLLL+rTp49eeOEF/eMf/1DDhg21ceNGM6oDAAAAkMOYEiyuXLkiX19f+79//PFHWSwWtWjRwr6uRo0aOnv2rBnVAQAAOLBYLBn6A8B8pgSLBx980OGp07t27ZKnp6dq165tX5eSkqIbN26YUR0AAACAHMaUydvVqlXTpk2bdPjwYRUoUEDffPONgoODVbBgQXuZ06dPq0SJEmZUBwAA4Gjz5vSV4xbwQJYxJVg888wzioiIUJcuXezrBgwYYF9OSkrS7t271axZMzOqAwAAANzL11+7ugWGmRIs6tWrpxkzZuiLL76QxWJRp06d1Lx5c/v2qKgo+fv7q3Xr1mZUBwAAALiXTp1c3QLDTHtAXrNmze56RaJRo0b68ssvzaoKAAAAQA5jyuRtAAAAAHlbpq5Y7NmzJ9MVhoSEZHpfAAAAADlTpoJFeHh4pu8BHRMTk6n9AAAAALdVpsyt5TNnXNcOAzIVLIYMGcLDZQAAAACzuMGDpDMVLIYNG2Z2OwAAAADkYkzeBgAAAGAYwQIAAACAYZkaChUREZGpyiwWi+bOnZupfQEAAADkXJkKFrt3785UZUz4BgAAANxTpoLFoUOHzG4HAAAAgFyMORYAAAAADCNYAAAAADDMtGBx48YNzZ8/X0899ZSCg4NVvXp1+7bo6Gi98847OnbsmFnVAQAAAMhBMjXH4k7Jycl69tlntXv3bvn6+uqBBx7QtWvX7NsDAgK0fPlyPfjggxo+fLgZVQIAAADuY+9eV7fAMFOuWHz++efatWuXhgwZoh07dqhHjx4O24sUKaKQkBBt27bNjOoAAAAA9xIcfOtPLmVKsFi1apXq1q2roUOHysPDw+ltZQMCAnTmzBkzqgMAAACQw5gSLGJjY1W7du17lvH19dWVK1fMqA4AAABADmNKsChYsKDi4+PvWebMmTMqUqSIGdUBAAAAyGFMCRZVq1bV9u3blZyc7HR7fHy8tm3bppo1a5pRHQAAAOBeLJZbf3IpU4LFU089pbNnz+q1115TQkKCw7arV69q5MiRunr1qnr37m1GdQAAAAByGFNuN9uxY0ft2LFDK1as0KZNm+Tr6ytJ6tatm3799VclJyfr6aefVvPmzc2oDgAAAEAOY0qwkKT33ntP9erV07x58/Tf//5XVqtV0dHRevjhh9W/f391797drKoAAAAA5DCmBQvp5hWKbt266a+//tKVK1dUuHBhFSpUyMwqAAAAAORApgYLm4IFC6pgwYJZcWgAAAAAOZApk7d//vlnTZkyRRcvXnS6/cKFC5oyZYpiYmLMqA4AAABADmNKsJg9e7aWLVumYsWKOd1evHhxLV++XLNnzzajOgAAAAA5jCnBYt++fWrQoIEsd7nvrsViUcOGDRUVFWVGdQAAAAByGFOCxcWLF/XQQw/ds0zJkiV14cIFM6oDAAAAkMOYEiy8vb0VFxd3zzJxcXHy8vIyozoAAAAAOYwpwaJq1ar67rvv9OeffzrdnpCQoO+++05Vq1Y1ozoAAADAvZw+fetPLmVKsOjZs6fi4uI0cOBAHTp0yGHboUOHNHDgQP3xxx/q2bOnGdUBAAAA7qVMmVt/cilTnmPRvn17bd26VV9++aXCwsJUrFgxlSpVSufOndOlS5dktVoVFhamjh07mlEdAAAAgBzGtAfkjR8/XnXq1NGCBQt05MgR+zMtHn74YUVERKhHjx5mVQUAAJy4290ZASA7mPrk7Z49e6pnz55KTEzU1atXVaRIEXl7e5tZBQAAAOB+zpy5tZxLh0OZGixsvL29CRQAALjK5s3pKxcamrXtAJB+/v63lq1W17XDAFMmbwMAAADI2wgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDMhUshg4dqrVr19r/vWfPHp25/RZZAAAAAPKUTAWLjRs36rfffrP/OyIiQitWrDCtUQAAAAByl0wFiyJFiujPP/+0/9uaS++1CwAAAMAcmXpAXqVKlbR69WrVrFlTJUqUkCSdPn1ae/bsue++ISEhmakSAAAAQA6WqWAxdOhQDRkyRK+++qp93Zdffqkvv/zyvvvGxMRkpkoAAAAAOVimgkWTJk20du1a7dixQ+fOndOUKVMUEhKi+vXrm90+AAAAwP25wdSCTAULSfL391ePHj0kSVOmTFH9+vU1dOhQ0xoGAAAAIPfIdLC43bx58+Tv72/GoQAAAADkQqYEizuHQCUkJCg+Pl6FCxeWj4+PGVUAAAAAyMFMCRaSlJqaqs8//1xffPGFYmNj7esDAgLUo0cPDRw4UJ6eplUHAAAAuI8ff7y1HBzsunYYYMo3/eTkZD3zzDPas2ePLBaLSpcurRIlSujChQs6ffq0Pv74Y0VGRurzzz+Xl5eXGVUCAAAA7qNevVvLuXQitynBYs6cOdq9e7datGihkSNHqkKFCvZtJ0+e1Pjx47V582bNmTNHzz33nBlVZsrevXs1d+5c7du3T5cvX5afn58CAwPVr18/NW/e3KFsVFSUpk+frv379yspKUnlypVT9+7dFR4ernz58jk9/sqVK7Vw4UIdPXpUHh4eql69ugYOHKjQ0NDsOD0AAADAZTL15O07rVq1Sg8//LCmTZvmECokqVy5cpoyZYqqVKmiVatWmVFdpkybNk1PP/209uzZo6ZNm9q/8F+5ckW7du1yKLtx40b17dtXe/fuVatWrdSnTx+lpKRo3Lhxevnll50ef8KECRo5cqQuXLigHj16qHPnzjp8+LAGDx6sBQsWZMcpAgAAAC5jyhWLkydPqm/fvvLwcJ5TPDw81KxZM5d9wf7mm280adIkPfbYY/rkk0/STChPSUmxLyckJGj06NHy8PDQvHnzVLNmTUnSSy+9pH79+mn9+vVas2aNOnToYN8nKipKs2bNUrly5bRs2TL5+vpKkgYNGqTu3btrwoQJatGihQICArLhbAEAAIDsZ8oVi/z58+vatWv3LJOYmOiSyds3btzQhx9+KG9vb02cONHpXary589vX163bp3i4uLUoUMHe6iQpAIFCujFF1+UJC1evNhh/yVLlkiSBg8ebA8V0s2J63369FFycrJWrFhh6nkBAAAAOYkpwSIoKEjr169XXFyc0+1xcXFav369qlatakZ1GRIVFaXY2Fg1a9ZMRYoU0ZYtWzRz5kz7XIs77dy5U5LUtGnTNNtCQkLk7e2tffv2KTk5OV37NGvWzKEMAAAA4I5MuYTw9NNP65VXXtGTTz6pv/3tb2rYsKH9rlC7d+/W9OnTFRcXpzfffNOM6jLk559/liQVL15cYWFhOnz4sMP2kJAQTZ48WQ8++KAk6dixY5KUZq6IJHl6eiogIEBHjhzRqVOnVLlyZV27dk3nzp1ToUKFVLJkyTT7lC9fXpJ0/PhxQ+eRmJiomJgYQ8fIbL2SXFJ3XkWfZz/6PPvR53C17Hjt8TrPfrm5z6vdtuzK9icmJsrb2ztT+5oSLNq3b69Dhw5p5syZ+sc//pFmu9Vq1TPPPKP27dubUV2GXLp0SdLN4UoBAQGaM2eOatWqpTNnzmj8+PHatm2bXnzxRc2fP1/SzTkWklS4cGGnx7MNpbp69aokKT4+/p7lbett5QEAAAB3ZNqkh1deeUUtW7bUsmXLFB0drYSEBPn4+Kh69erq3r276tSpY1ZVGZKamirpZriZPHmyfTjWww8/rKlTp6pNmzbavXu39u3bl6E2WiyWDLUjo+Xv5O3trWrVqt2/oMlsidkVdedV9Hn2o8+zH30OV8uO1x6v8+znLn3uyvYbuVpi6mzqRx99VI8++qiZhzTMNpm6bNmyaeZ4FCxYUE2aNNGyZct04MAB1alTx35FwnYl4k53XtGw/X238ve7ogEAAAC4A1Mmb+dkFStWlHT3L/ZFihSRJCUlJTmUdzYn4vr164qNjZWnp6fKli0rSSpUqJBKlSqla9eu6fz582n2OXHihCTnczYAAAAASVLp0rf+5FJuHyzq1asnT09PnThxwuFOTjZHjhyRJPn7+0uSGjZsKEmKjIxMU3bPnj1KTExUnTp15OXlZV9/r322bt3qUAYAAABI48yZW39yKbcPFg8++KDatWun+Ph4TZ061WHb9u3btW3bNhUuXNh+q9i2bduqaNGiWrNmjQ4ePGgvm5SUpEmTJkmSevfu7XCcXr16SZJmzJihK1eu2NfHxsZq0aJF8vLyUrdu3bLk/AAAAICcIPufWOcCo0aN0oEDBzRjxgzt3btXtWrV0unTp7Vx40bly5dP//znP+1Donx8fDR27FgNHz5cERERat++vXx9fbVp0yYdO3ZMbdq0SXN3q7p162rAgAGaPXu2OnfurDZt2iglJUVr167V5cuXNXr0aJ66DQAAALeWJ4JFsWLFtHTpUk2fPl0bNmzQ/v379cADD6h58+Z6/vnn00w4b9WqlebPn68ZM2bo22+/VVJSksqXL69Ro0YpPDzc6R2eRo4cqaCgIC1YsEBLly6VxWJRjRo1NGjQIIWGhmbTmQIAAACukSeChST5+flp1KhRGjVqVLrKBwcH67PPPstQHWFhYQoLC8tM8wAAAJCXrVp1a7lTJ9e1wwBTgsWUKVMUEBCgrl27mnE4AAAAIG/p3PnWstXqunYYYMrk7RkzZujw4cNmHAoAACDLWSyWDP0BcH+mBIuSJUvaHxwHAAAAIO8xZShU69attWnTJv31118qWLCgGYcEAADIOps3p68cN2AB0s2UKxbDhg1TkSJFNGTIEIZEAQAAAHmQKVcsunTpopSUFEVHR6tLly4qUKCAHnzwwTRjEi0WizZu3GhGlQAAAAByEFOChdVqlaenp0qXLp1m/b3+DQAAAMA9mBIsNm3aZMZhAAAAAORSpsyxAAAAAJC3ZUmwuHLlis6ePZsVhwYAAACQA5kyFEqS/vzzT33yySdatWqV4uLiZLFYFB0dLUnav3+/pkyZopdeekk1atQwq0oAAADAPdSt6+oWGGZKsIiPj1efPn105MgRVatWTUWLFtXRo0ft2wMDA7V3716tXr2aYAEAAADc6ccfXd0Cw0wZCjV9+nQdOXJE48eP18qVK9W2bVuH7d7e3qpfv7527txpRnUAAAAAchhTgsWGDRvUpEkTde3a9a5lypQpo3PnzplRHQAAAIAcxpRg8fvvvysoKOieZQoVKqT4+HgzqgMAAACQw5gyx+KBBx5QXFzcPcvExsaqaNGiZlQHAAAAuJeZM28tP/ec69phgCnBombNmtq8ebMSEhLk4+OTZvv58+e1detWtWjRwozqAAAAAPfy/PO3lnNpsDBlKFRERIQuX76s5557zuFuUJJ09OhRvfjii0pKSlJ4eLgZ1QEAAADIYUy5YtG0aVMNHTpUU6ZMUceOHeXpefOwDRo00NWrV2W1WvXaa6+prhvcnxcAAABAWqY9IG/o0KGqV6+e5s+fr/379+vy5cuyWCxq3ry5+vXrp0aNGplVFQAAAIAcxrRgIUkNGzZUw4YNzTwkAAAAgFzAlDkWAAAAAPI2U69YxMbG6quvvlJMTIzi4+NVuHBhVatWTZ07d1bZsmXNrAoAAABADmJasJg1a5Y+/vhjXb9+XVar1b5+48aNmj59ul599VUNGDDArOoAAAAA5CCmBIvVq1fr/fffl6+vr8LDw1W/fn0VL15cFy9e1K5duzR//ny9//77KlWqlNq3b29GlQAAAAByEFOCxaxZs+Tr66sVK1bI39/fvr5SpUqqX7++unbtqu7du+vzzz8nWAAAAABuyJRgcfToUXXt2tUhVNyubNmyatu2rb766iszqgMAAADcS8eOrm6BYaYEiwceeEBFihS5Z5kiRYrIx8fHjOoAAAAA97JqlatbYJgpt5tt3Lixtm3bdtftVqtV27dvV+PGjc2oDgAAAEAOY0qwGDFihK5cuaJXXnlFp0+fdth25swZvfrqq7p69apGjBhhRnUAAAAAcphMDYWKiIhIs65IkSL65ptv9O2336p06dIqVqyYLl26pLNnzyo1NVVBQUF67bXXNHfuXMONBgAAAJCzZCpY7N69+67brl+/rlOnTunUqVMO6w8dOiSLxZKZ6gAAAAD39s47zpdzkUwFi0OHDpndDgAAACDvevfdW8u5NFiYMscCAAAAQN5GsAAAAABgmCnPsbCJi4vTb7/9pt9//13Xr193WqZr165mVgkAAAAgBzAlWCQnJ2vcuHFavny5UlJSnJaxWq2yWCwECwAAAMANmRIsJkyYoMWLF6ty5cpq166dSpUqJU9PUy+GAAAAAMjBTPn2/8033ygoKEjLli1T/vz5zTgkAAAAgFzElMnbiYmJeuyxxwgVAAAAQB5lSrCoUqWKLly4YMahAAAAAORCpgSLgQMHauPGjTp27JgZhwMAAACQy5gyx6Jdu3a6cOGCnn76afXp00fVq1dX4cKFnZYNCQkxo0oAAADAfTz7rKtbYJhpt266evWqEhMTNXXq1HuWi4mJMatKAAAAwD3MnOnqFhhmSrD49NNPNWXKFPn5+aldu3YqWbIkt5sFAAAA8hBTvv3/5z//UdmyZbVixYq7DoECAAAA4L5Mmbx98eJFtWzZklABAAAA5FGmXLEoW7asrl69asahAAAAgLznueduLefS+RamBIvevXtrypQpunDhgkqUKGHGIQEAAIC847PPbi3n5WARGhqq3bt3q1evXhoyZIhq1Khx12FRZcqUMaNKAAAAADmIKcHi8ccfl8VikdVq1ZtvvnnXchaLRdHR0WZUCQAAkG0sFkuGylut1ixqCZBzmRIsunbtmuEfOAAAAADuw5RgMX78eDMOAwAAkDNt3py+cqGhWdsOIAcz5XazAAAAAPI2ggUAAAAAw0wZCjVq1Kh0lbNYLHrvvffMqBIAAABADmJKsFi5cuU9t9vuGEWwAAAg/bgxCoDcxJRg8d133zldHx8fr4MHD2ratGmqU6eOXn31VTOqAwAAAJDDmBIs/P3977qtatWqatKkiTp37qxGjRqpR48eZlQJAEDewR2JAPf39tuuboFhpgSL+yldurRCQ0M1b948ggUAAABwp3fecXULDMu2u0IVK1ZMJ06cyK7q7unLL79UUFCQgoKC9MUXXzgtExUVpWeffVb169dX7dq11alTJ82ZM0epqal3Pe7KlSv15JNPqk6dOgoODlZ4eLg2p/e3TAAAAEAuli3BIjU1Vbt27VLhwoWzo7p7Onv2rMaOHatChQrdtczGjRvVt29f7d27V61atVKfPn2UkpKicePG6eWXX3a6z4QJEzRy5EhduHBBPXr0UOfOnXX48GENHjxYCxYsyKrTAQAAAHIEU4ZC7dmzx+n669ev6/fff9eKFSsUExPj8mFQVqtVo0aNkp+fn1q3bq1Zs2alKZOQkKDRo0fLw8ND8+bNU82aNSVJL730kvr166f169drzZo16tChg32fqKgozZo1S+XKldOyZcvk6+srSRo0aJC6d++uCRMmqEWLFgoICMieEwUAAACymSnBIjw8/J63xLNarQoJCdHf//53M6rLtHnz5mnnzp2aP3++du7c6bTMunXrFBcXp65du9pDhSQVKFBAL774ovr376/Fixc7BIslS5ZIkgYPHmwPFZIUEBCgPn36aNq0aVqxYoWGDx+eRWcGAACAXK1Tp1vLq1a5rh0GmBIshgwZ4jRYWCwW+fr6qlatWqpVq5YZVWXa0aNHNXHiREVERCgkJOSuwcK2vmnTpmm2hYSEyNvbW/v27VNycrK8vLzuu0+zZs00bdo07dy5k2ABAAAA51avdnULDDMlWAwbNsyMw2SZ69eva8SIESpdurReeeWVe5Y9duyYJKlChQpptnl6eiogIEBHjhzRqVOnVLlyZV27dk3nzp1ToUKFVLJkyTT7lC9fXpJ0/PhxQ+eQmJiomJgYQ8fIbL2SXFJ3XkWfZz/6PPvR53B3MTExvM5dIDf3ebXbll3Z/sTERHl7e2dq32y53ayrTZ06VTExMVq0aJEKFix4z7IJCQmSdNeJ5j4+PpKkq1evSrr5EMB7lbett5UHAAAA3JHbB4sDBw7o008/1YABA1SnTh3TjnuvOSVmlL+Tt7e3qlWrdv+CJrMlZlfUnVfR59mPPs9+9DncXbVq1Xidu4C79Lkr22/kaolpwWL37t36/PPPdeDAAV29elU3btxIU8ZisSg6OtqsKu/LNgSqQoUKeumll9K1j+2KhO1KxJ3uvKJh+/tu5e93RQMAAABwB6YEiy1btmjIkCFKTU1VmTJlVLFiReXLl8+MQxty7do1+9yG2+/wdLu33npLb731liIiIvTmm2+qYsWK+vnnn3X8+HE98sgjDmWvX7+u2NhYeXp6qmzZspKkQoUKqVSpUjp37pzOnz+fZp6F7aGAzuZsAAAAAO7ClGDxySefyNPTU59++qmaNGlixiFN4eXlpSeffNLptujoaEVHRys4OFgVK1a0D5Nq2LChVq1apcjISHXs2NFhnz179igxMVEhISH2O0LZ9vnqq68UGRmp7t27O+yzdetWexkAAADAXZkSLI4cOaIOHTrkqFAhSQULFtS//vUvp9s++eQTRUdHKywszOHBfW3bttWHH36oNWvWqG/fvvYrHUlJSZo0aZIkqXfv3g7H6tWrl7766ivNmDFDrVq1sj/LIjY2VosWLZKXl5e6deuWFacIAAAA5AimBItChQo5PBguN/Px8dHYsWM1fPhwRUREqH379vL19dWmTZt07NgxtWnTRu3bt3fYp27duhowYIBmz56tzp07q02bNkpJSdHatWt1+fJljR49mqduAwAAwK2ZEiwaNWqkn376yYxD5QitWrXS/PnzNWPGDH377bdKSkpS+fLlNWrUqLs+ZXzkyJEKCgrSggULtHTpUlksFtWoUUODBg1SaGioC84CAAAAyD6mBIvXXntNPXr00LRp0/S3v/3N8K1Vs8OwYcPu+WC/4OBgffbZZxk6ZlhYmMLCwow2DQAAAHnNp5+6ugWGmRIspkyZoipVquiTTz7R8uXLVa1aNae3V7VYLHrvvffMqBIAAABwH8895+oWGGZKsFi5cqV9+fTp0zp9+rTTcgQLAAAAwD2ZEiy+++47Mw4DAAAAIJcyJVj4+/ubcRgAAAAAuZQpwQIAAACAAcHBt5Z//NF17TCAYAEAAAC4WlSUq1tgmIerGwAAAAAg9yNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAzjydsAAACAq339tatbYBjBAgAAAHC1Tp1c3QLDGAoFAAAAwDCCBQAAAADDGAoFAABgMovFkuF9rFZrFrQEyD4ECwAAsklmvmwCyCPKlLm1fOaM69phAMECAADAbJs3p79saGjWtQO5x9mzrm6BYQQLAACyW3q/dPKFE0AuwuRtAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGE8IA8AAABwtb17Xd0CwwgWAAAAgKsFB7u6BYYxFAoAAACAYQQLAAAAAIYRLAAAAAAYxhwLAAAAwNUsllvLVqvr2mEAVywAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgmKerGwAAAADkeadPu7oFhhEsAAAAAFcrU8bVLTCMoVAAAAAADCNYAAAAADCMoVAAAACAq505c2s5lw6LIlgAAAAArubvf2vZanVdOwxgKBQAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADON2swAAZJLFYnF1E+BGMvp6subSW5LCfXHFAgAAAIBhbn/F4o8//tDGjRu1ZcsWHT58WOfOnVP+/PkVGBiobt26qXv37vLwSJuvoqKiNH36dO3fv19JSUkqV66cunfvrvDwcOXLl89pXStXrtTChQt19OhReXh4qHr16ho4cKBCQ0Oz+jQBAK60eXP6yvF5gHvhdYRczu2vWKxbt05vvfWW9u/fr1q1aqlfv3564okndOTIEb311lt66aWX0lxK3Lhxo/r27au9e/eqVatW6tOnj1JSUjRu3Di9/PLLTuuZMGGCRo4cqQsXLqhHjx7q3LmzDh8+rMGDB2vBggXZcaoAAACAy7j9FYsKFSpo+vTpatGihcOViVdeeUU9evTQ+vXr9e2336pNmzaSpISEBI0ePVoeHh6aN2+eatasKUl66aWX1K9fP61fv15r1qxRhw4d7MeKiorSrFmzVK5cOS1btky+vr6SpEGDBql79+6aMGGCWrRooYCAgGw8cwAAAOQabjBnxu2vWDRq1EgtW7ZMM9ypRIkS6tWrlyRp9+7d9vXr1q1TXFycOnToYA8VklSgQAG9+OKLkqTFixc7HGvJkiWSpMGDB9tDhSQFBASoT58+Sk5O1ooVK8w9MQAAACAHcfsrFvfi6Xnz9G+fM7Fz505JUtOmTdOUDwkJkbe3t/bt26fk5GR5eXndd59mzZpp2rRp2rlzp4YPH57ptiYmJiomJibT+xupV5JL6s6r6PPsR59nP/ocMI6fn7R4bzEuMTFR3t7emdo3zwaL69ev66uvvpLkGAiOHTsm6eYQqjt5enoqICBAR44c0alTp1S5cmVdu3ZN586dU6FChVSyZMk0+5QvX16SdPz4cfNPAgBgmurVq7u6CQCQq+XZYDFx4kQdPnxYzZs3dwgWCQkJkqTChQs73c/Hx0eSdPXqVUlSfHz8Pcvb1tvKZ5a3t7eqVatm6BiZYUv8rqg7r6LPsx99nv3oc8A4fn7SytXvLT/+eGs5ONhlzTBytSdPBot58+Zp1qxZqlSpkt5///1MHSOjD7HhIUoAkEuk95afErf9BGCeevVuLefSidxuP3n7TgsXLtS//vUvValSRfPmzZOfn5/DdtsVCduViDvdeUXD9vfdyt/vigYAAADgDvJUsJgzZ47GjBmjwMBAzZs3TyVKlEhTpmLFipKcz4m4fv26YmNj5enpqbJly0qSChUqpFKlSunatWs6f/58mn1OnDghyfmcDQAAAMBd5JlgMXPmTI0bN07VqlXT3LlzVaxYMaflGjZsKEmKjIxMs23Pnj1KTExUnTp17HeEut8+W7dudSgDAAAAuKM8ESymTp2qiRMnqkaNGpozZ44efPDBu5Zt27atihYtqjVr1ujgwYP29UlJSZo0aZIkqXfv3g772J6HMWPGDF25csW+PjY2VosWLZKXl5e6detm5ikBAAAAOYrbT95euXKlJk+erHz58qlevXqaP39+mjL+/v72L/4+Pj4aO3ashg8froiICLVv316+vr7atGmTjh07pjZt2qh9+/YO+9etW1cDBgzQ7Nmz1blzZ7Vp00YpKSlau3atLl++rNGjR/PUbQAAYKqM3hjGmksnBCP3cPtgERsbK0lKTU3V3LlznZapX7++wxWFVq1aaf78+ZoxY4a+/fZbJSUlqXz58ho1apTCw8Od/iCPHDlSQUFBWrBggZYuXSqLxaIaNWpo0KBBCuWuIQAAAHBzbh8shg0bpmHDhmV4v+DgYH322WcZ2icsLExhYWEZrgsAACDD0ntrZH7BiWySJ+ZYAAAAAMhaBAsAAAAAhrn9UCgAAAAgxytd2tUtMIxgAQAAALjamTOuboFhDIUCAAAAYBjBAgAAAIBhBAsAAAAAhjHHAgDgljL6VGIAcKlVq24td+rkunYYQLAAAAAAXK1z51vLVqvr2mEAwQIA4N54OjEAZAvmWAAAAAAwjGABAAAAwDCGQgEAAOQBGb2hgTWXjvOH63DFAgAAAIBhXLEAAADIC7iRAbIYVywAAAAAGEawAAAAAGAYwQIAAACAYcyxAAAAAFytbl1Xt8AwggUAAADgaj/+6OoWGMZQKAAAAACGESwAAAAAGMZQKABArpDRpwYDALIXwQIA4BLVq1d3dRMAIOeYOfPW8nPPua4dBhAsAAC5C08PBrJFRq8SWq3WLGpJHvH887eWCRYAAGQCQQEA3ALBAgAAAGkR+pFB3BUKAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYxnMsAAAAAFfr2NHVLTCMYAEAAAC42qpVrm6BYQQLAMgDLBZLttVltVqzrS4AQM5BsACAXCg7g0JG5eS2AQCyDsECALJAZr9cZ/lv+zdvTn/Z0NCM7WMrDwDIkwgWAJCDZDiQ5MQv/TmxTQCQ073zjvPlXIRgAQBZiS/ZAID0ePfdW8sECwCAYQQRAEAuxQPyAAAAABhGsAAAAABgGMECAAAAgGHMsQCQ42T1rVqNPGeBh78BAOAcVywAAAAAGMYVCwC5/2Fumb1DUmYeFgcAAJwiWAAAAMCwzPySiuGl7oVgAeCWXP4MBSNzJwAAgDEECwCZlhe/yOfFcwaAdGF4qTHPPuvqFhhGsECu4g5388nJdzzK9XL5FRcAQB42c6arW2AYwQKmyrGTgJE1MvpF3h2++LvDOQAAkAUIFsidsvBya7aFowx+Qc1wu7gkDQDI4TL62cYvInM2ggWyRg78rW6eHiIEAIAbIIjkbAQL4G5yWjjKae0BAMAoPttuee65W8u5dL4FwQJ5Rxa/eXFFBACALObOQeSzz24tEyyAzONLOQAAMBtDp7IXwQIwizv/FgUAgDyAIGIMwQL3VL169eypiC/lAADAbHy/yFYECxP9/vvvmjRpkiIjI3X58mWVLFlSjz/+uIYOHSpfX19XNw8AAAD3QhAxhGBhkpMnT6pXr166dOmSHn/8cVWqVEkHDhzQvHnzFBkZqcWLF6to0aKubmbm8YMGAACAeyBYmOTdd9/VpUuX9NZbbyk8PNy+fty4cZozZ44+/vhjjRkzxoUtBAAAgJmYk+HIw9UNcAenTp3Stm3b5O/vr6efftph27Bhw1SoUCF9/fXXunbtmotaCAAAAFezWCx3/XO3crkJVyxMsHPnTklSkyZN5OHhmNV8fHxUt25dbdu2Tfv371ejRo1c0UQAAACYjaHiDixWd78mkw0mTJigWbNm6fXXX9fAgQPTbB8zZowWLlyot99+W3369Mnw8X/66Selpqa6JLVGR0dne50AAAB5TfBtyz/etpxtd+j8H6vVqnz58unRRx/N8L5csTBBQkKCJKlw4cJOt9vWx8fHZ+r4+fLlkyQVKFAgU/sbERwcfP9CAAAAMI0rv30lJSXZv3tmFMEiG9guCmX2ikPNmjXNbA4AAABgOiZvm8DHx0fS3a9I2K5o2MoBAAAA7oZgYYJKlSpJko4fP+50+4kTJyRJFStWzK4mAQAAANmKYGGCBg0aSJK2bdumGzduOGxLSEhQVFSUChYsqNq1a7uieQAAAECWI1iYoFy5cmrSpIlOnz6thQsXOmz75JNPdO3aNXXp0kWFChVyUQsBAACArMXtZk1y8uRJ9erVS5cuXdLjjz+uypUra//+/dq1a5cqVKigJUuWqGjRoq5uJgAAAJAlCBYmOnv2rCZPnqzIyEhdvnxZJUqU0OOPP66hQ4fKz8/P1c0DAAAAsgzBAgAAAIBhzLEAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGGerm4Ass8HH3ygn3/+WcePH9cff/yhggULqkyZMmrVqpWefvrpDD3A7/fff9ekSZPsz+woWbKk/Zkdvr6+WXgWuYsZff7HH39o48aN2rJliw4fPqxz584pf/78CgwMVLdu3dS9e3d5ePA7gtuZ+Vq/3ZdffqnXX39dkjR27Fj16NHDzGbnamb3+d69ezV37lzt27dPly9flp+fnwIDA9WvXz81b948i84idzGzz7ds2aJ58+bp119/tT+HqUaNGhowYIDq1KmThWeRuxl5T+BzNHMy0+d8jmYfnmORhzzyyCOqXr26KleurGLFiikxMVE//fSTfv75Z5UsWVJLly5V6dKl73ucO58yXqlSJR04cEC7du1SxYoVtXjxYp4y/j9m9PnixYv1zjvvqESJEmrQoIHKlCmjixcvasOGDYqPj1ebNm00adIkWSyWbDqrnM+s1/rtzp49q06dOik1NVXXrl0jWNzBzD6fNm2aJk2apKJFiyo0NFQlSpTQH3/8oejoaDVo0EB///vfs/hscgez+vyDDz7Qv//9b/n5+alVq1YqWrSoTp48qU2bNun69euaMGGCunTpkg1nlLsYeU/gczRzMtvnfI5mIyvyjL/++svp+o8++sgaGBhoffvtt9N1nIEDB1oDAwOt8+bNc1j/3nvvWQMDA62jR4822lS3YUaf79ixw/rdd99ZU1NTHdafP3/e2rx5c2tgYKB13bp1ZjTXbZj1Wre5ceOGtV+/ftbHH3/cOn78eGtgYKB16dKlJrTUfZjV52vXrrUGBgZa+/fvb42Pj0+zPTk52Ugz3YoZfX7+/Hlr1apVrY899pj14sWLDtt++OEHa2BgoLVly5ZmNNetGH1P4HM044z0OZ+j2YfrPnlIgQIFnK5v166dJOnEiRP3PcapU6e0bds2+fv76+mnn3bYNmzYMBUqVEhff/21rl27ZrzBbsCMPm/UqJFatmyZ5jJtiRIl1KtXL0nS7t27DbbUvZjR77ebN2+edu7cqXHjxqlQoUKG2+eOzOjzGzdu6MMPP5S3t7cmTpwoHx+fNGXy589vrKFuxIw+P3PmjG7cuKFatWqpWLFiDtsaNmyoBx54QHFxccYb62aMvCfwOZo5Rvqcz9HsQ7CANm3aJEkKCgq6b9mdO3dKkpo0aZLmB9THx0d169ZVYmKi9u/fb35D3UhG+vxePD1vTpPKly+f4TblBZnp96NHj2rixImKiIhQSEhIVjXNbWWkz6OiohQbG6tmzZqpSJEi2rJli2bOnGmfa4H0yUifly9fXvnz59fBgwfTBIg9e/bozz//1GOPPZYl7cytjL4n8DmacVn5PsznqLmYvJ0Hff7557p27Zri4+P1888/68cff1RQUJCee+65++7722+/SZIqVKjgdHv58uW1bds2HTt2TI0aNTKz2bmakT6/m+vXr+urr76SJDVt2tSsproVo/1+/fp1jRgxQqVLl9Yrr7ySxa11D0b6/Oeff5YkFS9eXGFhYTp8+LDD9pCQEE2ePFkPPvhglrQ9tzLS535+fnrttdc0fvx4dejQQa1atZKfn599jkXjxo01ZsyYbDiL3MGM9wQ+RzMmK9+H+Rw1H8EiD5o1a5YuXrxo/3fTpk01fvz4dH1YJyQkSJIKFy7sdLttfXx8vAktdR9G+vxuJk6cqMOHD6t58+a8Id6F0X6fOnWqYmJitGjRIhUsWDCrmulWjPT5pUuXJElLlixRQECA5syZo1q1aunMmTMaP368tm3bphdffFHz58/PsvbnRkZf5/3791dAQIDeeOMNLV261L6+fPnyCgsLSzNEKi8z4z2Bz9GMycr3YT5HzcdQqDxo+/bt+u9//6vt27drypQpOnXqlLp27apffvnF8LGt/7vJGHdWcGR2n8+bN0+zZs1SpUqV9P7775vcWvdhpN8PHDigTz/9lNttZpCRPk9NTZV0831k8uTJatSokR544AE9/PDDmjp1qh566CHt3r2bYVF3MPr+8tlnn2n48OEKCwvTxo0b9dNPP2nFihUqW7asXnvtNd5j/ie73hP4HL0lK/ucz9GsQbDIw4oXL67WrVtr1qxZunz5sv2+0Pdim0x5t9+k2H4T42zSJTLX53dauHCh/vWvf6lKlSqaN2+e/Pz8zG+om8lov9suvVeoUEEvvfRS9jTSzWTmtW67d3/ZsmVVtWpVh20FCxZUkyZNJN38soG0MtPnu3bt0ocffqiWLVtq1KhRKlu2rLy9vVWjRg1NmTJFpUqV0uzZs3Xq1KlsOIOcy8z3BD5H0ycr34f5HM06DIWC/P39VaVKFcXExCguLu6el88rVaokSTp+/LjT7ba7kFSsWNH0drqTjPT57ebMmaNx48YpMDBQc+bMYYhCBqW3369du2Z/jdesWdNpmbfeektvvfWWIiIi9Oabb2ZVk3O9jLzWbe8bdxsiUqRIEUlSUlKS+Q11Ixnp8y1btkiSGjRokGabt7e3atWqpQ0bNig6Olply5bNqibneGa+J/A5mj5Z9T7M52jWIlhAknT+/HlJ978rgu3DZ9u2bbpx44bDHS0SEhIUFRWlggULqnbt2lnXWDeR3j63mTlzpiZOnKhq1app1qxZTGDNpPT0u5eXl5588kmn26KjoxUdHa3g4GBVrFiRYVLpkN7Xer169eTp6akTJ04oOTlZXl5eDtuPHDki6eYXZ9xbevs8OTlZku56S1nb+rx+m18z3xP4HE2frHgf5nM0G7j4ORrIJr/++qv1/PnzadanpqbaH6bUs2dP+/rk5GTrr7/+aj1x4kSafXiwT/qY2edTpkyxBgYGWsPCwqx//PFHVjY71zOz352ZPHkyD8i7g5l9/uqrr1oDAwOtH330kcP6bdu2WYOCgqzBwcHWK1eumH8SuYxZfb5mzRprYGCg9bHHHrP+/vvvDtu2bNliDQoKstasWdMaFxeXNSfiBu72nsDnaNbJTJ/zOZo9uGKRR0RGRuqDDz5QvXr1VK5cOfn5+enixYvas2ePTp06pRIlSmjs2LH28ufOnVP79u3l7+9vvye6zdtvv61evXpp7Nix+uGHH1S5cmXt379fu3btUoUKFfTyyy9n9+nlSGb1+cqVKzV58mTly5dP9erVc3pHHH9/f3Xr1i1bziunM/O1jvQxs89HjRqlAwcOaMaMGdq7d69q1aql06dPa+PGjcqXL5/++c9/2odE5WVm9Xnbtm31xRdfaMeOHWrXrp1at26t4sWL6+jRo9qyZYusVqteffVVFS1a1BWnmavxOZr9+Bx1PYJFHvHYY4/pqaeeUlRUlA4dOqT4+Hh5e3urQoUK6tKli8LDw9M9ealcuXJavny5Jk+erMjISG3dulUlSpRQeHi4hg4dyiSo/zGrz2NjYyXdvGPO3LlznZapX78+b4j/Y+ZrHeljZp8XK1ZMS5cu1fTp07Vhwwbt379fDzzwgJo3b67nn39ejz76aJaeS25hVp97eHho5syZWrhwodauXasNGzbor7/+kq+vr5o3b67w8HD7pHmYh8/R7MXnaPaxWK3/u68ZAAAAAGQSt5sFAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLABkm6CgIIWHh7u6Gabatm2bevXqpZCQEAUFBemFF15wdZNyBPoFWSU2NlZBQUEaOXKkw/qRI0cqKChIsbGxGTrezp07FRQUpG+++cZhfcuWLdWyZUvD7c2JEhMT1bhxY40YMcLVTYGb8XR1AwAgt4qNjdULL7ygIkWKqFu3bvLx8VGlSpVc3SyXc3W/BAUFqX79+po/f3621Ync6caNGxo3bpyqVq2qtm3buro5kqSUlBQtWrRIhw4dUnR0tI4ePaqUlBSNHTtWPXr0uOe+K1eu1MKFC3X06FF5eHioevXqGjhwoEJDQx3KeXt767nnntO4ceMUHh6uWrVqZeUpIQ8hWABAJv3www9KSkrS66+/rk6dOrm6OTkG/YLcYs2aNTp06JA+/PBDWSwWVzdH0s2rCe+9954kqXjx4ipevLjOnj173/0mTJigWbNm6aGHHlKPHj2UkpKitWvXavDgwRo9erT69u3rUL5Xr16aOnWq/u///k+zZs3KknNB3sNQKADIpHPnzkmSSpYs6eKW5Cz0C3KLhQsXysfHR61bt3Z1U+wKFiyomTNnKjIyUtu3b1f37t3vu09UVJRmzZqlcuXK6euvv9Ybb7yht99+W8uXL5efn58mTJiQZohYgQIF1K5dO+3YsUPHjx/PorNBXkOwAHKh28cYx8bG6uWXX1aDBg1Us2ZNdevWTZs3b06zzyeffKKgoCDt2rXrnse7nW3M8qlTp7RgwQK1b99eNWvWVMuWLTVjxgxZrVZJ0jfffKMnn3xSjz76qBo1aqQxY8YoKSnpru0/d+6cRowYoUaNGqlWrVrq1q2bVq1addfykZGRevbZZ9WgQQM98sgjatWqlSZMmKCrV6+mKWsbF52QkKBx48apZcuWqlGjhj755JO7Hv92a9eu1dNPP63g4GDVqlVLnTp10qeffqrk5GR7mV27dikoKMh+zIiICAUFBd21f++UnJysmTNnqlOnTqpdu7bq1q2rPn36aO3atWnK3v5/c/ToUb3wwguqX7++Hn30UfXu3Vvbtm27az2rV69WeHi4QkJCVLNmTbVr107Tpk1zOBcb2/yXuLg4jR49Wk2aNNEjjzyiDh06aPny5enpunT3y+XLlzVx4kS1a9dOtWrVUnBwsPr16+f0XOLj4/Xvf/9bERERatasmR555BE1bNhQgwcP1k8//eRQdsWKFQoKCpIk7d6921737W26s413cjau3nbcFStWaOvWrQoPD1dwcLC9Lkm6fv26Fi5cqKeeekp169ZV7dq11bVrVy1YsEA3btxIU893332nfv362fu5SZMm6tu3rxYuXJiOnnZs05YtW9SrVy89+uijCgkJ0fDhw+/6RTExMVGffvqpunTpokcffVR16tRRz549tXr16jRlb++rAwcO6LnnnlP9+vXTPY8hNTVVixcvVq9evew/T61bt9abb76Zpn0Z7T8zHD16VPv27VPLli1VsGDBdO+XkZ9fSbJarZo7d679/bNp06YaM2aM4uPjnb7evLy81Lx58wwF8yVLlkiSBg8eLF9fX/v6gIAA9enTR8nJyVqxYkWa/Tp06CCr1Zrun3HgfhgKBeRip0+fVo8ePVS2bFl16dJFV65c0dq1a/XCCy9o9uzZatiwoSn1vP/++9q9e7dCQ0PVuHFjbdq0SR9//LFSUlLk6+uriRMnqlWrVqpXr562b9+uhQsXKjU1Ve+++26aY125ckW9e/dW4cKF1a1bN8XHx+ubb77Ra6+9pnPnzumZZ55xKD9lyhR98skn8vPzU4sWLfTggw/q8OHDmjVrlrZu3ar//Oc/8vHxcdgnOTlZERERunLliho3biwfHx8FBATc9zw/+ugjffrppypatKg6duyoQoUKKTIyUh999JG2bdumWbNmKX/+/PL399fQoUO1e/du7d69W2FhYfL395ck+993k5ycrEGDBmn37t2qVKmS+vTpo7/++kvr16/Xyy+/rEOHDumVV15Js19sbKx69eqlhx9+WD179tSFCxe0du1aPfvss5o4caLat2/vUP6NN97Q8uXL9dBDD6l169YqUqSIfvrpJ02aNEk//PCDZs+eLU9Px4+Aq1evqnfv3vLy8lKbNm2UlJSk9evX64033pCHh4fCwsLueW7p6ZfTp08rPDxcp0+fVr169dS0aVMlJiZq8+bNeuaZZzRmzBg99dRT9mMePXpU//d//6d69eqpRYsWKlKkiM6ePatNmzYpMjJS06dPV7NmzSRJ1apV09ChQzVlyhT5+/s7tLd+/fr3bHt6rF+/XpGRkWrWrJl69eql06dPS7o5Jn7w4MHatm2bKlasqI4dO6pAgQLatWuX/vnPf2r//v364IMP7Mf5z3/+o3/84x8qUaKEQkNDVbRoUV26dEn//e9/tWLFCj399NPpbtO3336ryMhItWrVSvXr11dMTIzWr1+vXbt2afHixQ5zW65evap+/fopOjpaNWrUUPfu3XXjxg1t27ZNr776qo4cOaKXX345TR0//fSTPv30UwUHB6t79+76448/lD9//nu2Kzk5Wc8//7x27Nih0qVLq2PHjvLx8dHp06e1ceNGBQcHq0KFCpnqP7P88MMPkqTg4OB075OZn993331XixcvVsmSJdWzZ0/lz59fmzZt0oEDB5SSknLfvkyPnTt3SpKaNm2aZluzZs00bdo07dy5U8OHD3fYVqtWLeXPn1/bt2/Xq6++argdgKwAcp1Tp05ZAwMDrYGBgdZPPvnEYdvWrVutgYGB1meeecZh/eTJk62BgYHWnTt33vV4r7/+usP6119/3RoYGGgNDQ21/v777/b1V65csdavX99au3Zta4MGDay//vqrfVtSUpK1Xbt21ho1algvXrzocDxbm4cPH25NTU21rz958qQ1JCTEWqNGDevJkyft63/44QdrYGCgtWfPntYrV644HGv58uXWwMBA67/+9S+H9aGhodbAwEBrv379rH/++afT/nMmKirKGhgYaG3evLn1/Pnz9vUpKSnW559/3hoYGGidPn26wz736tO7mTFjhv3/JyUlxb7+4sWL9rb/+OOP9vW3/1+PHz/e4VgHDhywVq9e3VqvXj1rfHy8fb2tb4YMGWJNTEx02uY5c+Y4rLfV8cYbb1ivX79uX3/kyBFrtWrVrO3atUv3Od6rX/r27WsNCgqyrl692mH9lStXrJ07d7bWrFnTeuHCBfv6q1evWi9dupTmOGfPnrU2btzY2rZt2zTbAgMDrX379nXatp07d1oDAwOtkydPdro9NDTUGhoa6rDO1p9BQUHW77///q7nO2bMGIe+u379unXUqFHWwMBA64YNG+zrw8LCnP58WK1Wp+fqjK1NgYGB1k2bNjlsmzNnjjUwMNAaERHhsN728zxz5kyH9X/99Zd14MCB1qCgIGt0dLR9va2vAgMDrYsXL05Xu2wmTpxoDQwMtD7//PPWpKQkh21JSUkO55nR/rvf+9WpU6fS1caXXnrJGhgYaD148KDT7c5eCxn9+d2zZ481MDDQ+sQTTzi8hyUlJVn79Oljf3+9F1v/LF261On2P//80xoYGGh99NFHnW6/dOmSNTAw0NqoUSOn27t06WKtWrWqw3sIkFkMhQJyMX9/f/3tb39zWNe0aVOVKVNGBw4cMK2ev/3tbypVqpT930WKFFHLli2VmJio3r17q3LlyvZtXl5eat++vVJSUnT06NE0x8qXL59ee+01eXjcevspW7aswsPDlZKSoq+++sq+3nZXn3/+858qUqSIw3G6deumatWq3XUI1ciRI1WoUKF0n6NtKMDf/vY3lShRwr7e09NTr7/+ujw8PPTFF1+k+3j3qsdisWjkyJEOVwyKFStm/790Vk/hwoU1ZMgQh3U1a9ZUp06ddPXqVW3YsMG+ft68efL09NR7772XZojHCy+8ID8/P6f95u3trVGjRilfvnz2dVWqVFHdunV19OhRJSQkZO6k/+fQoUPavXu3nnjiCXXo0MFhW5EiRTRs2DD7VZLbz/vBBx9Mc6yHHnpIbdu21W+//aYzZ84Yald6Pf744/arIzY3btzQggULVKJEiTR9ly9fPo0cOVIWiyVNf3t6eqa5YiTJ6bneS8OGDdPc8adv374qV66cdu7cab+q8scff+jrr7/WI488omeffdahfIECBTRixAhZrVanr4tq1aqpV69e6W5TamqqFi1apIIFC+rdd9+Vl5eXw3YvLy/7eWa2/8xgmxB9+8/7/WT053flypWSbr6v3P4e5uXl5fTKZGbEx8dLuvmz4oxtvbOho9LNCeI3btywz40CjGAoFJCLVa1a1eGD2Oahhx5KM/7ciJo1a6ZZZxv/W6NGjTTbbCHk999/T7OtdOnSKlu2bJr1tqEq0dHR9nU//fST8ufPr3Xr1mndunVp9klJSVFcXJz++OMPFS1a1L6+QIECDuPf08NWr7PhYxUrVtRDDz2k2NhYXb16NU3ISa+EhASdOHFCpUqVcghjNra6Y2Ji0myrXr16miFf0s1+W7lypaKjoxUWFqbExEQdOnRIRYsW1dy5c522w8vLy2noK1++vNM6HnroIUk3v8A4255e+/btk3SzH5zNcYiLi5Mk/fbbbw7rf/zxR82bN08//fSTLl26pJSUFIft586dU5kyZTLdrvRydkvOY8eO6fLly6pQoYKmT5/udL+CBQs6nFOnTp00fvx4dejQQe3bt1f9+vVVt27dDIcKSQoJCUmzLl++fAoODtbJkycVExMjf39/HTx4UKmpqbJYLE77/vr165LS9r3k/Lzv5bffflN8fLxq167t8AsJZzLTf2b5448/JMlhTsK9ZObn17bsbLjVo48+6jRcZpW73fXKdv62/gCMIFgAudjdvuB6enqaOuHR2ZdJ2weis9+S2cKO7cvK7YoXL+60Dtt622/fpJuTfK9fv64pU6bcs33Xrl1zCBbFihXL8K0jbfXe7beXJUqU0JkzZxQfH28oWNyrDltYc/abxfv1m+3YV69eldVqVVxc3H377U73ej1JN38TbcTly5clSdu3b9f27dvvWu7atWv25Q0bNmj48OEqUKCAHnvsMZUrV07e3t7y8PCwz+VwNhk9Kzj7P7Cd0/Hjx+/Z33/++ad9ecCAASpatKgWLVqk+fPna+7cubJYLAoJCdHf//53p0E+I226fb3tdW1r58GDB3Xw4MF0tfN+ddyN7fV7v1Bxe7sy0n9msV3NS0pKStfk7cz8/Nr6v1ixYmnK58uXT35+fhlqszO29+Db3ztvd78rGrYbbWRkAjtwNwQLII+wfdF29uXwbh9IWeHixYv3XH/7h5+Pj4+sVqt2796doToycz96W70XL15UuXLl0my/cOFCmvZllC2g3a0Pzp8/f9c67tdvtmPb/q5evbp9GEZOYTuvN998UxEREenaZ9KkScqfP7+WL1+e5rfE//jHPzL82rANwXMWeqWbPwt3+z929rqylW3dunWGglzXrl3VtWtXXb16Vfv27dOGDRu0fPlyPfPMM1q7dq3TL6LOpPfnyfZ3//79NWrUqHS3U8r4z5MtoKZnaE1m+88Mtj6+fPlyuq5aZObn17bPpUuX0gzNTE1N1eXLl9MVwO6lUKFCKlWqlM6dO6fz58+nuZvUiRMnJMk+Wf5OtnCX3tcccC/MsQDyCNsHp7MHLf3888/Z1o6zZ886vVWl7Qti9erV7eseffRRXblyRUeOHMnydlWrVk2SnN4u9sSJE/r9998VEBCQ6asV0s0vGeXKldO5c+ec3g7UVvftfWATHR3tdI7Dnf32wAMP6OGHH9aRI0fsXxhyitq1a0uS9u7dm+59Tpw4oSpVqqQJFTdu3NCPP/7odB8PD4+7Xl2x/f85G6Z34sSJu45Dv5tKlSrZ77h15xCt9ChSpIiaN2+usWPHKiwsTJcvX85Q/+zZsyfNutTUVHvf2F7XtWrVkoeHR4aOnVm2Pvnvf/9733BhtP+MsA2XTO8wq8z8/Nr639lr9aeffrprwM0o2zCsyMjINNu2bt3qUOZOx44dk5+fn33II2AEwQLII2zjpFesWOHwYXb27FlNnTo129qRmpqqDz/80GGo1qlTpzR//nx5enqqc+fO9vX9+/eXJI0ePdrpF5Rr166ZNpfE9hCq6dOn28f629o7YcIE3bhxQ08++aQp9VitVr3//vsOX37j4uI0bdo0h7bcLj4+Ps3/08GDB7Vq1SoVLlzY4QFf/fv3V0pKit544w2nX5SvXLmiX375xfC5ZFTNmjVVr149bdiwQcuWLXNa5r///a8uXbpk/7e/v7+OHz/u8P9vtVo1ZcoU/frrr06P4efn5zQ4SDe/yPr4+Oi7775zqOevv/7S2LFjM3xOnp6e6tu3ry5cuKCxY8fqr7/+SlPm/PnzDm3dunWr0y+UttddRoak7Ny5M81zaxYsWKCTJ0+qQYMG9tv8FitWTJ06ddLPP/+sqVOnOq3/5MmTOnXqVLrrvpt8+fLZb8P69ttvpxmqlpycbD/XzPSfWWzzujLyHpLRn9+uXbtKuvm+cvuV4eTkZH388ccGWu/INrl+xowZunLlin19bGysFi1aJC8vL3Xr1i3NfqdOndLFixfVoEGDHPPkceRuDIUC8ojatWsrJCREe/bsUY8ePdSwYUNdvHhRmzdvVpMmTZxeycgKQUFBOnDggLp166bGjRvbn2Nx9epVjRgxwmEYUqNGjfTqq6/qo48+Ups2bdSsWTMFBATo2rVrOnPmjPbs2aO6devq888/N9yuunXr6plnntG///1vdezYUW3atJG3t7ciIyN1+PBhBQcHa9CgQYbrGThwoLZu3arvvvtOXbp0UbNmzfTXX39p3bp1unTpkp555hnVq1cvzX4hISFatmyZDhw4oLp169qfY3Hjxg2NGTPGYR7Mk08+qV9++UWLFi1S69at1aRJE5UuXVpXrlxRbGys9uzZo27dumnMmDGGzyejJk6cqH79+unNN9/U/PnzVbt2bRUuXFi///67Dh8+rMOHD+s///mPfVhG//799fbbbyssLExPPPGEPD09FRUVpaNHjyo0NNTpwyAbNWqkNWvWaPDgwapRo4by5cunkJAQhYSEKH/+/IqIiNC0adPUtWtXtW7dWtevX9eOHTtUsmTJTD0t/IUXXtChQ4e0ZMkSbd68WQ0bNlSpUqV06dIlnThxQlFRUXr55ZdVpUoVSdIrr7yiAgUKKDg4WP7+/rJardq7d68OHjyoGjVq6LHHHkt33aGhoRo6dKhatWql8uXL69ChQ/r+++/l5+ent99+26HsP/7xD504cUKTJ0/W119/rbp166p48eI6f/68jh49qoMHD+qjjz5yenOFjBoyZIj279+vzZs3q02bNmrRooUeeOABnT17Vtu3b9ff//53+xfdjPafWRo2bKgiRYpo27ZtTp/f4UxGf37r16+vnj176j//+Y86dOigJ554wv4ci8KFC6tkyZJOv9DPnDnTfiXFNgF8+fLl9isfwcHB6tGjh7183bp1NWDAAM2ePVudO3dWmzZtlJKSorVr1+ry5csaPXq002f52OY6PfHEE+nsNeDeCBZAHjJt2jS9//77+u677zR//nxVqFBBI0aMUOPGjfXNN99kSxt8fX312Wef6YMPPtCKFSuUkJCgKlWqaODAgerUqVOa8s8995zq1q2r+fPn68cff9SmTZvk4+OjUqVK6amnnlLHjh1Na9uIESNUvXp1LViwQF9++aWuX7+ucuXK6aWXXtLAgQPT3DYzM7y8vDR79mzNnj1bq1ev1oIFC5QvXz5VrVpVb7zxxl3PJyAgQO+++64+/PBDLVmyRMnJyapevbqGDBni9KFYb7/9tpo1a6YlS5Zox44dio+Pl6+vr0qXLq1BgwY5XBnKTg899JCWL1+uBQsW6Ntvv9WqVauUmpqq4sWLq0qVKurbt68CAwPt5Xv16iUvLy/NnTtXX375pQoUKKB69epp3Lhx+vbbb50GizfffFMWi0U//PCDvv/+e924cUNDhw6130Fp+PDh8vb21tKlS7V06VIVL15c7du317Bhw9LcBjc98ufPr2nTpumrr77SypUrtWXLFvsNBQICAvTiiy86vLZfffVVbdu2Tb/88ou+//57FShQQGXKlNFrr72m3r17Z+iBaU888YR69uypGTNm6Pvvv5enp6eeeOIJvfLKK6pYsaJDWR8fH82fP19Lly7V6tWr9e233yopKUnFixdX+fLlNWrUqAyFmnvx8vLSv//9by1ZskRffvmlvvzyS1mtVpUsWVKtW7d2uEtSRvvPLN7e3goLC9PcuXN19OhRp3d6cnZeGf35feedd1SpUiUtWbJES5YskZ+fn1q3bq1XXnlFzZo1czqnKzIyMs38oX379tnvrCbJIVhIN2+xHRQUpAULFmjp0qWyWCyqUaOGBg0alOaWxDZffvmlHnzwQYIFTGOxWq1WVzcCAOBcbGysHn/8cYWFhWn8+PGubg5yiBUrVmjUqFEaN26c0yEuSJ/Y2Fi1a9dOPXv21FtvvZWtdR8/flxt2rRRhw4d9NFHH2Vr3dLN58p06dJFL774ol544YVsrx/uiTkWAAAgTwoICFB4eLiWLl2aZQ+Iu3DhQprbfycmJuq9996TJLVq1SpL6r2fyZMn66GHHtLAgQNdUj/cE0OhAABAnvXCCy+oUKFCio2NNXzrV2fmzp2rNWvWqH79+ipRooQuXryoH374Qb///ruaNWumdu3amV7n/SQmJqp69erq168fz6+AqQgWAAAgz/Lx8dHQoUOz7PiNGzfWoUOHtH37dl2+fFmenp6qUKGCwsPD1a9fP5fcjcnb2ztLzxl5F3MsAAAAABjGHAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhv0/uVj9A2JkrYsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_cells(scatac, binary=True, log=False, bins=50, threshold=20000)\n",
    "epi.pp.coverage_cells(scatac, binary=True, log=True, bins=50, threshold=20000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 10006 × 105109\n",
       "    obs: 'cell_type', 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness'"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.filter_cells(scatac, max_features=20000)\n",
    "epi.pp.filter_features(scatac, max_cells=6500)\n",
    "scatac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    10006.000000\n",
       "mean      7213.668899\n",
       "std       2518.946207\n",
       "min       1001.000000\n",
       "25%       6024.000000\n",
       "50%       7275.000000\n",
       "75%       8495.000000\n",
       "max      19965.000000\n",
       "Name: nb_features, dtype: float64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac.obs['nb_features'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    105109.000000\n",
       "mean        644.954190\n",
       "std        1102.194592\n",
       "min          10.000000\n",
       "25%          97.000000\n",
       "50%         203.000000\n",
       "75%         554.000000\n",
       "max        6501.000000\n",
       "Name: commonness, dtype: float64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac.var['commonness'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "203.0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac.var['commonness'].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 10006 × 52471\n",
       "    obs: 'cell_type', 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac = scatac[:, scatac.var['commonness'] > scatac.var['commonness'].median()]\n",
    "scatac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1192: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " ImplicitModificationWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1210: Initializing view as actual.\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "... storing 'cell_type' as categorical\n",
      "Trying to set attribute `.var` of view, copying.\n",
      "... storing 'feature_types' as categorical\n",
      "Trying to set attribute `.var` of view, copying.\n",
      "... storing 'genome' as categorical\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2.58 s, sys: 1.15 s, total: 3.73 s\n",
      "Wall time: 8.3 s\n"
     ]
    }
   ],
   "source": [
    "%time scatac.write_h5ad(DATA_DIR + 'peaks-raw.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Selecting variable peaks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0ANfrrbfeIi0tjddff52RI0daj48fP57p06fz8ccfM27cuCs+Y+nSpSxatIhGjRoxf/586tcvXjm3oKCAF154gZ9//plvvvmGYcOGVelrqetCfd25vX0I38cdB+DzNYe5q2OowVGJiIiISIla1TKQlJREbGwsoaGhjBgxotS5sWPH4uHhweLFi8nOzr7ic3755RcAHnvsMWsiAODs7Mzzzz8PwOzZs20cvX36++2trdu7U86xLv60gdGIiIiIyKVqVTKwYcMGAKKjo3FwKB26l5cXnTp1Iicnh507d17xOadPF38gbdSoUZlzYWHF/dx3797NuXPnbBG2XQuq58bt7UOs+5+s0LoDIiIiIjVFreomdPjwYQAiIiLKPR8eHk5sbCxHjhyhZ8+el32On58fAMeOHStzLikpqVR5N9xwQ4XjzcnJYe/evRW+vzLlAoaUXZ5bwx34IQ4sQOyh08xdsY32DdyNDqvWqGn1KZWj+qxbVJ91S+DQoQA4OjlxQnVa69nT32dOTg7u7hX7bFWrWgaysrIA8Pb2Lvd8yfHMzMwrPqdfv34ATJ8+nfT0dOvxwsJCJk2aZN2/ntmJ5PKa1HelbxMv6/63e/R7FRGRmifx9ddJfP11Trz1ltGhiFSbWtUycDUlMwCZTKYrXnfbbbexePFiVq9ezW233caAAQNwc3Nj/fr1JCYmEhERwdGjR3F0dKxUPO7u7kRFRVXqGRVRkgEbUfblvOIXysp/rQFgfVI2iWY/Bl2yMJlcXk2sT6k41WfdovqsW1SfdYs91WdlWj9qVcuAl1fxt8uX++a/pOWg5LrLcXBw4NNPP+Xll18mICCARYsWsWDBAoKDg/nf//6Hr68vAP7+/rYL3s61alCPOzs0tO6//9M+irTugIiIiIihalXLQNOmTQE4evRouecTEhIAaNKkyVWf5eTkxGOPPcZjjz1W6nhubi579+7Fzc2N5s2bVy5gKeX126P4efcJ8grNHDl9nm+2J3NP57KDuEVERESketSqloHu3bsDEBsbi9lsLnUuKyuLbdu24ebmRocOHSpcxqJFi8jLy2Pw4ME4OztXKl4pLcjbjVG9Iqz7H/96QK0DIiJSYzR44w0avPEGPPmk0aGIVJtalQw0btyY6OhokpOTmTNnTqlzkyZNIjs7myFDhuDh4QEULyIWHx9PYmJimWeVdCm6VFxcHB999BEeHh48++yzVfMi7Nwz/Zrh7lw8FiM5PYfYQ1p3QEREaga/+fPxmz8fPv/c6FBEqk2t6iYE8MYbbzB8+HDeeecd1q9fT7Nmzdi5cycbN24kIiKCF1980Xptamoqt956K6GhoSxfvrzUcx599FHc3Nxo0aIFnp6eHDx4kNWrV+Pi4sKkSZOs6w2Ibfl6uHBfl0bMWF/cpWvRjmT6RgYaHJWIiIiIfapVLQNQ3DqwYMEChg0bRlxcHNOmTSMpKYmRI0cyd+5c6xoCVzNo0CDOnz/P4sWLmTZtGgcOHOCee+7h+++/p3fv3lX8KuzbkI6h1u3vdx7ndFaegdGIiIiI2K9a1zIAEBISwvjx4696XaNGjdi/f3+550aPHs3o0aNtHZpcg45hvrRv5EPcsQzyi8xMWHqQt+9qa3RYIiIiInan1rUMSO1nMpl4PPrijE+zNyZw6GTZMRwiIiIiUrWUDIgh7uzQkB5N6wNgscDk5QcNjkhERETE/igZEEOYTCae6tvMuv/tjhTSNHZAREREpFopGRDD9GkRSEMfN+v+11uPGRiNiIiIiP1RMiCGcXAwcccNDa37/9uUiMWiRchEREREqouSATHU2AEtcHMufhsmpGXzy55UgyMSERERsR+1cmpRqTu8XJ14sFs4X6w9AsAnKw5xc+tgTCaTwZGJiIi9OfXMMwAEBmoxTLEfSgbEcE/2acrsDQnkF5nZeSyD9fFp9GoeYHRYIiJiZ06PGQNAYFSUwZGIVB91ExLDNfBx4+7OF1cl/nRVvIHRiIiIiNgPJQNSIzwe3dS6vebgaTYcTjMwGhERERH7oGRAaoTmQV7c1j7Euj9p+UHNLCQiIiJSxZQMSI3xfEwLHC6MG157KI1NR84YG5CIiNiVRs88Q6NnnoE77jA6FJFqowHEUmNEBntzT+dGzNtSvPjYf2OP0L2pv8FRiYiIvfBeudLoEESqnVoGpEZ5LLqJdfuXPakcPX3ewGhERERE6jYlA1KjtGpQj64Rftb9j5ceMDAaERERkbpNyYDUOC/eFGndXrQjhYOpmQZGIyIiIlJ3KRmQGqdXswB6Nbs4VmDCsoMGRiMiIiJSdykZkBppTP/m1u0fdh3ngFoHRERERGxOyYDUSD2b+dM5vHjsgMUCE9U6ICIiImJzSgakRjKZTPxlUEvr/o+7jnP4VJaBEYmIiIjUPUoGpMbq1qQ+3ZvUB8BsgS/WHjE4IhEREZG6RcmA1Fgmk4kHuze27s/bcozUc7kGRiQiIiJStygZkBrt9vYNaRLgCUB+oZlJyzV2QEREqsbxN9/k+Jtvwr//bXQoItVGyYDUaI4OJl4Y2MK6P3dzEunZ+QZGJCIidVX6ffeRft998OSTRociUm2UDEiNd2eHhkT4ewBQUGRh6urDBkckIiIiUjcoGZAaz2Qy8WSfZtb9L9YeISU9x8CIREREROoGJQNSK9zfNYzmQV4A5BaY+fjXAwZHJCIiIlL7KRmQWsHRwcSfbr647sA325NJSDtvYEQiIlLXRNxzDxH33AOdOxsdiki1UTIgtcagNsF0auwLQKHZwn9jte6AiIjYjvuePbjv2QPbthkdiki1sWkycObMGb788kveeecdXnvttVLH4+LiyM3VHPFScSaTiaf6Xhw7MG9LEmfPa2YhERERkYqyWTIwf/58BgwYwLhx45g9ezYLFy60njt9+jT3338/3333na2KEzt1U+tgWjXwBorHDmhVYhEREZGKs0kysHbtWv7+978TERHB5MmTeeCBB0qdj4yMpHnz5ixbtswWxYkdM5lMPN3vYuvAjHVHyc4vNDAiERERkdrLJsnA559/TmBgILNnzyYmJgZ/f/8y17Rs2ZJDhw7Zojixc7e3b0gjP3cAzuUWsmBbssERiYiIiNRONkkGfvvtN/r164eXl9dlr2nQoAGnT5+2RXFi5xwdTNzdqZF1f+KygwZGIyIiIlJ72SQZKCgowMPD44rXnDt3DgcHTV4ktvFAt8bW7VOZefyWnGFgNCIiIiK1k00+nYeGhrJ79+4rXhMXF0eTJk1sUZwIDXzcCPe/mIB+tTnRwGhEREREaiebJAMxMTFs2bKFn376qdzzCxYsYP/+/QwaNMgWxYkA8O5d7azbC7Ymc0bTjIqIiIhcFydbPGT06NH88MMPvPTSS/z8889kZmYCMHv2bLZs2cKvv/5KeHg4Dz30kC2KEwHgxub+RPh7cDQtm5yCIuZvSeIPl6xDICIiIiJXZpOWAR8fH2bNmkXnzp1ZsmQJa9euxWKx8M4777BkyRI6duzIjBkzrjquQOR6/H6a0flbj2GxWAyMSEREarOkKVNImjIFFi82OhSRamOTlgEoHjcwa9Ys9u3bx44dO0hPT8fb25sOHTrQtm1bWxUjUspt7Rvy90W7ySs0c+hkFruSM2jfyNfosEREpBbK6t+/eCMqythARKqRTZKBhx9+mE6dOvHCCy/QqlUrWrVqZYvHilyVl6sTN7UO5vu44wB8uz1FyYCIiIjINbJJN6GdO3diNptt8SiR63ZvlzDr9uKdyRQU6b0oIiIici1skgyEh4dz/PhxWzxK5Lrd2MyfIG9XAE5n5RN7UIvbiYiIiFwLmyQD9957L6tWrSIlJcUWjxO5Lk6ODtzevqF1f8b6o8YFIyIitVbzvn1p3rcvNGx49YtF6gibjBno378/a9eu5YEHHuCJJ56gXbt2BAQEYDKZylzbUH9gUgUe6BbGF2uPALBy/ymOnD5PkwBPg6MSEZHaxPnUKaNDEKl2NkkGBg4ciMlkwmKx8O677172OpPJxJ49e2xRpEgpLYK9iW4eQOyh4i5CU1fHM35Ye4OjEhEREanZbJIM3HXXXeW2AohUpztvaGhNBjYePoPFYtH7UkREROQKbJIMvP/++7Z4jEil9G8ZZN0+fPo825PS6dTYz8CIRERERGo2mwwgFqkJAr1dua1diHV/8vJDBkYjIiIiUvPZbAXiEidOnGDPnj2cO3cOb29v2rRpQ4MGDWxdjEi5xgxozg+7iqe5Xb7vJOsOnaZX8wCDoxIRERGpmWyWDKSkpPC3v/2NdevWlTnXq1cv3nrrLRo1amSr4kTKFRVSj5taB/PrnlQApq45rGRARERE5DJskgycOnWKBx54gNTUVEJDQ+natSuBgYGcOnWKrVu3snbtWh588EEWLFhAYGCgLYoUuayxA5pbk4FVB05x7Gw2jfw8DI5KREREpOaxSTLwySefkJqayp/+9CceffRRHB0dreeKioqYPn06H3zwAZ9++il///vfbVGkyGW1b+TLDWG+7EhKx2KB/21M5C+3tDI6LBEREZEaxyYDiFetWsWNN97I6NGjSyUCAI6Ojjz++OPceOONrFy50hbFiVzVozdGWLc/WRlPdn6hccGIiIiI1FA2SQZOnTpF27Ztr3hN27ZtOaWV/aSaDGrTgAAvV+v+tLVHjQtGRERqhSPz53Nk/nzYssXoUESqjU2SAW9vb5KTk694TUpKCt7e3rYoTuSq3JwdubtTqHV/6urD5BYUGRiRiIjUdLlt2pDbpg107mx0KCLVxibJQOfOnfn555/Ztm1bued37tzJkiVL6Kw/LqlGL93ckiDv4taBjJwCvtuZYnBEIiIiIjWLTQYQP/XUU6xcuZKRI0dy66230r17dwIDAzl9+jSbNm3ihx9+wGQy8Yc//MEWxYlcExcnB0Z0D+fjpQcA+GxVPHd3aoSDg8ngyERERERqBpskA23atGHixIm88sorfPfdd3z//ffWcxaLBR8fH957772rjisQsbVHbozg36vjyc4vIv7UeTYcSaNXM607ICIiIgI2XHSsf//+rFixgmXLlrFnzx4yMzPx9vYmKiqKgQMH4uGhed6l+vm4O3NH+4bM3ZIEFI8dUDIgIiLliWrd+uKOxWJcICLVyGbJAICHhwd33HEHd9xxhy0fK1IpD/cKtyYDK/efIv5UFs0CvQyOSkRERMR4NhlALFKTtWnoQ+8WF1sDZq1PMDAaERERkZrDJsnAJ598Qps2bUhNTS33fGpqKm3btmXq1Km2KE7kuo3u3dS6/fXWY6Rn5xsYjYiIiEjNYJNkYMWKFXTr1o3g4OByzwcHB9O9e3eWLVtmi+JErlvv5gE0C/QEICuvkK82JxkckYiIiIjxbJIMJCYm0qxZsyte06xZMxIS1D1DjOHgYOLJPhdbB/69Kp6cfC1CJiIiIvbNJslATk4O7u7uV7zG1dWV8+fP26I4kQq5s0Mo/p4uAJzNLuCb7VdeNVtERESkrrNJMhASEsKOHTuueM2OHTsu241IpDq4uzjyVN+LLVizNqilSkREROybTZKB3r17s2XLFn788cdyz//www9s3ryZPn362KI4Tpw4wauvvkp0dDRt27ZlwIABvPvuu2RkZFzXc1auXMljjz1Gnz59aN++PTExMTz33HNs377dJnFKzXN/tzBcnYrf9nuPnyPuWLqxAYmIiIgYyCbrDDzxxBN89913vPTSS/z444/07t2b4OBgUlNTWb16NcuXL8fHx4cnn3yy0mUlJiYyfPhw0tLSiImJoWnTpsTFxTFz5kzWrFnDl19+iZ+f31Wf88EHH/Cf//wHX19fBg4ciJ+fH4mJiSxfvpxffvmFf/zjHwwZMqTS8UrNUs/NmZvbNOC7nSkAfBF7hH8N72hwVCIiIiLGsEkyEBwczH/+8x+ef/55li5dWmrWIIvFQmhoKBMmTKBBgwaVLuutt94iLS2N119/nZEjR1qPjx8/nunTp/Pxxx8zbty4Kz7j1KlTfPHFFwQEBLB48WL8/f2t5zZs2MCoUaOYOHGikoE66r4ujazJwM+7U8nILsDHw9ngqERERESqn81WIG7Xrh0///wzK1asYMeOHWRmZuLt7c0NN9xA//79cXau/IetpKQkYmNjCQ0NZcSIEaXOjR07lnnz5rF48WJeeeUVPDw8LvuclJQUzGYz7du3L5UIAPTo0QNPT0/OnDlT6XilZopuHkCLIC8Onswip6CIH387zgPdGhsdloiIGOzgypUAtGjRwthARKqRzZIBAGdnZ26++WZuvvlmWz7WasOGDQBER0fj4FB6uIOXlxedOnUiNjaWnTt30rNnz8s+Jzw8HGdnZ3bt2sWZM2eoX7++9dzmzZs5f/48AwcOrJLXIMYzmUwM69SIfyzZB8DEZQeVDIiICIVBQcUbDRsaG4hINbJpMvB7BQUFHDx4EDc3N5o2bXr1G67i8OHDAERERJR7Pjw8nNjYWI4cOXLFZMDX15c//elPvP/++9x2220MHDgQX19f65iBG2+88apdja5FTk4Oe/furfRzKlIuYEjZtUUzt4srEB/PyCV26y78Par0z6HCVJ91i+qzblF91i2qz7rFnurzWqb5vxybzCb0448/8vzzz5Oenm49lpiYyO23387dd9/NbbfdxpgxYygsLKxUOVlZWQB4e3uXe77keGZm5lWf9cgjjzB58mSKioqYN28eU6dOZcmSJYSEhDB06NAy3YekbmlUzxl/D0fr/uQNpw2MRkRERMQYNvkqdMGCBZw8eRJfX1/rsffff5+EhAR69OhBeno6y5YtY+HChdx33322KLJcFosFKO4GcjWff/45H3/8MSNHjuShhx4iICCAw4cP889//pM//elP7N27l7/85S+Visfd3Z2oqKhKPaMiSjJgI8quTd4c4svYL4unkd2akoNfwyY08HEzOKqyVJ91i+qzblF91i0HV60CoEWDBuoqVAfY099nZVo/bNIyEB8fT7t27az7WVlZrF69msGDBzN9+nTmz59P06ZNWbhwYaXK8fLyAi7/zX9Jy0HJdZezceNGPvzwQwYMGMCrr75KWFgY7u7utGnThsmTJxMcHMy0adNISkqqVLxSs93ePoTgeq4AFBRZmL7uqLEBiYiIoVr060eLfv0gNNToUESqjU2SgTNnzhAYGGjd3759O4WFhdx2221A8cDiXr16kZiYWKlySsYdHD16tNzzCQnFK8o2adLkis9ZeWG2gO7du5c55+7uTvv27TGbzezZs6fiwUqNZzKZ+ONNkdb92RsSyMqrXFc2ERERkdrEJsmAp6en9Vt5KJ6Rx2Qy0alTJ+sxV1dXzp8/X6lySj68x8bGYjabS53Lyspi27ZtuLm50aFDhys+Jz+/ePDo5aYPLTlui+lQpWa7p3MYTQM9AcjKK2T2hgSDIxIRERGpPjZJBsLDw1m9ejX5+fnk5+ezZMkSWrZsWWrKzpSUlEoPym3cuDHR0dEkJyczZ86cUucmTZpEdnY2Q4YMsa4xUFBQQHx8fJkWic6dOwMwb948UlNTS51btWoV27Ztw9XVlY4dtTJtXefoYOLhHuHW/cnLD3HmfP4V7hARERGpO2wygPj+++/n1Vdf5eabb8bJyYnk5GT++te/lrpm586dNG/evNJlvfHGGwwfPpx33nmH9evX06xZM3bu3MnGjRuJiIjgxRdftF6bmprKrbfeSmhoKMuXL7cev+WWW5g/fz7r1q1j8ODB3HTTTQQEBBAfH8/KlSuxWCy89NJL+Pn5VTpeqfke6N6YL9YeJfFMNll5hcxcf5QXBkZe/UYRERGRWs4mLQNDhw7lySefJCcnh8zMTEaMGMFDDz1kPb9+/XqSk5PL7aN/vRo3bsyCBQsYNmwYcXFx1oG+I0eOZO7cudf0Ad7BwYGpU6fy6quv0rx5c3799VemTZvGzp076du3L//9738ZNWpUpWOV2sHVyZGxAy4mqnM3J1FQZL7CHSIiIiJ1g8lSMh9nFcrPzycvLw93d3ecnGrmwk62ZuR0VvY0lZat5BYU0WP8MtKzCwD43+ju9GoeYHBUxVSfdYvqs25RfdYxl05NXvUfj6SK2dPfZ2Veq01aBq7GxcUFb29vu0kEpPZxc3bk1nYh1n1NMyoiIiL2oFqSAZHaYFTPCOv2L3tSOXq6crNfiYiIiNR0SgZELmjZwJu+kRfXy5i84pCB0YiIiIhUPSUDIpd4oFtj6/ave1JJz9Y0oyIiIlJ3KRkQucTNrYOt2xk5BYz7XqtQi4jYi7179rB3zx4NHha7omRA5BIODiY+vv/iCtYLtyWzOyXDwIhEREREqo6SAZHfGdqxEX0uGTvw8a8HDIxGREREpOrYJBl4+umnWbVqFdWwZIFItfjTzRdXIF669yQ7ktKNC0ZERESkitgkGVixYgVPPfUUMTExfPrpp5w6dcoWjxUxTPtGvtx2yboD7/2418BoRESkOrjt3o3b7t2wdavRoYhUG5skAwsWLOCee+4hPT2dCRMm0L9/f5577jnWrl1ri8eLGOLPg1ri6FC8GuWmI2f4cddxgyMSEZGq1OTee2ly773QpYvRoYhUG5skA23atOHtt98mNjaWN998k8jISH755RdGjx7NwIED+fzzzzlz5owtihKpNhEBntzbuZF1/8Of91NkVlc4ERERqTtsOoDYw8OD4cOHs3DhQr7++mvuuecezpw5wz//+U/69u3Liy++yMaNG21ZpEiV+vOglrg5F/+ZHD59Xq0DIiIiUqdU2WxCbdu25e233+Y///kPQUFBFBQU8NNPP/HII49wxx13sHTp0qoqWsRm/L1cefTGJtb9z1bFa6C8iIiI1BlVkgzk5eXxzTffMHz4cEaMGEFqaiqtWrXir3/9K0OGDCEhIYGxY8cya9asqihexKYe7RWBq1Pxn8rulHOs2H/S4IhEREREbMPJlg87ePAgc+fOZfHixWRmZuLs7Mztt9/OAw88QKdOnazXPf/88zz22GNMmzaNkSNH2jIEEZsLqufGg90bM23tUQA+/PkA/VsGYTKZjA1MREREpJJskgwsWrSIuXPnsn37diwWC40aNeKJJ57g7rvvpn79+mWuDwkJ4dZbb+XTTz+1RfEiVW5076bM3pBAQZGFPcfPsfnoWbo1KfveFhEREalNbJIMvPzyyzg4ONC3b18eeOAB+vTpc9VvTZs0aULnzp1tUbxIlQv1def29g35ZnsyADPWH1UyICIiIrWeTZKBJ554guHDhxMaGnrN99x+++3cfvvttihepFqM6N7Ymgz8EHecPi0Sub9rY4OjEhEREak4mwwgfuCBB/Dx8bniNVlZWaSkpNiiOBFDdImoX2pV4onLDmlmIREREanVbJIMxMTEMGPGjCteM2vWLGJiYmxRnIhhXrstyrqdnJ7D6oOnDYxGRERsqSAwkILAQAgJufrFInWETZIBi8Wib0jFLjT0dWdgVLB1f9b6BAOjERERWzq0ahWHVq0C9WQQO1Jli479XlpaGu7u7tVVnEiV+cstLa3bK/af5OS5XAOjEREREam4Cg8g/vbbb0vt79u3r8wxgKKiIo4fP86iRYuIjIysaHEiNUZksDc3hPmyIymdIrOFORsTefEmvbdFRESk9qlwMvDKK69Ypw81mUwsW7aMZcuWlbmupPuQu7s7Y8aMqWhxIjXK8K5h7EhKB+CLtUf4Q9+meLjYdA0/ERERkSpX4U8v48ePB4o/7P/1r39l4MCB5Q4QdnBwwNfXl44dO1KvXr2KRypSg9zVMZT/+3k/Z87nk5lbyAtf7WDqw12MDktERCrBa8WK4o1Dh+COO4wNRqSaVDgZGDp0qHX7m2++YeDAgdx11122iEmkxnNzduTFgS3426LdAPyyJ5Wjp88TEeBpcGQiIlJRYc8+e3FHE6OInbDJAOJZs2YpERC782D3cOp7ulj3//z1TgOjEREREbl+1TabkEhd4+hg4uVLZhbafPQsqw+cMjAiERERketToW5CMTExmEwmpk2bRlhY2DUvJmYymVi6dGlFihSpke7v2pjNR8/y9dZjAExYdpDeLQKsg+tFREREarIKtQxYLBbMZnOp/Wv5ufQekbri+ZgWOFz47L814SzbEtMNjUdERETkWlWoZWD58uVX3BexJ2H1PbirYygLtyUDMH3dUTqH+xkclYiIiMjVacyAiA08dmMT6/b3cSkcTM00MBoRERGRa6NkQMQG2ob60KuZP1A8G930dUeNDUhERETkGlSom9C3335b4QI1BanUVc/0a866+DQA5m85xujeTWmidQdERESkBqtQMvDKK69c92wpFosFk8mkZEDqrBub+9MhzJedSenkF5mZsPQA/xre0eiwRERERC6rQsnA+PHjbR2HSK1nMpn4880teei/GwFYvDOFZ/o3JzLY2+DIRETkWuS0bg2Au5ubwZGIVJ8KJQNDhw61dRwidULPZv60auDNvhOZmC3w9vd7mPV4d6PDEhGRa3D0668BiIqKMjgSkeqjAcQiNuToYOKDezpY1x1Yc/A0i3YkGxuUiIiIyGUoGRCxsXaNfLi/a5h1/90f9pJfqAX3REREpOapUDehmJgYTCYT06ZNIywsjJiYmGu6z2QysXTp0ooUKVKrvDI4iu/jjpOZW8jJzDzmbEzg0UvWIhARERGpCSrUMmCxWDCbzaX2r+Xn0ntE6jIfd2eeG9DCuv/xrwfIyCkwMCIREbka33nz8J03D6ZONToUkWpToZaB5cuXX3FfRODhXuFMW3uElIxczuUWMnHZQf52e2ujwxIRkcsIefPNiztPPmlYHCLVSWMGRKqIq5MjL9wUad2ftvYIR06fNzAiERERkdKqJBnIysri+PHjZGVlVcXjRWqNezo1olWD4nUGzBb4568HDI5IRERE5CKbJQP5+fl8+umnDBw4kK5duzJgwAC6du3KwIED+fTTT8nPz7dVUSK1hoODiddvu9g16LudKew6lmFgRCIiIiIX2SQZyMrK4sEHH2TixImkpKQQEhJC+/btCQkJISUlhYkTJzJixAjOn1cXCbE/0S0C6N0iwLr/7o97sFgsBkYkIiIiUswmycCkSZP47bffuOmmm/j5559Zvnw5c+fOZfny5fz8888MHDiQXbt2MWnSJFsUJ1Lr/GVQK+v2hsNnWH3wtIHRiIiIiBSzSTKwZMkSoqKimDhxImFhYaXOhYWFMXHiRFq1asVPP/1ki+JEap12jXx4sHtj6/7/Ldmn1gERERExnE2SgbNnzxIdHX3Z8yaTiejoaNLT021RnEit9HTfZrg4Ff/J7U45x3dxxw2OSEREROydTZKB0NBQzp07d8VrMjMzCQ0NtUVxIrVSWH0PRlzSOvCPn/aRW1BkYEQiIiJi72ySDNx3330sWbKEEydOlHs+JSWFn376ifvuu88WxYnUWk/3bYaHiyMAyek5fL76sMERiYiIiD2r0ArEKSkppfZvuukmNm/ezNChQxk1ahRdunQhICCA06dPs3nzZmbOnGmdZlTEngXVc2PsgBb8Y8k+AP617CB3dGhIRICnwZGJiEhmv34AeHt5GRuISDWqUDIwYMAATCZTmeMWi4UJEyaUe3zZsmWsWLGCPXv2VKRIkTrj8egmLNqRzL4TmRSZLXzwy36mPNjJ6LBEROzesU8+ASAqKsrgSESqT4WSgbvuuqvcZEBErs7FyYG37mzD/VM3APBD3HEe6p5Gz2b+BkcmIiIi9qZCycD7779v6zhE7Er3pv7c1DqYX/ekAvD6t7tY+se+SrJFRESkWtlkALGIXL+/3dYaR4fiD//xp87z8+5UgyMSERERe6NkQMQgjf09eKDbxUX6/vnrfgOjERGRgMmTCZg8Gd580+hQRKpNhboJXU5cXByxsbGkpqaSn59f5rzJZOK9996zZZEitdrzMZHM3ZxEQZGFA6lZrI/X2AEREaMEXhhADCghELthk2TAYrHwyiuvsHjxYiwWCyaTCYvFYj1fsq9kQKS0QG9XBrcNYfHO4ul6/7X0AD2b9TQ4KhEREbEXNukmNHv2bBYtWsSQIUNYsGABFouFUaNG8dVXX/HHP/4RT09PbrvtNpYuXWqL4kTqlD/0bWrd3njkDMv3aeyAiIiIVA+bJAPffPMNTZo04f3336dNmzYAeHt7c8MNN/Dkk08yc+ZMfv75ZzZs2GCL4kTqlDYNfbi7UyPr/rs/7KXIbLnCHSIiIiK2YZNk4MiRI/To0aPUsaKiIut269at6d+/P//73/9sUZxInfPK4FZ4uDgCxTML/WfNYYMjEhEREXtgs9mEvL29rdvu7u5kZGSUOh8eHs7hw/qAI1KeQG9Xnu3f3Lr/4S/72X8i08CIRERExB7YJBkICgoiNfViP+ewsDB2795d6pqEhAQ8PDxsUZxInfRE76a0alCcVBcUWXj7+z0GRyQiIiJ1nU2Sgfbt25f68N+nTx/i4uKYMmUKBw8eZM6cOSxbtowOHTrYojiROsnFyYG37mxj3Y89dJrVB04ZGJGIiIjUdTZJBgYNGkRRURFJSUkAjB49moYNGzJp0iTuvPNO3n77bby9vXnppZdsUZxIndW9qT83tw627r+6cBcFRRpMLCIiIlXDJusMDBw4kIEDB1r3fX19+fbbb5k3bx6JiYmEhoZy1113ERQUZIviROq0N+5sw6oDp8grNJOcnsOPB84xJMrH6LBERESkDrLpCsSX8vb25vHHH6+qx4vUWaG+7owd0JwPfzkAwOwdZxnQ1MvgqERE6r6z994LgJ+vr7GBiFSjKksGqtKJEyeYMGECa9asIT09naCgIGJiYhgzZgw+Plf/BnXhwoW8+uqrV7zGwcGBvXv32ipkkesyundTvtyURHJ6Dln5Zv69OY1uNxgdlYhI3XbirbcA8IuKMjgSkepToWRg8+bNQPHAYVdXV+v+tejatWtFirRKTExk+PDhpKWlERMTQ9OmTYmLi2PmzJmsWbOGL7/8Ej8/vys+IyoqijFjxpR7bsuWLWzYsIE+ffpUKk6RynBzduS126J4Zs42AJbFZ7HpyBm6NalvcGQiIiJSl1QoGRg5ciQmk4kff/yRJk2aWPevRWW/bX/rrbdIS0vj9ddfZ+TIkdbj48ePZ/r06Xz88ceMGzfuis+Iiooi6jJZ//333w/AfffdV6k4RSrr1nYh3NQ6mF/3FE/b+/q3u/j5hT7X/LcmIiIicjUVSgaeffZZTCaT9Rv4kv2qlpSURGxsLKGhoYwYMaLUubFjxzJv3jwWL17MK6+8UqE1DQ4cOMCOHTsIDg6mX79+NopapOL+dHNLVuxLpdAMB1Kz+D7uOHd0aGh0WCIiIlJHVCgZGDt27BX3q8qGDRsAiI6OxsGh9KyoXl5edOrUidjYWHbu3EnPnj2v+/lz584F4J577sHR0bHyAYtUUssG3gxuUY/v9p8D4P2f9jGoTQNcnGy2eLiIiFzQ4I03ijd8fWHqVENjEakuNhlAPHnyZBo1asRdd91li8dd1uHDhwGIiIgo93x4eDixsbEcOXLkupOB3NxcFi9ejIODA/demE2gsnJycgwZhJyTkwNUvkuW1AxDW7qx7HAm2QUWktNzeGv+eh66QWMHaiv9fdYtqs+6JWr+fOv23hdfNDASsQV7+vvMycnB3d29Qvfa5OvFzz77jAMHDtjiUVeUlZUFFE9bWp6S45mZmdf97J9++olz587Rp08fQkJCKh6kiI35ujkyrNXFqUXn7krnWEa+gRGJiIhIXWGTloGgoCDrB3UjWSzFK7VWZPxCSRehkgHEtuDu7n7ZgcpVqSQDNqJssb29e/fyQEc31p8wE3/qPIVmmP5bDnNGdzA6NKkA/X3WLarPukt1WvvZ099nZVo/bNIycNNNN7F+/Xpyc3Nt8bjL8vIq/nb0ct/8lyQkJdddq0OHDrF9+3YaNGhA3759KxekSBVwMJn4+P4brPtrD6Wx9MIsQyIiIiIVZZNkYOzYsdSrV49nn322SrsLNW3aFICjR4+Wez4hIQGAJk2aXNdzv/rqK0ADh6Vma9/Il+Fdw6z7H/y8H7PZYmBEIiIiUtvZpJvQkCFDKCgoYM+ePQwZMgRXV1fq169fpruOyWRi6dKlFS6ne/fuAMTGxmI2m0vNKJSVlcW2bdtwc3OjQ4dr7z6Rl5dnHTh8zz33VDg2keowNqYF87ceo8hsYX9qJt/FpTDkhlCjwxIREZFayiYtAxaLBScnJ0JCQggJCaF+/frW45f+mM3mSpXTuHFjoqOjSU5OZs6cOaXOTZo0iezsbIYMGWJdY6CgoID4+HgSExMv+8yffvqJjIwM+vbtq4HDUuOF+rozqmeEdf+Dn/dTpNYBERERqSCbtAwsX77cFo+5Jm+88QbDhw/nnXfeYf369TRr1oydO3eyceNGIiIiePGSqcBSU1O59dZbCQ0NvWyM8+bNA7TisNQeT/drxvR1RzBb4NjZHD5deYgxA1oYHZaIiIjUQrVu5aLGjRuzYMEChg0bRlxcHNOmTSMpKYmRI0cyd+5c66rI1yI+Pp6tW7dq4LDUKoHerjx8SevAh78cICHtvHEBiYiISK1lk5aB6hYSEsL48eOvel2jRo3Yv3//Zc83a9bsiudFaqqXb2nFj7uOczIzD4A/z49j7h96VGhaXREREbFfNk0G8vPziYuL4+TJk+Tnl78oUlWvUixiD9xdHJkwvCMPfL4BgE1Hz/Dpqnie6dfc4MhERGqvU888A0BgYKDBkYhUH5slA19//TUffPAB586dK/e8xWLBZDIpGRCxkZ7N/BnaMZRvticD8H9L9tMlvD7dmtQ3ODIRkdrp9JgxAATawSJVIiVsMmZg9erVvP766wQFBfHyyy9jsViIiYnhxRdfpFevXlgsFm655Rbee+89WxQnIhe8f3c7mgZ6Wvf/OG8HWXmFBkYkIiIitYlNkoFp06bh6+vLl19+ySOPPAJAq1atePLJJ/nvf//L22+/za+//kpYWNiVHyQi18XVyZH/juqKu3PxYnnHzuYwdfVhg6MSERGR2sImycCePXvo378/Xl5e1mMWy8W5z++99146derEZ599ZoviROQSTQI8+eNNkdb9T1YcIjk9x8CIREREpLawSTKQnZ1NUFCQdd/V1ZWsrKxS17Rt25a4uDhbFCciv/PIjRGE1XcHoNBs4a8Ld5VKyEVE5OoaPfMMjZ55Bu64w+hQRKqNTZKBwMBAzpw5U2r/yJEjpa7JzMykqKjIFsWJyO84Ozrw/rD21v1VB04xd3OSgRGJiNQ+3itX4r1yJXz/vdGhiFQbmyQDzZs3L/Xhv0uXLqxfv54tW7YAcODAAX766SdatNAqqSJV5cbmATzUo7F1/90f9qq7kIiIiFyRTZKBPn36sG3bNlJTUwEYPXo0jo6OjBw5kh49ejBkyBDOnz/P008/bYviROQyXh0cRahvcXehzLxCnp2zjSKzuguJiIhI+WySDNx///2sXr0aPz8/oLilYPr06fTp0wc/Pz9uvPFGPv/8c/r27WuL4kTkMjxdnXj/7nbW/R1J6eouJCIiIpdlk0XHnJ2dCQgIKHXshhtu4N///rctHi8i16F3i0Ce6N2Ez9cUd9378Jf9xEQFEVzPzeDIREREpKaxScvA5VYdFhFjjI1pQYCXCwBnzucz9svtml1IREREyrBJMhAdHc0LL7zAqlWrMJvNtnikiFRCPTdnJgzviMlUvL/pyBne+WGvsUGJiIhIjWOTZCA0NJQlS5bw1FNP0adPH/7xj3+wf/9+WzxaRCroxuYBjOwRbt2ftvYIO5LSjQtIREREahybJAM//fQT8+bNY/jw4RQUFDBt2jTuuusuhg0bxsyZM0utQSAi1eeNO9rQIcwXALMFXlkQR16h1vsQERGRYjZJBgDat2/PG2+8QWxsLBMmTKBv374cOHCA9957jz59+vDMM8+wdOlSWxUnItfA0cHE+KEXZxfadyKTP87bqfEDIiIiAthoNqFLOTs7M2jQIAYNGsSZM2dYvHgxixcvZvny5axcuZI9e/bYukgRuYLWDevxp5sj+fCXAwD8EHecpgGevHRzS4MjExGpWY6/+SYAISEhxgYiUo1sngxcys/PjxYtWtC0aVMOHDhAUZG6J4gY4dn+zdl7PJMfdh0HYNLyQ7RqUI/b2usfPBGREun33QdASFSUwZGIVJ8qSQbi4+P59ttvWbx4MSdPnsRisRAeHs5dd91VFcWJyFWYTCY+vv8GEs6c57fk4qmAX14QR6dwX0J83A2OTkRERIxis2QgIyOD77//nm+//ZbffvsNi8WCl5cX99xzD0OHDqVTp062KkpEKsDFyYH/jurKLf9azdnsArLyCnnhqx3M/UNPo0MTERERg9gkGXjuuedYsWIFhYWFmEwmevXqxdChQ7nppptwdXW1RREiYgPB9dz41/COjPpiEwAbj5xh5vqjPNwzwtjARERExBA2SQZ++eUXmjRpwtChQxkyZAjBwcG2eKyIVIE+LQLoFlGfTUeLp/x9+/s9hPt70jcy0ODIRESMFXHPPcUbbm6wdauxwYhUE5skA1999RU33HCDLR4lIlXMZDIx7dGuDJmylkMnsygosvDEzC0sHnMjrRrUMzo8ERHDuGvGQ7FDNllnQImASO3i6erEfx7uQn1PFwDyC8089+V2cvI145eIiIg9sdmiYyJSu0QEePLfUV0wmYr3D6Rm8dL8HRSZtSCZiIiIvVAyIGLHOjb24/XbWlv3f9x1gknLDxoYkYiIiFQnJQMidu6xGyO4v0uYdf9fSw/y04XFyURERKRuUzIgYudMJhPvDm1Lr2b+1mNjvtzOuvjTBkYlIiIi1UHJgIjg5OjAhOEdCfIuXhekyGzhiRlbSEnPMTgyERERqUpKBkQEgEBvV2Y81g13Z0cAzucX8cDnG8jILjA4MhEREakqSgZExCoqpB6TH+xo3U9Iy2b45xvIzi80MCoRERGpKkoGRKSUmKhgxg9rZ93fe/wcL3y1w7iAREREpMrYZAViEalbHujWmLSsPD785QAAv+xJZerqeJ7s08zgyEREqk7SlCkAhIWFXeVKkbpDyYCIlGvMgBbsPZ7JDxemGX3vx314uDjxUI9wgyMTEakaWf37F29ERRkbiEg1UjchEbmsD+5tT9MAT+v+69/+xlebEg2MSERERGxJyYCIXJaHixMzHutGIz9367FXFu5i/pYkA6MSERERW1EyICJXFFbfgwVP96JFkJf12F+/2aVFyUREROoAJQMiclXB9dyY8Vg3gusVL0pWUGThwc83snRPqsGRiYjYTvO+fWnety80bGh0KCLVRsmAiFyThr7uzH68O4EXVikGGD1zC78qIRCROsL51CmcT52C48eNDkWk2igZEJFr1iLYmzmju1tXKQZ4ce4O4o6lGxeUiIiIVJiSARG5LpHB3nz/XDQ+7s4AZOUV8vAXmziQmmlwZCIiInK9lAyIyHVrFujFzMe64eFS3EKQnl3A3Z+uY/8JJQQiIiK1iZIBEamQDmG+THukKw6m4v3M3ELu+XQdvyVnGBuYiIiIXDMlAyJSYd2b+vPvkV1wdizOCDLzCrn703Ws2HfS4MhERETkWigZEJFKual1MJ+O6IzThSaCvEIzj8/YzE+7NBuHiIhITadkQEQqbWDrYOY/1ZP6ni4AmC3w9JxtrI9PMzgyERERuRIlAyJiEx0b+/HNM70I8HKxHnvovxtZc/CUgVGJiIjIlSgZEBGbCff3ZNbj3fF2cwKgyGzhiZlb2Hz0jMGRiYiISHmUDIiITUWF1GP2492t6xDkFph5fPpmdh3TLEMiUrMdmT+fI/Pnw5YtRociUm2UDIiIzXUI82XO6O54XliH4FxuIXd/tk5jCESkRstt04bcNm2gc2ejQxGpNkoGRKRKtA314YtHuuJ4YZah/EIzD3y+gX/+sp8is8Xg6ERERASUDIhIFere1J9Zj19cqRhg4vJDPPj5BtKy8gyMTEREREDJgIhUsV7NAvjxud40D/KyHtt45AyDJ6xhd4rGEYiIiBhJyYCIVLmIAE9+fK43I3uEW4+dzMxj+NQNrD6gqUdFpGaIat2aqNatwWQyOhSRaqNkQESqhYuTA2/f1ZZ/3N0OF8fi//Vk5hby6PTNLNqRbHB0IiIi9knJgIhUq/u7NmbGY92od8laBM9/tYM/zt1BfqHZ4OhERETsi5IBEal2PZv5882zN9LQx816bOH2ZAZ8tJKDqZkGRiYiImJflAyIiCGaBXqxeGw0nRr7Wo8dO5vDbRNjmbn+qGFxiYiI2BMlAyJimAAvVxY83YuxA5rj7HhhPYIiM39ftJunZm0lM7fA4AhFRETqNiUDImIok8nESze3ZPqj3fB2dbIeX7L7BDEfrWJrwlkDoxMREanblAyISI1wY/MAVv2lPzGtgqzHTmbmcd+/1/PpynjMWrVYRETE5pQMiEiNUd/Thf+M6sL/3dMeL9eLsw39Y8k+bp24hl3HtEiZiIiILSkZEJEaxWQycV+XMBaNuZGmgZ7W4/tOZHL3p+uYtyXJwOhERETqFiUDIlIjNQv04vux0fyhb1PrsfwiM3/5Oo7nvtxOcnqOgdGJiIjUDUoGRKTG8nBx4tXBUfz4XG8a1Lu4JsHinSn0+2AFM9cfxWLRWAIRsY2DK1dycOVKSNaq6GI/lAyISI3XumE9fny+d6nBxQVFFv6+aDdPztpKiloJRMQGCoOCKAwKgoYNjQ5FpNooGRCRWqG+pwv/faQr/3m4i3VwMcCve1Lp9+FKpqw4RH6h2cAIRUREap9amQycOHGCV199lejoaNq2bcuAAQN49913yci4/plGtmzZwtixY63Pio6O5rHHHmPVqlVVELmIVNbA1sGse3UA93RuZD2WX2jmg5/30++DFazYd9LA6ERERGqXWpcMJCYmMmzYMBYuXEj79u155JFHaNSoETNnzuT+++/n7NlrX6Dok08+YcSIEWzevJnevXvz2GOP0b9/fzIyMti4cWMVvgoRqYx6bs58eG8H5ozuTpC3q/V4SkYuj07fzGPTN3PsbLaBEYpIbeR08iROJ09CSorRoYhUG6erX1KzvPXWW6SlpfH6668zcuRI6/Hx48czffp0Pv74Y8aNG3fV5/z0009MmDCBXr16MWnSJLy8vEqdLygosHnsImJbNzYPYMWf+vFF7BGmrj5MZl4hAMv3nWTtodO8f3c7hnZsdJWniIgUa9Gv38UdTU4gdqJWtQwkJSURGxtLaGgoI0aMKHVu7NixeHh4sHjxYrKzr/yNoNls5sMPP8Td3Z2PPvqoTCIA4OzsbNPYRaRqeLo6MTamBb/+sS83tQ62Hs8rNPPi3J08OXMLCWnnDYxQRESk5qpVycCGDRsAiI6OxsGhdOheXl506tSJnJwcdu7cecXnbNu2jWPHjtGnTx/q1avHypUrmTp1KjNmzGD79u1VFr+IVJ0GPm58/nAXZj3eDT+Pi8n8L3tSufnj1UxYepDCIg0wFhERuVSt6iZ0+PBhACIiIso9Hx4eTmxsLEeOHKFnz56Xfc5vv/0GQEBAAEOHDuXAgQOlznft2pWJEydSv379SsWbk5PD3r17K/WMipYLGFK22J7q8/oEAJNvD2Hy+tOsTypuJcwrNPPx0gMs2HyEV/oE0aS+65UfUoVUn3WL6rNuibpkW3Va+9nT32dOTg7u7u4VurdWtQxkZWUB4O3tXe75kuOZmZlXfE5aWhoAX331FXl5eUyfPp1t27bx/fffEx0dzebNm3n++edtGLmIVKf67k78fUAD/nlrQxrVu9hKkJhRwJjvk/ls02nOZBcaGKGIiEjNUKtaBq6mZCVSk8l0xeuKioqs10+cOJFWrVoB0KJFC6ZMmcKgQYPYtGkT27dvp2PHjhWOx93dnaioqKtfaGMlGbARZYvtqT4rLioKbu1ZxCcrDjFx+SEAzBZYtPccPx3M4qHu4TwX0xxfD5dqi0n1WbeoPusu1WntZ09/n5Vp/ahVLQMlA30v981/SctBeQOCL+Xj4wNAWFiYNREo4ebmRnR0NABxcXGVildEjOfm7Mgfb27JN8/0oku4n/V4fqGZL9Yeoe8HK5mzMUHjCURExC7VqmSgadOmABw9erTc8wkJCQA0adLkis8pOX+57kb16tUDIC8vryJhikgN1LGxH/Of6slnD3WiaaCn9XhGTgGvffMbfT9YqQXLRETE7tSqZKB79+4AxMbGYjaX/hYvKyuLbdu24ebmRocOHa74nC5duuDk5ERCQgL5+fllzh88eBCA0NBQG0UuIjWByWTilrYhLH2xL2/f1ZbgehcHEien5/Do9M3c/ek6fog7jtmsOcZFRKTuq1XJQOPGjYmOjiY5OZk5c+aUOjdp0iSys7MZMmQIHh4eQPHCYfHx8SQmJpa6tn79+gwePJjMzEymTJlS6tzatWuJjY3F29ub3r17V+0LEhFDODiYGNkjnFV/7s/zMS3wdHG0ntuacJZn/7eN/h+tZP6WJHUfEhGROq3WDSB+4403GD58OO+88w7r16+nWbNm7Ny5k40bNxIREcGLL75ovTY1NZVbb72V0NBQli9fXuo5r776KnFxcXz22Wds2bKF9u3bk5yczNKlS3F0dOTtt9+2dhcSkbrJzdmRF2+K5MHujfnnLweYuyXJei4hLZs/fx3H5BWHeOzGJgzrFIq3mxYjFBGRuqVWtQxAcevAggULGDZsGHFxcUybNo2kpCRGjhzJ3Llz8fPzu/pDAH9/f+bNm8cjjzzC8ePHmTVrFhs3bqRv377MmTOHwYMHV/ErEZGaIrieG/+4pz0r/9SPh3uGc+mEZAlp2byxeDdd313KG4t+IzHtyiuci0jttXfPHvbu2QMWdRMU+2GyWPSOrwpGTmdlT1Np2QPVZ/VLy8rjP7FHmLMhgXO5pdcjMJmgT4tARvYIZ0CrIBwcrjyV8e+pPusW1WfdovqsW+ypPivzWmtdNyERkarm7+XKy7e04pl+zZi7OYmZ6xNIPFPcImCxwKoDp1h14BRNAzx5qEc4w7uF4eGi/52KiEjtU+u6CYmIVBdvN2dG927Kqj/3Y9ojXenRtH6p84dPn2fc93vo8s5S3v1hD4dPZRkUqYiISMXoqywRkaswmUz0bxVE/1ZBHEzNZNaGBOZvOUZOQfFq5tn5RXy+5gifrzlCp8a+jOoVweC2Ibg46fsWkdrEbffu4o3sbOjc2dhgRKqJkgERkevQItibcUPa8tLNLZm29ghfbUrixLlc6/ltielsS9zB3913M7JHOA/3DCeonpuBEYvItWpy770XdzSkUuyEvrYSEakAH3dnXhgYSezL/Zn4QEd6twgodT4jp4DJKw4R/Y8V/OXrnew9fs6gSEVERC5PLQMiIpXg5OjAnR0acmeHhqSk5zBrQwLzNieRdr54dfP8IjPzthxj3pZjdG9Sn14hjkRHeBoctYiISDElAyIiNtLQ152Xb2nFSzdF8sOu43yyIp79qZnW8xuPnGHjEfhk42lu21vAHTc0pHfzAJwc1UgrIiLGUDIgImJjTo4ODLkhlDvaNyT20Glmrk9g2b5UaxfkvCILC7cns3B7Mn4eztzZoSH3dgmjbaiPsYGLiIjdUTIgIlJFHBxM9IkMpE9kIElnspm3JYn5m45yIuviQmZnswuYsT6BGesT6BLux5COodzZviE+Hs4GRi4iIvZCyYCISDUIq+/BSze3ZHCjInal5rLjrDM/7jpORk6B9ZotCWfZknCWv337Gx0b+zKgZRCD24XQPMjLwMhFRKQuUzIgIlKNTCYT7Ru4c3//KMYNacPyfSdZuO0YP+9OLXXd9sR0tiem89GvB2jfyIeHuoczsHUw9T1dDIpcRETqIiUDIiIGcXZ0YFCbBgxq04BjZ7NZtCOFxTtSSg06Bog7lsFfjsVhWgg9m/pzS9sG3NQ6mBAfd4MiFxGRukLJgIhIDdDIz4Nn+zfn2f7NSU7PYfm+k/yy+wRrD53GfGHgscUC6+LTWBefxt8X7aZNw3oMblucTLQI9jb2BYiISK2kZEBEpIYJ9XVnZI9wRvYI51RmHnM2JvBD3HEOnswqdd3ulHPsTjnHh78cIKy+O7e2CyGmVTCdw/1wdDAZFL1I7VUQGAiAs5M+Hon90LtdRKQGC/R25YWBkbwwMJIjp8/z02/HWbonlW2J6aWuSzqTw79XHebfqw7j7eZEv5ZBxLQKIrpFAAFersYEL1LLHFq1CoCoqCiDIxGpPkoGRERqiSYBnjzTrznP9GvO6aw8ftmdyk+/HWd9fBqFJX2JgMzcQr7bmcJ3O1MAaNXAmx5N/enfKoieTf1xcdIiZyIiUkzJgIhILRTg5cqD3RvzYPfGnM8rZOneVJbuPcnK/SfJzC0sde2+E5nsO5HJ9HVH8XBxpH+rIAa1acBNUcG4uzga9ApERKQmUDIgIlLLebo6MeSGUIbcEIrZbGFLwlmW7U1lzcHT7Dl+rtS12flF/BB3nB/ijuPq5EDfyEAGt2tAv8gg/DRtqYiI3VEyICJShzg4mOjWpD7dmtTnVeDM+XzWxZ8m9uBpft2TStr5fOu1eYVmftmTyi97itc4aBfqQ/+WgdzcpgFtQ30MegUixvFasaJ449AhuOMOY4MRqSZKBkRE6rD6ni7c3r4ht7dvyPhhFrYmnOWXPan8EHec5PScUtfuSs5gV3IGE5cfoqGPG/1bBdE3MpBezQPwctU/F1L3hT377MUdi+XyF4rUIfq/u4iInTCZTHSJqE+XiPq8OrgVcccyWLL7BCv2nWTfidILnaVk5DJnYyJzNiYC0KZhPXo29adXc396Ng3QWAMRkTpCyYCIiB0ymUx0CPOlQ5gvL9/SirSsPJbtPcmve1NZtf8U+UXmUteXrGnwn9gjOJigc7gf3Zv40znCj55N/XFzVnIgIlIbKRkQERH8vVy5r2sY93UNIye/iLWHTrPqwCnWHDzF0bTsUteaLbD56Fk2Hz0LgLNj8TiF7k386dXMnxvCfHFy1PSlIiK1gZIBEREpxd3FkYGtgxnYOhiAU5l5rD10mg2H04g9dJpjZ0uPNSgosrD2UBprD6Xxz1/BxcmBrhF+3BDmS7tQX7pG+OGvhc9ERGokJQMiInJFgd6u3NUxlLs6hgKQdCabtYdOs/noWTYcTiszEDm/0GxNDkpE+HsUJweNfGnfyId2oT7qWiQiUgMoGRARkesSVt+D4d0aM7xbYwAOncxkfXwa6+LT2HjkDGcumb60xNG0bI6mZfPtjhTrsdYh9egU7kubhj60behDVIi3uheJiFQzJQMiIlIpzYO8aR7kzcieEZjNFg6dymJrwlnijqWzPTG9zExFJfYcP1dqUTQXJwfaNqxHu1Af2jfypXO4H+H+HphMpup6KSIidkfJgIiI2IyDg4nIYG8ig7154ELLQVZeYXFykJTOruQMfkvOICUjt8y9+YVmtiWmsy0xHUgAwMvVidYN69E6pB5RId5EhdSjVYN6uDipBUFExBaUDIiISJXycnWib2QgfSMDrcdOZeax5egZdiVnsOf4OXYkpZOeXVDm3qy8QjYdOcOmI2esx0wmiAzypkWwF82DvGjb0IcbGvsSoEHKIiLXTcmAiIhUu0BvVwa3C2FwuxAALBYLiWey2Xksg10XuhftSs4gr9Bc5l6LBfanZrI/tXT3I39PF1qFeFtbJiKDvWgR7E09N+dqeU1S++W0bg2Au5ubwZGIVB8lAyIiYjiTyUS4vyfh/p7c2aEhAGazhcOns/gt+Rx7j59jf2omu1POcSozr9xnpJ3PLzOLEUCDem7WJKFpgCdRIfVo07CeBitLGUe//hqAqKgogyMRqT5KBkREpEZycDBZByeXTGsKkJaVx+6Ucxw8mcW+4+f4LaU4WbicE+dyOXEul5X7T1mPmUzQ8kILQvMgLyKDvWjVoB6N63vg4KAByyJiP5QMiIhIreLv5UqfyED6XDIGobDIzP7UTPYdz+RAaiYHT2Zx6GQWiWeyy32GxQL7TmSWmenI0cFEiyAva5JQ8tMs0AtHJQkiUgcpGRARkVrPydGBNg19aNPQp9Tx3IIi9p3IZP+Jc8SfOs/+E8VdjU5nld/VqMhsKTdJgOKF05oEeNI08GKCUJRbhI+ruhuJSO2lZEBEROosN2dHbgjz5YYw31LHT2XmsTslg0MXWhD2p2ZyMDWLrLzCyz6rZOG0FZd0NwJwdTQRHnCKxvU9Cff3ICLA05o4NKjnprEJtYjvvHnFGyEh8OSTxgYjUk2UDIiIiN0J9HalX8sg+rUMKnX8ZGYue1LOcehkFvGnsog/eZ6DJzM5W860pyXyiiwcSM3iQGpWmXMOJgjxcSciwIMIf0+aBBQPkg6r7054fU/cXRxt/tqk4kLefPPijpIBsRNKBkRERC4I8nYjqKVbmSQhI7uAQ6cuJAinsjiUmsXRtPMcPX2eIsvln2e2QHJ6DsnpOWVmOYLi6VAb1fegka87YfU9iPD3oPGFVoUAL1ec1aogIlVMyYCIiMhV+Hg40zncj87hfqWO7927l7TsQpz8GpKYls3h0+dJSDtPQlo2SWezycy9fLcjKJ4ONe18PjuT0succ3Qw0aCem7UVITzAg/D6njQN9KRxfQ88XfVPuIhUnv5PIiIiUgn+Hk5ENfWnR1P/Mucycws4ejqbw6ezOHK6OElIPJNN8tkcTpzLveJzi8wWa6vChsNnypz3dnMizM+DRn7uNPBxo6GvO2F+HsXJg78nPu5abE1Erk7JgIiISBXxdnOmXSMf2jXyKXMut6CI5PQcks5kc+xsDglp5zmalk1iWjYp6TlkXmEwM0BmbiF7jp9jz2XWWPBydaKRnzuhF7oghfq6E+rnTkNfdxr6uhHo5YrJpOlSReydkgEREREDuDk70iyweIrS8mTlFRYnCKezOZp2nqQz2dbWhZOZuZivMFah5P7LTZMKF7shhfi4EezjZt1u4FP83xAfdxrUc9MibCJ1nJIBERGRGsjL1anctRMA8gvNnMzMJeFCK0JKei4p6TkknS0eq5CSnkvRVbKFS7shXUmAlytB3q408HEj+ELC0OhCC0ODem4Eertq/IJILaa/XhERkVrGxcmBRn4eNPLzKPd8QZGZk5l5JKZlc+xsdvGH/rM5pGTkcDwjl+SzOeQVmq+prNNZeZzOyrtsdyQAN2cHguu54e/pQoCXKwHergRe+G/QhZ8QH3eC66lrkkhNo2RARESkjnF2dCgeI+DrDpQd2GyxWDiXW0jy2RyOZ+SQei6PE+dyOZ5ePLA59VwuKem5V1yE7VK5BWYS0rJJSMu+6rX+ni4E13OztjQEebsSeMlPgKcrIb5umlZVpJooGRAREbEzJpMJH3dnfNydad2wXrnXWCwW8grNHM/I5URGcYJwPKO4O1Jyeg4nMnKtrQZXG79wqZLpVK/U0gDg4eJIoLcr/p4uBHq7Ut/T1Zo4BF/onuTv6UKIj1Z5FqkMJQMiIiJShslkws3ZkSYBxSsnX47ZbOFsdj6p5/I4mZnLmfP5nMzMIy0rj9RzxcnCiXO5pGbkcj6/6JrLz84vuubWBjdnhwvJgSsBXq74uDsT4OWCn6dLqe5KDeq5Uc/dGcfLDIrO7NcPAG+v8gd1i9RFSqWrUkoKmEzX9lPesudPPnnt91+6hHqJO+649vunTi17f+fO137/d9+Vvb9hw2u/f+vWsvdf670mU/HvuqK/+/L6r27deu33NmxY9v7vvrv2+zt3Lnv/1KnW81GtWxPVuvXl77/jjrL3v/mm3ns19L1Xpj5/rwa99676o/de2ftr8HuvzM/vVfC95+Bgwt/LldZbV9GvVTDDOofxVL/mvHZ7GyY+2In/PdmT5X/qz+63B3Pgg7tYMfVJ/rdlGhOG38Crg1sxOroJQ25oSC+3XCJPJeCXnVE2tqvILTCTdCaHHUnpLN2byoJtx/j36sO8/9M+Xpq/k1FfbGLwhDV0fPtXmv31R1q/vIje/7ecOyfH8tj0zbw0byfjn/8Xc7L9WXLakSUH0tjSqDWHAsLIdPXAovdejXzvWV3m/3vl/vtZV/+/V16dXiO1DIiIiEi1cDEX0uRsCk3OHoEbQkufnLoZ3noWADMm0jx8OOXpx0kvP8661+OUlx8nPetz0suP1PBIzjSJ5FRWHunZBdcdR7bJiewzOSSduWQmJfcW0L9Fudc7movwP5+OX24m9bMzqJffmPoL4/D1cKGeW3ErRD3vCAJCW+GVl0NwVhoe+bk4mwsp56OvSI2iZEBERERqFAcsBGanE5idTutTR8pecPvtMKn423GLxcKZ8/mc+r9/cXLWXDLcvDjt6ctZd29Oefpxxt2Hk171SfPw4bSnL9ku7tcdT5GDIye9/TnpfWEwthnYlFT6osa3wEO3lDrknp+Lf3Y63nnZBGSnUy83C//sc9Q740392CP4ejjj6+FMfU9XPD0DCXL1xLUwH9eiAiURUm1MFovlOob9yLXau3cvAFFRUXZVttie6rNuUX3WLarP2sdisXAqK4+M7AJOZeaRdj6f01l5nD2fz6FjqWQXmClwdONcTiGnMvM4cz6f/KJrm4bVVtycHfD3dMXL1Yn6ni54ujrh51E84Nvzd8fqX5jOtZ6bM67ODrg5O1ZrrDWZPf19Vua1qmVARERE7IbJZCLI240gbzdaBHuXOnfq2YkABAYGluqbnZVXyNnz+ZzMzOVcTiFnzudzNjufczkFpJ3PJyOngDPn88nKKyQtq/h45jVOy1qe3ALzVReDuxx3Z0d83J3xcnOivocLHq6O+F6YOcrV2bG4NcLdBS+34mTCw8URDxcnArxccXN2wMPF6bIDrKVuUjIgIiIiAgR+8snFnUuSAS9XJ7xcnQirX/4ib+UpaYE4n1fEyXO5ZFxIHLJyCzmdlce53ALOni9OIs7nF1qTiczciicRADkFReQUFMGVZ269LAcT+Hq44ObkgI+HC77uzri7OOLn4YK3mxPebk74ebjg4VKcdPhe2A7wdsXD2RFPVydcnDQ/TW2iZEBERETExkpaIPDmilOz/p7FYiHtfD7ZeUWcysolK6+ItKw8MnMLrS0U5/OLSM/O58yFVom08/nkFhRVOpEAMFvgzPl8AFIyciv0DC9XJ9ycHfFydcTP0wV3Z0fquTnj5+mMq5Mj9dycihMOa0tFcauFv2dxYuHi5ICPuzNarbp6KBkQERERqSFMJhMBXq7gBY39r70lAqCwyExGTgHZ+UWczsojO7+I9OwCzmbnk19oJj2ngIzsfLLyijibnU92fiHnL2zn5BdxLreAgqLKDyXNyitOXE5nwdFrWCficrzdnHB1csDbrXigtYujA97WRMKhePyEhwuuTsXdm3wudHtydnSgnpszp7IKcXKE3IIijaW4AiUDIiIiInWAk6MD/l6u+MN1dWm6VGZuAbkF5gvjH/LIKSgq1YXp7Pl8cgqKk4z0nAJy8gtJO5/P+bxCsnILr2thuavHUkgmcDorv3IPmpeIi6ODdYC174WB2C5OxUmDj7szLk7Fi+yVdIFyvdBNytvNCRdHB+uK3SWtFnUpuVAyICIiIiIAeLs54+0Ggd6u19W9qURuQRG5F8YtnM4sThwyc4vHRuQVmjmXW0BGdgF5hWbOnM/nXG4BuQVFnD1fQFZeIXmFZjJy8m3SQnGp/CIz+UVmMnOLZ4mqLCeH4uTBzdmBeu7OeLk64ezoQHh9D14YGHndrTpGUjIgIiIiIjZR/AHZEV8gxOf613SA4nETuQVm8gvNZBcUz9CUV1g8JiI9uzh5yMor5Gx2PnkFZmtLRU5BEQVFZs7lFpKenc/5nDxyCy2cLzBj64n0C82WC92hSrdcbE04S16hmSkjOtm2wCqkZEBEREREagyTyYS7iyPuLo744FzhpKJk7v0WkS3JLzJTUGjhbHY+mbmF5BddbKXILzJbWydyCorILzRzNru4a1T+hdaM9OwC8gvNnM8vJCOn4IrJRW1qFQAlAyIiIiJShzk5OuDk6AAu4OPhXOnnFZktFFzodpSRXUBmbiEFRWbO5xXi6uxAp8Z+Noi6+igZEBERERG5Ro4OJhwdirtD1XOrfHJhNK0KISIiIiJip9QyICIiIgKcvfdeAPx8fY0NRKQaKRkQERERAU689RYAflFRBkciUn3UTUhERERExE4pGRARERERsVNKBkRERERE7JTGDIiIiIgADd54o3jD1xemTjU0FpHqomRAREREBPCbP//ijpIBsRO1Mhk4ceIEEyZMYM2aNaSnpxMUFERMTAxjxozBx8fnmp4xYMAAkpOTyz0XEBDA2rVrbRmyiIiIiEiNU+uSgcTERIYPH05aWhoxMTE0bdqUuLg4Zs6cyZo1a/jyyy/x87u2ZaC9vb0ZNWpUmeMeHh62DltEREREpMapdcnAW2+9RVpaGq+//jojR460Hh8/fjzTp0/n448/Zty4cdf0rHr16jF27NiqClVEREREpEarVbMJJSUlERsbS2hoKCNGjCh1buzYsXh4eLB48WKys7MNilBEREREpPaoVS0DGzZsACA6OhoHh9J5jJeXF506dSI2NpadO3fSs2fPqz4vPz+fRYsWcfz4cdzd3WnZsiVdu3bF0dGxSuIXEREREalJalUycPjwYQAiIiLKPR8eHk5sbCxHjhy5pmTg1KlT/OUvfyl1rFGjRowfP55u3bpVOt6cnBz27t1b6edUpFzAkLLF9lSfdYvqs25RfdYtUZdsq05rP3v6+8zJycHd3b1C99aqZCArKwsoHvhbnpLjmZmZV33WsGHD6Ny5My1atMDT05OkpCRmz57NvHnzeOKJJ5g7dy6tWrWyXfAiIiIiIjVMrUoGrsZisQBgMpmueu2YMWNK7UdGRjJu3Dg8PT354osvmDRpElOmTKlUPO7u7kRFRV39QhsryYCNKFtsT/VZt6g+6xbVZ92lOq397OnvszKtH7UqGfDy8gIu/81/SctByXUVMXz4cL744gu2bNlS4WcA5OXlYTab1U1IKk31WbeoPusW1WcdM2vWxW3Vaa1nT3+fOTk5ZcbTXqtalQw0bdoUgKNHj5Z7PiEhAYAmTZpUuAx/f3+ASs9IZOQg5Ir2GZOaSfVZt6g+6xbVZx3TubPREYgN2dPfp4ODQ4U/e9aqZKB79+4AxMbGYjabS2VAWVlZbNu2DTc3Nzp06FDhMrZv3w5AWFhYpWJt165dpe4XEREREalqtWqdgcaNGxMdHU1ycjJz5swpdW7SpElkZ2czZMgQ6wrCBQUFxMfHk5iYWOragwcPkp6eXub5ycnJvP322wDceeedVfMiRERERERqCJOlZNRtLZGYmMjw4cNJS0sjJiaGZs2asXPnTjZu3EhERARfffUVfn5+ABw7doyYmBhCQ0NZvny59RmTJk1i6tSpdO/enUaNGllnE1q5ciV5eXn07duXyZMn4+LiYtTLFBERERGpcrWqmxAUtw4sWLCAiRMnsmbNGlavXk1gYCAjR45kzJgx+Pr6XvUZ3bt358iRI+zZs4cdO3aQk5ODt7c3nTt3ZsiQIQwZMuSaZiQSEREREanNal3LgIiIiIiI2EatGjMgIiIiIiK2o2RARERERMROKRkQEREREbFTSgZEREREROyUkgERERERETulZEBERERExE4pGRARERERsVNKBkRERERE7JSSARERERERO+VkdABiOydOnGDChAmsWbOG9PR0goKCiImJYcyYMfj4+BgdXp2wZMkSNm/ezN69e9m3bx/nz5/njjvu4MMPP7zsPdu2bePTTz9l586d5OXl0bhxY+6++25GjhyJo6Njufd88803zJkzh/j4eBwcHGjdujWPPfYY/fv3L/f63Nxcpk6dyg8//EBKSgpeXl5069aN5557jmbNmpV7j72/X86ePcvSpUtZuXIlBw4cIDU1FWdnZyIjIxk2bBh33303Dg5lvy9RfdZcH3zwAb/99htHjx7l7NmzuLm50bBhQwYOHMiIESPw8/Mrc4/qs3b59ttvefnllwF45513uPfee8tcozqtmQYMGEBycnK55wICAli7dm2Z46rL6mGyWCwWo4OQyktMTGT48OGkpaURExND06ZNiYuLY+PGjTRp0oQvv/yy3H8I5foMGTKEffv24eHhQYMGDTh8+PAVk4GlS5fy3HPP4erqyuDBg/Hx8WHFihUcOXKEQYMGMXHixDL3/OMf/+CLL76gQYMGDBo0iIKCAn788UfS09P529/+xkMPPVTq+vz8fEaNGsW2bdto27YtPXr04MSJEyxZsgRnZ2dmzJhBhw4dSt2j9wt8+eWXvPnmmwQGBtK9e3caNmzI6dOn+fXXX8nMzGTQoEFMmDABk8lkvUf1WbO1bduW1q1b06xZM/z9/cnJyWHHjh389ttvBAUFMW/ePEJCQqzXqz5rl+PHj3PHHXdQVFREdnZ2ucmA6rTmGjBgAOfOnWPUqFFlznl4ePD444+XOqa6rEYWqRMee+wxS2RkpGXmzJmljr/33nuWyMhIy9/+9jeDIqtb1q9fbzly5IjFbDZbNmzYYImMjLS89NJL5V6bmZlp6dGjh6VNmzaWuLg46/Hc3FzL/fffb4mMjLR8//33pe7ZunWrJTIy0jJw4EBLenq69XhSUpKlW7dulrZt21qSkpJK3fPZZ59ZIiMjLWPHjrUUFRVZj//666+WyMhIy6233lrquMWi94vFYrGsW7fOsmzZsjK/m5MnT1r69u1riYyMtCxZssR6XPVZ8+Xm5pZ7/J///KclMjLS8sYbb1iPqT5rF7PZbBk1apQlJibG8v7771siIyMt8+bNK3WN6rRm69+/v6V///7XdK3qsnppzEAdkJSURGxsLKGhoYwYMaLUubFjx+Lh4cHixYvJzs42KMK6o0ePHkRERJT6tvhylixZwpkzZ7jtttto166d9birqyvPP/88UPzt9KW++uorAJ566qlSTY2NGjXiwQcfJD8/n4ULF1qPWywW6z1//vOfS3VrGThwIF26dOHQoUNs2rTJelzvl2I9e/ZkwIABZboCBQYGMnz4cIBSvzfVZ83n6upa7vHBgwcDkJCQYD2m+qxdZs6cyYYNGxg/fjweHh7lXqM6rTtUl9VLyUAdsGHDBgCio6PLfLDx8vKiU6dO5OTksHPnTiPCs1sl9dK7d+8y57p27Yq7uzvbt28nPz//mu7p06dPqWuguLkyJSWFiIgIwsLCrukevV+uzsmpeDjVpX1SVZ+11/LlywFo2bKl9Zjqs/aIj4/no48+4uGHH6Zr166XvU51WvPl5+ezaNEiPvvsM2bMmMGGDRsoKioqc53qsnopGagDDh8+DEBERES558PDwwE4cuRIdYUkXPx9l1cvTk5ONGrUiMLCQpKSkgDIzs4mNTUVDw8PgoKCytxTUo9Hjx4tU0aTJk3KjaG8e/R+ubLCwkIWLVoElP5HRfVZe/z3v/9l0qRJvPfeezz44INMmDCBli1b8uSTT1qvUX3WDoWFhfz5z38mJCSEP/7xj1e8VnVa8506dYq//OUvfPzxx7z33nuMGjWKm2++udS376C6rG6aTagOyMrKAsDb27vc8yXHMzMzqy0muXq9eHl5AXDu3DngYv1crR5Lrr/0npJnXe6eS+te75cr++ijjzhw4AB9+/YtlQyoPmuPL774gtOnT1v3e/fuzfvvv0/9+vWtx1SftcOUKVPYu3cv//vf/3Bzc7vitarTmm3YsGF07tyZFi1a4OnpSVJSErNnz2bevHk88cQTzJ07l1atWgGqy+qmlgE7YLkwYdS19HOX6ne99XI911sqMFmYPb9fZs6cyRdffEHTpk35v//7vwo9Q/VpvLVr17J//37Wrl3L5MmTSUpK4q677mL37t3X/SzVp3Hi4uL497//zaOPPkrHjh1t9lzVqTHGjBlDz549CQgIwN3dncjISMaNG8ejjz5Kbm4ukyZNuu5nqi5tQ8lAHVCS1V4uEy3JZC+X/UrVuNZ6Kfkm4WrfKJT3zUfJdsmzrlbG9cRlb++XOXPm8O6779K8eXNmzpyJr69vqfOqz9onICCAm266iS+++IL09HTr/PSg+qzpSroHRURE8MILL1zTParT2qlkwoYtW7ZYj6kuq5eSgTqgadOmQOl+bZcqmUHjcv3ipGqU/L7Lq5fCwkKOHTuGk5OTdeCSh4cHwcHBZGdnc/LkyTL3lNTjpX0VS8q4XP/E8u7R+6Ws6dOnM27cOCIjI5k5cyaBgYFlrlF91l6hoaE0b96cgwcPcubMGUD1WdNlZ2dz9OhR4uPjadeuHS1btrT+TJ48GYDXX3+dli1b8u677wKq09rK398foNQMPKrL6qVkoA7o3r07ALGxsZjN5lLnsrKy2LZtG25ubmUWzpCq1aNHDwDWrFlT5tzmzZvJycmhY8eOuLi4XNM9q1evLnUNQOPGjWnYsCFHjx61DqS62j16v5Q2depUxo8fT1RUFDNmzLD+w/R7qs/areQDQskMUarPms3FxYV77rmn3J/WrVsD0LlzZ+655x5rFyLVae20fft2gFIz+qguq5eSgTqgcePGREdHk5yczJw5c0qdmzRpEtnZ2QwZMuSyczNL1bjlllvw8/Pjhx9+YNeuXdbjeXl5TJgwAYAHHnig1D0lzaWfffYZGRkZ1uPHjh3jf//7Hy4uLgwbNsx63GQyWe/54IMPSv3PaenSpWzZsoXmzZvTrVs363G9Xy6aMmUKH330EW3atGH69OmlBpj+nuqzZouPj+fUqVNljpvNZj7++GPS0tLo2LGjdf5x1WfN5ubmxrvvvlvuz4ABAwAYOnQo7777LrfeeiugOq3JDh48SHp6epnjycnJvP322wDceeed1uOqy+plslRkhITUOL9fHrtZs2bs3LmTjRs3EhERwVdffVX7lseugZYuXcrSpUuB4inSYmNjCQsLo0uXLgD4+fmV6pd86XLqt956Kz4+Pixfvty6nPqECRPKDDR6//33mTZt2nUtp/7www+zfft22rZtS8+ePTl+/Ph1Laduj++Xb775hldeeQVHR0ceeuihcmeHCA0NLfWPh+qz5po+fToffPABXbp0oXHjxvj6+nL69Gk2b95MUlISgYGBTJ8+nebNm1vvUX3WTpMmTWLy5Mm888473HvvvaXOqU5rpkmTJjF16lS6d+9Oo0aNrLMJrVy5kry8PPr27cvkyZNLfdOvuqw+SgbqkOPHjzNx4kTWrFlDeno6gYGBxMTEMGbMmDKDIaViSv4RupzQ0FDrAkcltm7dymeffcaOHTvIy8sjPDycu+++m5EjR5Za1OpS33zzDbNnzyY+Ph6TyUSbNm14/PHH6d+/f7nX5+bmMnXqVL7//ntSUlLw8vKiW7duPPfcc6U+/FzK3t8vV6tLgG7dujFr1qxSx1SfNdOBAwf48ssv2bZtGydOnCAzMxN3d3ciIiLo168fI0eOLPf3oPqsfa6UDIDqtCbatGkTX331FXv27OH06dPk5OTg7e1NVFQUQ4YMYciQIeXOwKO6rB5KBkRERERE7JTGDIiIiIiI2CklAyIiIiIidkrJgIiIiIiInVIyICIiIiJip5QMiIiIiIjYKSUDIiIiIiJ2SsmAiIiIiIidUjIgIiIiImKnlAyIiIiIiNgpJQMiIiIiInZKyYCIiIiIiJ1SMiAiUoe98sortGzZkmPHjlVruceOHaNly5a88sor13xPQUEBEydO5Oabb6Zt27a0bNmSpUuXVmGUIiKiZEBERGqEadOmMWXKFIKCgnj88ccZM2YMTZo0qZayFy5cSMuWLVm4cGG1lCciUlM4GR2AiIgIwIoVK/Dw8OCLL77AxcXF6HBEROyCWgZERKRGOHnyJH5+fkoERESqkZIBEZEqcGmf+SNHjvDCCy/Qs2dPWrVqxcaNGwH47bffeOedd7jzzjvp1q0b7dq14+abb+b9998nIyOjzDMv7cqyYcMGRo4cSceOHenUqRNPPvkk8fHx1xzfvn376N27N506dWLt2rXW4+np6Xz00UcMHjyY9u3b07lzZ0aNGkVsbGy5z8nKymL8+PH06dOHdu3accsttzBt2jQsFss1x3LpuIbk5GRatmxJy5YtGTBgQKnrdu7cyXPPPceNN95I27Zt6du3L3//+99JTU0t88zr+d2OHDmSV199FYBXX33VWv6lYy2uNPZi48aNtGzZkkmTJpV5bsuWLcnPz2fy5MkMGjSItm3blhpHceLECcaNG0dMTAxt27ale/fuPPXUU8TFxZUpJysriylTpnD77bfTqVMnOnbsyMCBA3nhhRf47bffrvG3LSJSmroJiYhUocTERO677z4iIiK44447yM3NxcvLC4B58+axdOlSunbtSq9evSgqKmLPnj1MmzaN1atXM2/ePOu1l1q5ciXLli2jd+/eDB8+nPj4eFatWsWuXbv44YcfqF+//hVjWr9+PWPGjMHd3Z05c+YQFRUFQHJyMiNHjiQ5OZkuXbrQu3dvcnJyWLFiBaNHj2bcuHHcd9991ufk5+fzyCOPsGvXLlq1asUdd9xBZmYmn3zyCZs2bbrm39HAgQMJDQ1lxowZAIwaNQoAb29v6zULFizgb3/7Gy4uLgwYMIAGDRqQkJDA/PnzWb58OfPmzaNhw4bW66/ndzt06FC8vb1ZtmwZMTEx1t8HQL169a75dVzOc889x65du+jTpw8DBw7E398fgN27d/PYY4+RkZFBdHQ0N998M2fPnmXp0qU8+OCDTJkyhb59+wJgsVgYPXo027dvp2PHjtx77704Ojpy4sQJNm3aRJcuXWjbtm2lYxURO2QRERGbS0pKskRGRloiIyMtH330UbnXHDt2zFJYWFjm+Lx58yyRkZGWf//736WOL1iwwBIZGWmJioqyrFu3rtS5Dz/80BIZGWmZOnVqqeMvv/yyJTIy0pKUlGSxWCyWb7/91tKmTRvL4MGDLceOHSt17UMPPWRp2bKl5fvvvy91PCMjw3LnnXda2rVrZzl16pT1+KeffmqJjIy0jBkzxlJUVGQ9npiYaOnataslMjLS8vLLL1/uV1RG//79Lf379y9z/PDhw5Y2bdpYBg4caDlx4kSpc+vWrbO0atXK8swzz5Q6XtHf7YIFC8qN7fe/x0tt2LDBEhkZaZk4cWKp4w899JAlMjLScvvtt1vS0tJKnSsoKLAMHDjQ0rZtW8vGjRtLnTtx4oQlOjracuONN1ry8vIsFovFsm/fPktkZGSZ12mxWCxFRUWW9PT0cuMWEbkadRMSEalCAQEBjBkzptxzoaGhODo6ljl+zz334OXlddmuObfeeis9e/YsdazkG/tdu3ZdNpapU6fy8ssv0759e7788ktCQ0Ot5/bt28emTZu4+eabue2220rdV69ePcaOHUteXh4///yz9fjChQtxcHDgz3/+Mw4OF/85CQsLY+TIkZeN43p9+eWXFBQU8NprrxEcHFzqXM+ePRkwYAArVqwgKyvLeryiv9uq8Pzzz5dprVm5ciWJiYk89NBDdOvWrdS54OBgRo8ezalTp1i/fn2pc25ubmWe7+DggI+Pj+0DFxG7oG5CIiJVqFWrVpcdEFtQUMDcuXP54YcfiI+PJzMzE7PZbD1fXl94oNzuICEhIQDljjUAGD9+PEuXLmXQoEF88MEHuLq6ljq/fft2oLhf+u/7vgOcOXMGgMOHD1uvS0hIICQkhMaNG5e5/vcfcCtjx44dAGzatKncZCctLY2ioiKOHj1q/d1U9HdbFdq3b1/mWMlrSklJKff3ffToUQDi4+Pp27cvzZs3Jyoqiu+//57k5GRiYmLo3Lkzbdu21YBrEakUJQMiIlUoICDgsudefPFFfv31V8LCwoiJiSEgIMD6wW7GjBkUFBSUe195/didnIr/d37pB95LbdmyBYB+/fqVSQSgeOAwwNq1a0sNKP697OxsAOu38CX933/vSq/7epXE9t///veK15XEBhX/3VaFwMDAMsdKXtOSJUuueG/Ja3J0dGTGjBlMmTKFn3/+mQ8//BAAT09Phg4dyh//+Ec8PT1tG7iI2AUlAyIiVchkMpV7fNeuXfz666/06tWLqVOn4uzsbD1nNpv5z3/+Y9M4pkyZwl//+ldee+01CgsLSw0EhouDdV977TUefvjhqz6vZPBtWlpauedPnz5dyYjLlrV169ZyB1T/XlX8bkvqsaioqMy5zMzMa7r3UiW/708++YSYmJhrisHHx4e//vWv/PWvfyUhIYFNmzYxd+5cZs+ezblz5/jggw+u6TkiIpfSmAEREQMkJiYCMGDAgFIfVgHi4uLIzc21aXkNGjRg9uzZNGnShL///e/MmTOn1PkOHToAF1sQrsbLy4vw8HBSU1Otr+VS1zOb0NXccMMN1xVbRX63JWMeyvuwD1j75B8/frzMuSuN07ic6/19/154eDj33nsvs2fPxsPDg2XLllXoOSIiSgZERAxQMnj39x+a09LSGDduXJWUGRQUxOzZs4mMjGTcuHF88cUX1nPt2rWjS5cu/Prrr3z99dfl3r9///5SLQHDhg3DbDbz4YcfluqelJSUxKxZs2wW94gRI3B2dmb8+PEcOXKkzPn8/PxSH6or8rv18/MDyv+wDxf7/c+fP7/U8f379zNz5sxrfCUXxcTE0LhxY/73v/+xatWqcq/Zvn07OTk5QPHv9ODBg2WuycjIoKCgoNyBxSIi10LdhEREDNCuXTs6derEL7/8wvDhw+nUqRNpaWmsXr2aJk2aEBQUVCXl1q9fn5kzZ/L444/zj3/8g7y8PJ5++mkAPvroI0aNGsVrr73GrFmz6NChA97e3pw4cYIDBw5w4MAB5s6dax0n8Nhjj7F06VJ+/vlnhg4dSnR0NJmZmfz000906dKF5cuX2yTmZs2a8e677/Laa69x++2307t3byIiIigsLCQlJYWtW7fi5+dn7X9fkd/tDTfcgLu7OzNmzCAjI8P6GkeOHIm3tzcxMTFERETw/fffc+LECdq3b8/x48etaxP89NNP1/WanJ2dmTRpEqNHj+bJJ5+kY8eOREVF4ebmxokTJ9i1axdJSUnExsbi7u7O/v37efbZZ2nTpg2RkZEEBQVx5swZli1bRkFBAU888UTlf9EiYpeUDIiIGMDR0ZFPP/2Uf/3rX6xevZpZs2YRHBzMvffey9NPP11mek9b8vX1ZcaMGYwePZp//etf5OXl8cILL9CgQQMWLFjA7Nmz+eWXX/juu+8oKioiICCA5s2b89BDDxEZGWl9jouLC9OnT2fSpEn8+OOPzJw5k9DQUJ5++mluuukmmyUDAEOGDKFVq1ZMmzaNjRs3Ehsbi4eHB0FBQQwaNIjBgwdbr63I79bHx4eJEycyZcoUFi5caB24e+edd+Lt7Y2rqyvTp0/nH//4B+vWrWPXrl20aNGCjz76CB8fn+tOBqB4pqlFixYxbdo0Vq5caZ2qNTAwkNatWzN27Fhri0Xbtm35wx/+wKZNm1izZg0ZGRnUr1+fNm3aMHLkSOviZCIi18tksVzHmvEiIiIiIlJnaMyAiIiIiIidUjIgIiIiImKnlAyIiIiIiNgpJQMiIiIiInZKyYCIiIiIiJ1SMiAiIiIiYqeUDIiIiIiI2CklAyIiIiIidkrJgIiIiIiInVIyICIiIiJip5QMiIiIiIjYKSUDIiIiIiJ2SsmAiIiIiIidUjIgIiIiImKnlAyIiIiIiNgpJQMiIiIiInZKyYCIiIiIiJ36f818kz8QWJO6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 385
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 385
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_score_value = 0.532\n",
    "nb_feature_selected = 40000\n",
    "epi.pl.variability_features(scatac, log=None, min_score=min_score_value, nb_features=nb_feature_selected)\n",
    "epi.pl.variability_features(scatac, log='log10', min_score=min_score_value, nb_features=nb_feature_selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/seaborn/distributions.py:2557: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/seaborn/distributions.py:2557: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 391
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2.99 s, sys: 836 ms, total: 3.83 s\n",
      "Wall time: 4.25 s\n"
     ]
    }
   ],
   "source": [
    "%time epi.pp.select_var_feature(scatac, nb_features=nb_feature_selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 10006 × 40086\n",
       "    obs: 'cell_type', 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness', 'prop_shared_cells', 'variability_score'"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "scatac.layers['binary'] = scatac.X.astype(np.uint8).copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "epi.pp.normalize_total(scatac, target_sum=1e4)\n",
    "epi.pp.log1p(scatac)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Running UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: You’re trying to run this on 40086 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n",
      "         Falling back to preprocessing with `sc.pp.pca` and default params.\n"
     ]
    }
   ],
   "source": [
    "sc.pp.neighbors(scatac)\n",
    "sc.tl.umap(scatac)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1192: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 260,
       "width": 526
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(scatac, color=['cell_type'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "# Save the results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find common paired samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10000, 3999) (10000, 40086)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1094: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/aomidi/.conda/envs/multigrate/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n"
     ]
    }
   ],
   "source": [
    "com_index = set(scrna.obs.index) & set(scatac.obs.index)\n",
    "scrna = scrna[scrna.obs.index.isin(com_index)]\n",
    "scatac = scatac[scatac.obs.index.isin(com_index)]\n",
    "print(scrna.shape, scatac.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 240 ms, sys: 0 ns, total: 240 ms\n",
      "Wall time: 514 ms\n"
     ]
    }
   ],
   "source": [
    "%time scrna.write(DATA_DIR + 'expressions.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.52 s, sys: 856 ms, total: 2.38 s\n",
      "Wall time: 7.92 s\n"
     ]
    }
   ],
   "source": [
    "%time scatac.write_h5ad(DATA_DIR + 'peaks.h5ad')"
   ]
  }
 ],
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