{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "judicial-setting",
   "metadata": {},
   "outputs": [],
   "source": [
    "import episcanpy.api as epi\n",
    "import scanpy as sc\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "standing-indianapolis",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "brilliant-front",
   "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 = 3567 × 103293 \n",
       "    var: 'gene_ids', 'feature_types', 'genome'"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scdata1 = sc.read_10x_h5('../../pbmc-joint/ngs.sanger.ac.uk/scratch/project/team205/pbmc-joint/PBMCdual9478966-PBMCdual9466975/outs/filtered_feature_bc_matrix.h5', gex_only=False)\n",
    "scdata1.var_names_make_unique()\n",
    "scdata1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "undefined-december",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(View of AnnData object with n_obs × n_vars = 3567 × 36601 \n",
       "     var: 'gene_ids', 'feature_types', 'genome',\n",
       " View of AnnData object with n_obs × n_vars = 3567 × 66692 \n",
       "     var: 'gene_ids', 'feature_types', 'genome')"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna1 = scdata1[:, scdata1.var['feature_types'] == 'Gene Expression']\n",
    "scatac1 = scdata1[:, scdata1.var['feature_types'] == 'Peaks']\n",
    "scrna1, scatac1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "fiscal-phrase",
   "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 = 4388 × 102814 \n",
       "    var: 'gene_ids', 'feature_types', 'genome'"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scdata2 = sc.read_10x_h5('../../pbmc-joint/ngs.sanger.ac.uk/scratch/project/team205/pbmc-joint/PBMCdual9478967-PBMCdual9466976/outs/filtered_feature_bc_matrix.h5', gex_only=False)\n",
    "scdata2.var_names_make_unique()\n",
    "scdata2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "outdoor-canon",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(View of AnnData object with n_obs × n_vars = 4388 × 36601 \n",
       "     var: 'gene_ids', 'feature_types', 'genome',\n",
       " View of AnnData object with n_obs × n_vars = 4388 × 66213 \n",
       "     var: 'gene_ids', 'feature_types', 'genome')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna2 = scdata2[:, scdata2.var['feature_types'] == 'Gene Expression']\n",
    "scatac2 = scdata2[:, scdata2.var['feature_types'] == 'Peaks']\n",
    "scrna2, scatac2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "opened-float",
   "metadata": {},
   "source": [
    "# First batch"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "arranged-gregory",
   "metadata": {},
   "source": [
    "## Preprocess RNA-seq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "final-parcel",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 360x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.highest_expr_genes(scrna1, n_top=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "developing-niagara",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.obs` of view, making a copy.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 3518 × 22955 \n",
       "    obs: 'n_genes'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells'"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sc.pp.filter_cells(scrna1, min_genes=100)\n",
    "sc.pp.filter_genes(scrna1, min_cells=3)\n",
    "scrna1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "presidential-bottom",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 3518 × 22955 \n",
       "    obs: '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": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna1.var['mt'] = scrna1.var.index.str.startswith('MT-')  # annotate the group of mitochondrial genes as 'mt'\n",
    "sc.pp.calculate_qc_metrics(scrna1, qc_vars=['mt'], percent_top=None, inplace=True)\n",
    "scrna1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "paperback-shock",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      "... storing 'feature_types' as categorical\n",
      "... storing 'genome' as categorical\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 538.128x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(scrna1, 'n_genes_by_counts', jitter=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "supposed-compression",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 538.128x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(scrna1, 'total_counts', jitter=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "banned-gibraltar",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 538.128x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(scrna1, 'pct_counts_mt', jitter=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "engaging-radical",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: 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": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 487.93x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.scatter(scrna1, x='total_counts', y='pct_counts_mt')\n",
    "sc.pl.scatter(scrna1, x='total_counts', y='n_genes_by_counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "mechanical-invention",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fcdec804390>"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"log1p_total_counts\", \"log1p_n_genes_by_counts\", data=scrna1.obs, kind='hex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "oriented-joining",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 3475 × 22955 \n",
       "    obs: '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": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna1 = scrna1[scrna1.obs.n_genes_by_counts < 6000, :]\n",
    "scrna1 = scrna1[scrna1.obs.pct_counts_mt < 25, :]\n",
    "scrna1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "id": "unlike-smoke",
   "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>Cell type</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cell</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ds1_AAACAGCCATTGTGCA-1</th>\n",
       "      <td>cDC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds1_AAACATGCAAGACTCC-1</th>\n",
       "      <td>NK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds1_AAACATGCAATATACC-1</th>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds1_AAACCGAAGCCTGGTA-1</th>\n",
       "      <td>CD16 Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds1_AAACCGAAGGAGGTTA-1</th>\n",
       "      <td>CD4 Naive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Cell type\n",
       "Cell                                      \n",
       "ds1_AAACAGCCATTGTGCA-1                 cDC\n",
       "ds1_AAACATGCAAGACTCC-1                  NK\n",
       "ds1_AAACATGCAATATACC-1  CD14 IL1B Monocyte\n",
       "ds1_AAACCGAAGCCTGGTA-1       CD16 Monocyte\n",
       "ds1_AAACCGAAGGAGGTTA-1           CD4 Naive"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rna_meta = pd.read_csv('../data/new-data-2020/PBMC_RNA_Meta.csv', index_col=0)\n",
    "rna_meta.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "bibliographic-herald",
   "metadata": {},
   "outputs": [],
   "source": [
    "rna_meta = rna_meta.rename(columns={\"Cell type\": \"cell_type\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "electronic-activation",
   "metadata": {
    "scrolled": true
   },
   "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>cell_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACAGCCATTGTGCA-1</th>\n",
       "      <td>cDC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATGCAAGACTCC-1</th>\n",
       "      <td>NK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATGCAATATACC-1</th>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGAAGCCTGGTA-1</th>\n",
       "      <td>CD16 Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGAAGGAGGTTA-1</th>\n",
       "      <td>CD4 Naive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             cell_type\n",
       "AAACAGCCATTGTGCA-1                 cDC\n",
       "AAACATGCAAGACTCC-1                  NK\n",
       "AAACATGCAATATACC-1  CD14 IL1B Monocyte\n",
       "AAACCGAAGCCTGGTA-1       CD16 Monocyte\n",
       "AAACCGAAGGAGGTTA-1           CD4 Naive"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rna_meta1 = rna_meta[rna_meta.index.str.startswith('ds1_')]\n",
    "rna_meta1.index = [name[4:]for name in rna_meta1.index]\n",
    "rna_meta1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "industrial-corps",
   "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>n_genes</th>\n",
       "      <th>n_genes_by_counts</th>\n",
       "      <th>log1p_n_genes_by_counts</th>\n",
       "      <th>total_counts</th>\n",
       "      <th>log1p_total_counts</th>\n",
       "      <th>total_counts_mt</th>\n",
       "      <th>log1p_total_counts_mt</th>\n",
       "      <th>pct_counts_mt</th>\n",
       "      <th>cell_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACAGCCATTGTGCA-1</th>\n",
       "      <td>2283</td>\n",
       "      <td>2278</td>\n",
       "      <td>7.731492</td>\n",
       "      <td>5325.0</td>\n",
       "      <td>8.580356</td>\n",
       "      <td>889.0</td>\n",
       "      <td>6.791222</td>\n",
       "      <td>16.694836</td>\n",
       "      <td>cDC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATGCAAGACTCC-1</th>\n",
       "      <td>1636</td>\n",
       "      <td>1634</td>\n",
       "      <td>7.399398</td>\n",
       "      <td>2788.0</td>\n",
       "      <td>7.933438</td>\n",
       "      <td>238.0</td>\n",
       "      <td>5.476463</td>\n",
       "      <td>8.536586</td>\n",
       "      <td>NK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATGCAATATACC-1</th>\n",
       "      <td>1556</td>\n",
       "      <td>1553</td>\n",
       "      <td>7.348588</td>\n",
       "      <td>3037.0</td>\n",
       "      <td>8.018954</td>\n",
       "      <td>363.0</td>\n",
       "      <td>5.897154</td>\n",
       "      <td>11.952585</td>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGAAGCCTGGTA-1</th>\n",
       "      <td>2047</td>\n",
       "      <td>2046</td>\n",
       "      <td>7.624131</td>\n",
       "      <td>4592.0</td>\n",
       "      <td>8.432289</td>\n",
       "      <td>674.0</td>\n",
       "      <td>6.514713</td>\n",
       "      <td>14.677700</td>\n",
       "      <td>CD16 Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGAAGGAGGTTA-1</th>\n",
       "      <td>1442</td>\n",
       "      <td>1442</td>\n",
       "      <td>7.274480</td>\n",
       "      <td>2561.0</td>\n",
       "      <td>7.848544</td>\n",
       "      <td>266.0</td>\n",
       "      <td>5.587249</td>\n",
       "      <td>10.386567</td>\n",
       "      <td>CD4 Naive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTCCCATTATGAC-1</th>\n",
       "      <td>1180</td>\n",
       "      <td>1180</td>\n",
       "      <td>7.074117</td>\n",
       "      <td>2056.0</td>\n",
       "      <td>7.629004</td>\n",
       "      <td>266.0</td>\n",
       "      <td>5.587249</td>\n",
       "      <td>12.937742</td>\n",
       "      <td>MAIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTGAAGTTTGGTA-1</th>\n",
       "      <td>1158</td>\n",
       "      <td>1156</td>\n",
       "      <td>7.053586</td>\n",
       "      <td>1890.0</td>\n",
       "      <td>7.544861</td>\n",
       "      <td>182.0</td>\n",
       "      <td>5.209486</td>\n",
       "      <td>9.629629</td>\n",
       "      <td>CD8 Naive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTGGCATGCTATG-1</th>\n",
       "      <td>1263</td>\n",
       "      <td>1262</td>\n",
       "      <td>7.141245</td>\n",
       "      <td>2249.0</td>\n",
       "      <td>7.718686</td>\n",
       "      <td>272.0</td>\n",
       "      <td>5.609472</td>\n",
       "      <td>12.094264</td>\n",
       "      <td>Bcell Naive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTGTTCACATTGA-1</th>\n",
       "      <td>1238</td>\n",
       "      <td>1238</td>\n",
       "      <td>7.122060</td>\n",
       "      <td>2123.0</td>\n",
       "      <td>7.661057</td>\n",
       "      <td>183.0</td>\n",
       "      <td>5.214936</td>\n",
       "      <td>8.619878</td>\n",
       "      <td>CD8 Naive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTTGGTCCTTAGT-1</th>\n",
       "      <td>1032</td>\n",
       "      <td>1032</td>\n",
       "      <td>6.940222</td>\n",
       "      <td>1750.0</td>\n",
       "      <td>7.467942</td>\n",
       "      <td>177.0</td>\n",
       "      <td>5.181784</td>\n",
       "      <td>10.114285</td>\n",
       "      <td>CD4 Naive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3475 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    n_genes  n_genes_by_counts  log1p_n_genes_by_counts  \\\n",
       "AAACAGCCATTGTGCA-1     2283               2278                 7.731492   \n",
       "AAACATGCAAGACTCC-1     1636               1634                 7.399398   \n",
       "AAACATGCAATATACC-1     1556               1553                 7.348588   \n",
       "AAACCGAAGCCTGGTA-1     2047               2046                 7.624131   \n",
       "AAACCGAAGGAGGTTA-1     1442               1442                 7.274480   \n",
       "...                     ...                ...                      ...   \n",
       "TTTGTCCCATTATGAC-1     1180               1180                 7.074117   \n",
       "TTTGTGAAGTTTGGTA-1     1158               1156                 7.053586   \n",
       "TTTGTGGCATGCTATG-1     1263               1262                 7.141245   \n",
       "TTTGTGTTCACATTGA-1     1238               1238                 7.122060   \n",
       "TTTGTTGGTCCTTAGT-1     1032               1032                 6.940222   \n",
       "\n",
       "                    total_counts  log1p_total_counts  total_counts_mt  \\\n",
       "AAACAGCCATTGTGCA-1        5325.0            8.580356            889.0   \n",
       "AAACATGCAAGACTCC-1        2788.0            7.933438            238.0   \n",
       "AAACATGCAATATACC-1        3037.0            8.018954            363.0   \n",
       "AAACCGAAGCCTGGTA-1        4592.0            8.432289            674.0   \n",
       "AAACCGAAGGAGGTTA-1        2561.0            7.848544            266.0   \n",
       "...                          ...                 ...              ...   \n",
       "TTTGTCCCATTATGAC-1        2056.0            7.629004            266.0   \n",
       "TTTGTGAAGTTTGGTA-1        1890.0            7.544861            182.0   \n",
       "TTTGTGGCATGCTATG-1        2249.0            7.718686            272.0   \n",
       "TTTGTGTTCACATTGA-1        2123.0            7.661057            183.0   \n",
       "TTTGTTGGTCCTTAGT-1        1750.0            7.467942            177.0   \n",
       "\n",
       "                    log1p_total_counts_mt  pct_counts_mt           cell_type  \n",
       "AAACAGCCATTGTGCA-1               6.791222      16.694836                 cDC  \n",
       "AAACATGCAAGACTCC-1               5.476463       8.536586                  NK  \n",
       "AAACATGCAATATACC-1               5.897154      11.952585  CD14 IL1B Monocyte  \n",
       "AAACCGAAGCCTGGTA-1               6.514713      14.677700       CD16 Monocyte  \n",
       "AAACCGAAGGAGGTTA-1               5.587249      10.386567           CD4 Naive  \n",
       "...                                   ...            ...                 ...  \n",
       "TTTGTCCCATTATGAC-1               5.587249      12.937742                MAIT  \n",
       "TTTGTGAAGTTTGGTA-1               5.209486       9.629629           CD8 Naive  \n",
       "TTTGTGGCATGCTATG-1               5.609472      12.094264         Bcell Naive  \n",
       "TTTGTGTTCACATTGA-1               5.214936       8.619878           CD8 Naive  \n",
       "TTTGTTGGTCCTTAGT-1               5.181784      10.114285           CD4 Naive  \n",
       "\n",
       "[3475 rows x 9 columns]"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna1.obs = scrna1.obs.join(rna_meta1)\n",
    "scrna1.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "voluntary-fifth",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    }
   ],
   "source": [
    "scrna1 = scrna1[~scrna1.obs['cell_type'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "clinical-poison",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 2863 × 22955 \n",
       "    obs: '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', 'cell_type'\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": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "received-character",
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna1.raw = scrna1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "independent-flavor",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.normalize_total(scrna1, target_sum=1e4)\n",
    "sc.pp.log1p(scrna1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "personalized-transparency",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.tl.pca(scrna1, random_state=0, svd_solver='arpack', n_comps=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "junior-composite",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEbCAYAAADajfNFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3X1ck+X+B/APMME0RcQcakQnpJJ8CI8ooogMARWVB8EsSy3NElRAs6zURM2THQrFOueXKdYpf6X+UispPfiIx6fSHsigJBRDHsYREfCBzY3r94djL8eGbG4wNj/v14vXi9377tp1ces+u6/d9zUHIYQAERHd9Ryt3QEiImobGAhERASAgUBERBoMBCIiAsBAICIiDQYCEREBYCDQXeDkyZOIiIiwdjcsbubMmdixY4e1u0F2xIHXIRC1fevWrcP58+eRlpZm7a6QHeMRAtk1lUpl7S40yxb6SHcHBgK1OevXr8e8efN0tq1cuRIrV64EAHzxxRcYM2YM/Pz8EBoais8//1xbd+LECYwYMQLr16/HsGHD8Oqrr2q33dr+qFGj4Ofnh7FjxyI7O1t73/bt2/Hkk09i9erV8Pf3h0wmw6FDh7T3X758Ga+++iqGDx8Of39/JCQkaO87cOAAoqKiMGjQIEyePBm//fZbk2N85JFHsHnzZoSHhyM8PFw7xuDgYAwcOBCxsbE4efIkACAnJwcffPABvv32W/j5+WHChAkAgGeeeQbbtm0DANTX1+Mf//gHQkJCMHToULz88suora017Q9PJIjamAsXLoj+/fuL2tpaIYQQKpVKDBs2TPz4449CCCEOHDggzp8/L+rr68WJEydE//79xenTp4UQQhw/flz06dNHvP3220KhUIjr16+L48ePi6CgIG3733zzjSgvLxdqtVpkZWWJAQMGCLlcLoQQ4osvvhC+vr5iy5YtQqVSic2bN4thw4aJ+vp6IYQQzz//vEhKShKXL18WSqVSnDhxQgghxK+//ioCAgLETz/9JFQqldi+fbsICQkRCoXC4BgffvhhMX36dFFVVSWuX78uhBBi586d4tKlS+LGjRti48aNIjAwUNTV1QkhhMjIyBALFizQaePpp58WW7duFUIIsW3bNjFq1Cjx559/iitXrojExETx0ksvmb8z6K7CIwRqc3r16gVfX1/s3bsXAHD8+HG0b98ejz/+OABg5MiReOCBB+Dg4IDBgwdj2LBh2nfTAODo6Ih58+bB2dkZ7du312t/zJgxkEqlcHR0xNixY+Hl5YXc3Fzt/T179sSkSZPg5OSEmJgY/Pe//8XFixdRUVGBnJwcpKamwtXVFe3atcPgwYMBAFu2bMETTzyBAQMGaB/Xrl07/PTTT02Oc9asWejSpYu2j1FRUXBzc4NEIsFzzz0HpVKJc+fOGfU3+/rrrzF9+nR4enqiY8eOmD9/Pr755htOR5FJJNbuAJEh48aNw65duxAdHY1du3Zh3Lhx2vsOHTqE999/H0VFRaivr0ddXR0efvhh7f1ubm5wcXFpsu2dO3di06ZNKCkpAQBcu3YNVVVV2vu7deum/f2ee+7R1lRXV8PV1RWurq56bZaWlmLnzp349NNPtdtu3LiBioqKJvvRo0cPndsbN27E//3f/6GiogIODg64cuWKTr9up6KiAr169dLe7tWrF1QqFSorKyGVSo1qg4iBQG3SmDFjsHr1apSXlyM7OxtbtmwBACiVSsybNw+rV69GaGgo2rVrh4SEBIhbTpZzcHBost2SkhIsXrwYH330Efz8/ODk5ISoqCij+uTh4YHq6mrU1NSgc+fOOvf16NEDL774ImbPnm30GG/t58mTJ7FhwwZ89NFH8PHxgaOjI/z9/bXjut2YAKB79+7agANuBpREIoG7u7vR/SHilBG1SV27dsXgwYPx6quv4v7774e3tzeAm4GgVCrRtWtXSCQSHDp0CEeOHDG63evXr8PBwQFdu3YFcPMD6oKCAqMe2717d4wYMQKpqamorq7GjRs38P333wMA4uPj8fnnn+Pnn3+GEALXrl3DwYMHceXKFaPavnr1KpycnNC1a1eoVCq89957Oo91d3dHSUkJ6uvrDT5+3Lhx+Pjjj1FcXIyrV68iPT0dY8aMgUTC93xkPAYCtVnjxo3D0aNHdaaL7r33XixevBjJycnw9/fHrl27IJPJjG6zd+/eeO655zB58mQEBgbizJkzGDhwoNGPf/vttyGRSDBmzBgEBgbi448/BgD069cPK1aswPLly+Hv74/w8HBs377d6HaHDx+OoKAgREREQCaTwcXFRWdKafTo0QCAIUOGICYmRu/xEydOxIQJE/D0008jNDQUzs7OWLJkidHPTwTwwjQiItLgEQIREQFgIBARkQYDgYiIANh4IDQsZUBEROaziQ+VMzMz9bYJIZCeno7Tp09boUdERPanzZ2k/NNPP+ldZbpw4UIsXLhQ5+KjGzduQKlUIj8/v7W72KIUCsVtr7K1RfY4JoDjsiX2OCbA+HEpFArt0i+30+YCwcXFBX369NHZNnnyZDz77LM6l+Dn5+dDIpHo1dq6/Px8jslGcFy2wx7HBBg/LmPfOLe5QDDk/fffN7j9tddea+WeEBHZL5v4UDklJQWHDx/W2Xby5EmkpKRYqUdERPbHJgLh1KlTCAoK0tk2aNAgnDp1yko9IiKyPzYRCE2t9NjcCpBERGQ8mwiE6OhozJ49G+fOncP169dRWFiIZcuWITo62tpdIyKyGzbxoXJiYiK2bt0Kb29vODs7Y8qUKQgNDcWsWbOs3TUiIrthE4HwxBNPIDAwELt378ahQ4dQU1Oj95kCERGZxyYCobq6GgsXLgQAhIeHIzQ01Mo9IiKyPzYRCGfPnsXSpUsB3FyyorCwEOvWrUO3bt2wfPlyK/eOiMg+2EQgNHwrVYNRo0bh/Pnz8PLyslKPiIjsj00EQnBwsN42e70UnYjIWmzitFMiImp5DAQiIgLAQCAiIg0GAhERAWAgEBGRBgOBiIgAMBCIiEjDqEDIyclBREQEwsLCsH79er37lUolkpOTERYWhvj4eFy4cAEAcOHCBfTv3x9RUVGIiorSXm1MRERtT7MXpqnVaixfvhybNm2CVCpFXFwcZDIZevfura3Ztm0bOnfujOzsbGRlZSEtLQ1r1qwBADzwwAP48ssvW24ERERkEc0eIeTm5sLLywuenp5wdnZGZGQk9u3bp1Ozf/9+xMTEAAAiIiJw7NgxCCFapsdERNQimg0EuVwODw8P7W2pVAq5XK5X06NHDwCARCJBp06dUFVVBeDmtFF0dDSefvppnDx50pJ9JyIiC2rRtYy6d++OAwcOwM3NDadPn0ZiYiKysrJw7733NvkYhUKB/Pz8Ztuuq6szqs7W2OO47HFMAMdlS+xxTIDlx9VsIEilUpSXl2tvy+VySKVSvZqysjJ4eHhApVKhtrYWbm5ucHBwgLOzMwCgb9++eOCBB3Du3Dn069evyedzcXExatE6e13czh7HZY9jAjguW2KPYwKMH5exodHslFG/fv1QVFSE4uJiKJVKZGVlQSaT6dTIZDLs2LEDALBnzx4EBATAwcEBly5dglqtBgAUFxejqKgInp6eRnWMiIhaV7NHCBKJBEuXLsXMmTOhVqsxceJE+Pj4YO3atejbty9CQ0MRFxeHhQsXIiwsDK6urkhPTwcAfP/998jIyIBEIoGjoyNSU1PRpUuXFh8UERGZzqjPEIKDg/W+kyApKUn7u4uLCzIyMvQeFxERgYiICDO7SERErYFXKhMREQAGAhERaTAQiIgIAAOBiIg0GAhERASAgUBERBoMBCIiAsBAICIiDQYCEREBYCAQEZEGA4GIiAAwEIiISIOBQEREABgIRESkwUAgIiIADAQiItJgIBAREQAGAhERaTAQiIgIAAOBiIg0GAhERASAgUBERBoMBCIiAsBAICIiDQYCEREBYCAQEZEGA4GIiAAwEIiISIOBQEREABgIRESkwUAgIiIADAQiItIwKhBycnIQERGBsLAwrF+/Xu9+pVKJ5ORkhIWFIT4+HhcuXNC5v7S0FH5+fti4caNlek1ERBbXbCCo1WosX74cGzZsQFZWFnbt2oU//vhDp2bbtm3o3LkzsrOzMX36dKSlpenc/9ZbbyEoKMiyPSciIotqNhByc3Ph5eUFT09PODs7IzIyEvv27dOp2b9/P2JiYgAAEREROHbsGIQQAIC9e/eiV69e8PHxaYHuExGRpUiaK5DL5fDw8NDelkqlyM3N1avp0aPHzQYlEnTq1AlVVVVwcXHBhx9+iMzMTGRmZhrVIYVCgfz8/Gbr6urqjKqzNfY4LnscE8Bx2RJ7HBNg+XE1GwjmeO+99zBt2jR07NjR6Me4uLigT58+zdbl5+cbVWdr7HFc9jgmgOOyJfY4JsD4cRkbGs0GglQqRXl5ufa2XC6HVCrVqykrK4OHhwdUKhVqa2vh5uaGn3/+GXv27EFaWhpqamrg6OgIFxcXPP3000Z1joiIWk+zgdCvXz8UFRWhuLgYUqkUWVlZeOedd3RqZDIZduzYAT8/P+zZswcBAQFwcHDA//7v/2pr1q1bhw4dOjAMiIjaqGYDQSKRYOnSpZg5cybUajUmTpwIHx8frF27Fn379kVoaCji4uKwcOFChIWFwdXVFenp6a3RdyIisiCjPkMIDg5GcHCwzrakpCTt7y4uLsjIyLhtG3Pnzr2D7hERUWvhlcpERASAgUBERBoMBCIiAsBAICIiDQYCEREBYCAQEZEGA4GIiAAwEIiISIOBQEREABgIRESkwUAgIiIADAQiItJgIBAREQAGAhERaTAQiIgIAAOBiIg0GAhERASAgUBERBoMBCIiAsBAICIiDQYCEREBYCAQEZEGA4GIiAAwEIiISIOBQEREABgIRESkwUAgIiIADAQiItJgIBAREQAGAhERaTAQiIgIgJGBkJOTg4iICISFhWH9+vV69yuVSiQnJyMsLAzx8fG4cOECACA3NxdRUVGIiorChAkTkJ2dbdneExGRxUiaK1Cr1Vi+fDk2bdoEqVSKuLg4yGQy9O7dW1uzbds2dO7cGdnZ2cjKykJaWhrWrFkDHx8ffPHFF5BIJKioqEBUVBRCQkIgkTT7tERE1MqaPULIzc2Fl5cXPD094ezsjMjISOzbt0+nZv/+/YiJiQEARERE4NixYxBC4J577tG++CsUCjg4OLTAEIiIyBKaDQS5XA4PDw/tbalUCrlcrlfTo0cPAIBEIkGnTp1QVVUFAPj5558RGRmJCRMmIDU1lUcHRERtVIu/Og8YMABZWVkoLCzEK6+8ghEjRsDFxaXJeoVCgfz8/GbbraurM6rO1tjjuOxxTADHZUvscUyA5cfVbCBIpVKUl5drb8vlckilUr2asrIyeHh4QKVSoba2Fm5ubjo13t7e6NChA86cOYN+/fo1+XwuLi7o06dPsx3Pz883qs7W2OO47HFMAMdlS+xxTIDx4zI2NJqdMurXrx+KiopQXFwMpVKJrKwsyGQynRqZTIYdO3YAAPbs2YOAgAA4ODiguLgYKpUKAFBSUoKzZ8+iV69eRnWMiIhaV7NHCBKJBEuXLsXMmTOhVqsxceJE+Pj4YO3atejbty9CQ0MRFxeHhQsXIiwsDK6urkhPTwcAnDp1Ch9++CEkEgkcHR2xbNkydO3atcUHRUREpjPqM4Tg4GAEBwfrbEtKStL+7uLigoyMDL3HRUdHIzo62swuEhFRa+CVykREBICBQEREGgwEIiICwEAgIiINBgIREQFgIBARkQYDgYiIADAQiIhIg4FAREQAGAhERKTBQCAiIgAMBCIi0mAgEBERAAYCERFpMBCIiAgAA4GIiDQYCEREBICBQEREGgwEIiICwEAgIiINBgIREQFgIBARkQYDgYiIADAQiIhIg4FAREQAGAhERKTBQCAiIgAMBCIi0mAgEBERAAYCERFpMBCIiAiAkYGQk5ODiIgIhIWFYf369Xr3K5VKJCcnIywsDPHx8bhw4QIA4MiRI4iNjcX48eMRGxuLY8eOWbb3RERkMc0GglqtxvLly7FhwwZkZWVh165d+OOPP3Rqtm3bhs6dOyM7OxvTp09HWloaAMDNzQ3//Oc/8fXXX+Ott97Cyy+/3DKjICIiszUbCLm5ufDy8oKnpyecnZ0RGRmJffv26dTs378fMTExAICIiAgcO3YMQgj4+vpCKpUCAHx8fKBQKKBUKltgGEREZK5mA0Eul8PDw0N7WyqVQi6X69X06NEDACCRSNCpUydUVVXp1OzZswe+vr5wdna2RL+JiMjCJK3xJAUFBUhLS0NmZmaztQqFAvn5+c3W1dXVGVVna+xxXPY4JoDjsiX2OCbA8uNqNhCkUinKy8u1t+VyuXYa6NaasrIyeHh4QKVSoba2Fm5ubgCA8vJyzJkzB6tXr8YDDzzQbIdcXFzQp0+fZuvy8/ONqrM19jguexwTwHHZEnscE2D8uIwNjWanjPr164eioiIUFxdDqVQiKysLMplMp0Ymk2HHjh0Abk4NBQQEwMHBATU1NZg1axYWLFiAv/71r0Z1iIiIrKPZQJBIJFi6dClmzpyJsWPHYsyYMfDx8cHatWu1Hy7HxcXh8uXLCAsLw6ZNm/DSSy8BAD799FP8+eefeP/99xEVFYWoqChUVla27IiIiOiOGPUZQnBwMIKDg3W2JSUlaX93cXFBRkaG3uMSEhKQkJBgZheJiKg18EplIiICwEAgIiINBgIREQFgIBARkQYDgYiIADAQiIhIg4FAREQA7DAQSktL8dJLL2HRokU4d+6cdntqaqoVe0VE1PbZXSBMmzYNY8aMwZgxYzBr1ixs3rwZAHDo0CEr94yIqG1rldVOW5NCoUBoaCgAICgoCAsWLMAPP/wAtVpt5Z4REbVtdneE0KVLF5w/fx4A4OjoiPT0dPj6+uLEiRNW7hkRUdtmd4Hw1VdfwcvLS2fbjBkzUFdXZ6UeERHZBrsLhJSUFBw+fFhn2+HDh5GSkmKlHhER2Qa7C4RTp04hKChIZ1tQUBBOnTplpR4REdkGuwsEBwcHo7cXFBRg7ty5+PDDD/HLL78gOjoaTz31FH7//feW7iYRUZtjd4EQHR2N2bNn49y5c7h+/ToKCwvx4osvIjo6Wq92xowZmDRpEnr16oWYmBi88cYbSE1NRWJiohV6TkRkXXZ32mliYiK2bt0Kb29vODs7Y8qUKYiPj8fo0aP1ah0dHbXTS3/729/g5+cHABBCtGqfiYjaArsLhCeeeAKBgYHYvXs3Dh06hJqaGoNhAABSqRRqtRpOTk7Yv38/AEClUqG+vr41u0xE1CbYXSBUV1dj4cKFAIDw8HDtRWqGbNmyRft7u3btANz8Dundu3e3bCeJiNoguwuEs2fPYunSpQBuTv0UFhZqby9fvlynNiUlBbGxsTpnJR0+fBjbt29Henp663WaiKgNsLtA+Pjjj3Vujxo1qsnaU6dO6b3wBwUF4fXXX2+RvhERtWV2FwjBwcFG15pyiioRkb2zu9NOTWHKKapERPbO7o4QTGHKKapERPburg4EU05RJSKyd3d1IJhyiioRkb27qwPBlFNUiYjs3V0dCKacokpEZO/u6kAw5RRVIiJ7d1efdmqss2fP6vwUFhYiPDwcZ8+etXbXiIgs5q4+QjBW3759ERAQgAcffBDAzc8b8vLysHLlSmRmZlq3c0REFmLUEUJOTg4iIiIQFhaG9evX692vVCqRnJyMsLAwxMfH48KFCwCAqqoqPPPMM/Dz87PpD2kLCwsxePBgtG/fHgsXLsSmTZvQr18/hgER2ZVmjxDUajWWL1+OTZs2QSqVIi4uDjKZDL1799bWbNu2DZ07d0Z2djaysrKQlpaGNWvWwMXFBUlJSSgoKEBBQUGLDqQl9ejRA2+99RYqKyuxZs0aFBcXo6amxtrdIiKyqGYDITc3F15eXvD09AQAREZGYt++fTqBsH//fsyZMwcAEBERgeXLl0MIgQ4dOmDQoEH4888/W6j7rcvd3R0rVqxAdXU1v2aTiOxOs1NGcrkcHh4e2ttSqRRyuVyvpkePHgBufp9Ap06dUFVVZeGuWk9KSgoOHz6sve3q6gqFQoGUlBQr9oqIyLLa3IfKCoUC+fn5zdbV1dUZVWcJhw8fxqxZs3Ser1u3bjh8+LDF+9Ca42ot9jgmgOOyJfY4JsDy42o2EKRSKcrLy7W35XI5pFKpXk1ZWRk8PDygUqlQW1sLNze3O+qQi4sL+vTp02xdfn6+UXWW0LFjR4PP1dR2c7TmuFqLPY4J4LhsiT2OCTB+XMaGRrNTRv369UNRURGKi4uhVCqRlZUFmUymUyOTybBjxw4AwJ49exAQEGBX3ynAZbKJ6G7Q7BGCRCLB0qVLMXPmTKjVakycOBE+Pj5Yu3Yt+vbti9DQUMTFxWHhwoUICwuDq6urzreQyWQyXLlyBTdu3MDevXuRmZmp84G0LeAy2UR0NzDqM4Tg4GC9ZR6SkpK0v7u4uCAjI8PgY/fv329G99oGLpNNRHeDNvehclvEZbKJ6G7AQDACl8kmorsBA8EIXCabiO4GDAQjmLJM9sGDBzFy5EhcvnwZK1aswK+//gpvb28sXrxYe/EeEVFbxOWvLaxhCikhIQH+/v7YuXMnYmJiMH36dOt2jIioGQwECxNCoL6+HmVlZZg8eTLat2+PUaNGoa6uztpdIyK6LQZCCwgNDYWjoyMuX74MAKitrcW1a9f06jZt2gQAKCgoQExMDIKDg5GQkIAffvihVftLRATwMwSLO3DggN62Tp064fvvv9fb/umnn+LZZ5/FvHnz8M4778DX1xcHDx7E3LlzceTIkdboLhGRFo8QLKzxyqjAzcXxDK2M2qFDB1RWVqJDhw7aFWVdXV3h5OTUKn0lIroVjxAs7NSpUzpLdwBAUFAQXn/9db3a999/H8nJyfjvf/8Lb29v+Pr6wsHBAatWrWqt7hIRaTEQLKypRf0MbX/ggQfwySefQKVS4eLFi3B1dUVRUZHB1QtjY2Mxbtw4REVFwd3d3eL9bk5paSlWrVqFX3/9FfX19XBycoKvry8WLVqE+++/v9X7Q0SWxykjCzNlZdSG6SWJRAIPDw/cc889OHnypMHppaKiItTU1CA+Ph6jRo3CunXrtN9dfasTJ04gNjYWs2bNwunTpxEZGYmQkBB88803Zo3rmWeewbRp03DgwAEcOnQI+/fvx9SpUzFt2jSj21i5cqXO7dLSUrz00ktYtGgRzp07p92emppqVl+J6A6JNiYvL8+ida1NoVCITz75RDg4OAgXFxfx3HPPiW+//dZgbVBQkN62vLw8g9tDQkK0v1dUVIgPP/xQREZGiuHDh+vUBQYGipKSEnH69Glx//33i5KSElFTUyOGDBli1riGDh0qrl69qrPtypUrYujQoXq1Gzdu1PlZsWKF2LBhg3jsscd06kaNGiX27t0rDh48KEaNGiU+/fRTvbE2OHPmjJgzZ45Yv369yM3NFVFRUeLJJ58Uv/32m15tYWGhzs8ff/whwsLCRGFhoU7dgQMHhBBCVFVVifnz54uIiAiRkJAgSktLjfqbtNV/g+ayx3HZ45iEsPzrJY8QLOyJJ55AWVkZdu/ejQULFqBDhw5NroxqyvSSEEL7+3333YeZM2di165deu/81Wo1evbsCW9vbzg5OUEqlaJTp05wdDRvV7/55psYN24cxo0bh6eeegqRkZGYMGECVqxYoVe7aNEiSCQSODk5aX8kEoneuBQKBUJDQxEcHIw9e/bg5MmTWLBgAdRqtV6bM2bMwKRJk9CrVy/ExMTgjTfeQGpqKhITE/Vq+/bti5kzZ2LlypXan7y8PL0jFFMuIjTlFOHY2FhkZmaisrKy6T+ohrFHdBUVFZg/fz6GDh2KPn36ICoqCmlpaVAoFHptnj59GtHR0QgJCcHIkSMREhKC6Oho5ObmNtufBnPnzjXYblxcHCZPnoyjR49qt8+ePdvodo1RXV1t0fbIBGaEU4uw9SOExu9uZTJZk7XvvvuuePHFF8XZs2fFtWvXxB9//CEmTZok3n333Tt+/jVr1gg/Pz8RGxsrMjIyxODBg0VISIhYtWqVXq1cLhcpKSkiICBAPProo2LChAni73//u6irq2uy/WvXronS0lK9o4VbJSQkiPLycu3thn315ptv6tSNHz9eFBUV6WzbsGGDcHFx0WszODhY+/utR0WG/r6lpaXilVdeEbNnz9Y+9+jRo/XqRo4cKdRqtRg5cqTO9hEjRujVNjzP6NGjxa+//iqEuHmEERgYqFfr5+cn0tPTRUhIiAgNDRUZGRmiuLhYr04I44/oxowZI3744QehUqnEv//9b5GSkiIOHjwonnvuOb02hw8frneUU1JSonc0KYQQS5Ys0ft58cUXxUMPPaRXGxQUJP744w9RVFQknnzySbFy5UohhND7+x09elRERkaK119/XRw4cEAEBASIUaNGiSNHjui1uW/fPp2fvXv3isGDB4t9+/bp1X722WdCCCHOnz8v4uLixPDhw8X48eO1++NWDf/ejx07JoYPHy78/f3FsGHD9I7W/fz8xJIlS8SPP/6o10ZjX331lQgODhYTJkwQ2dnZYvjw4WLIkCFi48aNerW///67eOKJJ8SgQYPEvffeKyIiIkRycrK4dOmSTl1JSYlITEwUI0eOFCNGjBAhISEiMTGxyX8vjeXl5YkVK1YYVWcMBoKFeXl5af9jLV68WOd2Y4amlz744AOD7SYnJ4ucnBydbTk5OSI5Ofm2/ampqRFXrlwxeJ8pLzJNseQ/xtuZNGmSUKlUQgghlEqlEEKIGzdu6L0Y3erixYti8eLFYtq0aQZfuEeOHClGjhwpZDKZqKqqEkLc/HsNGjRIr3bcuHHi4sWLIjY2VlRWVgohhPjhhx/Mmt4TQmhf+K9fvy68vLy0Y2w8FXfr7atXr2rHbSgQhw8fLkpKSnS2XbhwQQwbNkyvtmfPnuLgwYM6Px9//LH461//qlfb+PFr1qwRkyZNEoMHD9bZHhAQIP7880+dkKuqqjIYtB4eHiI8PFykpqaK1NRUsWzZMtG7d2+RmpqqV9uYIbBDAAAQsElEQVTwd50wYYL4z3/+I4QQ4rfffjPYbmhoqBDi5t9HLpeLvLw8ceXKFREQEKBTN3ToULFjxw4xdepUMXDgQDF//nxx+PBhvfYaxlVXVycqKirE/fffL2pra4VKpdJrs+F5y8rKhBBC5Ofni2effVYUFBSI+Ph4vbrvvvtOZ9uJEycM7tfGU7EN07GNp2INMfb/IM8ysjBTVkY19MU7QUFBBmuNPZ01JSUFsbGx2nY6deqEw4cPY/v27XqPv3z5Mvz8/AAAw4YNw6pVq/Duu+8aXNI7MzNTb5sQAp9//jkWL17c5BhvtXLlSqNqDdVt2bJF+3u7du0A3Pw2v927dzfZjru7O1asWIHq6mr8/vvvevebchGhKacICwPTezNnzkRtba1e7VNPPYWBAwfiL3/5CxYsWIDAwEB07NgR48eP16lLSEhAYGAgPD09ce7cOe3y64899phem//zP/+DOXPmoKqqCvX19XBwcIC7uzv++c9/6tUmJibC19cX9913n3Zbfn4+EhIS9Gr79u2L8+fPw8vLC8DNL8nq06cP5s2bp1Pn4uICT09PAIC/vz969uwJAAanLc+dO4cNGzbg+PHjeOaZZxAREYETJ05ox3er69ev4+zZs7h48SKGDRsGAHjkkUdQX1+vV+vu7o4zZ87g/vvv11kxoH379jp17du3R3R0NKKjo6FSqXDw4EF89tlnSEpKwqlTp3RqG56nYerTwcEBDg4OOvu7wbVr19ClSxcAQNeuXXH+/Hn07t0bFy9e1BtT43342GOP4fr163ptLlq0CGlpaTrP5+TkZNmvKzYqNlqRrR8hmMLQ9FJT4zL0LsjQdkPvWJva/q9//UsMHTpUTJo0Sfj7+4uvv/5aCCHE3Llz9Wrvu+8+8fHHH4uPPvpI56dv3756tcZ+qGzoHY+hutsx5gjF1Nrb1d24cUOUlZWJa9eutci/wdsd0alUKiGXy4Varbb4897K3HElJSVpj3QaKBQKER0d3eRjlEqlWL9+vZg4caLeEUeD6dOni+nTp4tnn31W54hu/PjxerWXLl0SSUlJIjQ0VNxzzz3i0UcfFZMmTdIb2+TJk40e17Zt20RgYKCYOnWq2L59u3j88cdFQECA+Oijj/Rqs7OzRVBQkAgKChIjRowQx48fF0LoT5vu379fhISEiMjISPHkk0+KsWPHCplMJvbu3avXZuOpWCFu7qvGbRpi7D51EMJAvFlRfn6+wfPw77SuLXvwwQcxdepUADffVX7yyScYO3YsunXrpvcuPT09HWfOnMHLL78MDw8PlJaW4u9//zseeeQRndNUg4ODcejQIb3namq7Wq1GZWUlunXrdtsPnhMTE7F06VJIpVKd7atWrcJrr72ms6179+4672RKS0vRs2dPpKWl4ZdffmmyrkHjOqDpI5T09HScPn36jmpNadOQ/Px8fPHFFxY/QjKl1lBdaWkp0tPT4eTkhBdffBEPPvgggJun877xxht6te+++y4kEgleeOEF/OUvf0F+fj62bt1qVG1T7d4ptVoNuVyuPaqwlLb+enH9+nVcvnwZrq6u6NChg9GPs/TrJaeMrMjQ9NKth+S3SkxMxNatW+Ht7Q1nZ2dMmTIF8fHxemcwNVwH0Tg4mroO4tbpJQBNTi+9//77BsfQOAwAID4+HhEREdrwaPjHWFJSctu6Bo3rAMOHy4DhM7KMrTWlTUPhUVpaanDKzJTpNWNrTWlz2rRp2jO9nn/+eUyfPh1Tpkwx+Ibg1tpZs2Zh+vTpGDhwoNG1hto1JTgM1fbs2bPJ2oagM6bdW0OxQeNaU/t6p8/fVCgXFBQgIyMD/fv3R0BAAGbPno0OHTrgjTfewCOPPKLTZuPaJUuWQKVS4Z133tGrvWNGHUe0ortpysiQpsYVHR0t3n77bbFnzx7x2muviTlz5hisM/c6iKa23+mH2kJYZl8ZOlwWQv8Q3JRaU9o0NGW2atUqg1NmpkyvGVtrSpu37j+1Wi2Sk5PF/PnzDU47GqqdNm2a0bWG2jXl+pLWql29erXBWmv3NSgoSOTk5IisrCzh7e0tfvjhB3HmzBnth+LN1X7zzTcGaxvjWUY2qqlxGXs6q7HBIYTxn0sIYV545OXlGQwPc0KmtZkyf2vt8DLldF5DtStWrDC61lC75gZSS9ROnTrVYK21+2rK6dSGavPy8m57ansDBoKNampcxp7Oau51EC+88ILB6yDMCY+GMTXe3lJHKMbWmhtId9u/QWOZG0gtUZuXl2ew1tp9NeV0akO1ubm5tz31ugEDwUY1Na7G54rf+nMrc6+DaGp6yZzwaBhT4+0tdYRibK25gfSvf/3LrEAypbYl2mzJcbU1tvZ6cbuLQ2+Vl5dnVC0DwUaZOy5jg0MI06aXzAmP3bt3GwyPljpCMbbW3EBqat0pa4eXubXmjqs1w8vYWktMW7bFoG8qvBtjINio1hyXKdNL5oRHbGyswfBoqSMUY2vNDaS8vDyzAsmU2pZos6lt5o6rNcPL2FpLTFu2xaBvKrwN1RmDi9vdxc6ePYulS5di6dKlWLJkCQoLC7W3G6uursbChQsRHh6ON998E3l5eU2223iBv/bt2xtc4M+UhQATExMxbNgweHt7w83NDatWrUJ0dLTBpcKNrTWlTUPLmi9btszg6bymLIFubG1LtNlS4zJl0UZr19rr898xo2KjFfEIofXGZcr0kimfTTQ+8mhq6e2WOkIxttbcKbOm1p0y5cjH2NqWaLOlxtUSR3Pm1lpi2tLaR6nmLIbJK5VtVFsdl6ELlRoEBwfr3G58BXZmZiZmzJgBADpXYBu6UrvhduMrtWUyGfbv36+9HRoain379hnsj7G1prQZExODwMBADBgwQLvuVEJCgsF9Zah23bp1RrdrqLYl2mypcSmVSmzduhVTp0697UWUrVkbGRmJ559/Xq/W2n01t80hQ4Zg1qxZerWN8UplsqjGL/q30/gKbB8fH4NXX5uyEGDD9BZwMzwaprcA/fAwttaUNhumzAAgPDwcoaGhTfa1JWqt/fym1BpatLGpqcDWqi0qKmpy2tKafTW3zaYWw7xTDASyuMbh0dS7E3NC5nbhYWytuYG0bt06g+tOWTu8zK01d1zWDiRDtQEBAVZ9/tYO+jvFKaM2xh7HZQ9jMjRl1rDuVONgM2V6zdjalmizqVpzx2XKVGBr1Vpi2rIlas1ts6nFMBsz9v9gmwuEn376CS4uLtbuBhHdIUPfJ9HA39+/TdXa6/M3plAo8Pjjj9+2BmiDgUBERNbB6xCIiAgAA4GIiDQYCEREBICBQEREGgwEIiICYIMXpuXk5ODNN99EfX094uPjjbps2xbIZDJ07NgRjo6OcHJywvbt263dpTvy6quv4uDBg3B3d8euXbsAAJcvX0ZKSgpKSkrQq1cvrFmzBq6urlbuqWkMjWvdunXYunUrunbtCgCYP3++SRfbWVtZWRlefvllVFZWwsHBAZMmTcK0adNsfn81NS5b3l8KhQJTpkyBUqmEWq1GREQE5s2bh+LiYsyfPx+XL1/GY489hrfffhvOzs53/kRGrXjURqhUKhEaGir+/PNPoVAoxPjx40VBQYG1u2URISEhorKy0trdMNt3330nTp8+LSIjI7XbVq9erV0w7YMPPhBvv/22tbp3xwyNKyMjQ2zYsMGKvTKPXC4Xp0+fFkIIUVtbK8LDw0VBQYHN76+mxmXL+6u+vl5cuXJFCHHz29Li4uLEjz/+KObNmyd27dolhBBiyZIlYvPmzWY9j01NGeXm5sLLywuenp7aBauaWoyMrMPf31/v3eS+ffu0SyRHR0dj79691uiaWQyNy9Z1794djz32GADg3nvvxUMPPQS5XG7z+6upcdkyBwcHdOzYEQCgUqmgUqng4OCA48ePIyIiAsDNxQfNfT20qUCQy+Xw8PDQ3pZKpTa/o281Y8YMxMbGYsuWLdbuikVVVlaie/fuAID77rsPlZWVVu6R5WzevBnjx4/Hq6++iurqamt3545duHAB+fn5GDBggF3tr1vHBdj2/lKr1YiKikJgYCACAwPh6emJzp07QyK5OfPv4eFh9uuhTQWCPfvss8+wY8cOfPjhh9i8efNtL1O3ZQ4ODpb9Qg8revLJJ5GdnY0vv/wS3bt3x1tvvWXtLt2Rq1evYt68eXjttddw77336txny/ur8bhsfX85OTnhyy+/xKFDh5Cbm4uzZ89a/DlsKhCkUinKy8u1t+VyOaRSqRV7ZDkN43B3d0dYWBhyc3Ot3CPLcXd3R0VFBQCgoqJC+6GerevWrRucnJzg6OiI+Ph4/PLLL9bukslu3LiBefPmYfz48QgPDwdgH/vL0LjsYX8BQOfOnTFkyBD89NNPqKmpgUqlAgCUl5eb/XpoU4HQr18/FBUVobi4GEqlEllZWZDJZNbultmuXbuGK1euaH8/cuQIfHx8rNwry5HJZNi5cycAYOfOnS2ybK81NLxoAsDevXttbp8JIfD666/joYcewrPPPqvdbuv7q6lx2fL+unTpEmpqagAAdXV1OHr0KLy9vTFkyBDs2bMHALBjxw6zXw9tbnG7Q4cOYdWqVVCr1Zg4cSJmz55t7S6Zrbi4GImJiQBuzhOOGzfOZsc1f/58fPfdd6iqqoK7uzvmzp2LUaNGITk5GWVlZejZsyfWrFmDLl26WLurJjE0ru+++w6//fYbAKBXr15Yvny5du7dFpw8eRJTpkzBww8/DEfHm+8N58+fj/79+9v0/mpqXLt27bLZ/fXbb79h0aJFUKvVEEJg9OjRmDNnDoqLi5GSkoLq6mr06dMHaWlpZp12anOBQERELcOmpoyIiKjlMBCIiAgAA4GIiDQYCEREBICBQEREGgwEIhOtW7cOGzdu1Nu+du1aHD161Ao9IrIMm1v+msiShBAQQmjPVzdHUlKSBXpEZD0MBLrrXLhwATNmzMCAAQPw66+/on///vj999+hUCi068wDN6/YjY6OxoEDB6BSqbBmzRp4e3vrtLV161b8+9//xnvvvYdly5Zh5MiRGD16dJOPvXTpEhYsWICKigo8/vjjOHr0KL744gubXB6C7A+njOiudP78eTz11FPIysrCK6+8gu3bt+Orr77C999/r72aFQDc3NywY8cOTJ48GZmZmTptfPrppzhw4AD+8Y9/oH379nrPYeix7733HgICApCVlYWIiAiUlpa27ECJTMBAoLtSz5498fjjjwMAvv32W8TExCA6OhoFBQUoLCzU1jUsjNa3b1+UlJRot+/cuRM5OTnIyMhocqkAQ489deoUxo4dCwAYMWKE3X3HAtk2BgLdlTp06ADg5jpSmZmZ+Oijj/D1119j5MiRUCgU2rp27doBABwdHaFWq7XbH374YZSUlOisvttYU48laqsYCHRXu3r1Ku655x506tQJFy9eRE5OjlGP8/X1RWpqKhISEkz6UpKBAwfi22+/BQD85z//sbkvaSH7xkCgu9qjjz4KX19fjBkzBgsWLMDAgQONfuygQYPw8ssv44UXXsClS5eMesycOXNw5MgRjBs3Drt378Z9992n96U0RNbC1U6JWpFSqYSjoyMkEgl+/PFHLFu2DF9++aW1u0UEgKedErWq0tJSJCcno76+Hu3atcOKFSus3SUiLR4hEBERAH6GQEREGgwEIiICwEAgIiINBgIREQFgIBARkQYDgYiIAAD/D3veSdMBGrA0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.pca_variance_ratio(scrna1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "injured-reform",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of highly variable genes = 4000\n"
     ]
    }
   ],
   "source": [
    "sc.pp.highly_variable_genes(scrna1, n_top_genes=4000)\n",
    "sc.pl.highly_variable_genes(scrna1)\n",
    "print('number of highly variable genes =', scrna1.var.highly_variable.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "documentary-carry",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 2863 × 4000 \n",
       "    obs: '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', 'cell_type'\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: 'pca'\n",
       "    obsm: 'X_pca'\n",
       "    varm: 'PCs'"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna_hvg1 = scrna1[:, scrna1.var.highly_variable]\n",
    "scrna_hvg1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "universal-innocent",
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna1.layers['count'] = scrna1.raw.X\n",
    "scrna1.raw = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "organic-david",
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna_hvg1.layers['count'] = scrna_hvg1.raw[:, scrna1.var.highly_variable].X\n",
    "scrna_hvg1.raw = None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "provincial-alfred",
   "metadata": {},
   "source": [
    "## Preprocess ATAC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "electronic-footage",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.var` of view, making a copy.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 3567 × 66504 \n",
       "    obs: 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells'"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.filter_features(scatac1, min_cells=1)\n",
    "epi.pp.filter_cells(scatac1, min_features=1)\n",
    "scatac1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "changed-stack",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 3567 × 66504 \n",
       "    obs: 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells'"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.binarize(scatac1)\n",
    "scatac1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "spread-specialist",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEKCAYAAAAFJbKyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3X9YVHW+B/D3CIIoCOjKkAbuapqKJZapqGWODqSIAo62995MLKOLlqJG+aPE33p71Mz1ZnG9GdLu3lQEdE1FQVGumk+uSLpsZXsN/MFMoYCIAjN87x+jZ0UYhgHO/OL9ep7zDJyZc857juN8+J7vOd+jEEIIEBERNVE7WwcgIiLHwsJBREQWYeEgIiKLsHAQEZFFWDiIiMgiLBxERGQRFg4iIrIICwcREVmEhYOIiCziausAcsjLy4O7u3uzl6+qqmrR8tbErPJocdbvvzc+Pvlk6wRqRJvar1bUFrNWVVUhODjY7OucsnC4u7ujf//+zV6+oKCgRctbE7PKo8VZ4+KMj8ePt0qexrSp/WpFbTFrQUFBk17HQ1VERGQRp2xxENnc++/bOgGRbFg4iOQwbpytExDJRtbCoVKp0KlTJ7Rr1w4uLi7Yu3cvSktLMX/+fFy7dg09evTA5s2b4e3tDSEE1qxZg5ycHHTo0AHr169HUFAQACAtLQ3btm0DAMTFxSEqKkrO2EQtl5dnfGxCRyORo5G9xZGcnIwuXbpIvyclJSEkJASxsbFISkpCUlISEhIScOLECVy5cgWZmZm4cOECli9fjt27d6O0tBRbt25FamoqFAoFoqOjoVKp4O3tLXd0ouaLjzc+WqFznMjarN45npWVhcjISABAZGQkjh49Wme+QqFAcHAwysvLodPpkJubi5EjR8LHxwfe3t4YOXIkTp48ae3YRER0n+yF4/XXX0d0dDS++uorAEBJSQn8/PwAAN26dUNJSQkAQKvVwt/fX1rO398fWq223nylUgmtVit3bCIiMkHWQ1V//vOfoVQqUVJSgpkzZ6JXr151nlcoFFAoFK2+3aqqqiafj9yQe/futWh5a2JWebQ0a2BlJQCg0Arvty3tV2tiVtNkLRxKpRIA0LVrV6jVauTn56Nr167Q6XTw8/ODTqeT+j+USiWKi4ulZYuLi6FUKqFUKnH27FlpvlarxdChQxvdLi8AtE9tKmvHjgBglffbpvarFbXFrDa/ALCyshIVFRXSz//7v/+LPn36QKVSIT09HQCQnp6OsWPHAoA0XwiBvLw8eHl5wc/PD6NGjUJubi7KyspQVlaG3NxcjBo1Sq7YRK1j7VrjZEf8AwOlVv7Dk39goK2jkYORrcVRUlKCOXPmAAAMBgMmTpyIF154AU899RTi4+OxZ88edO/eHZs3bwYAjB49Gjk5OVCr1fDw8MDa+//pfHx8MHv2bGg0GgDAnDlz4OPjI1dsotYxYoStE9SjLSoCjh2rP3/MGBukIUcmW+EICAjAvn376s339fVFcnJyvfkKhQKJiYkNrkuj0UiFg8ghnDplfLTDAkLUUrxynEgOS5YYH3kdBzkhDnJIREQWYeEgIiKLsHAQEZFFWDiIiMgi7BwnksP908yJnBELB5EcOJw6OTEeqiKSw9GjxonICbHFQSSH1auNj7wTIDkhtjiI2rr27TmGFVmELQ6itq6mhmNYkUXY4iAiIouwcBARkUV4qIpIDp99ZusERLJh4SCSw5NP2mzT/oGBxntvEMmEhYNIDvv3Gx8jIqy+aVM3bAI7u6mVsHAQyWHjRuOjDQoHkdzYOU5EDeP1HWQCWxxE1DBe30EmsMVBREQWYeEgIiKL8FAVkRxSUmydgEg2LBxEcggIsHUCItnwUBWRHL76yjgROSG2OIjksG2b8fHll22bg0gGbHEQEZFFWDiIiMgiLBxERGQRFg4iIrIIO8eJ5LBnj60TyOf+GFYNUQYEoLiw0MqByNpYOIjk8Jvf2DqBfEyMYQVwHKu2goeqiOTwxRfGicgJsXAQyYGFg5yY7IXDYDAgMjISb775JgCgqKgIU6dOhVqtRnx8PKqrqwEA1dXViI+Ph1qtxtSpU3H16lVpHZ999hnUajXCwsJw8uRJuSMTEVEjZC8cO3fuRO/evaXfN2zYgJiYGBw5cgSdO3fGnvudiLt370bnzp1x5MgRxMTEYMOGDQCAy5cv48CBAzhw4AC2b9+OFStWwGAwyB2biIhMkLVwFBcX4/jx49BoNAAAIQTOnDmDsLAwAEBUVBSysrIAANnZ2YiKigIAhIWF4fTp0xBCICsrC+Hh4XBzc0NAQAB69uyJ/Px8OWMTEVEjZC0ca9euRUJCAtq1M27m1q1b6Ny5M1xdjSdz+fv7Q6vVAgC0Wi0ee+wxAICrqyu8vLxw69YtaLVa+Pv7S+tUKpXSMkREZH2ynY577NgxdOnSBQMHDsQ333wj12YaVFVVhYKCgmYvf+/evRYtb03MKo+WZlVs2gQAEFZ4v/a2XxvLYm9ZG8OspslWOP76178iOzsbJ06cQFVVFSoqKrBmzRqUl5dDr9fD1dUVxcXFUCqVAIwtiRs3bsDf3x96vR63b9+Gr68vlEoliouLpfVqtVppGVPc3d3Rv3//ZmcvKCho0fLWxKzyYNbmayyLvWVtTFvM2tTiI9uhqoULF+LEiRPIzs7Gpk2bMHz4cGzcuBHDhg3D4cOHAQBpaWlQqVQAAJVKhbS0NADA4cOHMXz4cCgUCqhUKhw4cADV1dUoKirClStX8PTTT8sVm6h1fPKJcWpr7l9V/ujkHxho62TUiqx+5XhCQgLmz5+PzZs3o3///pg6dSoAQKPRICEhAWq1Gt7e3vjoo48AAH369MH48eMxYcIEuLi4YNmyZXBxcbF2bCLL7NplfJw927Y5rM3EVeW8oty5WKVwDBs2DMOGDQMABAQESKfgPszd3R1btmxpcPm4uDjExcXJmpGIiJqGV44TEZFFWDiIiMgiLBxERGQRDqtOJIfjx22dgEg2bHEQEZFFWDiI5LBhg3EickIsHERy+MtfjBOREzJbOJKTk1FRUQEhBJYsWYKoqCjk5uZaIxsREdkhs4UjNTUVnp6eyM3NRXl5OT788ENs3LjRGtmIiMgOmS0cQggAQE5ODiZPnow+ffpI84iIqO0xWzgGDhyI1157DSdOnMCoUaNQUVEh3V+DiEzw8DBORE7I7HUca9asQUFBAQICAuDh4YFbt25h7dq11shG5LgOHrR1AiLZmG06KBQKXL58GTt37gQA3L17F9XV1bIHIyIi+2S2cCxfvhx5eXk4cOAAAKBTp05YsWKF7MGIHNqqVcaJyAmZLRz5+flITEyEu7s7AMDb2xs1NTWyByNyaFlZxklG/oGBUCgUGDBgQJ2bJhHJzWwfh6urKwwGg/SBvHnzJjvHieyAtqiowZsmwR5vmnT/zoCPUgYEoLiw0AaBqCXMFo7p06djzpw5KCkpwUcffYRDhw4hPj7eGtmIyFnwzoBOxWzhmDRpEoKCgnDmzBkIIfDJJ5+gd+/e1shGRER2qNHCYTAYEB4ejkOHDrFYEFmia1dbJyCSTaOFw8XFBb/73e9w/fp1dO/e3VqZiBxfaqqtExDJxuyhqvLycoSHh+Ppp5+Gx0NXwn766aeyBiMiIvtktnDMmzfPGjmInMvixcbHdetsm4NIBmYLx9ChQ62Rg8i5nD5t6wREsjFbOAYPHiydf11TUwO9Xg8PDw/89a9/lT0cERHZH7OF4/z589LPQghkZWUhLy9P1lBERGS/LLoEXKFQYNy4cbwDIBFRG2a2xZGZmSn9XFtbi4sXL0rjVhGRCY8/busERLIxWziOPTRMgIuLC3r06IFPPvlE1lBEDu/LL22dgEg2ZguHRqPBs88+W2feuXPn0JVXxhIRtUlm+zhWr17dpHlE9JD4eONEjbs/au6jk39goK2TUSNMtjjOnz+P8+fP4+bNm9ixY4c0v6KiAgaDwSrhiBwWzzxsGo6a65BMFo6amhpUVlbCYDDgzp070nxPT09s2bLFKuGIiMj+mCwcQ4cOxdChQxEVFYUePXpYMxMREdkxs53jHh4e+I//+A9cvnwZVVVV0vydO3c2ulxVVRX+7d/+DdXV1TAYDAgLC8PcuXNRVFSEBQsWoLS0FEFBQfjwww/h5uaG6upqvPvuu7h06RJ8fHzw0Ucf4fH7pzR+9tln2LNnD9q1a4f3338fzz//fAvfNhERNZfZzvF33nkHvXr1wtWrV/HWW2+hR48eeOqpp8yu2M3NDcnJydi3bx/S09Nx8uRJ5OXlYcOGDYiJicGRI0fQuXNn7NmzBwCwe/dudO7cGUeOHEFMTAw2bNgAALh8+TIOHDiAAwcOYPv27VixYgX7WMj+9e1rnIickNnCUVpaiqlTp8LV1RVDhw7FunXrcObMGbMrVigU6NSpEwBAr9dDr9dDoVDgzJkzCAsLAwBERUUhKysLAJCdnY2oqCgAQFhYGE6fPi0NcRIeHg43NzcEBASgZ8+eyM/Pb/YbJrKKpCTjROSEzB6qcnU1vsTPzw/Hjx+Hn58fysrKmrRyg8GA6OhoFBYW4l//9V8REBCAzp07S+v09/eHVqsFAGi1Wjz22GPSNr28vHDr1i1otVoMGjRIWqdSqZSWMaWqqgoFBQVNytiQe/futWh5a2JWeThSVmdl6/3vSJ8Ba2c1Wzji4uJw+/ZtvPfee1i1ahXu3LmDxQ/uNWCGi4sLMjIyUF5ejjlz5uAf//hHiwM3hbu7O/r379/s5QsKClq0vDUxqzxanDU21vjIVkez2fqz0qY+rw+tpynMFo4x98+n9vLyQkpKSrPCdO7cGcOGDUNeXh7Ky8uh1+vh6uqK4uJiKJVKAMaWxI0bN+Dv7w+9Xo/bt2/D19cXSqUSxcXF0rq0Wq20DJHd+uEHWycgko3ZPo7/+7//w4wZMzBx4kQAwN///vcmjVV18+ZNlJeXAzA2o06dOoXevXtj2LBhOHz4MAAgLS0NKpUKAKBSqZCWlgYAOHz4MIYPHw6FQgGVSoUDBw6guroaRUVFuHLlCp5++unmvVsiImoxs4Xjgw8+wMKFC6V+iX79+uHrr782u2KdTodXX30VERER0Gg0GDFiBMaMGYOEhATs2LEDarVa6ngHjGNilZaWQq1WY8eOHXjnnXcAAH369MH48eMxYcIEzJo1C8uWLYOLi0tL3jMREbWA2UNVd+/erfcXflO+uPv164f09PR68wMCAqRTcB/m7u5u8or0uLg4xMXFmd0mERHJz2zh8PX1RWFhoXT72EOHDqFbt26yByNyaMHBtk5AJBuzhSMxMREffPAB/vGPf+D555/H448/Ll2cR0QmbN5s6wREsjFZOJKTkzFjxgzodDp88cUXqKysRG1tLTw9Pa2Zj4jaovvDrT9KGRCA4sJCGwSih5nsHN+7dy+Af957o2PHjiwaRE31yivGiZrnwXDrj0zaoiJbJyM00uLo3bs3QkNDodPpEBERUe/5/fv3yxqMyKFdvWrrBESyMVk4Nm3ahF9++QWvv/46tm3bZs1MRERkxxrtHO/WrRv27dtnrSxEROQAzF4ASERE9DCzp+MSUTOEhNg6AZFsTLY4EhISABhPyyUiC61bZ5yInJDJwnHp0iVotVqkpqairKwMpaWldSYiImqbTB6q+v3vf4+YmBgUFRUhOjoaQgjpOYVCId25j4gaMGWK8TE11bY5iGRgsnC8+uqrePXVV5GYmIgVK1ZYMxOR4yspsXUCItmY7RxfsWIF/v73v+Pbb78FAAwZMgT9+vWTPRgREdkns6fj7ty5E++88w5KSkpQUlKChISEZt8JkIiIHJ/ZFsfu3buxa9cudOzYEQDwxhtv4OWXX8b06dNlD0dERPanSddxPHzjJt59j6gJxo61dQIi2ZgtHNHR0Zg6dSrUajUA4OjRo5jy4IwRImrYBx/YOgGRbMwWjpkzZ2Lo0KE4d+4cAGDdunUYMGCA7MGIiOrhfTrsQpMOVQUFBSEoKEjuLETOY/x44+PBg7bN4Wwe3KfjEdoxY2wQpu3iWFVEcrh719YJiGTD0XGJiMgijRYOg8HA026JiKiORguHi4sL2rVrh9u3b1srDxGRU/MPDIRCoag3+QcG2jpak5nt4+jYsSMiIiIwYsQI6SJAAHj//fdlDUbk0CZOtHUCslPaoiKH7+A3WzhCQ0MRGhpqjSxEzuOdd2ydgEg2ZgtHVFQU7t27h+vXr6NXr17WyERERHbM7FlV2dnZmDx5MmbNmgUAKCgowL//+7/LHozIob34onEickJmC8fWrVuxZ88edO7cGQDQv39/XL16VfZgRESOylQHeENXvTsis4eqXF1d4eXlVWees7x5IiI5mOoABwA4UCe4KWYLxxNPPIH9+/fDYDDgypUrSElJweDBg62RjYiI7JDZQ1UffPABLl++DDc3NyxYsACenp5YunSpNbIREZEdMtvi8PDwwPz58/HGG28AADw9PWUPReTwpk2zdYK2haPmWpXZwpGfn4+lS5fizp07AIyFY+3atRg4cGCjy924cQPvvvsuSkpKoFAoMG3aNMyYMQOlpaWYP38+rl27hh49emDz5s3w9vaGEAJr1qxBTk4OOnTogPXr10sj8qalpWHbtm0AgLi4OERFRbX0fRPJa/ZsWydoWzhqrlWZLRxLly5FYmIihgwZAgD49ttvsXjxYuzfv7/R5VxcXLBo0SIEBQWhoqICU6ZMwciRI7F3716EhIQgNjYWSUlJSEpKQkJCAk6cOIErV64gMzMTFy5cwPLly7F7926UlpZi69atSE1NhUKhQHR0NFQqFby9vVtnDxDJobLS+PjQaAtEzsJsH4eLi4tUNABgyJAhcHU1Pxq7n5+f1GLw9PREr169oNVqkZWVhcjISABAZGQkjh49CgDSfIVCgeDgYJSXl0On0yE3NxcjR46Ej48PvL29MXLkSJw8ebJZb5bIaiZMME5ETshkBbh06RIA4LnnnsOyZcsQHh4OhUKBr7/+GkOHDrVoI1evXkVBQQEGDRqEkpIS+Pn5AQC6deuGkpISAIBWq4W/v7+0jL+/P7Rabb35SqUSWq220e1VVVWhoKDAoowPu3fvXouWtyZmlUdLswbeb3EUOsj7dWbN/Xe0xefVUbKaLBzr16+v8/vWrVulny25juPOnTuYO3culixZUq9jXa4LYtzd3dG/f/9mL19QUNCi5a2JWeXR4qz3D1E5yvt1Zs39N7DF59XWWZtafEwWjpSUlBaHqKmpwdy5cxERESENlNi1a1fodDr4+flBp9OhS5cuAIwtieLiYmnZ4uJiKJVKKJVKnD17Vpqv1WotbvEQEVHrMdtZUV5ejvT0dFy7dg0Gg0Gab25YdSEEli5dil69emHmzJnSfJVKhfT0dMTGxiI9PR1jx46V5n/55ZcIDw/HhQsX4OXlBT8/P4waNQqbNm1CWVkZACA3NxcLFixo1pslIqKWM1s4YmNjMWjQIPTt2xft2jX9TrPnzp1DRkYG+vbti8mTJwMAFixYgNjYWMTHx2PPnj3o3r07Nm/eDAAYPXo0cnJyoFar4eHhgbVr1wIAfHx8MHv2bGg0GgDAnDlz4OPjY/EbJbKqmBhbJyCSjdnCUVVVhcWLF1u84iFDhuD7779v8Lnk5OR68xQKBRITExt8vUajkQoHkUNg4SAnZrYJMXnyZOzatQs6nQ6lpaXSRESN+PVX40TkhMy2ONq3b48PP/wQn376qTRPoVAgKytL1mBEDu1BC/n4cZvGIJKD2cLx+eefIzMzUzr7iYiIjPwDA41DqLcGBxpvy2zh6NmzJzw8PKyRhYjIoZi870ZzxshyoPG2mjQ6bmRkJIYNGwY3NzdpvrnTcYmodbTqX7VErcBs4Rg3bhzGjRtnjSxE1IBW/auWqBWYLRwcwpyoGeLibJ2ASDZmC4dKpWqww4ZnVRE14uWXbZ2ASDZmC0dqaqr0c3V1NQ4ePCgN/0FEJjzokwgIsG2Ots6BzlRyJGYLh6+vb53fY2JiEB0djXnz5skWisjhTZ9ufOR1HLblQGcqORKzhePBfTkAoLa2FhcvXoRer5c1FBER2S+zhePh+3K4urpK9wknIqK2yWzhaI37chARkfMwWziqq6tx+PBhXLt2rc4hqrfeekvWYERE9oIXYdZltnDExcXBy8sLQUFBda4cJ6JGLFxo6wTUingRZl1mC4dWq8V///d/WyMLkfOIiLB1AmoMT9NtEbOFY/Dgwfj+++/x5JNPWiMPkXN4cBMz/r+xT6ZO0w0NbbCgUF1mC8e5c+eQlpaGHj161DlUtX//flmDETm0N980PvI6DsdioqC01UNSppgtHP/1X/9ljRxEROQgzBaOHj16WCMHERE5CLP3HCciInoYCwcREVnE7KEqImoG3iGTnBgLB5EceNdMcmI8VEUkh7w840TkhNjiIJJDfLzxkddxkBNii4OIiCzCwkFERBZh4SAiIouwcBARkUXYOU4kh7VrbZ2ASDYsHERyGDHC1gmIZCPboarFixcjJCQEEydOlOaVlpZi5syZCA0NxcyZM1FWVgYAEEJg9erVUKvViIiIwKVLl6Rl0tLSEBoaitDQUKSlpckVl6h1nTplnIickGyFIzo6Gtu3b68zLykpCSEhIcjMzERISAiSkpIAACdOnMCVK1eQmZmJVatWYfny5QCMhWbr1q3YtWsXdu/eja1bt0rFhsiuLVlinIickGyF47nnnoO3t3edeVlZWYiMjAQAREZG4ujRo3XmKxQKBAcHo7y8HDqdDrm5uRg5ciR8fHzg7e2NkSNH4uTJk3JFJiKiJrDqWVUlJSXw8/MDAHTr1g0lJSUAjPc19/f3l17n7+8PrVZbb75SqYRWq7VmZCIieoTNOscVCoVs9/atqqpCQUFBs5e/d+9ei5a3JmaVR0uzBlZWAgAKHeT9kn0z91m09v8tqxaOrl27QqfTwc/PDzqdDl26dAFgbEkUFxdLrysuLoZSqYRSqcTZs2el+VqtFkOHDjW7HXd3d/Tv37/ZOQsKClq0vDUxqzxanLVjRwBwmPdL9s3c56i1/m81tfhY9VCVSqVCeno6ACA9PR1jx46tM18Igby8PHh5ecHPzw+jRo1Cbm4uysrKUFZWhtzcXIwaNcqakYmaZ/Nm40TkhGRrcSxYsABnz57FrVu38MILL+Dtt99GbGws4uPjsWfPHnTv3h2b7//HGj16NHJycqBWq+Hh4YG19y+e8vHxwezZs6HRaAAAc+bMgY+Pj1yRiVpPcLCtExDJRrbCsWnTpgbnJycn15unUCiQmJjY4Os1Go1UOIgcxv0zBnlDJ3JGvHKcSA6rVxsfWTiopdq3b/BEImVAAIoLC20QiIWDiMi+1dQAx47Vm60dM8YGYYw4Oi6RnfAPDJROU394IrI3bHEQ2QltUVGDf1nChn9ZEjWELQ4iIrIIWxxEcvjsM1snIJINCweRHJ580tYJiGTDQ1VEcti/3zgROSG2OIjksHGj8TEiwrY5iGTAFgcREVmEhYOIiCzCwkFERBZh4SAiIouwc5xIDikpJp/yDww0XiVO5KBYOIjkEBBg8ikOLUKOjoeqiOTw1VfGicgJsXAQyWHbNpyaMYOj3ZJT4qEqIplUV1XxkBQ5JbY4iIjIIiwcRERkERYOoiYwdXc+hUIB/8BAW8cjsir2cRA1gclTaAFoQ0PrdXp3tUYoIhth4SBqqZqaekWlBGAnODktHqoiksGMQ4cww9YhiGTCFge1SaaG/WjXoQNq791r8fpjDh0CACS3eE1E9oeFg9okU30WtWPG8NoLIjN4qIqIiCzCwkFOwdTpsjxVlqj18VAVOZRGhyRv4BCTloeYiFodCwc5FIuHJG/f3iYDC05Yvx4YP97q2yWyBhYOcm4NXGMBQPbO7rsdOsi6fiJbYh8HNaq1+g78AwMxYMCAeutx8fBwyr6JuPR0xNk6BDm3+61phUJR5/+WNf7vsMVBjTJ1aMjSvgNLT39taBgPRzLt+HEAwDbbxiBnZqI1bY1+PYdpcZw4cQJhYWFQq9VISkqSdVvPjx0r61/Bcp8B5BRnGD34T/HoREQ25xAtDoPBgJUrV2LHjh1QKpXQaDRQqVR44oknZNleyY0bslZyS/+KN3UmkTIgAMcOH276+k38Fa8MCEBxYWFTov+TiU7n1rrymojsl0MUjvz8fPTs2RMBAQEAgPDwcGRlZclWOOxNax0uatWmrYl18cprIufnEIeqtFot/P39pd+VSiW0Wq0NExERtV0KIYSwdQhzDh06hJMnT2LNmjUAgPT0dOTn52PZsmUNvj4vLw/u7u7WjEhE5PCqqqoQHBxs9nUOcahKqVSiuLhY+l2r1UKpVJp8fVPeOBERNY9DHKp66qmncOXKFRQVFaG6uhoHDhyASqWydSwiojbJIVocrq6uWLZsGWbNmgWDwYApU6agT58+to5FRNQmOUQfBxER2Q+HOFRFRET2g4WDiIgs0mYLh7khTKqrqxEfHw+1Wo2pU6fi6tWrNkhpZC7r3r17MXz4cEyePBmTJ0/G7t27bZDSaPHixQgJCcHEiRMbfF4IgdWrV0OtViMiIgKXLl2ycsJ/Mpf1m2++wbPPPivt161bt1o54T/duHED06dPx4QJExAeHo7k5Pp3M7eXfduUrPayb6uqqqDRaDBp0iSEh4djy5Yt9V5jL98FTclqte8C0Qbp9XoxduxYUVhYKKqqqkRERIT48ccf67zmyy+/FB988IEQQoi//OUvYt68ebaI2qSsqampYsWKFTbJ96izZ8+KixcvivDw8AafP378uHj99ddFbW2tOH/+vNBoNFZO+E/msp45c0bExsZaOVXDtFqtuHjxohBCiNu3b4vQ0NB6nwN72bdNyWov+7a2tlZUVFQIIYSorq4WGo1GnD9/vs5r7OW7oClZrfVd0CZbHA8PYeLm5iYNYfKw7OxsREVFAQDCwsJw+vRpCBucR9CUrPbkueeeg7e3t8nns7KyEBkZCYVCgeDgYJSXl0On01kx4T+Zy2pP/Pz8EBQUBADw9PREr1696o2eYC/7tilZ7YVCoUCnTp0AAHq9Hnq9vt4YbPbyXdCUrNbSJgtHU4Yw0WpcizjhAAAM0UlEQVS1eOyxxwAYTwf28vLCrVu3rJrzQY6mDLeSmZmJiIgIzJ07Fzdu3LBmRIs8+n78/f3t9ksFMI5CMGnSJMyaNQs//vijreMAAK5evYqCggIMGjSoznx73LemsgL2s28NBgMmT56MESNGYMSIEQ3uV3v4LgDMZwWs813QJguHsxkzZgyys7Oxf/9+jBgxAu+9956tIzmFoKAgZGdnY9++fZg+fTrmzJlj60i4c+cO5s6diyVLlsDT09PWcRrVWFZ72rcuLi7IyMhATk4O8vPz8cMPP9gsiznmslrru6BNFo6mDGGiVCqlaq3X63H79m34+vpaNeeDHOay+vr6ws3NDQAwdepUm3Y4m/Po+ykuLm50+Bhb8vT0lA4NjB49Gnq9Hjdv3rRZnpqaGsydOxcREREIDQ2t97w97VtzWe1t3wJA586dMWzYMJw8ebLOfHv5LniYqazW+i5ok4WjKUOYqFQqpKWlAQAOHz6M4cOH2+R4YlOyPnwcOzs7G71797Z2zCZTqVRIT0+HEAJ5eXnw8vKCn5+frWM16JdffpGOZefn56O2ttZmXxhCCCxduhS9evXCzJkzG3yNvezbpmS1l3178+ZNlJeXAwDu3buHU6dOoVevXnVeYy/fBU3Jaq3vAocYcqS1mRrC5OOPP8bAgQMxduxYaDQaJCQkQK1Ww9vbGx999JHdZk1JSUF2djZcXFzg7e2NdevW2SQrACxYsABnz57FrVu38MILL+Dtt9+GXq8HAPzLv/wLRo8ejZycHKjVanh4eGDt2rV2m/Xw4cP485//DBcXF3To0AGbNm2yWWfkuXPnkJGRgb59+2Ly5MlS/uvXr0t57WXfNiWrvexbnU6HRYsWwWAwQAiBl156CWPGjLHL74KmZLXWdwGHHCEiIou0yUNVRETUfCwcRERkERYOIiKyCAsHERFZhIWDiIgswsJBFps+fTq+++472bezc+dOjB8/HgsXLmzRehYtWoRDhw4BaHn2vXv3YuXKlS3K8/HHH+PUqVMtWoclfvrpJ0yePBmRkZEoLCy0ePkvvvgCd+/elSGZkU6nw5tvvgnAOGrug5+bw9SIx6WlpZg5cyZCQ0Mxc+ZMlJWVAQCOHTuGjz/+uPnh2ygWDrKqB9dJNMWf/vQn7NixAxs3bpQxkXUZDAbMmzcPI0aMsNo2s7KyEBYWhvT0dAQGBlq8/M6dOy0uHJb8O+/YsQNTp061NFaDoqOjsX379nrzk5KSEBISgszMTISEhEi3J3jxxRdx7NgxWQujM2qTFwC2BVevXsUbb7yBZ599FufPn4dSqcQnn3yCDh06YPr06Xj33Xfx1FNP4ebNm9BoNMjOzsbevXtx9OhR3L17Fz///DNee+011NTUICMjA25ubkhKSoKPjw8AICMjA++//z4MBgPWrl2Lp59+GpWVlVi1ahV+/PFH6PV6vPXWWxg3bhz27t2LzMxMVFZWora2Fl9++WWdrDt27EBqaioAQKPRICYmBsuWLZPew5QpUxATEyO93mAwYMOGDTh58iQUCgWmTZuG6dOn4+LFi1i/fj0qKyvh6+uLdevWmbxy2mAwYOnSpbh48SIUCkW9bQDAwYMH8Z//+Z9o164dvLy88Mc//hGA8S/k119/HUVFRRg3bhzeffddAEBiYiK+++47VFVVISwsDHPnzgVgvPJ4/PjxOHXqFGbNmoWTJ0/ixRdfxEsvvQSVSoXIyEgcO3YMer0emzdvRu/evXHz5k0sXLgQOp0OwcHBOHXqFFJTU9GlS5c6GU1t84GcnBwkJyejXbt2OH36NFJSUpCRkYGUlBTU1NRg0KBBSExMhIuLS4Pr2rlzJ3Q6HWbMmAEfHx+kpKRg8ODBOH/+PADg0KFDOH78ONavX49FixbBzc0NBQUFeOaZZzBv3rwGPw+PyszMxPz58+vNLy0txZIlS1BUVAQPDw+sXLkS/fr1a3TfPPfccw3eLyMrKwspKSkAgMjISEyfPh0JCQlQKBQYOnQojh07hgkTJjT4WaEGyD5wO9lEUVGR6N+/v/jb3/4mhBBi7ty5Ij09XQghxCuvvCLy8/OFEEKUlJSIMWPGCCGMY/mPGzdO3L59W5SUlIhnnnlG/OlPfxJCCLFmzRqxY8cOafmlS5cKIYz3tHhwP4uNGzdK2ygrKxOhoaHizp07IjU1VTz//PPi1q1b9XJ+9913YuLEieLOnTuioqJCTJgwQVy6dEkIIcSYMWNESUlJvWX++Mc/irffflvU1NQIIYS4deuWqK6uFi+//LL0+gMHDohFixYJIYR47733xMGDB+u89++++07ExMRI6ywrK6u3nYkTJ4ri4uI6z6empgqVSiXKy8vFvXv3xIsvviiuX78u5RDCeA+VV155RRQUFEjvIykpSVrvw3nGjBkjdu7cKYQw3vdhyZIlQgghVqxYIT799FMhhBA5OTmib9++De4LU9t82JYtW8T27duFEEJcvnxZvPnmm6K6uloIIURiYqJIS0szm//hbQcHB0s/Hzx4ULz33nvS+4qNjRV6vV4IYfrz8LDCwkIRFRUl/f7wfTpWrlwp/vCHPwghhDh16pSYNGlSk/ZNUVFRvXusPPvss9LPtbW1dX7PyMgQK1eurLffyDS2OJzY448/jv79+wMwjkZ67do1s8sMGzZMGsnUy8tLGherb9+++P7776XXhYeHAzDe06KiogLl5eXIzc1FdnY2Pv/8cwDGO5Y9GBxu5MiRUmvlYefOncO4cePQsWNHAIBarca3336LAQMGmMx4+vRp/P73v4erq/Hj6+Pjgx9++AE//PCDNDZSbW0tunXrZnIdAQEBKCoqwqpVqzB69GiMGjWq3msGDx6MRYsWYfz48VCr1dL8kJAQeHl5AQB69+6Na9eu4bHHHsPBgwexa9cu6PV6/PLLL/jpp5/Qr18/AGj0r9kHgwAOHDgQR44ckfbLg7vivfDCCybvG9LYNhty+vRpXLx4ERqNBoBxzKOuXbs2a10Neemll+Di4gIAJj8PD4+f9Msvv5gco+rcuXP4wx/+AMC4z0tLS1FRUdHkfWOKQqGoM7xJ165dbXZPGEfFwuHEHoySCRiHY66qqpJ+FvdHmqmurja5TLt27dC+fXvpZ4PBID336LhCD37fsmVLvYHXLly4AA8Pj5a+nUYJIdCnTx989dVXTXq9t7c3MjIykJubi//5n//BwYMH643rs3LlSly4cAHHjx/HlClTpMNpj+5Xg8GAoqIifP7559izZw+8vb2xaNEiaX8DaPT9m9rH5pjbZkOEEIiKiqp3wkFz1gWg3msefZ8NfR4e1qFDh3qfQTk8KA5+fn7Q6XR1DvlVVVXB3d1d9gzOhJ3jbVCPHj1w8eJFAJDONrLU119/DQD49ttv4eXlBS8vL4waNQpffvmlVJT+9re/mV3PkCFDpH6VyspKHD16FEOGDGl0mREjRuCrr76SOmBLS0vxu9/9Djdv3pSOvdfU1DR6c6CbN29CCIGwsDDEx8c3mLWwsBCDBg3CvHnz4OvrW2fI8kfduXMHHh4e8PLywq+//ooTJ06Yfe+NeeaZZ3Dw4EEAxr/cH5wF1NJthoSE4PDhwygpKQFg3HfXrl1rdF2dOnXCnTt3pN9/85vf4KeffkJtbS2OHj1qcltN+Tz89re/NdkSHjJkCPbt2wfAeLaVr68vPD09m7RvHvVg5GAASE9Px9ixY6Xnrly5gr59+5pdB/0TWxxt0GuvvYb4+Hjs2rULo0ePbtY63N3dERkZCb1eL43COnv2bKxduxaTJk1CbW0tHn/8cXz22WeNricoKAjR0dHSWTUajabRw1SA8T4DV65cwaRJk+Dq6opp06bhlVdewZYtW7B69Wrcvn0bBoMBM2bMQJ8+fRpch06nw+LFi1FbWwvAOHrroz788EP8/PPPEEJg+PDh6NevHwoKChpcX79+/TBgwACMHz8e/v7+eOaZZxp9D+a89dZbWLBgAfbt24fg4GB069at3s2QmrPNJ554AvHx8XjttddQW1uL9u3bY9myZQgODja5rmnTpmHWrFnw8/NDSkoKFi5ciDfffBNdunTBwIEDUVlZ2eC2mvJ56NixIwICAvDzzz+jZ8+e9fbBkiVLEBERAQ8PD6xfv97svmloxOOpU6ciNjYW8fHx2LNnD7p3747NmzdL2/nmm28a/Pcn0zg6LpEdqq6uRrt27eDq6orz589j+fLlyMjIsHUsWRw5cgQXL15s8MyqhrTmvvn111+xcOFCJCcnN2v5tootDiI7dP36dcTHx0utglWrVtk6kmzUajVKS0ub/PrW3DfXr1/HokWLmr18W8UWBxERWYSd40REZBEWDiIisggLBxERWYSFg4iILMLCQUREFmHhICIii/w/QpYXcCVswbAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_features(scatac1, binary=True, log=False, bins=50, threshold=50)\n",
    "epi.pp.coverage_features(scatac1, binary=True, log=10, bins=50, threshold=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "martial-james",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_cells(scatac1, binary=True, log=False, bins=50, threshold=1000)\n",
    "epi.pp.coverage_cells(scatac1, binary=True, log=10, bins=50, threshold=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "tough-milan",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 3479 × 63377 \n",
       "    obs: 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness'"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.filter_cells(scatac1, min_features=1000)\n",
    "epi.pp.filter_features(scatac1, min_cells=50)\n",
    "scatac1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "published-portugal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEKCAYAAAAFJbKyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XtYVOW+B/DvMIqicEBJhiTwhJet4gVNLbzmKJgiigq6e45sJc3yTlrmLVDMy/GUabnL2J5MydoZKqikkigoaXkijTCs9BwSNWYKBVSUy/CeP0bWBmEYhmFmMfD9PM96GBZr1nxnOfLjXe9a76sQQggQERHVkZ3cAYiIyLawcBARkUlYOIiIyCQsHEREZBIWDiIiMgkLBxERmYSFg4iITMLCQUREJmHhICIik7SQO4AlXLx4Ea1atbLY/ouLiy26/4ZiCzltISNgGzltISNgGzktnvHnn/Vf//IXs3bT0DmLi4vh6+trdLsmWThatWqFHj16WGz/WVlZFt1/Q7GFnLaQEbCNnLaQEbCNnBbPOHeu/mtKilm7aeicWVlZddqOp6qIiMgkTbLFQUTUqK1eLXcCs7BwEBFZ2+jRcicwC09VERFZ28WL+sVGscVBRGRtERH6r2Z2jsuFLQ4iIjIJCwcREZmEhYOIiEzCwkFERCaxWOH4/fffERYWhnHjxiEwMBC7d+8GALz33nsYNmwYJk6ciIkTJyI1NVV6zocffgh/f3+MGTMGZ86ckdafPn0aY8aMgb+/P2JiYiwVmSzI3csLCoWi2jJs1Ci5oxFZ34YN+sVGWeyqKqVSieXLl8PHxwd3797FlClTMGTIEADAzJkzMWvWrCrbX7lyBYmJiUhMTIRGo0F4eDiOHz8OAIiOjsauXbugUqkQEhICtVqNLl26WCo6WYAmJwc4dara+ryRI2VIQySzwYPlTmAWi7U43Nzc4OPjAwBwdHSEt7c3NBqNwe2Tk5MRGBgIe3t7eHp6olOnTsjIyEBGRgY6deoET09P2NvbIzAwEMnJyZaKTY8w1FJw9/IyaXsiquTsWf1io6xyH8f169eRlZWFvn374vvvv8fevXsRHx+PXr16Yfny5XB2doZGo0Hfvn2l56hUKqnQuLu7V1mfkZFhjdgEwy0FjYGWgqHtwZYF0b+sXKn/aqP3cVi8cNy7dw+LFi3CypUr4ejoiOeffx7z5s2DQqHAtm3bsGnTJmzcuLFBX7O4uLjOozzWx4MHDyy6/4Zi6ZwNtW8ey4ZhCxkB28hp6YxeRUUAgGtmvoZcx9KihaO0tBSLFi1CUFAQAgICAACPPfaY9PPQ0FC8/PLLAPQtidzcXOlnGo0GKpUKAAyuN4TDqutZOmdD7ZvHsmHYQkbANnJaPGObNgDM/+w3uWHVhRBYtWoVvL29ER4eLq3XarXS4xMnTqBr164AALVajcTERJSUlCAnJwfZ2dno06cPevfujezsbOTk5KCkpASJiYlQq9WWik1EREZYrMWRnp6OhIQEdOvWDRMnTgQALFmyBEeOHMHly5cBAB4eHoiOjgYAdO3aFWPHjsW4ceOgVCoRGRkJpVIJAIiMjMTs2bOh0+kwZcoUqdiQjFq2ZKc3UTNlscIxYMAA/FwxPWIlI0aMMPicuXPnYm7FzFiPPKe255EMSkvZCU5UX1u3yp3ALBwdl4jI2uowr3djxiFHiIis7cQJ/WKj2OIgIrK2N9/Uf7XRmQDZ4iAiIpOwcBARkUlYOAgAx5giorpjHwcB4BhTRFR3LBzNiLuXl75AEJG8PvxQ7gRmYeFoRgy2KgC2LIis6S9/kTuBWdjHQURkbYcP6xcbxRYHEZG1vf22/mtQkLw56oktDmqUDF3lpXRwMGlGQiJqeGxxUKNkqD+mfORIk2YkJKKGx8JB8uLw7EQ2h4WD5MXh2YlsDgsHEZG1xcbKncAsLBxERNbm6Sl3ArPwqioiImv7/HP9YqPY4iAisrYPPtB/nTZN3hz1xBYHERGZhIWDiIhMwsJBREQmYeEgIiKTsHOciMja4uLkTmAWFg4iImt77DG5E5iFp6qIiKzt44/1i41i4SAisjYWDqJG4OEou5yng8jy2MdBTYOBUXY1AQE1Dtuu8vRE7rVr1khG1OSwcFDTZqigcNh2onrjqSoiIjIJWxxERNb25ZdyJzCLxVocv//+O8LCwjBu3DgEBgZi9+7dAID8/HyEh4cjICAA4eHhKCgoAAAIIfDmm2/C398fQUFBuHTpkrSvgwcPIiAgAAEBATh48KClIhMRWUebNvrFRlmscCiVSixfvhxffvklPv/8c3z66ae4cuUKYmJi4Ofnh6SkJPj5+SEmJgYAcPr0aWRnZyMpKQnr1q3DmjVrAOgLzfbt27Fv3z588cUX2L59u1RsiIhs0vvv6xcbZbHC4ebmBh8fHwCAo6MjvL29odFokJycjODgYABAcHAwTpw4AQDSeoVCAV9fXxQWFkKr1SItLQ1DhgyBi4sLnJ2dMWTIEJw5c8ZSsYmILG/fPv1io6zSx3H9+nVkZWWhb9++yMvLg5ubGwCgQ4cOyMvLAwBoNBq4u7tLz3F3d4dGo6m2XqVSQaPR1Pp6xcXFyMrKssA70Xvw4IFF999QbCWnXEw5NrZwLG0hI2AbOS2d0auoCABwzczXkOtYWrxw3Lt3D4sWLcLKlSvh6OhY5WcVN2k1tFatWqFHjx4Nvt8KWVlZFt1/Q7GVnHIx5djYwrG0hYyAbeS0eMaH/RvmvkZD56xrEbLo5bilpaVYtGgRgoKCEBAQAABwdXWFVqsFAGi1WrRv3x6AviWRm5srPTc3Nxcqlaraeo1GA5VKZcnYRERUC4sVDiEEVq1aBW9vb4SHh0vr1Wo14uPjAQDx8fEYNWpUlfVCCFy8eBFOTk5wc3PD0KFDkZaWhoKCAhQUFCAtLQ1Dhw61VGwiIjLCYqeq0tPTkZCQgG7dumHixIkAgCVLlmDOnDmIiIhAXFwcOnbsiK1btwIARowYgdTUVPj7+8PBwQEbNmwAALi4uGDevHkICQkBAMyfPx8uLi6Wik1EZHkpKXInMIvFCseAAQPw888/1/izins6KlMoFIiKiqpx+5CQEKlwEDWIh4Mi1oTjWBHVjneOU/NkYAwrgONYkRW89Zb+66uvypujnjhWFRGRtR05ol9slNHCsXv3bty9exdCCKxcuRKTJk1CWlqaNbIREVEjZLRw7N+/H46OjkhLS0NhYSE2b96Mt99+2xrZiORRw6RQPXv25KRQRA8Z7eMQQgAAUlNTMXHiRHTt2lVaR9QkcQ4PoloZbXH06tULL7zwAk6fPo2hQ4fi7t27sLNj1wgRUb05OOgXG2W0xbF+/XpkZWXB09MTDg4OuH37tnSPBRER1cPRo3InMIvRpoNCocCVK1ewZ88eAMD9+/dRUlJi8WBERNQ4GS0ca9aswcWLF5GYmAgAaNu2LdauXWvxYERETda6dfrFRhktHBkZGYiKikKrVq0AAM7OzigtLbV4MCKiJis5Wb/YKKOFo0WLFtDpdNLwDLdu3WLnOBFRM2a0czwsLAzz589HXl4e3nnnHRw7dgwRERHWyEZERI2Q0cIxYcIE+Pj44JtvvoEQAu+//z46d+5sjWxERNQI1Vo4dDodAgMDcezYMRYLIqKG4uoqdwKz1Fo4lEolnnzySdy8eRMdO3a0ViYioqZt/365E5jF6KmqwsJCBAYGok+fPnCodKfjjh07LBqMqNExMIcH5++g5sZo4Vi8eLE1chA1fobGsAoIYEEh06xYof+6caO8OerJaOEYNGiQNXIQ2S4OikimOndO7gRmMVo4+vXrJ/01VVpairKyMjg4OOD777+3eDgiImp8jBaOCxcuSI+FEEhOTsbFixctGoqIiBovk24BVygUGD16NGcAJCJqxoy2OJKSkqTH5eXlyMzMlMatosbJ3csLmpwcuWMQkSFPPCF3ArMYLRynKnX6KZVKeHh44P3337doKDKPJienxs5asLOWqHH45BO5E5jFaOEICQnBU089VWVdeno6XG38zkciIqofo30cb775Zp3WERFRHUVE6BcbZbDFceHCBVy4cAG3bt3Crl27pPV3796FTqezSjgioibJxq9MNVg4SktLUVRUBJ1Oh3v37knrHR0d8e6771olHBERNT4GC8egQYMwaNAgTJo0CR4eHtbMREREjZjRznEHBwf853/+J65cuYLi4mJp/Z49eywajIiIGiejneOvvvoqvL29cf36dSxYsAAeHh7o3bu3NbIR2baHo+k+urh7ecmdjOTWrZt+sVFGWxz5+fkIDQ3Fnj17pNNXU6ZMsUY2ItvG0XTJkJgYuROYxWjhaNFCv4mbmxtSUlLg5uaGgoICoztesWIFUlJS4OrqiiNHjgAA3nvvPezbtw/t27cHACxZsgQjRowAAHz44YeIi4uDnZ0dVq9ejWHDhgEATp8+jfXr16O8vByhoaGYM2dO/d4pUWPB0XTJxhktHHPnzsWdO3fw+uuvY926dbh37x5WVIwlX4vJkydj+vTpeP3116usnzlzJmbNmlVl3ZUrV5CYmIjExERoNBqEh4fj+PHjAIDo6Gjs2rULKpUKISEhUKvV6NKliynvkYiocan4A9hGWx5GC8fIh38FOTk5ITY2ts47HjhwIK5fv16nbZOTkxEYGAh7e3t4enqiU6dOyMjIAAB06tQJnp6eAIDAwEAkJyezcBCRbfvlF7kTmMVo5/j//d//YcaMGRg/fjwA4PLly2aNVbV3714EBQVhxYoV0ikvjUYDd3d3aRuVSgWNRmNwPRERycdoi+ONN97AsmXLEBkZCQDo3r07Xn31VcybN8/kF3v++ecxb948KBQKbNu2DZs2bcJGC0ydWFxcjKysrAbfb4UHDx5YdP/UfJnzubKVz6Ut5LR0Rq+iIgDANTNfQ65jabRw3L9/H3369KmyTqlU1uvFHnvsMelxaGgoXn75ZQD6lkRubq70M41GA5VKBQAG19emVatW6NGjR70y1kVWVpZF90/NlzmfK1v5XNpCTotnbNMGgHn/3kDD56xrETJ6qqpdu3a4du2adPngsWPH0KFDh3qF0mq10uMTJ06ga9euAAC1Wo3ExESUlJQgJycH2dnZ6NOnD3r37o3s7Gzk5OSgpKQEiYmJUKvV9XptIqJGw9dXv9gooy2OqKgovPHGG/jf//1fDBs2DE888QTeeustoztesmQJzp8/j9u3b2P48OFYuHAhzp8/j8uXLwMAPDw8EB0dDQDo2rUrxo4di3HjxkGpVCIyMlJq1URGRmL27NnQ6XSYMmWKVGyIiGzW1q1yJzCLwcKxe/duzJgxA1qtFh9//DGKiopQXl4OR0fHOu14y5Yt1daFhoYa3H7u3LmYO3dutfUjRoyQ7vUgIiL5GTxVdeDAAQD/mnujTZs2dS4aRERUi+nT9YuNMtji6Ny5MwICAqDVahEUFFTt54cPH7ZoMCKiJquO97g1VgYLx5YtW/DHH39g1qxZ+OCDD6yZiYiIGrFaO8c7dOiAQ4cOWSsLERHZAKOX4xIREVVm9HJcIrKSh/N3PIrDrTdBfn5yJzCLwcLx2muv4b/+67+ky3KJyMI43HrzYYGhlqzJ4KmqS5cuQaPRYP/+/SgoKEB+fn6VhYiImieDLY6//vWvmDlzJnJycjB58mQIIaSfKRQKJCcnWyUgEVGTUzGL6v798uaoJ4OF429/+xv+9re/ISoqCmvXrrVmJiKipi0vT+4EZjHaOb527VpcvnwZ3333HQBgwIAB6N69u8WDEdFD7DSnRsZo4dizZw/27dsHf39/APpO86lTpyIsLMzi4YgI7DSnRsdo4fjiiy+wb98+tHk4fvyLL76IadOmsXAQETVTdbqPo/LETfWdxImIiB4aNUruBGYxWjgmT56M0NBQ6VTViRMnMKXiigCSlbuXFzQ5OXLHICJTvfGG3AnMYrRwhIeHY9CgQUhPTwcAbNy4ET179rR4MDJOk5NT47lv8Nx388BOc5JJnU5V+fj4wMfHx9JZiMgU7DS3XWPH6r8ePSpvjnriIIdERA+5e3lBoVCgZ8+eUCgU0uLu5dWwL3T/vn6xURzkkIjoIUOnf9mKq6rWFodOp+Nlt0RED/uTaloavDViA2ptcSiVStjZ2eHOnTtwcnKyViYiosbFQH8S0DxbI0ZPVbVp0wZBQUEYPHiwdBMgAKxevdqiwYiImqzx4+VOYBajhSMgIAABAQHWyEJE1Dy8+qrcCcxitHBMmjQJDx48wM2bN+Ht7W2NTERE1IgZvRz35MmTmDhxImbPng0AyMrKwssvv2zxYERENsFAx3mtnebPPqtfbJTRFsf27dsRFxcnXV3Vo0cPXL9+3eLBiIhsQjO8EdNoi6NFixbVrqiqaZgDIiJbUXGj36ML1Y3RFkeXLl1w+PBh6HQ6ZGdnIzY2Fv369bNGNiIii+A4b+Yx2uJ44403cOXKFdjb22PJkiVwdHTEqlWrrJGNiIgaIaMtDgcHB7zyyit48cUXAQCOjo4WD0VEZuCouY3f1KlyJzCL0cKRkZGBVatW4d69ewD0hWPDhg3o1auXxcMRUT00w85amzNvntwJzGK0cKxatQpRUVEYMGAAAOC7777DihUrcPjwYYuHIyIyR6Od7KyoSP+10mgctsRoH4dSqZSKBgAMGDAALVoYH1R3xYoV8PPzw/hKt9bn5+cjPDwcAQEBCA8PR0FBAQBACIE333wT/v7+CAoKwqVLl6TnHDx4ULp7/eDBgya9OSJq3qRO8EcXuY0bp19slMHCcenSJVy6dAkDBw5EZGQkvv32W5w/fx5r1qzBoEGDjO548uTJ2LlzZ5V1MTEx8PPzQ1JSEvz8/BATEwMAOH36NLKzs5GUlIR169ZhzZo1APSFZvv27di3bx+++OILbN++XSo2REQkD4NNh02bNlX5fvv27dLjulzvPHDgwGo3CiYnJyM2NhYAEBwcjLCwMLz22mtITk5GcHAwFAoFfH19UVhYCK1Wi/Pnz2PIkCFwcXEBAAwZMgRnzpyp0oohojpipzk1EIOFo+IXfEPKy8uDm5sbAKBDhw7Iy8sDAGg0Gri7u0vbubu7Q6PRVFuvUqmg0WgaPBdRs8BOc2ogRjsrCgsLER8fjxs3bkCn00nrzR1W3ZJ3ahYXFyMrK8si+waABw8eWHT/RNZmzc9zc/r/Y+h9ej3sHL9m5nGQ61gaLRxz5sxB37590a1bN9jZmTdFuaurK7RaLdzc3KDVatG+fXsA+pZEbm6utF1ubi5UKhVUKhXOnz8vrddoNHXqX2nVqhV69OhhVtbaZGVlWXT/RNZmzc9zc/r/Y/B9Prwc19zj0NDHsq5FyGjhKC4uxooVK8wOBABqtRrx8fGYM2cO4uPjMWrUKGn9J598gsDAQPzwww9wcnKCm5sbhg4dii1btkgd4mlpaViyZEmDZCEiks3MmXInMIvRwjFx4kTs27cPzz77LOzt7aX1FR3WhixZsgTnz5/H7du3MXz4cCxcuBBz5sxBREQE4uLi0LFjR2zduhUAMGLECKSmpsLf3x8ODg7YsGGD9Brz5s1DSEgIAGD+/PlGX5eIqNH780/918cekzdHPRktHC1btsTmzZuxY8cOaZ1CoUBycnKtz9uyZUuN63fv3l1tnUKhQFRUVI3bh4SESIWDiKhJqPidlpIia4z6Mlo4PvroIyQlJUn9EURE1LwZ7e3u1KkTHBwcrJGFiKheOL+GddVpdNzg4GA8/fTTVfo4zL0cl4iooXB+DesyWjhGjx6N0aNHWyMLERHZAKOFY9KkSdbIQUTUfMydK3cCsxgtHGq1usZzhcauqqKG02iHhqamgWNYWd+0aXInMIvRwrF//37pcUlJCY4ePcoRaq2M52/JojiGlWXUVpC//lr/jaenlUM1DKOFo127dlW+nzlzJiZPnozFixdbLBQRNQIGfvEB8rVGbKr1XVtBDgvTf9NU7+OoPKlSeXk5MjMzUVZWZtFQRNQIGPjFB8jXGmHru3EwWjgqz8vRokULeHh4SEOFEBFR82O0cFhiXg4iotrY1CmpZsho4SgpKcHx48dx48aNKqeoFixYYNFgRNR0GCoEhvpKeEqqcTNaOObOnQsnJyf4+PhUuXOciJoxEy/hNVQImu2VW0uXyp3ALEYLh0ajwX//939bIwsR2YqGuoS3liu3mrSgILkTmMVo4ejXrx9+/vln/OUvf7FGHiJqTgxdudXUWyI//6z/aqO/V40WjvT0dBw8eBAeHh5VTlUdPnzYosGIiJqsl17Sf22q93H84x//sEYOImoKmuupp2bGaOHw8PCwRg4iagqa66mnZsboRE5ERESVsXAQEZFJjJ6qIiKiBmbjM6iycBARWZuNz6rKU1VERNbUsiV8FQr4KhRQVFrcvbzkTlZnbHEQEVlTaSm29u0LABhZaaRxWxp+hS0OIiIyCQsHERGZhIWDiIhMwsJBREQmYec4EZGVrZw9W+4IZmHhICKysnO9eskdwSw8VUVEZGV+mZnwy8yUO0a9scVBRGRlG3buBFD1Pg5bIkvhUKvVaNu2Lezs7KBUKnHgwAHk5+fjlVdewY0bN+Dh4YGtW7fC2dkZQgisX78eqampaN26NTZt2gQfHx85YhMREWQ8VbV7924kJCTgwIEDAICYmBj4+fkhKSkJfn5+iImJAQCcPn0a2dnZSEpKwrp167BmzRq5IhMRERpRH0dycjKCg4MBAMHBwThx4kSV9QqFAr6+vigsLIRWq5UzKhFRsyZbH8esWbOgUCgwbdo0TJs2DXl5eXBzcwMAdOjQAXl5eQAAjUYDd3d36Xnu7u7QaDTStjUpLi5GVlaWxbI/ePDAovsnoubJ1N8rcv0ukqVwfPbZZ1CpVMjLy0N4eDi8vb2r/LxitMj6atWqFXr06GFuTIOysrIsun8iatoiFiyocb2pv1ca+ndRXYuQLIVDpVIBAFxdXeHv74+MjAy4urpCq9XCzc0NWq0W7du3l7bNzc2Vnpubmys9n4jIFv3QpYvcEcxi9T6OoqIi3L17V3r89ddfo2vXrlCr1YiPjwcAxMfHY9SoUQAgrRdC4OLFi3Bycqr1NBURUWM3Kj0do9LT5Y5Rb1ZvceTl5WH+/PkAAJ1Oh/Hjx2P48OHo3bs3IiIiEBcXh44dO2Lrw+ubR4wYgdTUVPj7+8PBwQEbNmywdmSrcffygiYnR+4YRGRhq2NjAQDJTz0lc5L6sXrh8PT0xKFDh6qtb9euHXbv3l1tvUKhQFRUlDWiyU6TkwOcOlX9BzY0wQsRNX2N5nJcIiKyDSwcRERkEhYOGbh7eVWZpN7cy4+JiKyJgxzKgH0ZRM3bS0uWyB3BLCwcRERW9ouXl9wRzMJTVRbEU1JEVJPxZ89i/NmzVVe2bFnj7wv3Rlhk2OKwIJ6SIqKaLN23DwBwZPDgf60sLa3x94WmEf6+YIuDiIhMwsJBREQmYeEgIiKTsHAQEZFJ2DlORGRlYStXyh3BLCwcNTA0Sq1d69Yof/Cg2nqVpydyr12zRjQiagKu2/jUECwcNTB0GW35yJE1Xy4XEMD7M4iozqaePAkA2KdWy5ykflg4GoKB6695vwYR1WTuw6klbLVwsHOciIhMwsJBREQmYeEgIiKTsHAQEZFJ2DlORGRlIWvXyh3BLCwcRERWlufsLHcEs/BUFRGRlc04dgwzjh2TO0a9scVBRGRlMx8Wjd3PPSdzkvphi4OIiEzCwkFERCZh4SAiIpOwcBARNWYtW0KhUFRb3L28ZIvEznEiIisbt2lT3Tc2MIiqRsZBVFk4iIis7H7r1nJHMAtPVRERWdnc+HjMjY+XO0a9sXAQEVnZ1JQUTE1JkTtGvdlM4Th9+jTGjBkDf39/xMTEyB2HiKjZsonCodPpEB0djZ07dyIxMRFHjhzBlStX5I5FRCSfli3Rs2dPWa62sonO8YyMDHTq1Amenp4AgMDAQCQnJ6NLly4yJyMikomMV1vZRItDo9HA3d1d+l6lUkGj0ciYiIio+VIIIYTcIYw5duwYzpw5g/Xr1wMA4uPjkZGRgcjIyBq3v3jxIlq1amXNiERENq+4uBi+vr5Gt7OJU1UqlQq5ubnS9xqNBiqVyuD2dXnjRERUPzZxqqp3797Izs5GTk4OSkpKkJiYCLVaLXcsIqJmySZaHC1atEBkZCRmz54NnU6HKVOmoGvXrnLHIiJqlmyij4OIiBoPmzhVRUREjQcLBxERmcQm+jisZcWKFUhJSYGrqyuOHDlS7ec7d+7E4cOHAejvZr969SrOnTsHFxcXqNVqtG3bFnZ2dlAqlThw4IBFMv7+++9YtmwZ8vLyoFAoMHXqVMyYMaPKNkIIrF+/HqmpqWjdujU2bdoEHx8fAMDBgwfxwQcfAADmzp2LSZMmyZbz0KFD+Mc//gEAaNu2LdasWYPu3bsDgFWOZ10yfvvtt5g3bx6eeOIJAIC/vz8WLFgAQD8Mzvr161FeXo7Q0FDMmTOnwTPWNWdj+GwWFxfjP/7jP1BSUgKdTocxY8Zg0aJFVbYpKSnBsmXLcOnSJbi4uOCdd96Rju2HH36IuLg42NnZYfXq1Rg2bJgsGXft2oUvvvgCSqUS7du3x4YNG+Dh4QEA6NGjB7p16wYAePzxx7Fjx44Gz1jXnAcOHMDmzZulK0ynT5+O0NBQAFb4fy5Icv78eZGZmSkCAwONbpucnCzCwsKk70eOHCny8vIsGU8IIYRGoxGZmZlCCCHu3LkjAgICxK+//lplm5SUFDFr1ixRXl4uLly4IEJCQoQQQty+fVuo1Wpx+/ZtkZ+fL9RqtcjPz5ctZ3p6uvT6KSkpUk4hrHM865Lxm2++EXPmzKn23LKyMjFq1Chx7do1UVxcLIKCgqo915o5K5Prs1leXi7u3r0rhBCipKREhISEiAsXLlTZ5pNPPhFvvPGGEEKII0eOiMWLFwshhPj1119FUFCQKC4uFteuXROjRo0SZWVlsmQ8d+6cKCoqEkIIsXfvXimjEEL4+vo2eKb65ty/f79Yu3Ztteda4/85T1VVMnDgQDg7O9dp28TERIwfP97Ciapzc3OTWg+Ojo7w9vaudhd9cnIygoODoVAo4Ovri8JC0cIpAAAO7klEQVTCQmi1WqSlpWHIkCFwcXGBs7MzhgwZgjNnzsiWs3///tLx9vX1rXKvjjXUJaMhlYfBsbe3l4bBaQw55fpsKhQKtG3bFgBQVlaGsrIyKBSKKtucPHlS+ut3zJgxOHfuHIQQSE5ORmBgIOzt7eHp6YlOnTohIyNDlozPPPMMHBwcAMjzuaxrTkOs8f+chaMe7t+/jzNnziAgIKDK+lmzZmHy5Mn4/PPPrZLj+vXryMrKQt++fausf3SIFnd3d2g0GtmGbjGUs7K4uDgMHz68yjprHs/aMl68eBETJkzA7Nmz8euvvwKQbxgcY8dS7s+mTqfDxIkTMXjwYAwePLjGz+bjjz8OQH+ZvZOTE27fvm3V42ksY2WPfi6Li4sxefJkTJ06FSdOnLBIPlNyJiUlISgoCIsWLcLvv/8OwDqfTfZx1MOpU6fQv39/uLi4SOs+++wzqFQq5OXlITw8HN7e3hg4cKDFMty7dw+LFi3CypUr4ejoaLHXMVddcn7zzTeIi4vDp59+Kq2z5vGsLaOPjw9OnjyJtm3bIjU1FfPnz0dSUpJFcpiTs4Lcn02lUomEhAQUFhZi/vz5+OWXX6Q+gcairhkTEhKQmZmJTz75RFp36tQpqFQq5OTkYMaMGejWrRu8LDQarbGcI0eOxPjx42Fvb49//vOfeP3117Fnzx6LZHkUWxz1kJiYiMDAwCrrKjqoXF1d4e/vb5FmdoXS0lIsWrQIQUFB1f6yrMhSuXmdm5sLlUpl8tAtls4JAJcvX8bq1avx/vvvo127dlXeA2D542kso6Ojo3TKYMSIESgrK8OtW7ca5bEE5P9sVvi3f/s3PP3009VOkahUKukv47KyMty5cwft2rWz+vGsLSMAnD17Fjt27MAHH3wAe3v7KvkBwNPTE4MGDcJPP/1k0Yy15WzXrp2ULTQ0FJcuXZIyWvpYsnCY6M6dO/if//kfjBo1SlpXVFSEu3fvSo+//vpri93ZLoTAqlWr4O3tjfDw8Bq3UavViI+PhxACFy9ehJOTE9zc3DB06FCkpaWhoKAABQUFSEtLw9ChQ2XLefPmTSxcuBCbN2/Gk08+Ka231vGsS8Y//vgD4uE9shkZGSgvL0e7du2sOgxOXXIC8n82b926hcLCQgDAgwcPcPbsWXh7e1fZRq1W4+DBgwCA48eP45lnnoFCoYBarUZiYiJKSkqQk5OD7Oxs9OnTR5aMP/30EyIjI/HBBx/A1dVVWl9QUICSkhJpP99//73FpnaoS06tVis9PnnyJDp37gwAVvl/zlNVlSxZsgTnz5/H7du3MXz4cCxcuBBlZWUAgOeffx4A8NVXX2HIkCFo06aN9Ly8vDzMnz8fgP685Pjx46udr28o6enpSEhIQLdu3TBx4kQp982bN6WcI0aMQGpqKvz9/eHg4IANGzYAAFxcXDBv3jyEhIQAAObPn1/llIa1c/79739Hfn4+1q5dCwDSpaLWOp51yXj8+HF89tlnUCqVaN26NbZs2QKFQmHVYXDqkhOQ/7Op1WqxfPly6HQ6CCHw3HPPYeTIkdi2bRt69eqFUaNGISQkBK+99hr8/f3h7OyMd955BwDQtWtXjB07FuPGjYNSqURkZCSUSqUsGTdv3oyioiIsXrwYwL8uu7169SqioqKgUCgghMCLL75oscJRl5yxsbE4efIklEolnJ2dsXHjRgDW+X/OIUeIiMgkPFVFREQmYeEgIiKTsHAQEZFJWDiIiMgkLBxERGQSFg4yWVhYGH788UeLv86ePXswduxYLF261Kz9LF++HMeOHQNgfvYDBw4gOjrarDzbtm3D2bNnzdqHKa5evYqJEyciODgY165dM/n5H3/8Me7fv2+BZHparRYvvfQSAP1oxBWP62PFihXw8/OrNlZXfn4+wsPDERAQgPDwcBQUFADQ3wm+bdu2+odvplg4yKoq7oupi08//RS7du3C22+/bcFE1qXT6bB48WIMHjzYaq+ZnJyMMWPGID4+vl7DY+zZs8fkwmHKv/OuXbuk4cDNNXnyZOzcubPa+piYGPj5+SEpKQl+fn6IiYkBADz77LM4deqURQtjU8QbAJuo69ev48UXX8RTTz2FCxcuQKVS4f3330fr1q0RFhaGZcuWoXfv3rh16xZCQkJw8uRJHDhwACdOnMD9+/fx22+/4YUXXkBpaSkSEhJgb2+PmJgY6UaihIQErF69GjqdDhs2bECfPn1QVFSEdevW4ddff0VZWRkWLFiA0aNH48CBA0hKSkJRURHKy8urjP0D6H9x7N+/HwAQEhKCmTNnIjIyUnoPU6ZMwcyZM6XtdTod3nrrLZw5c0aanyIsLAyZmZnYtGkTioqK0K5dO2zcuBFubm41Hh+dTodVq1YhMzMTCoWi2msAwNGjR/H3v/8ddnZ2cHJywt69ewHo/0KeNWsWcnJyMHr0aCxbtgwAEBUVhR9//BHFxcVV5k9Qq9UYO3Yszp49i9mzZ+PMmTN49tln8dxzz0GtViM4OBinTp1CWVkZtm7dis6dO+PWrVtYunQptFotfH19cfbsWezfvx/t27evktHQa1ZITU3F7t27YWdnh3PnziE2NhYJCQmIjY1FaWkp+vbti6ioKCiVyhr3tWfPHmi1WsyYMQMuLi6IjY1Fv379cOHCBQDAsWPHkJKSgk2bNmH58uWwt7dHVlYW+vfvj8WLF9f4eXhUUlISXnnllWrr8/PzsXLlSuTk5MDBwQHR0dHo3r17rcdm4MCBuH79erV9JScnIzY2FgAQHByMsLAwvPbaa1AoFBg0aBBOnTqFcePG1fhZoRo06CDt1Gjk5OSIHj16iJ9++kkIIcSiRYtEfHy8EEKI6dOni4yMDCGEEHl5eWLkyJFCCP34/qNHjxZ37twReXl5on///uLTTz8VQgixfv16sWvXLun5q1atEkLo5zCpmL/k7bffll6joKBABAQEiHv37on9+/eLYcOGidu3b1fL+eOPP4rx48eLe/fuibt374px48aJS5cuCSEMzyOxd+9esXDhQlFaWiqE0M8/UFJSIqZNmyZtn5iYKJYvXy6EEOL1118XR48erfLef/zxRzFz5kxpnwUFBdVeZ/z48SI3N7fKz/fv3y/UarUoLCwUDx48EM8++6y4efOmlEMI/Vwd06dPF1lZWdL7iImJkfZbOc/IkSPFnj17hBD6uSpWrlwphBBi7dq1YseOHUIIIVJTU0W3bt1qPBaGXrOyd999V+zcuVMIIcSVK1fESy+9JEpKSoQQQkRFRYmDBw8azV/5tSvPSXH06FHx+uuvS+9rzpw50jwahj4PlV27dk1MmjRJ+r7y/CfR0dHivffeE0IIcfbsWTFhwoQ6HZucnJxqc+o89dRT0uPy8vIq3yckJIjo6Ohqx40MY4ujCXviiSfQo0cPAPpRXm/cuGH0OU8//bQ08qqTk5M0/lK3bt3w888/S9tVDKQ3cOBA3L17F4WFhUhLS8PJkyfx0UcfAdAPQV0xoF3F/ACPSk9Px+jRo6VhMvz9/fHdd9+hZ8+eBjOeO3cOf/3rX9Gihf7j6+Ligl9++QW//PKLNJZTeXk5OnToYHAfnp6eyMnJwbp16zBixIgax/Lp168fli9fjrFjx8Lf319a7+fnBycnJwBA586dcePGDTz++OM4evQo9u3bh7KyMvzxxx+4evWqNKNhbX/NVgxa2KtXL3z11VfScdm+fTsAYPjw4QbniantNWty7tw5ZGZmSsNRPHjwQBqPydR91eS5556Thgox9HmoGFMJ0I8FVnlwy8rS09Px3nvvAdAf8/z8fNy9e7fOx8YQhUJRZW4LV1fXKuM+kXEsHE1Y5VE9lUoliouLpcfi4UgzFYO21fQcOzs7tGzZUnqs0+mknz06qUzF9++++261wdh++OEHaWIcSxFCoGvXrnWeb8LZ2RkJCQlIS0vDP//5Txw9elQa66dCdHQ0fvjhB6SkpGDKlCnS6bRHj6tOp0NOTg4++ugjxMXFwdnZGcuXL5eON4Ba37+hY2yMsdesiRACkyZNqnbBQX32BaDaNo++z5o+D5W1bt262mfQEiqKg5ubG7RabZVTfsXFxWjVqpXFMzQl7Bxvhjw8PJCZmQkA0tVGpvryyy8BAN999x2cnJzg5OSEoUOH4pNPPpGKUl2GnB4wYIDUr1JUVIQTJ05gwIABtT5n8ODB+Pzzz6UO2Pz8fDz55JO4deuWdO69tLRUmnSpJrdu3YIQAmPGjEFERESNWa9du4a+ffti8eLFaNeuXa0zwd27dw8ODg5wcnLCn3/+idOnTxt977Xp378/jh49CgDSSKcN8Zp+fn44fvw48vLyAOiP3Y0bN2rdV9u2bXHv3j3p+8ceewxXr15FeXl5rZMZ1eXz8O///u8GW8IDBgzAoUOHAOivtmrXrh0cHR3rdGweVTFiNADEx8dXGUE4Ozu70c0Z0tixxdEMvfDCC4iIiMC+ffswYsSIeu2jVatWCA4ORllZmTT67rx587BhwwZMmDAB5eXleOKJJ/Dhhx/Wuh8fHx9MnjxZuqomJCSk1tNUgH7ugezsbEyYMAEtWrTA1KlTMX36dLz77rt48803cefOHeh0OsyYMcPgiLVarRYrVqxAeXk5AP1os4/avHkzfvvtNwgh8Mwzz6B79+7IysqqcX/du3dHz549MXbsWLi7u6N///61vgdjFixYgCVLluDQoUPw9fVFhw4dqk3eVJ/X7NKlCyIiIvDCCy+gvLwcLVu2RGRkJHx9fQ3ua+rUqZg9ezbc3NwQGxuLpUuX4qWXXkL79u3Rq1cvFBUV1fhadfk8tGnTBp6envjtt9/QqVOnasdg5cqVCAoKgoODAzZt2mT02NQ0wnVoaCjmzJmDiIgIxMXFoWPHjti6dav0Ot9++22N//5kGEfHJWqESkpKYGdnhxYtWuDChQtYs2YNEhIS5I5lEV999RUyMzNrvLKqJg15bP78808sXboUu3fvrtfzmyu2OIgaoZs3byIiIkJqFaxbt07uSBbj7++P/Pz8Om/fkMfm5s2bWL58eb2f31yxxUFERCZh5zgREZmEhYOIiEzCwkFERCZh4SAiIpOwcBARkUlYOIiIyCT/Dz9i4GwAsVkHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_features(scatac1, binary=True, log=False, bins=50, threshold=2500)\n",
    "epi.pp.coverage_features(scatac1, binary=True, log=True, bins=50, threshold=2500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "infectious-difference",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_cells(scatac1, binary=True, log=False, bins=50, threshold=25000)\n",
    "epi.pp.coverage_cells(scatac1, binary=True, log=True, bins=50, threshold=25000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "armed-albany",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 3425 × 62657 \n",
       "    obs: 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness'"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.filter_cells(scatac1, max_features=25000)\n",
    "epi.pp.filter_features(scatac1, max_cells=2500)\n",
    "scatac1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "restricted-sentence",
   "metadata": {},
   "outputs": [],
   "source": [
    "scatac1.layers['binary'] = scatac1.X\n",
    "epi.pp.normalize_total(scatac1, target_sum=1e4)\n",
    "epi.pp.log1p(scatac1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "mental-federal",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2859, 22955) (2859, 62657)\n"
     ]
    }
   ],
   "source": [
    "com_index = scrna1.obs.index.intersection(scatac1.obs.index)\n",
    "scrna1 = scrna1[com_index]\n",
    "scatac1 = scatac1[com_index]\n",
    "print(scrna1.shape, scatac1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "twenty-yesterday",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2859 × 62657 \n",
       "    obs: 'nb_features', 'cell_type'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness'\n",
       "    layers: 'binary'"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac1.obs = scatac1.obs.join(scrna1.obs[['cell_type']])\n",
    "scatac1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "floppy-bowling",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      "Trying to set attribute `.obs` of view, making a copy.\n",
      "... storing 'cell_type' as categorical\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:108: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:101: 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"
     ]
    }
   ],
   "source": [
    "scrna1.write('../data/new-data-2020/expressions.h5ad')\n",
    "scatac1.write('../data/new-data-2020/peaks.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abroad-knitting",
   "metadata": {},
   "source": [
    "## Filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "representative-toddler",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/cbook/__init__.py:1377: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:239: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/cbook/__init__.py:1377: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:239: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_score_value = 0.55\n",
    "nb_feature_selected = 40000\n",
    "epi.pl.variability_features(scatac1, log=None, min_score=min_score_value, nb_features=nb_feature_selected)\n",
    "epi.pl.variability_features(scatac1, log='log10', min_score=min_score_value, nb_features=nb_feature_selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "expected-egypt",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/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/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/cbook/__init__.py:1377: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:237: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:239: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/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/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/cbook/__init__.py:1377: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:237: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:239: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEKCAYAAAAfGVI8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XlcVPX+P/DXwACyyy4qaq6RC2SamkqKiiuhpNX9mXmtLpW5Xfe98pZWmnXle92u3UptM9cUUxMzyz3TzCS3VEABZXNwBgaY+fz++HgGhnVmOGdmzsz7+Xj4ODIw57zF85n3+ewKxhgDIYQQp+Vi6wAIIYTYFiUCQghxcpQICCHEyVEiIIQQJ0eJgBBCnBwlAkIIcXKUCAghxMlRIiCEECdHiYAQQpyc0tYBmOLcuXPw8PAw+ee1Wq1ZPy8Fe4jBXuIwNwatVovo6GgJI3Je5pYlsdnD/VgbR4zN1LIki0Tg4eGByMhIk38+LS3NrJ+Xgj3EYC9xmBtDWlqahNE4N3PLktjs4X6sjSPGZmpZoqYhQghxcpQICCHEyVEiIIQQJ0eJgBBCnBwlAkIIcXKUCAghxMlRIiCEECdHiYAQQpwcJQJCCHFysphZ3BAFBYBKxf/u5wcEBNg2HkIchlC4qGDJnsPXCFQqYP9+/kdICIQQEQiFiwqW7Dl8IiCEEFI3SgSEEOLkKBEQQoiTo0RACCFOzuFHDREid/PmzcPhw4cRFBSEPXv2AADee+89/PDDD3Bzc0OLFi2wbNky+Pn52ThSIldUIyDEziUmJmLDhg1Gr/Xu3Rt79uzB7t270apVK6xbt85G0RFHQImAEDvXvXt3+Pv7G73Wp08fKJW8Qh8dHY3s7GxbhEYchGSJYN68eejVqxdGjBhheO29997DkCFDEB8fj9dffx0qGn9MSINt27YNMTExtg6DyJhkfQSJiYl4/vnnMWfOHMNrvXv3xowZM6BUKrF8+XKsW7cOs2bNkioEQhzemjVr4Orqiqeeesqkn9dqtaLtCR2i0aAsKwtuubm4q9GY9J6SkhK73ZPamWOTLBF0794dmZmZRq/16dPH8Pfo6Gjs27dPqssT4vC2b9+Ow4cP49NPP4VCoTDpPaJuXn/zJhAeDgQHI7hlS5Pe4ogbxFuD1JvX22zU0LZt2zB06FBbXZ4QWTty5Ag2bNiAzZs3w9PT09bhEJmzSSKQujpbuRql0YQgK6sMAJCb6waN5q75AVvAXqqZ9hCHPcQgZ9OnT8epU6dQUFCAmJgYTJ48GevXr0dpaSkmTJgAAIiKisKSJUtsHCmRK6snAmtUZytXo4TaKwAEBwMtWwabHbMl7KWaaQ9xmBsDJQ1jK1eurPbamDFjbBAJcVRWTQRUnSWEEPsjWSKg6iwhhMiDZImAqrOEECIPNLOYEEKcHCUCQghxcpQICCHEyVEiIIQQJ0eJgBBCnBwlAkIIcXKUCAghxMlRIiCEECdHiYAQQpwcJQJCCHFylAgIIcTJUSIghBAnR4mAEEKcHCUCQghxcpQICCHEyVEiIIQQJ0eJgBBCnBwlAkIIcXKUCAghxMlRIiCEECdHiYAQQpwcJQJC7Ny8efPQq1cvjBgxwvBaYWEhJkyYgLi4OEyYMAH37t2zYYRE7igREGLnEhMTsWHDBqPX1q9fj169euHAgQPo1asX1q9fb6PoiCOQLBHQUwwh4ujevTv8/f2NXktNTcXIkSMBACNHjsTBgwdtERpxEJIlAnqKIUQ6eXl5CA0NBQCEhIQgLy/PxhEROVNKdeLu3bsjMzPT6LXU1FRs2rQJAH+KGTduHGbNmiVVCIQ4BYVCAYVCYdLParVapKWliXLdEI0GZVlZcMvNxV2NxqT3lJSUiHZ9sTlzbJIlgprQUwwh4ggKCsKdO3cQGhqKO3fuIDAw0KT3eXh4IDIy0vILFxQAKhX/u0IBhIcDwcEIbtnSpLenpaU17PoScsTYTE0eVk0ElUn5FFM5e2o0IcjKKgMA5Oa6QaO5a36wFrCXpwt7iMMeYnA0sbGx2LlzJ5KSkrBz504MGDDAOhdWqYD9+/nfe/a0zjWJ5KyaCKz1FFM5e968yR9aACA4GGjZMtjsuC1hL08X9hCHuTFQ0jA2ffp0nDp1CgUFBYiJicHkyZORlJSEadOmYevWrWjatCk++ugjW4dJZMyqicBmTzGEyNjKlStrfP2zzz6zciRV5OUB2dm2jYGIQrJRQ9OnT8dzzz2H69evIyYmBt988w2SkpJw9OhRxMXF4dixY0hKSpLq8oQQqU2aBLzxBnD7tq0jIQ0kWY3Abp9iCCENp9EAFy/yv+/YAfTqZdt4SIPQzGJCiPnS0yv+Tn06skeJgBBiPmHod/PmlAgcACUCQoj5cnMBV1egUyfg+nWgrMzWEZEGoERACDFfXh4QFgaEhAB6PXUYyxwlAkKI+fLy+AQdYS5Q5T4DIjuUCAgh5isqAoKCgIAA/nVGhm3jIQ1CiYAQYr7794HGjSsSAdUIZI0SASHEPHo9n0fQuDHQqBHg5wdUWWmYyAslAkKIeTQagDGeCAC+iNdd6yzmSKRBiYAQYp779/lRaBYKCgLu3LFdPKTBKBEQQswjJAKhRkCJQPYoERBCzFM1EQQGAjk5fNMaIkuUCAgh5iku5kc/P3709QXy8ykRyJjTJAKaAU+ISEpK+NHLix8DAnjnMSUC2XKKRHD5Ml86/cwZW0dCiAMQEoG3Nz8Ks4tpD3LZcopEcOIEP27ZYts4CHEIJSV8wTl3d/41JQLZc4pEcP06P549a9s4CHEIJSV8IplCwb+mRCB7TpEI8vP5MTOTN2USQhpASAQCYT4BJQLZcvhEUFzM71tfXz4hUkgKhBALlZQAHh4VX/v789oBJQLZcvhEIMxzad2aH2/csFkohDiGkhLA07Pia1dXwMeHb1ZDZMnhE0FODj8KieDmTdvFQohDqFojAHiVm2oEsuXwiUCoEbRsyY9ZWbaLhRCHULWPAOA1AppHIFtKWwcgNeEhpWlTfqRFEokj+fTTT/HNN99AoVCgffv2WLZsGTyqPq2LrWrTEECJQOYcvkagUvGjtzcf3PDXX3S/EseQk5ODjRs3Ytu2bdizZw90Oh1SUlKkv3BNTUOUCGTNJjUCaz7FFBUBbm6AUsnXyPrjD54chBFvhMiZTqdDSUkJlEolSkpKEBoaKu0FGQO02upNQ97ePBHo9YCLwz9fOhyr/49Z+ylGpTJeEkVYOJEQuQsLC8OLL76I/v37o0+fPvDx8UGfPn2kvaiwKU1NfQR6PVBYKO31iSRsUiOw5lNMUVFFc2ZgIHUWE8dx7949pKamIjU1Fb6+vpg6dSp27dqFhISEWt+j1WqRlpZm8TVDMzIQBOCeVgulRgNVVhb8NBqUlZejMYBrJ0+itFWrWt9fUlLSoOtLyZljs3oiqPwU4+Hhgd69e9f7FGPuzVv5l5ab2wZKJZCVlQdf32Dcu+eC3NwCaDTS9hrby01lD3HYQwyO6NixY2jevDkCHyzxEBcXh7Nnz9aZCDw8PBAZGWn5RR88SfmHhQFeXvAOD+dV7ubNAQBtGjcG6jh/Wlpaw64vIUeMzdRyZ/VEYMlTjLk3b+VfWkkJXzY9PDwcmZn866CgYLRqFdzgf4upMdiSPcRhbgyUNEzTtGlT/PbbbyguLkajRo1w/PhxdOrUSdqLqtX8WFPTEECTymTK6n0ElZ9i3NzcDE8xUikqqugj8PPjzZjCvUyInEVFRWHw4MEYNWoU4uPjodfr8eyzz0p7UaGTjRKBQ7F6jcDaTzEqFdCsGf+7ry8/3rsn2eUIsaopU6ZgypQp1rsg1QgcktUTQeWnGKVSicjISEmfYip3Fgs761EiIMRCtdUIPDz4/gSUCGTJpERw6NAh9OvXDy4ijQ+21lNMebnxkGehRiBMMiPEmsQuRzZRWyJQKPj4bFpvSJZMuiP37t2LuLg4vP/++7h27ZrUMYlGqMUKGylRjYDYklzLkZHamoYAngioRiBLJtUIVqxYgfv372PPnj2YN28eFAoFEhMTMXz4cPgIbYN2SLhnhUnL1EdAbEmu5ciIRsOPbm7Vv0eJQLZMrqP6+Phg8ODBGDZsGO7evYvvv/8eiYmJ2LRpk5TxNYhQixUSgVAjoKYhYityLEdGiot5EqipeSswkBKBTJlUIzh48CB27NiB9PR0JCQk4JtvvkFQUBCKi4sxfPhwjBs3Tuo4LVK1RuDjw5syKREQW5BrOTJSXFx9wTkB1Qhky6RE8P333+Pvf/87unfvbvS6p6cn3nnnHUkCE0PVGoGLCx9BRE1DxBbkWo6MFBdXdLpVFRjIF57T6fiuZUQ2TGoaCg4OrnbzLl++HADQq1cv8aMSSdUaAcAnl1EiILYg13JkpL4aAS08J0smJYJjx45Ve+3IkSOiByO2qjUCgCcCahoitiDXcmRE6COoibC2OzUPyU6dTUNffPEFvvzyS6SnpyM+Pt7wulqtRteuXSUPrqFqSwRUIyDWJPdyZKSupqHKiaBDB+vFRBqszkQQHx+PmJgYrFy5EjNmzDC87u3tjcaNG0seXENR0xCxB3IvR0bqahp6sAoq1Qjkp85EoFAo0Lx5cyxevLja9woLC+3+Jq6tRpCRYZt4iHOSezkyUlzMdyOriVAjoNnFslNnIpgxYwbWrVuHxMREKBQKMMYM31MoFEhNTZU8wIZQq/lw0cpNmtRHQKxN7uXISHFx7fu8Uo1AtupMBOvWrQPA10iRI7WaDxdVKCpe8/Li6w+VlNQ8S54Qscm9HBmpq2nI05N/jxKB7Jg0aujMmTPQPJhavmvXLixbtgy3b9+WNDAxFBdXrDwqEPYmKCiwfjzEucm1HBmpa9SQQgEEB1MikCGTEsGbb74JT09P/Pnnn/jkk0/QokULzJ49W+rYGkyjqf7UT4mA2Ipcy5EBY3WPGgIoEciUSYlAqVRCoVDg4MGDGDt2LMaOHQu1DLb5Ki6uPRHQnBdibXItRwZaLZ8wVlvTEMATAXUWy45JicDb2xvr1q3D7t270a9fP+j1epSXl0sdW4NRjYDYE7mWIwNh5VGqETgckxLBhx9+CHd3d7zzzjsICQlBdnY2XnrpJaljazDqIyD2RK7lyKC+RFBezr935w4VMJkxadG5kJAQTJgwwfB106ZNMXLkSMmCEgs1DRF7ItdyZFDTDM2q38/P5zM28/NrH2ZK7I5JieDAgQNYsWIF8vLywBgDYwwKhQK//vqr1PE1iEbDa6qVUY2A2Ipcy5GBKU1DPj68U5mm78uKSYlg+fLlWLt2Ldq0aSN1PKKqqUbg6sqTASUCYm1yLUcGpiYCgAqYzJjURxAUFCTLm7emRAAA/v50nxLrk2s5Mqi6CXhNKBHIkkk1gk6dOmHatGkYOHAg3CvdBHFxcZIFJoaaRg0BlAiIbci1HBmYUyPIz5c+HiIakxKBWq2Gp6cnjh49avS6vd/ANY0aAigRENuQohypVCosXLgQly9fhkKhwNKlS/Hoo482NNSaUdOQwzIpESxbtkzUi1rj5hUmQdZWI5DbzH4if2KXIwB455130LdvX6xatQqlpaUoKSkR/RoG9Y0aAqhGIFMm9RFcv34d48ePx4gRIwAAf/75J1avXm3xRYWbd9++fdi1a5ck7aalpXwSZE2JoHFjemAh1id2OSoqKsLp06cxevRoAIC7uzv8/PxEibVGptQI3N35WkSUCGTFpBrBokWLMHv2bMN66g8//DBmzpyJiRMnmn1B4eZ99913AfCb172uG8tCxcX8SH0ExF6IWY4AIDMzE4GBgZg3bx7+/PNPdOzYEQsWLICXMEa6BlqtFmlpaRZdL+jGDYQCyMrPB1Qq+Gk0UGVlVTuGeHuj/NYtXK/hOiUlJRZfX2rOHJtJiaC4uBhdunQxes3V1dWiC1py81pCeHipLRFoNHzplLpquYSIScxyBADl5eW4ePEiFi1ahKioKLz99ttYv349pk2bVut7PDw8EBkZadkFvb0BFxeEN2/OVxr18oJ3eHj1Y2AglCpVjddJS0uz/PoSc8TYTE0eJiWCgIAApKenQ/FgYf99+/YhJCTE7KAAy25ec59iSkpKkJ5+FUBblJUVISuLb1Wm0fghK0sFpdIXgA9OnryMkBCdRf8OU2Kwh6cLe4jDHmKwB2KWIwBo0qQJmjRpgqioKADAkCFDsH79elFirZFGU32Dj5r4+QF370oXBxGdSYngjTfewKJFi/DXX3+hb9++aN68OVasWGHRBS25ec19iklLS0OzZm0BAKGhvnB19QXAJ5KFh3tDq+U/FxLSHlI9ANjL04U9xGFuDI6aNMQsRwBfsqJJkyb466+/0Lp1axw/flzaeQrCTk/18fcHbt6ULg4iujoTwSeffGL4+5NPPokePXpAr9fDy8sLBw4cMFo3xVTWunkrNw2VlRl/z9+fH6k/i1iDFOVIsGjRIsycORNlZWWIiIiQZGSSgVAjqI+fH++EKy2tu2OZ2I06E4GwVvr169fx+++/Y8CAAWCM4dtvv0Xnzp0tvqg1bt7KncVVE4GwVzh1GBNrkKocAUBkZCS2b98uRpj1MycRAHwV0ubNpY2JiKLORDBp0iQAwNixY7F9+3b4PBgjPGnSJLzyyisWX9QaN2/lRFBUZPw9qhEQa5KqHFmdOU1DAJCdTYlAJkyaR5Cbm2s0xNPd3R25dr75RF2jhqhGQGxBjuXIiLk1guxsaeMhojGps3jkyJEYPXo0Bg0aBAA4ePAgEhMTJQ2soeqaR+DL+44pERCrkmM5MqLRVHzI16VyjYDIgkmJ4LXXXkNMTAx++eUXAHyq/COPPCJpYA0lJIKaHmBcXfm9Sk1DxJrkWI6MqNVAkyb1/5zwpEWJQDZMSgQA0LFjR3Ts2FHKWERVV9MQAAQGUo2AWJ/cypGR2pbzrcrNjdccKBHIhkl9BHJUV9MQwHfRo0RAiBlM7SMAgJAQWtlRRhw+EdS2hERgIJCXZ714CJE9tbpir9f6hIcDt25JGw8RjcMmAqEW61LLvzA4GJDTgA1CbEqvr31d95qEhwOZmdLGRETjsImgtk1pAKC8nN/POTnUPESISYQqtjk1gqys6rM5iV1y2ESg0dR+z6rVfMRQURHVCggxiTD6wtQ+giZN+O5Q1GEsCw6bCOqqEQAVGykVFlonHkJkzdxEEB7OjxkZ0sRDROX0iYA6jAkxgbBNpbmJgPoJZMFhE0FdTUNAxZwXmlRGiAksrRFQIpAFh00EVCMgRETmJgIvL/6zV69KFxMRjdMnAho1RIgJzG0aEtYlSk+XLiYiGodNBPU1DXl78x33qEZAiAnMrREAfPo+zS6WBYdNBPXVCFxdeaKgPgJCTCDUCEydRwAAQUHURyATTpsIAN48RImAEBNYUiMIDuab2AvvJXbLYRNBfU1DAB85RImAEBPUt5xvTYKD+fH6dfHjIaJy2ERANQJCRGRuZzHAVyAFKBHIgEMmgvJyvsRJffesry91FhNiEo2G7zPg5mb6e4KC+PGvv6SJiYjGIROBVsv/WfU1Dfn780RA62IRUg9T2lqr8vXl76FEYPccMhGUlCgA1F8jEDaxp3WxCKmHWs3HXJtDoQBatKCmIRlw0ERgeo0AoKHOhNTLkhoBADRvTjUCGbBZItDpdBg5ciReeeUV0c9tbo2AEgGRMynLkoE5u5NV1rIlcO0a39iG2C2bJYKNGzeiTZs2kpxb6COoLxEINYKsLEnCIMQqpCxLBhqN+U1DANC6NR/CRxPL7JpNEkF2djYOHz6M0aNHS3L+4mLTagS+vnyGMdUIiFxJXZYMLG0aat2aHy9dEjceIiqlLS66dOlSzJo1C2phbLLIhD6C+h5gXFz4UGdKBESuzC1LWq0WaWlpZl/nobw8lDVtCm1uLsoeVKH9NBqosrKqHSt/z71lSwQByD58GAXNm6OkpMSi61uDM8dm9UTwww8/IDAwEJ06dcLJkydNeo+5N69K5QEAyM7+C40a+SEri48P1Wj8kJWlMhwBIDAwGFeuaJGWJu5OSvZyU9lDHPYQgyOypCx5eHggMjLS/Ivp9WgUFgbf4OCKvQa8vOAdHl79WPl7HToAfn5oUliIJpGRSEtLs+z6VuCIsZla7qyeCH799VccOnQIR44cgVarxf379zFz5kysWLGi1veYe/Pu2XMLANC5c2t4eBjdtwgP9zYcAaBZMyAnx030G8Bebip7iMPcGChpmMaSsmQxS5uGdDrgoYeA336jNd/tmNUTwYwZMzBjxgwAwMmTJ/G///1P9Bu3uLhi+KhOV/fPhoUBZ8+KenlCrMIaZcnAknkEwvs8PYE//gBUKvHjIqJw0HkEvLPYlAeYsDAgNxcoKZE4KELkzNIaAQA0aQIUFgJFReLGRERjk85iQY8ePdCjRw/RzyvUCLy967/3mjThxwsXgG7dRA+FEKuQqiwB4It3lZZangiaNuXHy5cBO2guJdU5ZI2guNgFLi6Au3v9PyuslEvN0oTUQliC2pKmIYDPLgaokNkxh0wEJSUKeHnxpU7qIzys0HwXQmohJAJLawSBgbyfgBKB3XLIRFBc7AIvL+DmTT6psS4hIXxSWYa4o0cJcRzCHAVLawQKBR+e9+ef4sVEROWwicDDA9i/nzdt1sXVlT+wUI2AkFo0tEYA8OahP/+kNYfslEMmgpIShVkbKdEe24TUQaxEoFbDjQqaXXLIRFBc7GL2HtvUNERILRraNATwVUgBeF64IEJARGyUCMBrBLm59fcnEOKUxKgRNGsGeHig0fnz4sREROWQicDcpiFhCCltpERIDYTJOD4+lp/D1RXo0gWelAjskkMmAmHUkKlCQ/mRVsolpAZCIvDza9h5oqLgefEikJPT8JiIqBwyEZSUKNCokek/L8wuptFthNRAWCPI17dh53n4YShKSwETV0ol1uOQicDcPoJGjfgKpZQICKmBGE1DANClCz/SKo92xyETQUmJeU1DANCmDSUCQmpUVMSTgEsDPy7CwqDz9QXOnRMnLiIah0sEjPEagTlNQwBPBGlp/P2EkEpUqoY3Cz1Q2rw5cOaMKOci4nG4RCAMATWnaQjgiaCoiDayJ6SaoiLxEkHLlnzSzo0bopyPiMPhEoGlQ57btOFHWheLkCpUqoaPGHqgVNjMPjVVlPMRcThsIjC3RtChAz/+9pu48RAieyLWCMpDQvh47YMHRTkfEYfDJQJhNry5fQSNG/NhpD/9RFurEmKkqEi0GgEUCqBPH54IaAE6u+FwicDSpiG1mj+onDxJW6sSYkTEzmIAQO/efE0XmmVsNxw2EZjbNAQAERFAdjatOUSIERGbhgDwRAAA338v3jlJgzhcIhCahixJBC1a8OGj1GFMSCViNg0BfHGvDh2AXbvEOydpEIdLBA2pEbRowY+0Ui4hD2i1fHcnMWsEajXQti1w/Dhw96545yUWc7hE0JAaQUAA7zT+5RdxYyJEtoTlJcRMBAAQHc07i7/9VtzzEos4XCK4f58fLdlDQ6HgDyqnT9MMY0IAiLfyaFUREXzXsq1bxT0vsYjDJQJhxI+l62O1bctnF9+8KV5MhEghKysL48aNw7BhwzB8+HB89tln4l9ErJVHq1IogIQE4MAB4NYtcc9NzGb1RCD1zVtUBLi4MLPnEQjatuXHn34SLyZCpODq6oq5c+di7969+Prrr/HFF1/g6tWr4l5EqqYhABgzhjcPbdwo/rmJWayeCKS+eflCiXooFJa9v1kzXgv+4QfRQiJEEqGhoejYsSMAwMfHB61bt0aO2Ju+SNU0BPCmoccfB/77XyA/X/zzE5NZPRFIffOqVICXl+UzFl1cgL59gX37qJ+AyEdmZibS0tIQFRUl7omlahoC+MiOyEi+RyytPWRTSlte3NSbV6vVIs3Ewf23bzeDl5cbcnPvISurDBqNH7Ky+M0s/L2+1x5/PAApKY2wY0cuIiMtG95WUlJicsxSsoc47CEGR6ZWqzFlyhTMnz8fPvV0jplTlgCg8eXLCAdwJTsb5S4uCNFoUPZgiV4/jQaqrKxqx5q+J7xWVlYGdaXvFTVtitBGjVC2di3+6tTJsl+ASOz5PpU6NpslAnNuXg8PD0RGRpp8bh+fYgQHByM8nC81ER7OhxAJf6/vNaGf4MSJYCQmBlvwrwPS0tLMilkq9hCHuTHYa2G0R2VlZZgyZQri4+MRFxdX78+bW5aE4XftHnuMj62+eZNv5wcAXl7wflDIjI41fe/Bayo3N3hX/l6rVkD//vDYtw+RLi4Vqz/agD2UldpYGpupZckmo4bMvXnNwfsIdA06R3Awn1x24IBIQREiAcYYFixYgNatW2PChAnSXKSggI/w0el4EpBi/ZXYWMDdHVi+XPxzE5NYPRFIffOqVIC3d8NXNezWjS9Jfe2aCEERIoEzZ85g165dOHHiBBISEpCQkIAff/xR3Ivk5/OZlvfvA/v381nGYvPzA559lo8eonHbNmH1piHh5m3fvj0SEhIAANOnT8eTTz4pyvmLisRJBN27A9u3A199BSxYIEJghIisW7duuHTpkrQXKSjgiUBqr74KbNkCLFwIbNok/fWIEasnAqlv3qKiho0aEgQG8pFtn38OzJ8Pi4ejEiJrBQW8MEgtNBSYMAFYswb45z+Brl2lvyYxcKiZxXo9UFgI+Ps3rI9A8NRTfCVSWjadOC2haUhqajXvKA4MBGbNorHbVuZQiUCl4vePn584Ox/FxfE+rNWrRTkdIfJjrRoBwFeKnDQJOHQI+OQT2irQihwqEQj3ja+vODUCDw++SOKXX1ZMsCTEqVirRiB46ik+PHXOHEDsWdKkVg6ZCPz8xEkEANCvH08CmzeLdkpC5EFoa7VmInBzA/72N76V5X/+Y73rOjmHTAT+/uJtit26NdCxI78nqdmSOJXCQj5/IDTUutft0AHo0QNYtw7480/rXttJOWQiELNGoFAA48cDf/zB1x8ixGncucOP1k4EADB6NO8zeOEFXjsgknKoRFBYyI9iJgIAGDmSzzR+802qFRAnYstE4OfHRw+dPg2sXGn96zsZh0oEUtQIAL4i6SuvAKdO0YZKxInYMhEAQHw8H63xwQfAuXO2icFJOFSLVZGKAAAZLklEQVQiyMvjfU1eXuI+tqvVfL2tgADg7bd5HxohDs/WiUChAJ5/ng9fHTmSmogk5FCJICcHCAuTZhawUsnvxfPngf/9T/zzE2J37tzhhSkoyHYx+PryTuPsbN5vUFJiu1gcmMMlAikfXnr04GsQzZlD26wSJ5CdzZfiVdp02xI+bO+994Aff+TJQKu1bTwOyKESwZ07vEYgFYUCWLqUP5Q89xxQXi7dtQixuYwMvp2kranVfATR0qVASgqfdCaMDCGisHGqF1dODtC5s7TXCA0FnnkG+PRT3oG8YQMtSEccVEYG8NBDto6iwjPP8NrJggXAY48BX3/N14u3dzduABcu8NEs3t589IlSydevcXPjf5RK/qdFi4pmjYICw1ahUk/pc5hEwBivEVijX6tXLz66bdUqXjv43//4chSEOJTMTCAmxtZRVFCrAX9/YNo04LPP+PLAEyfypaubNLFtbOXlwNWr/AP/wgXgyhX+9bVrfBSLOR5/HFi0iG+VeOQIAED52GMSBF3BYRJBYSHfM0PKpqHK/vlPfu/Nn8/33t64sWKLS0JkT63mT6T20DRUVdu2fJOcjz7iy1Z//DHw8su8ULZuLe219XogPb3iA1/4k5ZWsWmPQsF/by1bAoMHA82a8Y19Bg/mT4w6HaDRAL/8AnTpwp9iGePvv3SJL7g3apRVV7t0mESQns6PLVpY53o6HfD//h9/QJk3jzdJzZnD/3h6WicGQiQj7BRmrQJlLhcX4IkngHHjgPXrgbVr+Toww4YBr78ODBzIm1yq0umAv/4Cfv+df4BfvcqfIouK0EKj4VV9V1f+R5g9KnxI37rFP2gqb9fZrBnQvj3w0ktAu3b8w//2bV6TOnGC/0zPnvzvDz1k/FpBAf/gOHGi4mfatgW2bePrLU2bxp80Q0Kk/V3CgRLBjRv82KqVda6nVvP/N6WSTzKbORN46y3+cPL668ATT7jCTvfBJqR+wuZR7dvbNo76hIQAAwbwjWwyM/mWgikpfOJPbCz/YFUo+Af45cvAxYsVH+QKBV/pNCAA8PaGh07HP5zLy/mTv0JR0QHo6srP1bcvEBHBPwCeeoqvPQMYf5A3dL5D48bA5Ml80tLnnwNTpzbsfCZwyERw9651rx0Wxj/8vb2B5GReQ1Ao2qFrV76nQa9evE8rPNy6cRFiscuX+dHeE4EgIAAYOhSIjOQf3qmpwK+/Art38yf6Zs34B/gzz1R8/dRTfGLQgw9xbZcuUAq7UAkf7MKxptd8faX79wQGAlOmAMuW8X+HxJ3iDpUIvL353BdrJwJB587Aiy/y2mlOTilOn/bA++/z2igANG3Kf6ZdO16+2rXjfyIi+ACCujDGH1LKyvjR3d32w7uJA7t0iXeC+fnZOhLzKJX8g9rVlS9N0bIlf/3mTd6vUPmD3cvLdnGaYswY3im+cyffxlNCDvNRcukS0KaNfQzlbNIEiIsrR1SUB3r14g9X58/zZskrV4CjR3nfUWU+PvwBQ6er+FNebvynKhcX3vck/GnUqOLvSiUvC0pla0RE8JjCwqofg4OpT4PU4Lff+EQuOSsvr+jrqNyuLxeurkBiIvB//4dG27fzJCYRh0kE587x/iF7wxgfPdasGfD00/xhpEcP4MABPtw1KIg3Kd67x5ODUsmTmasr7+tycak4KpX8fDdu8CawsjLeh1VWxoexlpXxSZdaLb/v79wBGjVS4tdfeS3pwZDkajw8+INTVBQv+9HRwKOP8pqKPSRWYmXFxfzJZdYsW0fSMEJHHiDph6ikOnUCOnSA13//y4fJSlRDc4hEcPcukJXFP8DkQKHgo438/as3O9bVJGnJa126lOD8eW8A/MP94EG+70d+Pv+95ebymgpjFaurCoMlAgN5H1zXrvy9XbvyvjAXh5qPTqr59Vf+NP3447aOhCgUQGIiXJYtA5YvB/71L0ku4xCJ4OhRfpR4zoXseXjwGkjbtjxJBAUBw4cbJ5EuXYAdO/ik0vJyPjz6ww95bQPgTVhCjaFrV16L6NDB/ptbiRn27uVVUnuaTObMWrWCNi4OHh98ALz2Gu9sFJlNnu2OHDmCwYMHY9CgQVi/fn2Dz5eSwtvXn3hChOCcnJcX72vp14/XRCdP5s3FKSnA++/zNb+Ki/kw2QkTeDLw8eHvGTeOj96TY3OsXIldlqDXA998w4dJBgY2/HxEFOqJE/mT2dSpkuyOZfVEoNPpsGTJEmzYsAEpKSnYs2cPrl69avH5Cgv5kiPx8TXPHyENV1bGh2j7+/PJm0lJwM8/83kTSUk8WTz8ME8Wf/sbf2CZNq1ikh+RhthlCQCwZQsf0fDKK+IESUShb96cNwtt3Qq88YboycDqieD8+fNo2bIlIiIi4O7ujuHDhyM1NdXs8wgTBJ9/nneyzp4tQbCkVq6ufOTRY4/xSZUJCXzo9vTpfAJlcjI/Dh0KbN3aGBcv8s5q2upTPGKVJej1fMXGL74AXn2VV/NGjxY/YNIws2fzDdT/9S/eprtvHx8RIsIyyFbvI8jJyUGTSgtEhYWF4bwwicNEajUff5+VxT+QkpN5WzWxLVdX3l/QoQNfmWDVKuDMGWDfvnAsXlzxc8JCix078uVWiGXEKEv4/Xc+41Gt5l9HRfFOIpqkYn8UCr4OUZcufNbxd99VfG/8eL4ksqWnZsy6z2j79u3DTz/9hHfeeQcAsHPnTpw/fx6LK39SVHHu3Dl40PKeTkOr1SJaLkPAbIjKEqmPqWXJ6mk/LCwM2dnZhq9zcnIQVs+SofShQEh1VJaIWKzeR9C5c2fcuHEDGRkZKC0tRUpKCmJjY60dBiGyR2WJiMXqNQKlUonFixfj5Zdfhk6nw9NPP4127dpZOwxCZI/KEhGL1fsICCGE2BdaLIAQQpwcJQJCCHFysksE9U2pLy0txbRp0zBo0CCMGTMGmZmZhu+tW7cOgwYNwuDBg/HTTz9JFsMnn3yCYcOGIT4+HuPHj8etW7cM34uMjERCQgISEhLw6quvShbD9u3b0bNnT8O1vvnmG8P3duzYgbi4OMTFxWHHjh2SxbB06VLD9QcPHoxulTbXEOv3QOyTKUtf7N27F8OGDcPw4cMxY8YMu4nt9u3bGDduHEaOHIn4+Hj8+OOPVolr3rx56NWrF0aMGFHj9xljePvttzFo0CDEx8fjD2F3NDEwGSkvL2cDBgxg6enpTKvVsvj4eHblyhWjn9m8eTNbtGgRY4yxPXv2sKlTpzLGGLty5QqLj49nWq2WpaenswEDBrDy8nJJYjh+/DjTaDSMMcY+//xzQwyMMRYdHW32NS2JYdu2beytt96q9t6CggIWGxvLCgoKWGFhIYuNjWWFhYWSxFDZxo0b2dy5cw1fi/F7IPbJlHvj+vXrLCEhwXDv5ebm2k1sCxcuZJ9//jljjH9u9O/f3yqxnTp1il24cIENHz68xu8fPnyYvfTSS0yv17OzZ8+y0aNHi3ZtWdUITJlSf+jQIYwaNQoAMHjwYBw/fhyMMaSmpmL48OFwd3dHREQEWrZsaf4sTBNj6NmzJzwf7PYSHR1tNNZbDA1ZWuDnn39G79690bhxY/j7+6N3794W1Y7MjSElJaXWJx3iWEy5N7Zs2YKxY8fC398fABAUFGQ3sSkUCtx/sHNUUVERQkNDrRJb9+7dDb+PmqSmpmLkyJFQKBSIjo6GSqXCnTt3RLm2rBJBTVPqc3Jyqv1M+IPNgZVKJXx9fVFQUGDSe8WKobKtW7ciptJyvlqtFomJiXjmmWdw8OBBs69vTgwHDhxAfHw8pkyZgqysLIvib2gMAHDr1i1kZmaiZ6XNQcT4PRD7ZMq9cePGDVy/fh3PPfccnnnmGRw5csRuYps0aRJ2796NmJgYJCUlYeHChVaJrT5VY2/SpIlFZbcmtKCIhHbt2oULFy5g8+bNhtd++OEHhIWFISMjA+PHj0f79u3RokUL0a/dv39/jBgxAu7u7vjqq68wZ84cbNy4UfTrmCIlJQWDBw+Gq6ur4TVr/R6IfdLpdLh58yY2bdqE7OxsPP/889i9ezf87GCP5JSUFIwaNQovvvgizp49i9mzZ2PPnj1wceAdmWT1LzNlSn1YWJjh6be8vBxFRUUICAiwaDq+pTEAwLFjx7B27VqsWbMG7pV2phd+NiIiAo8//jguXrwoSQwBAQGG644ZM8bQsWTt3wPAOwWHDx9e7f1Aw34PxD6ZWk5jY2Ph5uaGiIgItGrVCjdu3LCL2LZu3YqhQ4cCAB599FFotVoUFBRIHlt9qsaenZ1tUdmtiawSgSlT6mNjYw0jYfbv34+ePXtCoVAgNjYWKSkpKC0tRUZGBm7cuIEuXbpIEsPFixexePFirFmzxqjt8969eygtLQUA5Ofn49dff0Xbtm0liaFy2+GhQ4fQpk0bAECfPn3w888/4969e7h37x5+/vln9OnTR5IYAODatWtQqVR49NFHDa+J9Xsg9smUe2PgwIE4deoUAH4P3LhxAxEREXYRW3h4OI4fPw6A379arRaBdrBJT2xsLHbu3AnGGM6dOwdfX1/R+i9k1TRU25T6f//73+jUqRMGDBiA0aNHY9asWRg0aBD8/f3x4YcfAgDatWuHoUOHYtiwYXB1dcXixYuNmirEjOH999+HRqPB1KlTAfAba+3atbh27RreeOMNKBQKMMbwj3/8w6IPQFNi2LRpEw4dOgRXV1f4+/tj2bJlAIDGjRtj4sSJGP1gvfnXX38djRs3liQGoGKIoEKhMLxXrN8DsU+m3Bt9+/bF0aNHDeVx9uzZCAgIsIvY5s6di4ULF+LTTz+FQqHAu+++a3T/SmX69Ok4deoUCgoKEBMTg8mTJ6P8wV4Df/vb3/Dkk0/ixx9/xKBBg+Dp6YmlS5eKdm1aYoIQQpycrJqGCCGEiI8SASGEODlKBIQQ4uQoERBCiJOjREAIIU7OqRLB9u3bsWTJEgBAcnIyPv74Y4vPlZmZ2eC1c1JTU2tdmVEKpaWl+Pvf/46EhATs3bvX7PcfPHgQV69elSAyQoB//OMfUKlUdf5M5fkolf373//GsWPHAADjxo3D77//bnROlUqFzz//XNyAHYis5hE4kvLycgwYMMAw3t4ahNm7u3btsuj9Bw8eRL9+/cwa819eXg6lkm4zUjvGGBhj+O9//2vxOYQ5O1UJ58zMzMSXX36JsWPHWnyNhrLnsmCfUZlh586d+Pjjj6FQKNChQwcsX74c+fn5eOONN3D79m0AwPz58/HYY4/Veo6NGzfiq6++gqurK9q2bWuYhCa4cuUK5s2bh7KyMuj1eiQnJ0OpVEKn02HhwoU4e/YswsLCsHr1ajRq1AhbtmzB119/jbKyMrRs2RLvv/8+PD09MXfuXLi7uyMtLQ1du3ZFhw4dcOHCBSxevBhz586Fj48PLly4gLt372LWrFkYMmQI9Ho9lixZghMnTiA8PBxKpRJPP/00hgwZYhRjbdcU5OXlYdasWcjPz0dCQgKSk5OhUqnw7rvvQqPRICAgAMuWLUNoaGiN50pLS8OhQ4dw6tQprFmzBsnJyViwYAFmz56Nzp07Iz8/H6NHj8ahQ4ewfft2HDhwABqNBnq9Hps3b8aGDRvw3XffobS0FIMGDcKUKVNEvAuIra1YsQLh4eGGD9rk5GR4eXnhueeew8SJE6FSqVBeXo6pU6di4MCByMzMxEsvvYSoqCj88ccfWL9+PcaNG4etW7ciMDAQEydORHZ2NrRaLV544QU8++yzhmstXboUR48eRXBwMD788EMEBgZi7ty56NevX7VyERsbi61bt+KDDz5Aeno6EhIS8MQTTyAvLw9xcXEYOHAgAGDGjBkYOnSo4WuAz87/5z//ifv370On0+HNN99Et27dcOTIEXz44YfQ6XQICAjAZ599hsLCQsyfPx8ZGRnw9PTEkiVL8PDDDyM5ORnp6enIyMhA06ZNsXz5cqxYsQKnTp1CaWkpxo4di+eee84K/0P1EG1Baxu4fPkyi4uLY3l5eYwxvtY+Y4xNnz6dnT59mjHG2K1bt9iQIUMYY8Zr9K9atYpt2LCBMcZY7969mVarZYwxdu/evWrXWbJkCdu1axdjjDGtVsuKi4tZRkYGi4yMZBcvXmSMMTZlyhS2c+dOxhhj+fn5hveuXLmSbdy4kTHG2Jw5c1hSUpJhH4TK8cyZM4dNnjyZ6XQ6duXKFTZw4EDGGGPfffcde/nll5lOp2N37txh3bp1Y9999121GGu7ZmUnTpxgSUlJjDHGSktL2bPPPmv43aWkpBj2C6gr/srXfv7559n58+cZY4zl5eUZ1m3ftm0b69u3r+H/46effmILFy5ker2e6XQ6lpSUxE6dOlUtPiJff/zxBxs7dqzh66FDh7Lbt2+zsrIyVlRUxBjj98jAgQOZXq9nGRkZrEOHDuzs2bOG9/Tv379aWS4uLmbDhw833JPt27c3lMXk5GSj8iPcm5XvS+GcGRkZRuv8nzx5kr322muMMcZUKhXr378/KysrM/o3ffzxx2z16tWMMb6PQVFREcvLy2MxMTEsPT3dKM4lS5aw5ORkxhhjx44dY0899RRjjH/OjBo1ihUXFzPGGPvqq6/Yf/7zH8YY/ywZNWqU4Vy2JOsawYkTJzBkyBDDOiDCUgnHjh0zasu+f/8+1Gp1refp0KEDZs6ciQEDBhg9EQiio6Oxdu1aZGdnIy4uDq1atQIANG/eHJGRkQCAjh07GnYiu3LlCj766CMUFRVBrVYbreUzZMiQWpe2GDhwIFxcXNC2bVvk5uYCAM6cOYMhQ4bAxcUFISEh6NGjR43vreuaNbl+/TouX76MCRMmAAD0ej1CQkIsOldNhD0PAODo0aM4evQoRo4cCQDQaDS4ceMGunfvbvZ5iX165JFHkJeXh5ycHBQUFMDPzw/h4eEoKyvDypUrcfr0abi4uCAnJ8dwbzdt2hTR0dE1nm/Tpk34/vvvAQBZWVm4efMmAgIC4OLigmHDhgEAEhISMGnSJIviffzxx/HWW28hPz8f+/fvx+DBg6s123Tu3Bnz589HeXk5Bg4ciMjISBw6dAjdunUzrIsk3ONnzpxBcnIyAKBXr14oLCw07GkQGxuLRo0aAeBl4dKlS9i/fz8Avt/BzZs3rbLOUl1knQhqo9frsWXLFnh4eJj08+vXr8fp06fxww8/YO3atdi9e7fRTREfH4+oqCgcPnwYSUlJeOuttwwbWwhcXV2h1WoBAHPnzsXq1avx8MMPY/v27YbFtQAYNddUVfl85qrrmjVhjKFdu3b4+uuvLT6Xq6sr2IMVSoRF5ASV/52MMSQlJdlHFZhIZsiQIdi/fz9yc3MNH9a7d+9Gfn4+tm/fDjc3N8TGxhrKiZeXV43nOXnyJI4dO4avv/4anp6eGDdunOE9VTVkDaCEhAR8++23SElJMazFVVn37t2xefNm/Pjjj5g7dy4mTJhg0TLZVcvCwoUL0bdvX4vjloKsRw317NkT+/btMywRW1hYCICvsLlp0ybDz6WlpdV6Dr1ej6ysLPTs2RMzZ85EUVERNBqN0c9kZGQgIiICL7zwAgYMGIBLly7VGZdarUZISAjKysqwe/duS/95AICuXbviwIED0Ov1yM3NrfVD2dxrPvTQQ8jPz8fZs2cBAGVlZbhy5Uqd5/L29jaqWTVr1gwXLlwAAOzbt6/Wa/Xp0wfbtm0zvDcnJwd5eXn1xkjkZdiwYdi7dy/2799vaKsvKipCUFAQ3NzccOLECaP9u2tTVFQEf39/eHp64tq1azh37pzhe3q93vA0vXv37jr7/iqreu8CQGJiIj777DMAqHEAxK1btxAcHIxnnnnGsJR7dHQ0fvnlF2RkZACo+Mzp1q0bvv32WwA8kQUEBMDHx6faOfv06YMvv/wSZWVlAHjNvOrnjS3IukbQrl07vPrqqxg3bhxcXFzwyCOP4N1338WCBQuwZMkSxMfHQ6fToVu3boZho1XpdDrMmjUL9+/fB2MML7zwQrWs/91332HXrl1QKpUIDg7GK6+8Yqj21WTq1KkYM2YMAgMDERUVVWezVH2E7TaHDRuG8PBwPPLII/D19W3wNd3d3bFq1Sq8/fbbKCoqgk6nw/jx49GuXbtazzVs2DAsWrQImzZtwqpVq/Diiy9i2rRp2LJlC5588slar9WnTx9cu3bNUCPw8vLC8uXLrbY9IbGOdu3aQa1WIzQ01LA8cnx8PF577TXEx8ejU6dOaN26db3niYmJwVdffYWhQ4fioYceMmo+8vLywvnz57FmzRoEBgbio48+Mim2gIAAdO3aFSNGjEDfvn0xZ84cBAcHo3Xr1jU2BwPAqVOn8PHHH0OpVMLLywvvvfceAgMDsWTJEkyePBl6vR5BQUH45JNPMGnSJMyfPx/x8fHw9PTEu+++W+M5x4wZg1u3biExMRGMMQQEBGD16tUm/RukRKuPyoBarYa3tzcKCgowZswYfPnll4b2fEKIZYqLixEfH48dO3bU+HDlTGRdI3AWr776KlQqFcrKyjBx4kRKAoQ00LFjx7BgwQKMHz/e6ZMAQDUCQghxerLuLCaEENJwlAgIIcTJUSIghBAnR4mAEEKcHCUCQghxcpQICCHEyf1/03cchaCQOWIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    }
   ],
   "source": [
    "epi.pp.select_var_feature(scatac1, nb_features=nb_feature_selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "satisfied-assembly",
   "metadata": {},
   "outputs": [],
   "source": [
    "epi.pp.normalize_total(scatac1, target_sum=1e4)\n",
    "epi.pp.log1p(scatac1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "shared-column",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2859, 4000) (2859, 40099)\n"
     ]
    }
   ],
   "source": [
    "com_index = scrna_hvg1.obs.index.intersection(scatac1.obs.index)\n",
    "scrna_hvg1 = scrna_hvg1[com_index]\n",
    "scatac1 = scatac1[com_index]\n",
    "print(scrna_hvg1.shape, scatac1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "id": "heavy-waters",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      "Trying to set attribute `.obs` of view, making a copy.\n",
      "... storing 'cell_type' as categorical\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:108: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:101: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    }
   ],
   "source": [
    "scrna_hvg1.write('../data/new-data-2020/expressions_hvg.h5ad')\n",
    "scatac1.write('../data/new-data-2020/peaks_hvf.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "designing-newsletter",
   "metadata": {},
   "source": [
    "# Second batch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "rough-syndicate",
   "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 = 4388 × 102814 \n",
       "    var: 'gene_ids', 'feature_types', 'genome'"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scdata2 = sc.read_10x_h5('../../pbmc-joint/ngs.sanger.ac.uk/scratch/project/team205/pbmc-joint/PBMCdual9478967-PBMCdual9466976/outs/filtered_feature_bc_matrix.h5', gex_only=False)\n",
    "scdata2.var_names_make_unique()\n",
    "scdata2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "id": "integrated-lawsuit",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(View of AnnData object with n_obs × n_vars = 4388 × 36601 \n",
       "     var: 'gene_ids', 'feature_types', 'genome',\n",
       " View of AnnData object with n_obs × n_vars = 4388 × 66213 \n",
       "     var: 'gene_ids', 'feature_types', 'genome')"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna2 = scdata2[:, scdata2.var['feature_types'] == 'Gene Expression']\n",
    "scatac2 = scdata2[:, scdata2.var['feature_types'] == 'Peaks']\n",
    "scrna2, scatac2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "restricted-donor",
   "metadata": {},
   "source": [
    "## Preprocess RNA-seq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "hundred-edinburgh",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 360x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.highest_expr_genes(scrna2, n_top=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "downtown-creature",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.obs` of view, making a copy.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 4354 × 23305 \n",
       "    obs: 'n_genes'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells'"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sc.pp.filter_cells(scrna2, min_genes=100)\n",
    "sc.pp.filter_genes(scrna2, min_cells=3)\n",
    "scrna2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "abandoned-december",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 4354 × 23305 \n",
       "    obs: '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": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna2.var['mt'] = scrna2.var.index.str.startswith('MT-')  # annotate the group of mitochondrial genes as 'mt'\n",
    "sc.pp.calculate_qc_metrics(scrna2, qc_vars=['mt'], percent_top=None, inplace=True)\n",
    "scrna2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "homeless-separate",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      "... storing 'feature_types' as categorical\n",
      "... storing 'genome' as categorical\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 538.128x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(scrna2, 'n_genes_by_counts', jitter=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "identified-dominant",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 538.128x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(scrna2, 'total_counts', jitter=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "settled-stationery",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 538.128x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(scrna2, 'pct_counts_mt', jitter=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "id": "polished-latex",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZoAAAEECAYAAAARavJQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3WlcVFe66P9fFQUlswIFiKIyOBA1qCiKJs6icR4To0l3jGmTntIZOn06p6/5nM896eTePulzc9PdaePpJNekhwzGaMeYRMUpznHAAcoBkVEmgWKmxv1/wb/2kQAWAgVaPN83yq5dez/LkHpq7bXWszSKoigIIYQQbqLt6QCEEEJ4Nkk0Qggh3EoSjRBCCLeSRCOEEMKtJNEIIYRwK0k0Qggh3EoSjRBCCLeSRCOEEMKtJNEIIYRwK0k0Qggh3ErX0wG0R3p6Onq9vsPvN5vNnXr/vULa6Vl6Qzt7QxvBc9tpNpsZM2aMy/PuiUSj1+tJSEjo8PuNRmOn3n+vkHZ6lt7Qzt7QRvDcdhqNxnadJ4/OhBBCuJUkGiGEEG4liUYIIYRbSaIRQgjhVpJohBBCuFWvSjQWi6WnQxBCiF7nnpje3BV27NhBeno6qamppKSk9HQ4QgjRa/SaHk1BQQEAhYWFPRyJEEL0Lr2mR7NixQouXbrEuHHjejoUIYToVXpNoomMjCQyMrKnwxBCiF6n1zw6E0II0TMk0QghhHArSTRCCCHcShKNEEIIt+pViSYtLY1PP/2Uurq6ng5FCCF6jV4z68xkMnH48GEABg0axMSJE3s4IiGE6B16TaIJCgpi9OjR3Lx5k7i4uJ4ORwgheo1e8+hMq9UyZswYSkpK+OSTT7Db7T0dkhBC9ApuTTTV1dU8++yzzJs3j4ceeoizZ89iMplYt24dqamprFu3jqqqKneG0ExpaSkOh4Py8nKsVmu33VcIIXoztz46++1vf8uDDz7IW2+9hcViobGxkU2bNpGSksKGDRvYvHkzmzdv5qWXXnJnGKrx48cDYDAY6NOnT7fcUwgheju39Whqamr47rvvWLlyJQA+Pj4EBQWRlpbG0qVLAVi6dCl79+51Vwgt6HQ6Jk2aJGM0QgjRjdzWoykoKCAkJISXX36ZS5cuMXLkSH7zm99QXl5OeHg40NSzKC8vd1cIrbLb7ezbtw+dTsf06dPRaDTden8hhOht3JZobDYbmZmZbNy4kcTERF599VU2b97c7ByNRtOuD3qz2YzRaOxwLI2Njer7CwsLOXr0KABeXl4YDIYOX/duc2s7PZm003P0hjZC72lnW9yWaJzVkhMTEwGYN28emzdvJjQ0lNLSUsLDwyktLSUkJMTltfR6PQkJCR2OxWg0qu+Pjo7mypUreHt7k5yc7FFjNbe205NJOz1Hb2gjeG4725s83ZZoDAYDkZGRZGdnExsby7Fjx4iLiyMuLo7t27ezYcMGtm/fzqxZs9wVQqsCAgL4yU9+0q33FEKI3syts842btzIL3/5S6xWK9HR0bz++us4HA6ee+45tm7dSlRUFG+++aY7QxBCCNHD3JpoEhIS2LZtW4vjW7ZscedthRBC3EV6TWUAIYQQPUMSjRBCCLfqVYnGZDJJ6RkhhOhmvaZ689mzZ/nnP/9JZGQkTz/9dE+HI4QQvUav6dGYTCb1T0VRejgaIYToPXpNj+bBBx8kKCiIgQMHStkZIYToRr0m0eh0OpKSkno6DCGE6HV6zaMzIYQQPUMSjRBCCLeSRCOEEMKtJNEIIYRwK0k0Qggh3EoSjRBCCLeSRCOEEMKtJNEIIYRwK0k0Qggh3EoSjRBCCLeSRCOEEMKtJNEIIYRwK0k0Qggh3Mqt1ZtnzpyJv78/Wq0WLy8vtm3bhslk4vnnn6ewsJABAwbw5ptvEhwc7M4whBBC9CC392i2bNnCjh072LZtGwCbN28mJSWF3bt3k5KSwubNm90dghBCiB7U7Y/O0tLSWLp0KQBLly5l79693R2CEEKIbuT2RLN+/XqWL1/Oxx9/DEB5eTnh4eEAGAwGysvL3R0CdrudwsJCHA6H2+8lhBCiObeO0fzjH/8gIiKC8vJy1q1bR2xsbLPXNRpNu7ZVNpvNGI3GDsdx7Ngxbty4QUxMDBMmTOjwde52jY2Nnfp3uldIOz1Hb2gj9J52tsWtiSYiIgKA0NBQ5syZw/nz5wkNDaW0tJTw8HBKS0sJCQlxeR29Xk9CQkKH4zh48CAAvr6+nbrO3c5oNHp0+5yknZ6jN7QRPLed7U2ebnt0Vl9fT21trfr3I0eOMHToUGbOnMn27dsB2L59O7NmzXJXCKpJkyaxYsUKFi9e7PZ7CSGEaM5tPZry8nJ++tOfAk1jJAsXLmTq1KmMHj2a5557jq1btxIVFcWbb77prhBUer0eRVH44x//yNixY5k5c6bb7ymEEKKJ2xJNdHQ0//znP1sc79evH1u2bHHXbduUkZFBbW0t58+fl0QjhBDdyK1jNHeTadOmAU0TCw4ePMjAgQM5fPgwEyZM4L777uvh6IQQwnP1mkQTHh5ObGwsO3fu5Nq1awwcOJCCggIaGhok0QghhBv1mkQDEBsbi8FgIDg4mMTERGw2GxMnTuzpsIQQwqP1qkTTr18/fvKTn6g/jxo1qgejEUKI3kGqNwshhHCrXploampqKCws7OkwhBCiV+hVj84ArFYrmzZtor6+nhUrVsjjMyGEcLNe0aOx2WxcunSJxsZGFEXBbrcDTUlHCCGEe/WKHs13331Hfn4+Q4cOZc2aNfzoRz/CZDIRFxfX06EJIYTH6xWJRqtt6rjpdE3NDQ0NJTQ0tCdDEkKIXqNXJJrx48czffp0BgwY0NOhCCFEr9MrEo2XlxdDhgzp6TCEEKJXcjkZ4PTp0+06JoQQQrTGZaJ59dVX23VMCCGEaE2bj87Onj3L2bNnqaio4P3331eP19bWqtODhRBCCFfaTDRWq5X6+nrsdjt1dXXq8YCAAN56661uCU4IIcS9r81Ek5ycTHJyMsuWLfO42Vqffvop169fZ9WqVcTExPR0OEII4dFczjqrqKjgtdde48aNG9hsNvX4F1984dbA3MXhcGA0GlEUhWvXrkmiEUIIN3OZaH75y1/yq1/9imHDhqkLH+9lWq2W5cuXk5uby6RJk3o6HCGE8HguE01ISAizZs3qjli6zahRo6SYphBCdBOXiebZZ5/lN7/5DSkpKfj4+KjHU1NT3RqYEEIIz+Ay0Xz22WdkZ2djs9maPTprb6Kx2+2sWLGCiIgI3nnnHfLz83nhhRcwmUyMHDmS3/3ud80SWHdxOBwUFRURHh6Ot7d3t99fCCF6C5eJ5sKFC3zzzTcdvsEHH3xAXFwctbW1ALzxxhs88cQTLFiwgFdeeYWtW7eyZs2aDl+/o7755htOnjypVnQWQgjhHi5H98eNG0dWVlaHLl5cXMyBAwdYuXIlAIqicPz4cebOnQvAsmXLSEtL69C1O8tsNjf7UwghhHu47NGkp6ezdOlSBgwY0OwRV3umN7/22mu89NJL6oLPyspKgoKC1HL9kZGRlJSUuLyO2WzGaDS6PK8tjY2NGI1GKioqKCgoID4+nri4OPz8/DAYDJ269t3E2U5PJ+30HL2hjdB72tkWl4nmL3/5y21fr6qqIjg4uMXx/fv3ExISwqhRozhx4kTHIwT0ej0JCQkdfr/RaCQhIYE//OEPVFRUoNFoePjhhxk9enSn4rrbONvp6aSdnqM3tBE8t53tTZ4uE42rqgBPPPEEn3/+eYvjZ86cYd++fRw6dAiz2UxtbS2//e1vqa6uxmazodPpKC4uJiIiol2BdoVBgwZRUVGB0Whk27ZtLF++vNvuLYQQvVWnV2AqitLq8RdffJFDhw6xb98+/vM//5NJkybx+9//nokTJ6qTCz7//HNmzpzZ2RDabcmSJWovpqCgoNvuK4QQvVmnNz7TaDR3dP5LL73E888/z5tvvklCQgKrVq3qbAh3JDU1lZCQEIYNG9at9xVCiN6qW3bYnDhxIhMnTgQgOjqarVu3dsdtWxUQEMD06dN77P5CCNHbuO3RmRBCCAHtSDR5eXlYLBYATpw4wQcffEB1dbX6+v/7f//PbcEJIYS497lMND//+c/RarXk5ubyyiuvUFRUxIsvvqi+3rdvX7cG2JWKiop44403+OCDD3A4HD0djhBC9AouE41Wq0Wn07Fnzx4ee+wx/uVf/oWysrLuiK3LXb9+nbq6Oq5fv05DQ0NPhyOEEL2Cy8kAOp2OnTt3sn37dv785z8DNNsA7V6SlJREdXU14eHh1NfX88033zBy5EiGDx/e06EJIYTHctmjef3110lPT+eZZ54hOjqa/Px8Fi9e3B2xdTm9Xs+8efMYN24chw4d4sKFC3z55Zc9HZYQQng0lz2aI0eO8D/+x/9Qf46Ojkav17s1qO5w3333kZOTw/3339/ToQghhEdz2aPZvn17i2OtlZy51yQkJPDiiy8ye/bsng5FCCE8Wps9mp07d7Jz504KCgp45pln1ON1dXWtFtG8l5hMJnx9fT2iZyaEEHe7NhPN2LFjMRgMVFZW8uSTT6rH/f3976nB85qaGnbt2sXx48d57LHHuH79Ov/4xz/w8/OjT58+xMXFMX/+/J4OUwghPFabiWbAgAEMGDCAjz/+uDvj6XJ79uyhtraW2tpabty4oS42bWhooL6+nsrKSh566KE7rtkmhBCifVxOBti9ezdvvPEG5eXlKIqCoihoNBrOnDnTHfF12uDBg7lw4QJ6vZ7g4GCOHz9O37590Wg0hISEMGLECEkyQgjhRi4TzX/8x3+wadMm4uLiuiOeLpeUlITdbicxMZGTJ09y6dIl9bX777+f8ePHqz9XVFQAEBIS0u1xCiGEp3KZaEJDQ+/ZJONks9nYsmULkZGR9O/fH4DAwEDGjh2rnnPz5k02bdqEoihs2LChWzdkE0IIT+Yy0YwaNYrnnnuO2bNn4+Pjox5PTU11a2BdKTc3l6KiIoqLi9m4cWOrj8psNht2u139uxBCiK7hMtHU1dXh6+vLkSNHmh2/lxJNbGwsdrud2NjYNsdjIiMjWb9+PYqiuNy+WgghRPu5TDSvv/56d8ThVkFBQTz22GMuzxs4cGA3RCOEEL2Ly0Tz8ssvt3rcExKQEEII93OZaG7d9thsNrN3717Cw8PdGZMQQggP4jLRzJ07t9nPCxcuZM2aNW4LSAghhGdxmWi+Lycnh/Lycpfnmc1m1q5di8ViwW63M3fuXJ599lny8/N54YUXMJlMjBw5kt/97nfNZrMJIYTwLC4TzdixY9FoNGpFAIPBwC9/+UuXF/bx8WHLli34+/tjtVpZs2YNU6dO5f333+eJJ55gwYIFvPLKK2zdurXHekgff/wxOTk5PPzww8TExPRIDEII4elcJpqzZ8926MIajQZ/f3+gaV2KzWZDo9Fw/Phxfv/73wOwbNky/vjHP/ZIonE4HFy+fBlFUcjOzpZEI4QQbtKuR2dpaWmcOnUKgOTkZGbMmNGui9vtdpYvX05eXh5r1qwhOjqaoKAgdLqm20ZGRlJSUtLB0DtHq9WyYsUKcnNzmTRpUo/EIIQQvYHLRPPGG29w4cIFFi1aBMAHH3zA2bNneeGFF1xe3MvLix07dlBdXc1Pf/pTsrOzOxSk2WzGaDR26L0AjY2Nrb5fq9USExNDXl5eh699N2mrnZ5G2uk5ekMbofe0sy0uE83BgwfZsWMHWm3TZpzLli1j6dKl7Uo0TkFBQUycOJH09HSqq6ux2WzodDqKi4vbVVNMr9eTkJDQ7vt9n9Fo7NT77xXSTs/SG9rZG9oIntvO9iZPl1s5A+oeLtC0kVh7VFRUqO9rbGzk6NGjxMXFMXHiRL755hugaUvomTNntut6XaG2tpa0tDSP6cEIIcS9wGWP5umnn2bZsmVMnDgRRVH47rvv2jXrrLS0lF//+tfY7XYURWHevHnMmDGD+Ph4nn/+ed58800SEhJYtWpVlzSkPT755BPy8/NJT0/nxRdfdHl+aWkply5dYuzYsQQGBnZDhEII4XlcJpqFCxeSnJzMhQsXAPjlL3+JwWBweeERI0awffv2Fsejo6PZunVrB0LtnJKSEvLz8wHo168fAEVFRWRlZTFu3Dh1htyttm3bRklJCSUlJd2aEIUQwpO4fHS2Z88efH19mTVrFrNmzUKv17N3797uiK1LBQcHExISgq+vL0uWLAGaejj79u1rsz3OvWucfwohhLhzLns0f/zjH5kzZ476c1BQEH/84x+ZPXu2WwPran369OFnP/sZgLpVQP/+/TGZTG0mksWLF5Oamoqvr2+3xSmEEJ7GZaJxOBwtjjk3CLvXfH8vmlWrVmE2m+nTp0+b50uSEUKIznH56GzUqFG8/vrr5OXlkZeXx+uvv87IkSO7Iza302g0bSYZIYQQXcNlotm4cSPe3t4899xzPP/88+j1el555ZXuiK1b1dbWcuTIkXYVDBVCCNF+Lh+d+fn53XY687//+7+zcePGLg3KnW7evMmVK1dITExsNtNs165dGI1G0tLS+MEPfsCQIUN6LkghhPAg7VqweTtnzpzpiji6zdatW9mzZw9ff/010DQGdePGDcxmMwCKorBnzx5sNpvLa126dInMzEy3xiuEEPe6O96P5l4XHh5OSUkJBoOByspK/vKXv9DQ0ICiKOj1esxmMzdu3CAzM5P+/ftTVFREZGQkISEhajFQgMLCQj7++GMAfvjDH0oPSAgh2tDrEs2yZctITU0lICCAK1euUF9fr77m7NVAU0+tpKSExsZGoGmh6ZNPPqm+7u/vj16vx+FwdFnVAOdW2aGhoVJRWgjhMTqdaBRF6Yo4uk1dXZ06ZXno0KGkpqai0+mIjIzk888/x2QyqZu86fV6NdFUVVVRUVHB2bNnGT16NOHh4fziF79AURT8/Py6JLb09HR1O4aEhASCg4O75LpCCNGTXI7RfPXVV7c99oMf/KBrI3Kj7777jt///ve89957QFPyiI+Px8/PD6PRyKOPPsrLL7/M6tWrefjhh5k6dar63iVLlvD5559z+PBhPvvsMwB8fX1bJJmqqio+++yzDo1dxcbG0rdvX+Li4ggICOhES4UQ4u7hskezefNmHnrooTaPLV++3D2RdTGLxcKePXuApmKZJpOJt99+G6vVqp5z7do1fvzjHzN8+HCgaRtrRVEIDAwkNjaWHTt2AKi9nNYcP36cixcvkpGRoW6D3V4Gg4Ff/OIXHWmeEELctdpMNAcPHuTQoUOUlJTw6quvqsdra2vx8vLqluC60q0VDqZMmYKiKC0qHERGRjb7WaPRkJSUpP4cFhZGdXU1I0aMaPM+CQkJXLp0idjY2DtKMkII4anaTDQRERGMGjWKffv2NasE4O/vz8svv9wtwXWV0tJSqqureeKJJ6itrWXYsGFA02yx999/H4Bx48axcOHCNq+hKIq6Q+h3333HsGHDiIuLa3HeoEGDpFcihBC3aDPRjBgxghEjRjBnzhx8fX3VXozdbsdisXRbgJ1lsVg4dOgQDoeDOXPmMHnyZPW1QYMGkZSURGFhIX5+fvzpT39Co9Ewb968FklEo9GQkpLCsWPHUBSFGzdutJpohBBCNOdyMsCTTz7ZbEyisbGRdevWuTWorqTT6QgMDESj0RAWFtbi9YULF/L0009z8uRJysvLuXnzJseOHWv1WqmpqSxZsoSpU6cyceLEZq8dP36cP/3pT1y+fNkt7RBCiHuVy8kAZrO5WakWf39/Ghoa3BpUV9JqtcyePZvY2Ng2pyFnZ2cTHBxMZWUlNpuN7Oxs6urqWmyGlpmZyY4dOwgJCWHatGnq8cbGRo4fP05VVRVnzpxRJxMIIYRoR6Lx9fUlIyNDHae5cOHCPVfx2MvLq0WScTgcmEwm+vXrxxdffIHJZFJfUxSFM2fOUFBQgJ+fH4sWLUKr1VJVVQVATU0NdrsdrVaLxWLh7bffpqamhqioKB544IFubZsQQtztXCaaf/3Xf+UXv/gF4eHhAJSVlfF//s//cXtg7rZjxw7Onz/PpEmT8PHxafF6Xl4eWVlZAEycOJHIyEiSk5Pp06cPEREReHt7A2Cz2dTqAuPHjyc6Orr7GiGEEPcAl2M0w4cPZ/Xq1fj4+BASEsIjjzzC0KFDuyM2t7lw4QJXrlwBmhZYPvLIIy3OMZlMxMfHk5iYqCZZLy8vhg0b1iwx+fn58cQTT7B8+XLGjBnTPQ0QQoh7iMseza9+9SsCAgJ45plnANi5cycvvfQSb731ltuDcwez2cy2bdsACAgIYMGCBfj7+6PT6dSKzXq9ngEDBgBQXl7O5cuXSUhIwGw28/bbb1NfX8+aNWvQ6/WYTCZGjx7NwIEDe6xN9wKbzcbly5eJjo4mKCiop8MRQnQjl4nm6tWr7Nq1S/150qRJzJ8/3+WFi4qK+NWvfkV5eTkajYaHH36YH/7wh5hMJp5//nkKCwsZMGAAb775ZrfU9MrIyGDXrl0kJibi7e2N1WrFbrfzz3/+k7i4uGY12yZPnsz+/fvVn48ePaomGmfhzXPnzmE0GnE4HNjtdsaOHdvsfvv376e4uJgFCxZ02Qer1WpVH9m1pry8nLfeeotBgwaxdOnSdl0zPz8fnU5H//79uyTGtqSlpXH8+HHCwsL46U9/6tZ7CSHuLi4fnd13332kp6erP587d45Ro0a5vLCXlxe//vWv2bVrFx9//DF///vfycrKYvPmzaSkpLB7925SUlLYvHlz51rQTkajkfr6ei5evKhWBGhoaODKlSt89dVXzaoE3LrLppeXFwaDgc8++4w//OEP6nkZGRlqtYGamppm96qvr+fQoUNcuXKFc+fOdTr27777jk2bNvHaa69x4MCBNs+7ceMGlZWVnDt3rl376eTn5/Pee+/xX//1X9y8eROLxcL169dbVEzoCnq9HuCem0gihOg8lz2ajIwMVq9eTVRUFND0YRYTE8OiRYsA+OKLL1p9X3h4uDq2ERAQQGxsLCUlJaSlpfHhhx8CsHTpUh5//HFeeumlLmnM7UyfPh2dTsewYcP49NNPb3vuxYsX1b/b7XbOnj172/PPnTvH1KlT2bp1KyUlJaxevZqkpCSKi4u57777OhV3bW1tsx5lfn5+m+fGx8fj7e1NdHR0s71z2uLl5YVGo0Gr1aLVatm6dStXr15l7NixLF68uM332e12qqur6devX7vbMW3aNIYOHYrBYGj3e4QQnkGjuKjzX1hYeNsLOMcybqegoIDHHnuMnTt3Mn36dLUUvqIoTJgwQf25Lenp6eo34jtVW1vLsWPHGDRoEMOHD6exsZF//vOfQFMyLC0t7dB1nXQ6HSNGjCA4OJgjR46o150+fXqnruvkcDg4fPgwJpOJ/v37k5CQ0GZl58bGxjvuMVRVVaHVagkMDOTgwYOUlJQwePDgFgtSb3XgwAFKS0tJTEzskTVDHWnnvag3tLM3tBE8u50JCQkuz3H5tbc9ieR26urqePbZZ/nXf/3XFh+QGo2mXYUn9Xp9uxrTmv/7f/8vJpOJyspKZs6cSVBQEAUFBZw5c6bdScbHxweLxcLgwYPJzc1t9prdbmfChAnqBANoejzkjNdms7F79250Oh2zZ89Gq73z3bNvrTV3O0ajscP/TgAxMTHk5uYSGxt727Gg3bt3A03/Lp25X0d1tp13ymq1cuHCBQYNGtRqdQl36e529oTe0Ebw3HYajcZ2nefWHTatVivPPvssixYtIjU1FYDQ0FBKS0vV3kRISIg7Q2hWl624uJigoKA76h0NHTpUXU/z/SQDTb2yjz/+uNlOnXl5eXzzzTecOnWKfv36UVZWBqBuH52UlERNTQ0Wi4XY2NiONq2FnJwcysvLSUlJ6VCF7T59+rSrh7J27VpycnK4//77mx23WCx4e3t7XNXq/fv3c+zYMQIDA3nhhRd6Ohwh7jluSzSKovCb3/yG2NjYZrXRZs6cyfbt29mwYQPbt29n1qxZ7goBaPpwdyYI52LKadOmYTKZMBqN6gy0tmRlZbW6i+i4ceMoLCykpKSE4OBgNdEYDAbGjRvH7t27URSFsrIyfH19aWhoYN++fdTW1lJYWMj169dRFIXHH3+8S5JNeXk5J0+eBCAoKKhFEuhKYWFhLb7ZX758mY8//pgBAwawfv16t927JzhnRcqOp0J0jNsSzenTp9mxYwfDhg1jyZIlALzwwgts2LCB5557jq1btxIVFcWbb77prhAAqKysVP/u7Ml4eXmpxS9vl2Sg7a2q8/PzuXnzJtB8r5v4+HhCQ0MJCAigsbGRpKQkMjIyANSFnlFRUeTn52Oz2To89vR9AQEBBAYGYrFYWuyrcycURaGqqorg4OA76pkUFRWhKApFRUXY7XaXPaqbN2/yySefEBYWxsqVK1s8UqyqqkKj0dwVa24mTpxIfHy8JBohOshtiWb8+PFtVjLesmWLu27bQr9+/aiurgb+O2l88803zZJDRzgfhwGUlJSofz927Jha/Vmn0xESEkJNTQ3BwcEkJCSQlZXF4MGDmTBhAjabjZCQEBRF4fDhw9jtdqZOndqhcRy9Xs+8efMYMWJEh97vtGvXLk6dOkVycnKLnVVvZ/LkyXh5eTFw4MB2Pba7evUqZWVllJWVUVVVxZEjR7Db7cyfP5/Kyko2b96MRqPhxz/+sdsfr7ZHaGhoT4cgxD3LrWM0d4PJkyeTl5fX7APwxo0b3XLvsWPHcvr0aaDpG/qJEyew2Wz87W9/4+GHHyYgIACr1cr+/fvVpBwWFtaudUqtcU5VdiotLeXKlSuMHTu2RSXqtjjXEN26lqg9fHx8ePDBB9t9fmJiIsXFxYSFhVFVVaX+O40YMQI/Pz91LY9zgawQ4t7l8YkmNzcXRVEoLCxEURQ0Gk2npzTfjpeXF3a7HV9fX+x2e7Pezq1lbpxTiQMDA6mpqUGj0aAoCrt37+a+++7rVK/E6dNPP+XmzZuUlpayfPnydr1nyZIlGI1Gdf1PXV0dFy5coL6+nmnTprnsrdjtdi5dukT//v1v2xPx8/Nj2bJlQNMkgvj4eGw2G4MGDcLX15fHH38crVbr9oqrfPNvAAAgAElEQVQFQgj38/hEM2XKFG7evMnYsWPVMYeIiAiX64M6ym634+PjQ0NDA2fOnGn22qxZs9i/fz/19fXqbDhfX18aGxuJiooiNzcXi8XS5rjQnYqMjOTmzZt3NGYTHBzMpEmTgKbSO3v27FFfMxgMjB49+rbv379/P0eOHEGn0/GrX/3qttOknXx8fFi7dm2zY61NkKiurm42Rd5kMtHQ0CDJSLQpLS2N8+fPM3/+fNknqgd5fKKx2WxYrVasViuFhYUcO3aMsLAwtyUa+O8p1bcuCF29ejXDhw8nIyODnJwckpKS6NevHzExMfj6+mI2m/nDH/5AQ0MDhYWFDBo0qNNxLF++nIceeqjNDd9aoygKaWlp1NbWqo+vnPv5tGdNlfOxpM1m48SJE122P8+JEyf4+uuviYuLIykpifr6ev785z9jsVhYs2bNPV9RXLhHeno6tbW1ZGRkSKLpQR6faI4dO8b169fJzc1l8ODBXL9+nYCAALRabacnBLjSv39/bt68iZeXFxEREZw6dYq6ujpmz57NxIkTsVgsfPTRR+h0OubPn099fb06JborEo1Go2k1yRw9epT6+npmzJjR4lFYWVmZWuFg3rx5REZGMnToULWc0PcdOXKE8+fPk5qaSlxcHFOmTOH69esAatmiruCc4ef8U1EU9b+fO2qzCc8wf/58MjIy7mj8UHQ9j080w4YNIz09neHDhzNkyBByc3Opra3tlnufO3eOpUuXUllZyYkTJzh79ixms5m9e/dy7tw5ZsyYQV5eHtA0XToqKorCwkJOnz5NUlJSq9e8evUqly9f5oEHHqC+vp59+/YxatSodu+Fc/DgQbUwZ2RkZIuJB6GhoQwfPpyamhq1tE5rGhoa0Ov1nDhxgpqaGs6ePUtcXBxxcXFs3LgRm83W6oZyt2Oz2SguLiYqKqrFGNXs2bMJCwsjJiaG8vJy/P392bBhA3V1dQwZMuSO7nO3qKysJD09nVGjRvVIDbiqqipu3LjBsGHDOrTA916QkJDgkSvy7zUen2gCAgIYOHAg48aNIysri/DwcIqLi7vl3j4+PuzevbtZ1QCn8vJyQkJCGDt2LFarlR07dqivOb+13+rYsWPcvHkTo9FIQ0MD5eXlBAYGcu3aNYqLi9VaZc7N2VqTn5+vJhl/f/9WH4V5eXmxevXqFscdDgf19fX4+/uTmZnJ1q1b8fb2ZsKECZSUlJCSkgI0zRIrLCxk8ODB7fo3utW2bdswGo2MGzdOLdrqpNfr1fprZWVlFBUVERER0a0f0FarlYsXLzJ48OAumXK9a9cusrKyuHbtGk899VQXRHhnPvjgAyoqKpgyZQrDhw8nOzub5ORkfH19uz0W4dk8PtHs3r2brKwsdb0GNH073rt3r9vvbbFYmpXAcXLWTtu0aRPTp0/n/PnzzV5PSEjg1KlTjBo1CpvNps5Gg/9edJqTk8OMGTMIDw9n9OjRHDp0iJKSEg4cONBmounbty9+fn44HA7Wr1/fZvVli8WCVqtVK0AfO3aMtLQ07HY7gwcPVissWK1WTCYTiYmJvPfee9x///3U1NRw7dq1VpOFK86pzK6mNJ86dYqcnBzGjBmjLgZuTWFhIRcuXCA5OblLEsPevXs5efIkISEh/PznP+/09QYOHEhWVlaPbZrn7HHq9Xo++ugj6uvrqa+vv6P1U0K0h8cnmgEDBpCVlUVDQwP+/v54e3t3S5K5nVuTz/f3l3nqqad4//33OX/+PPv376ehoYFHHnmE+Ph4srKymn0INzY2YjAY1Nlt/v7+JCcnt3nfwMBAnn/+eRRFaXM2WElJCe+++y6+vr4888wz+Pr6snfvXnU8pKSkhDVr1lBRUYHJZGLy5MmcOnUKh8NBVlaW2sNwbgjn/CBtzzqeFStWkJ2d7XJg3/lvUFdXd9vzduzYQVlZGSaTqdVe2p0KDAxs9mdnTZs2jZSUlDt+xNhVfvjDH3Lz5k0GDhxIfn4+V69e7dJxNSGcPD7RNDQ0AE0f7o8//jhVVVVs3bq1h6Nqm81mo2/fvpSXl9PQ0ICiKBQUFLB27Vr+/ve/k5eXR1JSEidOnFArEDgNHz7c5ViNTqdDURQyMjIwGAwtBvnLy8vVWXp1dXX4+voyadIkzp8/T9++fZk7d65asXX58uWEhoYSGBiIXq9n+PDh9O/fn5ycHBoaGvjiiy84d+4c/fv3Z8OGDS7b7ufnx6hRo2hsbLztecnJyWg0GpcJKS4ujps3bxIbG0t1dTUWi6VT1ZcfeOABhg8ffkf78LjSU0kGmoqoOntTjz76KBaLpctKIglxK49PNM5v7t7e3gwcOLDT2x64W3FxMc888ww1NTW89dZbzV5bs2YN0PTI6vz589TW1jJw4EAqKyvp27cvMTEx1NfX89FHHxEYGMjy5ctbHeQ9efIkX3/9NT4+PqxevZqjR4+q9bwSEhKYP38+/v7+6ofynDlzmDNnjvr+Dz74AKvViq+vLwsXLiQoKIh58+aprxcUFHDkyBH1Q/ROBpq/+uorTp48ydSpU5kxY4Z6vLy8HKPRSGJiYru3jZg7dy6pqanU1dXxhz/8AavVyg9+8IN2Tx5wjoXd+mjLUzdu02g0kmSE23R++fldbsSIEfj7+6vf9AsKCno4opZu3RApLS0Ni8VCnz59iIiIIDAwsEUlZm9vb6ZPn45er6empoa6ujr69OlDUFAQO3bsID8/n8zMTHJyctT3mEwmrly5gqIo6pRnX19fPvroI7Kysvjss89obGzk22+/JTw8/LY7gzrXALW2T05RUZE6thMWFsYTTzzBY4891u5/i6tXrwKos/GcPvvsM9LS0vjqq6/afS1o+gC12+3qWFdrY2Zteffdd3n33Xdb9Bw7Kjs7m9dff51//OMf7X6Pcy8lIe5lHt+juXDhAnV1dZw+fZo5c+Zw7ty5ng6pGY1Gw9SpU9m3b5+6uPQ//uM/mm1fYDKZWnyTvn79OmazWa0i4BzsjoqK4sqVK80eizgcDv7yl79QV1enFsuMjIwkKyuLtLQ0oOmb+rfffsvRo0fx8fHh17/+tVpJ4ZNPPiErK4tVq1YxdOhQ5s6dy9y5c1u0JTMzk08//RRfX1+eeuopDAbDHT0acjgc6ofq9wfvIyIiKCoqanM9z+0EBwezfv16GhoaiIuLa/f7nP/+d5Kcbuf69etYLBaysrJwOBwuywzV1NSwbds2FEVhw4YNHWq7EHcDj08048aNIzs7m9GjR5OZmakWb7xb6HQ6Jk2aRFxcHO+995460O38kBsyZAiDBg3Cbrdz4MAB+vTpw5QpU9TSOlqtloaGBkaPHk1tbS3Tpk1j1KhRBAcHc/XqVXbs2IG3t7eakE6ePMn9999PVFQUb7/9NtDUo3rooYfYv38/0JSsnElGURSuXLmC3W5vNlBfV1fH4cOHGTt2rPoB6IzZbrcTGhp6x+MPWq2W0aNHq/+9brV48WJmz56Nv79/i139HA4HH374IaWlpaxdu7bVAe2ODHKvW7eO4uLiNmfx3amUlBSsViuDBg1qVy07m82m1sbrqmTXXRRFwWq19ugYlLh7eP3bv/3bv/V0EK7cvHmzw8/Gnfu0jB8/HovFQnp6ehdH1zne3t4MHTqUgwcPquthoqOjMZlM+Pj4YDKZKC4upr6+nv3795OdnY3dbqeqqoqLFy9SW1ur7kceHByMwWBQH41t2rQJm82GxWJhxowZ6op9q9VKUVERQUFBlJaWYrPZqKys5Nq1a3h7e/Ozn/1MTTQajYaIiAj8/Pyora3l3LlzalK8evUq58+fV1ddh4aGkpWVRZ8+fRg9enSHPmQSEhKYPHkyffv2bXZco9Go1/v+70N9fT27du3CarUSFhamTr/urD59+hAWFtZlO4Z6e3sTHx/f7t/l2tpaJkyYQGJiYpdUiuhOf/vb3/jiiy8IDQ29bU+sM/9v30s8tZ3tbZfH92gA9RGTc1+au4nZbObdd99Vv7nW1NRQW1vL6tWrSU9Px2g0cvXq1WaLTA8fPkxERATe3t74+/vTv39/kpOTKSoqUs9xjklAU821xMRE4uLiyMnJUcc5nnjiCQIDA6mrqyM+Pp7c3Fzi4+ObfbA2NjZy7tw5qqur1fpwRqNRLfviHI8ByMjIUGPIyclpdQzHHfz9/Vm8eDGlpaWMGzfOrfcqKyujsbGxy5KZKx1Z+Ho3KCgoUKumd3TbC+E5PD7R7Nixg/T0dL7++uu7tvCiM8k4KYpCbm5usxpeNTU1hIWFqdN0S0pKmDlzJlqtlvDwcIqKiigtLeXo0aOMHz+exMREFi5cSH5+PoMGDeKNN94gKiqK1atXc+bMGby9vYmIiGj2QTZq1KgW394zMzPVR1XOcZ9Lly5RVVVFZGRks4F+50A+0O79b7rK2LFj3X6P6upq3nnnHex2O2vXriU+Pr5D13EuwG1sbOShhx66ax4vKYrCmTNn6NOnT6e/JDz66KPk5OTcdl2X6D08PtFcvHgRaOo5XL58GZ1OR2Bg4F09k0ej0ahrUfr160dVVRUOh4NBgwYRGBjIiRMn1DGbWwuD+vv7U1dXR1FREWazmZKSEubOncvx48dRFIXi4mL8/Px45pln2rzv98XHx6t75sTFxbFy5Uo++eQToKm3U1ZWpiaVhIQEMjMz1dc8jXNjObvd3qn9goqKijh+/DjQtNbnbvnGf/nyZXbu3AnQ6hqrOzF48OB7tjfWG9TW1nL58mV1Vq67eXyiCQ8P58aNG2i1WnWw+m5OMnq9ngULFrBt2zYAVq5cidFoJDMzE41Gw8GDB1t9n0ajUR+DAerjsZCQEHX2mXOl/u0Gt8+fP09aWhqTJk0iJSWFoKAgXnjhBSoqKtRxk2XLlqmP0r766it+/OMfA009Ih8fH06ePKkulHW3hoYG7Ha7uk+N3W7HarU2mzLeVQIDA3nmmWcwm82d2gPHYDAQHx9PY2PjXVUQNCQkBB8fH3x8fLq9Ryq61/bt27l27RqXL19W1+e5k8cnmkcffZTdu3eTnZ1NXV0dkZGR3VZU07lr5veP9e/fv9XtpL28vHjyyScxGAyUlpZiNpsZPnw4I0eOxG638/e//73Zuc5v1g6HA29vb8aMGYOXlxeRkZF8++23lJaWEhgYyEcffaS+73a10KAp0VRXV5Oenq4WyoTm0429vb0ZN24c5eXlLRZOXr16lWvXrnHt2jUGDhxIQECAWqTRbrfzj3/8A5PJxJo1a25bf8xut6s9CIfDgdFoJDw8vNnAY21tLW+//TYWi4X169cTHh7Opk2bqKioYO3atcTGxmI2m9Hr9TgcDvbt2wegPnLsiK6omebt7d1io7e7QXh4OC+++GKzOnfCM3V1OSVX3Prb9PLLL3PgwAFCQ0PVLrnJZOL555+nsLCQAQMG8Oabb7ZZir4r+Pv7ExUVxaVLlwDcuo3z97W2U6ZGoyE5OZmSkhI0Gg2NjY3U19dz6dIl7HY7f/7zn3nkkUeYNWsWAJcuXaKmpob4+Hh1ewPn/jY3btwgNjaWrKwsLBYLNTU1zJ49G2hKsIBah8zJ1TfV6dOn4+Pj43JQfdy4ca2ec+v1t2zZgtlsZt26dURFRVFVVcW1a9eApjUlbX1ol5WVqfXWnn76ac6ePcvu3bvR6/W89NJL6nmNjY1qz6mmpoa+fftSUVGBw+GgrKwMo9HIqVOnmDFjBgMGDFD32YmJibmj9TQd1djYiE6nu6c+tO+W8SLhXosWLWLy5MmEhoZ2y/3c+n/A8uXLeeyxx/iXf/kX9djmzZtJSUlhw4YNbN68mc2bNzf78Ohqn3zyCZcuXSIoKAir1er2zc5ccTgcbN++Xf158eLF5OfnNzvnxo0bfPnll2i1WnWmnEajUcvn2O12tUcUEBDAvHnzsFgs2O12Dh8+THJysvqBMWbMGPLy8jAajURERLBy5crbxjdw4EAefvjhDrdv2rRp9OvXD41Gw+effw40PaqMiooiJCSEWbNmkZ6ezp49ewgICGh110Nnb85sNlNTU9OsksGt40hhYWE89thjNDQ0qL20NWvWUFZWxvjx43n33XeBpirO48ePV7e07o6tnwsKCtiyZQv+/v78+Mc/lvIu4q6i1Wq7dbq1WxPNhAkTWpR8SUtL48MPPwRg6dKlPP74425NNM4pudXV1axYsQJfX1/++te/uu1+d+r06dNqjIMHD6Z///44HI4Wm7MpisKYMWMwmUzqa0OGDCE1NRVfX1+sViuvv/46iqJQW1ur1h7T6XT06dNH3VSstQ+82tpavvvuO/R6PVFRUR0eN7h06RKnTp3igQceYMiQIfTp04e6urpm5Wyqq6spLy8H4MqVK60mmoSEBFJTU/H398dgMGAwGIiKiiIwMBCTydRslt73eybOzdegaSwpIyODsWPH4ufnx9NPP92hdnVEeXk5NpuN6upqGhsbJdGIXq3b+/Tl5eXqbBaDwaB+6LjLgw8+yK5du9Sfv9976E7e3t5oNJpmq7zj4uJQFIX6+npyc3PJzc1t9b1LlixhzJgx2O120tLSiImJYcWKFWrR0Ly8PPVR3enTp0lNTVXHISZNmkRtbW2bj4vS0tKaLWT9yU9+0qFvO/v376e0tBRFURgyZEirY0HOf//g4GCmTp3a6nW0Wi0pKSnYbDauXr3KwIEDMRgMnDp1ii+//JKQkJAWlQNaYzAYmD59eovjjY2NFBcXt3uFfkeMHj0ai8VCUFCQWx8NC3Ev6NGHxxqNpl2rrs1mc4uyI+3l7+9PfHw8DofjtvuwuItOp1O/gTtnvTn17dtXrQd29OjR2763uroao9FIYGAgS5cuBSArK0s91znobTab8fLywmg0NvsQdX4wt/bveGt1ZW9vb/Ly8lrd5dOV6OhoGhsbiYiIaPO/16hRo9BqtQwbNowbN260OinC6dSpU2RnZ2MwGJgxY4Y6vlNXV9fh3wdoSqzl5eUMGzas3Vtgd0RAQIA6kaEjGhsbO9XOe0FvaCP0nna2pdsTTWhoKKWlpYSHh1NaWtquWTztLQvfFo1Go76/O4tq+vr6YjAYSEhIoLCwkLy8vGbVCUwmExkZGeTl5bW63fOUKVPw8vKipKSEYcOGqWMMbdHr9fj7+xMSEqJO922PhIQE5s6dS0NDA/v27ePrr79m4cKFJCYmtr+x//91XNm7dy83btygrq6O55577rbnZmdnk52dTUBAAAkJCcTHx3PhwgUsFkunfh8OHz4MNCX6u3k/eaPReFfH1xV6QxvBc9vZ3uTZ7dsEzJw5Ux0M3759uzq7yl1yc3PZtWuXOrV12LBhXVa76nZGjhyJ2WwmLy+PvXv3cvHiRfz9/VvMQCosLKS+vr5Z7yMgIICoqCh1K+eMjAy2bNnSbBZbYWEh/+t//S/ef//9ZhMcBg0adEdJxsnb25ugoCBycnKw2Wxq76GrOQf2nX/ezrx583j88cd55JFH1BjHjRvX6UdRa9eu5dFHHyU1NbVT1xFCtI9bE80LL7zA6tWruX79OlOnTuXTTz9lw4YNHDlyhNTUVI4ePdqunRc748svv6S2tlb9FqvX6932XN55fWjK9M7HdM5SMgEBAfz0pz9tlugCAgKIiYlh/vz56jE/Pz9+9KMfERYWpu7mGBwc3Ox9eXl5aiKrrq5utsVzRzQ2NvL3v/+d4OBgkpKSmm061pUmT57M008/zRNPPOHyXC8vL2JjY7t8IN3Pz49hw4bd0YZsQoiOc+ujs//8z/9s9fiWLVvcedtmvv8BrNVqmTdvHl9//XWzWmJdfT+Hw9Hi3tnZ2Xz55Zc8+uijnDp1iqysLBITE5k4caK64l+j0TTr5Y0ZM4YhQ4a0WP+SlJREXV0dwcHBvPvuu5jNZmbOnNnuOHNzc9m7dy/3338/EyZMICcnR61VNmPGjC7drvj7XD0CFEJ4Fo/fYXPatGloNJpmU2zHjx/fZSVK2noM5+/v36LUvbMETGNjI48++igbN25k4sSJwH9PFAgICGgxW6tv377NJjHY7XYKCwt58MEHGTJkCLW1tVit1hZTom/n5MmTFBQU8O233wIQGxvLyJEjSUxMbLZ18a0URenxdUiuuOPLgxCic+6dJcsdNG7cOCwWC+PGjePkyZOcPHmSESNGqDXB3KWurg4vLy+1nMe0adM4e/YsgYGBrVb9TUhI4MiRI9TU1JCXl3fb/Ue++uorTp8+TWxsLI8//jirVq2ioaFBLfXSHsnJydTU1KjbRPv4+Nx2MWdjYyP/9V//RX19PevXrycsLKzd9+ouW7duJTMzkyVLltzxRAYhhPt4fKI5duwYu3fv5sKFC5SUlGC329VSJF3BOUDv5eWlPvN3rpNxfru2WCycOnWKyspKwsPDW00Ivr6+6HQ6FEVx2dty9iqcfzp7a3cyfXLw4ME8+eST7T6/urqaiooKAIqLi+/KRJObm6tusSCJRoi7h8cnGmfPpbKyUv3gb63YZWfZ7Xb1+s6p29DUcxgwYAA5OTlUVla2+VgqJCSEn//85yiKwt69e7ly5QorV65sdQ+d+fPnk5CQQGRkpLp+xt3Cw8NZtGgR9fX1zR5D3k1WrlxJVlaW+jhSCHF38PhEM336dGw2G3V1dVy8eBGtVou/vz81NTVdcv0xY8a02B76gQceoLi4GJ1Ox/Tp09FoNNx///3MmzdPrUFmt9ubzXqyWq3s3LkTq9VKfn4+druda9eutZpodDodAwYMYNOmTTQ2NrJ+/XoiIiK6pD234+7dKztL9kAR4u7k8YlGp9MRHh5OVVUVERERlJSUUFNT02W9mtLSUrRaLT4+PsycOZPo6GgiIyNbLZHiTDJHjx5lz549TJgwQZ3WXFRUpM76mjJlChaLhSlTprR537q6OjVZVlRUdEuiEUKIjvD4RAOwe/duzGZzs7GPziSagIAAdYZXWVkZDocDjUbDV199RUREBBs2bGg2G825zfLo0aPRarXk5eUBqH9CU9Xk8ePHY7VamTZtmstSOQaDgVWrVlFfX8+IESM61A4hhOgOvSLROMdO/Pz81C2G2ztNV6PRMGXKFM6cOaOWidHr9SQlJZGens6gQYPw9vZW91q5efMmDodDfSxms9l4//33sVqt1NXVMXnyZObNm0dYWFizLXy1Wi0LFiy4o3bdrWMlQghxK49fRwNNCxAnT57Mk08+2WpZ+ttRFIXTp0+rSWbQoEE89dRTREdHU1VVxYULF4iJiSE7OxuAlJSUZmMvWq1W3cUuKCgIaFoXM3v2bFm4KIToFXpFj6Zfv35MnjwZaHuB5e04d3GEplppffr0ITIykoCAAKxWK/369cPf35/6+voWpfi1Wi1PP/00dXV1bl1tL4QQdyuPTzRWq5Xdu3dz4MAB1q1bx6xZs9Rtnf38/GhoaLijsRpnQUcfHx91nGb//v387Gc/w2KxtLoHt4+Pj2yRK4TotTw+0ezduxeTyQTAkSNHmDVrFtOmTePgwYPU19fftoczatQo4uPjMRgMnDx5kiFDhhATE8OePXuIi4tT94vx8fFp9ogM4PPPPyczM5Nly5bJWIoQolfz+ERzazn6EydOUFFRoW7qpdVq1RljQLOejUaj4aGHHlLfv3TpUiwWCx9++CEFBQWcOXOGH/3oR+Tk5FBUVMRrr71GamoqKSkpQNM2xTabjezs7Lsq0TjrlUnlYiFEd/H4yQAPPPCA+ner1UpmZiZVVVVA08yz5ORkQkJCWuwT8+STT6pJpqCggD/96U9s2bKFgoICAGJiYggPDyc5OZnCwkKg+TbRK1asIDk5uc3tinuCw+HgL3/5C6+//jrXr1/v6XCEEL2Ex/dovLy81C2OnXx9fQkMDESr1XLy5En1eHx8PF5eXkycOBGDwcBf//pXHA4HoaGhai9Io9HQv39/Hn74YfV9y5cvJzMzk6SkpGbXaq14Zldwjiu1Z/OwW1mtVoqKilAUhRs3bhATE+OW+IQQ4lYen2jKyspa7AsTFxfHwoUL+fTTT9WaZNBUoXj16tXq/i7OKc333Xcf/fr1IyQkhOXLl7coehkZGdltU5Wrqqr485//jMPh4Ec/+hEGg6Hd79Xr9TzyyCMUFxczYcIEN0YphBD/zeMfnRUVFbU45lzPkpSUxOTJk9XxisjISLZu3UplZSX19fWEhIQwZswYfH19qaysVBdkunOHzrq6OjIzM9X9ab6vvr4es9l8x/vPOA0fPpxp06bJLDghRLfx+B7NkCFD8PX1xcfHhwcffJDy8nKSk5O5ceMGH374IRqNBoPBwNixY5k0aRL//u//rr63oqKC1atX4+vrS0REBN7e3m6vKfbRRx9RUFDA2LFjWbx4cYvX+/fvz+rVq7Hb7fLoSwhxT/D4RBMUFMSiRYtISEhodlyr1ar1zkpLSzEajUyaNIlRo0Zx/vx5oKkacL9+/dDpdDzzzDPdEq+z5P/tehx3Wt1ACCF6kscnGmjaECwzM5O5c+cSEBAANNU/W7hwIWfOnMFsNjNp0iQsFgu5ublA06D/2rVrW8xGu1VZWRl//etf6devH4899thtz22vhx9+mJKSEgYMGNDpawkhxN3A4xNNfX09Fy5cACAiIoIHHniAjIwMtm7dqq6jiYiIICEhgby8PHXqs/NR2e3k5uZSXV1NdXU1tbW19O3bt9Px+vj4EB0d3enrCCHE3aLHEs2hQ4f47W9/i8PhYNWqVWzYsMEt9/H19WXw4ME0NDSoj5yclZs1Gg06nY5hw4YBEB0dTUpKClarlblz57q89v3338/Nmzfp169flyQZIYTwRD2SaOx2O//zf/5P3n//fSIiIli5ciUzZ850y7oTjUbDxIkTm43RjB49moCAAIKDgwkJCWl2bmpqaruv7ePjw7x587o0XiGE8DQ9Mr35/PnzDB48mOjoaHx8fFiwYAFpaWndGkNMTEyzJANw+PBhfvvb33L06NFujX6K2KIAAAuqSURBVEUIITxZj/RoSkpKmi1wjIiIUGd6tcZsNmM0Gjt8v8bGxna9Pz09HZvNxtmzZ+/Jkv7tbee9TtrpOXpDG6H3tLMt98RkAL1e32J68p0wGo3ten9wcDCnT59m/Pjx9O/fv8P36yntbee9TtrpOXpDG8Fz29ne5NkjiSYiIoLi4mL155KSErcvhGyPqKgooqKiejoMIYTwKD0yRjN69GhycnLIz8/HYrHw5ZdfMnPmzJ4IRQghhJv1SI9Gp9Pxyiuv8NRTT2G321mxYgVDhw7tiVCEEEK4WY+N0UybNo1p06b11O2FEEJ0E4+v3iyEEKJnSaIRQgjhVpJohBBCuJUkGiGEEG6lURRF6ekgXElPT1f3aRFCCHF3MJvNjBkzxuV590SiEUIIce+SR2dCCCHcShKNEEIIt5JEI4QQwq0k0QghhHArSTRCCCHcyqMTzaFDh5g7dy5z5sxh8+bNPR1Ou7z88sukpKSwcOFC9ZjJZGLdunWkpqaybt06qqqqAFAUhVdffZU5c+awaNEiMjIy1Pd8/vnnpKamkpqayueff64ev3jxIosWLWLOnDm8+uqr9NSkw6KiIh5//HHmz5/PggUL2LJlC+B5bTWbzaxcuZLFixezYMEC3nrrLQDy8/NZtWoVc+bM4bnnnsNisQBgsVh47rnnmDNnDqtWraKgoEC91jvvvMOcOXOYO3cu3377rXr8bvk9t9vtLF26lKeffhrwzDbOnDmTRYsWsWTJEpYvXw543u+sWygeymazKbNmzVLy8vIUs9msLFq0SLl69WpPh+XSyZMnlYsXLyoLFixQj/3v//2/lXfeeUdRFEV55513lN/97neKoijKgQMHlPXr1ysOh0M5e/assnLlSkVRFKWyslKZOXOmUllZqZhMJmXmzJmKyWRSFEVRVqxYoZw9e1ZxOBzK+vXrlQMHDnRzC5uUlJQoFy9eVBRFUWpqapTU1FTl6tWrHtdWh8Oh1NbWKoqiKBaLRVm5cqVy9uxZ5dlnn1V27typKIqibNy4Ufnb3/6mKIqi/PWvf1U2btyoKIqi7Ny5U/nFL36hKIqiXL16VVm0aJFiNpuVvLw8ZdasWYrNZrurfs/fe+895YUXXlA2bNigKIrikW2cMWOGUl5e3uyYp/3OuoPH9mjOnz/P4MGDiY6OxsfHhwULFpCWltbTYbk0YcIEgoODmx1LS0tj6dKlACxdupS9e/c2O67RaBgzZgzV1dWUlpZy+PBhpkyZQt++fQkODmbKlCl8++23lJaWUltby5gxY9BoNCxdurTH/k3Cw8MZOXIkAAEBAcTGxlJSUuJxbdVoNPj7+wNgs9mw2WxoNBqOHz/O3LlzAVi2bJka2759+1i2bBkAc+fO5dixYyiKQlpaGgsWLMDHx4fo6GgGDx7M+fPn75rf8+LiYg4cOMDKlSuBpm/zntbGtnja76w7eGyiKSkpITIyUv05IiKCkpKSHoyo48rLywkPDwfAYDBQXl4OtGxjZGQkJSUlbba9rfN7WkFBAUajkcTERI9sq91uZ8mSJUyePJnJkycTHR1NUFAQOp2uRWwlJSXqNuI6nY7AwEAqKyvb3c6e+j1/7bXXeOmll9Bqmz5SKisrPa6NTuvXr2f58uV8/PHHgOf//9kVemw/GtExGo0GjUbT02F0mbq6Op79/9q7v5CmvzcO4O+p7MIsdE53kTcaeRHqhbgm5RK26YX7IyYqhWm7jJpiYUQW6EWE4YKSvJOCEqksNkrKLkzS0shizCII/NOcpoaWm9mmW8/3Qhrf4e9b+1UfF/N5Xc3P53DO83w48ODhcE5NDU6fPo24uLigd5GSa3R0NKxWK1wuF44ePYqxsbFwh/RHPX78GBKJBBkZGXj+/Hm4wxFUZ2cnZDIZ5ufnYTQakZaWFvQ+Uubsnxax/9HIZDLMzMwE/p6dnYVMJgtjRL8uMTERc3NzAIC5uTlIJBIA63OcmZmBTCb7z9z/q324rK6uoqamBnq9HoWFhQAiN1cA2LZtGxQKBWw2G1wuF3w+37rYZDIZPnz4AGBtqc3tdiMhISHkPMMxz1+9eoXe3l6oVCocP34cQ0NDOHfuXETl+N33cRMTE1FQUAC73R7Rc/ZPidhCk5mZiYmJCUxOTmJlZQXd3d1QqVThDuuXqFQqWCwWAIDFYoFarQ56TkSw2WzYunUrkpOTkZeXh4GBASwuLmJxcREDAwPIy8tDcnIy4uLiYLPZQERBfW00IkJDQwPS0tJgNBojNteFhQW4XC4AgMfjwbNnz7Bjxw4oFAr09PQAWNuB9H1uqlSqwC6knp4e5ObmQiQSQaVSobu7GysrK5icnMTExASysrL+inl+4sQJPHnyBL29vbh48SJyc3NhNpsjKkcAWF5extLSUuD306dPsXPnzoibs4II1y6EjdDX10eFhYWkVqupra0t3OGEpK6ujvbu3Uu7du0ipVJJt27dooWFBaqqqqKCggKqrq6mT58+EdHajqbGxkZSq9Wk0+nIbrcH+rl9+zZpNBrSaDTU1dUVeG6320mr1ZJaraampib69u3bhudIRPTixQtKT08nnU5HBoOBDAYD9fX1RVyub9++peLiYtLpdKTVaqm1tZWIiBwOB5WWlpJGoyGTyURer5eIiDweD5lMJtJoNFRaWkoOhyPQV1tbG6nVaiosLAzajfQ3zfOhoaHArrNIy9HhcJBerye9Xk9FRUWBOCJtzgqBT29mjDEmqIhdOmOMMfZ34ELDGGNMUFxoGGOMCYoLDWOMMUFxoWGMMSYoLjSMMcYExYWGbUoulwsdHR0/bON0OnHv3r2f9uV0OoOuddhooeTCWDhxoWGbksvlQmdn5w/bTE1N4f79+xsU0a8LJRfGwokP1WSbktlshsPhCJyqDAD9/f0QiUQ4cuQIioqKYDabMTo6iuLiYpSUlECj0eDkyZP4+vUrAODs2bPIzs7+6Vh+vx8tLS2B/svLy3Ho0CEMDg6iubkZfr8fGRkZaGpqglgshkqlQldXFyQSCUZGRnDhwgVcv34dra2tmJ6ehtPpxPT0NKqrq1FVVbUuF6PRiLq6OiwtLcHv96OxsRE5OTmCfk/GfijcRxMwFg6Tk5OBy+UePnxIhw8fJp/PRx8/fqT8/HyanZ0NOk6FiGh5eZk8Hg8REY2Pj1NJScm6vv6Xjo4OMplMtLq6SkRrF195PB7at28fjY2NERFRfX09Xb16lYiCL9ey2+1UWVlJRESXL1+miooK8nq9ND8/T7t376aVlZV147e3tweOR/H5fOR2u3/7ezH2O3jpjG16L1++hFarRXR0NKRSKeRyOUZGRta18/l8OHPmDPR6PWprazE6OhpS/4ODg6ioqAjczRIfH4/x8XGkpKQgNTUVwNrFYMPDwz/tKz8/H2KxGBKJBBKJJHD3yb9lZmbi7t27aG1txbt379Zdv8DYRuNCw1iIrl27BqlUCqvVijt37mB1dVWQcaKjowN3xXu93qB3YrE4qN33Y/j/TS6X48aNG5DJZDh16lTgZGHGwoULDduUtmzZgi9fvgAAcnJy8ODBA/j9fiwsLGB4eBhZWVlBbQDA7XYjKSkJUVFRsFqt8Pv9IY21Z88e3Lx5M1AUPn/+jNTUVExNTeH9+/cAAKvVCrlcDgDYvn07Xr9+DQB49OjR/5ULsLaJQSqVory8HGVlZXjz5k1IcTImFN4MwDalhIQEZGdnQ6fTQalUIj09HcXFxRCJRKivr0dSUhLi4+MRFRUFg8GA/fv34+DBgzCZTLBYLFAqlYiNjQ1prLKyMkxMTMBgMCAmJgbl5eWorKzE+fPnUVtbG9gMcODAAQDAsWPH0NDQgEuXLkGhUPxSLu3t7YiJiUFsbCyam5t/61sx9rv4mgDGGGOC4qUzxhhjguKlM8b+kP7+frS0tAQ9S0lJwZUrV8IUEWN/B146Y4wxJiheOmOMMSYoLjSMMcYExYWGMcaYoLjQMMYYExQXGsYYY4L6Bzya9aWwqiaqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 487.93x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 487.93x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.scatter(scrna2, x='total_counts', y='pct_counts_mt')\n",
    "sc.pl.scatter(scrna2, x='total_counts', y='n_genes_by_counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "id": "sufficient-complex",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/site-packages/seaborn/_decorators.py:43: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fcdefbb9c88>"
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"log1p_total_counts\", \"log1p_n_genes_by_counts\", data=scrna2.obs, kind='hex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "handled-iceland",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 4291 × 23305 \n",
       "    obs: '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": 242,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna2 = scrna2[scrna2.obs.n_genes_by_counts < 6000, :]\n",
    "scrna2 = scrna2[scrna2.obs.pct_counts_mt < 25, :]\n",
    "scrna2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "suburban-outline",
   "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>Cell type</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cell</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ds1_AAACAGCCATTGTGCA-1</th>\n",
       "      <td>cDC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds1_AAACATGCAAGACTCC-1</th>\n",
       "      <td>NK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds1_AAACATGCAATATACC-1</th>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds1_AAACCGAAGCCTGGTA-1</th>\n",
       "      <td>CD16 Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds1_AAACCGAAGGAGGTTA-1</th>\n",
       "      <td>CD4 Naive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Cell type\n",
       "Cell                                      \n",
       "ds1_AAACAGCCATTGTGCA-1                 cDC\n",
       "ds1_AAACATGCAAGACTCC-1                  NK\n",
       "ds1_AAACATGCAATATACC-1  CD14 IL1B Monocyte\n",
       "ds1_AAACCGAAGCCTGGTA-1       CD16 Monocyte\n",
       "ds1_AAACCGAAGGAGGTTA-1           CD4 Naive"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rna_meta = pd.read_csv('../data/new-data-2020/PBMC_RNA_Meta.csv', index_col=0)\n",
    "rna_meta.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "reasonable-explosion",
   "metadata": {},
   "outputs": [],
   "source": [
    "rna_meta = rna_meta.rename(columns={\"Cell type\": \"cell_type\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "color-bangladesh",
   "metadata": {
    "scrolled": true
   },
   "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>cell_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAGCTTACA-1</th>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATGCACATGCTA-1</th>\n",
       "      <td>Cycling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATGCAGAATGAC-1</th>\n",
       "      <td>CD8 Naive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCAACAGCGCTTG-1</th>\n",
       "      <td>NK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGAAGCCATCAG-1</th>\n",
       "      <td>CD4 Naive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             cell_type\n",
       "AAACAGCCAGCTTACA-1  CD14 IL1B Monocyte\n",
       "AAACATGCACATGCTA-1             Cycling\n",
       "AAACATGCAGAATGAC-1           CD8 Naive\n",
       "AAACCAACAGCGCTTG-1                  NK\n",
       "AAACCGAAGCCATCAG-1           CD4 Naive"
      ]
     },
     "execution_count": 245,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rna_meta2 = rna_meta[rna_meta.index.str.startswith('ds2_')]\n",
    "rna_meta2.index = [name[4:]for name in rna_meta2.index]\n",
    "rna_meta2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "inappropriate-arkansas",
   "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>n_genes</th>\n",
       "      <th>n_genes_by_counts</th>\n",
       "      <th>log1p_n_genes_by_counts</th>\n",
       "      <th>total_counts</th>\n",
       "      <th>log1p_total_counts</th>\n",
       "      <th>total_counts_mt</th>\n",
       "      <th>log1p_total_counts_mt</th>\n",
       "      <th>pct_counts_mt</th>\n",
       "      <th>cell_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACAGCCAGCTTACA-1</th>\n",
       "      <td>1662</td>\n",
       "      <td>1660</td>\n",
       "      <td>7.415175</td>\n",
       "      <td>3286.0</td>\n",
       "      <td>8.097731</td>\n",
       "      <td>446.0</td>\n",
       "      <td>6.102559</td>\n",
       "      <td>13.572733</td>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATGCACATGCTA-1</th>\n",
       "      <td>2779</td>\n",
       "      <td>2777</td>\n",
       "      <td>7.929487</td>\n",
       "      <td>6070.0</td>\n",
       "      <td>8.711279</td>\n",
       "      <td>919.0</td>\n",
       "      <td>6.824374</td>\n",
       "      <td>15.140033</td>\n",
       "      <td>Cycling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACATGCAGAATGAC-1</th>\n",
       "      <td>1148</td>\n",
       "      <td>1148</td>\n",
       "      <td>7.046647</td>\n",
       "      <td>2113.0</td>\n",
       "      <td>7.656337</td>\n",
       "      <td>368.0</td>\n",
       "      <td>5.910797</td>\n",
       "      <td>17.415997</td>\n",
       "      <td>CD8 Naive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCAACAGCGCTTG-1</th>\n",
       "      <td>872</td>\n",
       "      <td>872</td>\n",
       "      <td>6.771936</td>\n",
       "      <td>1362.0</td>\n",
       "      <td>7.217443</td>\n",
       "      <td>216.0</td>\n",
       "      <td>5.379897</td>\n",
       "      <td>15.859030</td>\n",
       "      <td>NK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCGAAGCAGGTTT-1</th>\n",
       "      <td>4338</td>\n",
       "      <td>4331</td>\n",
       "      <td>8.373785</td>\n",
       "      <td>12219.0</td>\n",
       "      <td>9.410830</td>\n",
       "      <td>993.0</td>\n",
       "      <td>6.901737</td>\n",
       "      <td>8.126688</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTGTTCTCAATTC-1</th>\n",
       "      <td>1946</td>\n",
       "      <td>1946</td>\n",
       "      <td>7.574045</td>\n",
       "      <td>3971.0</td>\n",
       "      <td>8.287025</td>\n",
       "      <td>506.0</td>\n",
       "      <td>6.228511</td>\n",
       "      <td>12.742382</td>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTGTTCTCGACCT-1</th>\n",
       "      <td>1373</td>\n",
       "      <td>1372</td>\n",
       "      <td>7.224753</td>\n",
       "      <td>2272.0</td>\n",
       "      <td>7.728856</td>\n",
       "      <td>63.0</td>\n",
       "      <td>4.158883</td>\n",
       "      <td>2.772887</td>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTTGGTAATCGCA-1</th>\n",
       "      <td>3268</td>\n",
       "      <td>3267</td>\n",
       "      <td>8.091933</td>\n",
       "      <td>7978.0</td>\n",
       "      <td>8.984569</td>\n",
       "      <td>949.0</td>\n",
       "      <td>6.856462</td>\n",
       "      <td>11.895212</td>\n",
       "      <td>Cycling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTTGGTCATCCTG-1</th>\n",
       "      <td>1655</td>\n",
       "      <td>1655</td>\n",
       "      <td>7.412160</td>\n",
       "      <td>3152.0</td>\n",
       "      <td>8.056109</td>\n",
       "      <td>315.0</td>\n",
       "      <td>5.755742</td>\n",
       "      <td>9.993654</td>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTGTTGGTTGCCTCA-1</th>\n",
       "      <td>1381</td>\n",
       "      <td>1379</td>\n",
       "      <td>7.229839</td>\n",
       "      <td>2706.0</td>\n",
       "      <td>7.903596</td>\n",
       "      <td>500.0</td>\n",
       "      <td>6.216606</td>\n",
       "      <td>18.477457</td>\n",
       "      <td>CD14 IL1B Monocyte</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4291 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    n_genes  n_genes_by_counts  log1p_n_genes_by_counts  \\\n",
       "AAACAGCCAGCTTACA-1     1662               1660                 7.415175   \n",
       "AAACATGCACATGCTA-1     2779               2777                 7.929487   \n",
       "AAACATGCAGAATGAC-1     1148               1148                 7.046647   \n",
       "AAACCAACAGCGCTTG-1      872                872                 6.771936   \n",
       "AAACCGAAGCAGGTTT-1     4338               4331                 8.373785   \n",
       "...                     ...                ...                      ...   \n",
       "TTTGTGTTCTCAATTC-1     1946               1946                 7.574045   \n",
       "TTTGTGTTCTCGACCT-1     1373               1372                 7.224753   \n",
       "TTTGTTGGTAATCGCA-1     3268               3267                 8.091933   \n",
       "TTTGTTGGTCATCCTG-1     1655               1655                 7.412160   \n",
       "TTTGTTGGTTGCCTCA-1     1381               1379                 7.229839   \n",
       "\n",
       "                    total_counts  log1p_total_counts  total_counts_mt  \\\n",
       "AAACAGCCAGCTTACA-1        3286.0            8.097731            446.0   \n",
       "AAACATGCACATGCTA-1        6070.0            8.711279            919.0   \n",
       "AAACATGCAGAATGAC-1        2113.0            7.656337            368.0   \n",
       "AAACCAACAGCGCTTG-1        1362.0            7.217443            216.0   \n",
       "AAACCGAAGCAGGTTT-1       12219.0            9.410830            993.0   \n",
       "...                          ...                 ...              ...   \n",
       "TTTGTGTTCTCAATTC-1        3971.0            8.287025            506.0   \n",
       "TTTGTGTTCTCGACCT-1        2272.0            7.728856             63.0   \n",
       "TTTGTTGGTAATCGCA-1        7978.0            8.984569            949.0   \n",
       "TTTGTTGGTCATCCTG-1        3152.0            8.056109            315.0   \n",
       "TTTGTTGGTTGCCTCA-1        2706.0            7.903596            500.0   \n",
       "\n",
       "                    log1p_total_counts_mt  pct_counts_mt           cell_type  \n",
       "AAACAGCCAGCTTACA-1               6.102559      13.572733  CD14 IL1B Monocyte  \n",
       "AAACATGCACATGCTA-1               6.824374      15.140033             Cycling  \n",
       "AAACATGCAGAATGAC-1               5.910797      17.415997           CD8 Naive  \n",
       "AAACCAACAGCGCTTG-1               5.379897      15.859030                  NK  \n",
       "AAACCGAAGCAGGTTT-1               6.901737       8.126688                 NaN  \n",
       "...                                   ...            ...                 ...  \n",
       "TTTGTGTTCTCAATTC-1               6.228511      12.742382  CD14 IL1B Monocyte  \n",
       "TTTGTGTTCTCGACCT-1               4.158883       2.772887  CD14 IL1B Monocyte  \n",
       "TTTGTTGGTAATCGCA-1               6.856462      11.895212             Cycling  \n",
       "TTTGTTGGTCATCCTG-1               5.755742       9.993654  CD14 IL1B Monocyte  \n",
       "TTTGTTGGTTGCCTCA-1               6.216606      18.477457  CD14 IL1B Monocyte  \n",
       "\n",
       "[4291 rows x 9 columns]"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna2.obs = scrna2.obs.join(rna_meta2)\n",
    "scrna2.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "id": "handy-melbourne",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 3479 × 23305 \n",
       "    obs: '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', 'cell_type'\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": 247,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna2 = scrna2[~scrna2.obs['cell_type'].isnull()]\n",
    "scrna2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "russian-gibson",
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna2.raw = scrna2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "id": "unlikely-developer",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.normalize_total(scrna2, target_sum=1e4)\n",
    "sc.pp.log1p(scrna2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "educated-eugene",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.tl.pca(scrna2, random_state=0, svd_solver='arpack', n_comps=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "numeric-partition",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.pca_variance_ratio(scrna2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "informal-invalid",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of highly variable genes = 4000\n"
     ]
    }
   ],
   "source": [
    "sc.pp.highly_variable_genes(scrna2, n_top_genes=4000)\n",
    "sc.pl.highly_variable_genes(scrna2)\n",
    "print('number of highly variable genes =', scrna1.var.highly_variable.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "blessed-filing",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 3479 × 4000 \n",
       "    obs: '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', 'cell_type'\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: 'pca'\n",
       "    obsm: 'X_pca'\n",
       "    varm: 'PCs'"
      ]
     },
     "execution_count": 253,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna_hvg2 = scrna2[:, scrna2.var.highly_variable]\n",
    "scrna_hvg2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "id": "graduate-painting",
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna2.layers['count'] = scrna2.raw.X\n",
    "scrna2.raw = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "arabic-accreditation",
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna_hvg2.layers['count'] = scrna_hvg2.raw[:, scrna2.var.highly_variable].X\n",
    "scrna_hvg2.raw = None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "recreational-agent",
   "metadata": {},
   "source": [
    "## Preprocess ATAC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "id": "entire-timber",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.var` of view, making a copy.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 4388 × 66033 \n",
       "    obs: 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells'"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.filter_features(scatac2, min_cells=1)\n",
    "epi.pp.filter_cells(scatac2, min_features=1)\n",
    "scatac2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "id": "taken-arizona",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 4388 × 66033 \n",
       "    obs: 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells'"
      ]
     },
     "execution_count": 257,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.binarize(scatac2)\n",
    "scatac2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "id": "usual-helena",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAEKCAYAAADaa8itAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3WlUVGeeBvCnBKExbGpD4YKedmsJRjAxbpAYC6qIAgoKsT+ECMaY0bigho5LFI2KaY8mtuPYkc4kEZKciYpglLiCqByxTYxoMJVEk7EBlaIbWdzYinc+lNyhFCkoatXnd849VF3u8r9vk3587/JemRBCgIiIyAS6WLsAIiJ6fDBUiIjIZBgqRERkMgwVIiIyGYYKERGZDEOFiIhMhqFCREQmw1AhIiKTMVuoLFu2DGPHjkVERIQ0r6qqCgkJCVCpVEhISEB1dTUAQAiBdevWQalUIjIyEpcuXZLWyczMhEqlgkqlQmZmpjS/qKgIkZGRUCqVWLduHfgMJxGR9cnM9UT9t99+i27duuGdd97BgQMHAAAbN26Ep6cnZs+ejdTUVFRXVyMpKQknTpxAeno6/v73v+PChQtYv349du/ejaqqKkybNg0ZGRmQyWSYOnUq9u7dCw8PD8TExODdd99FQEAA3njjDcTFxWH8+PEG6yosLISzs7NRx1RXV6db9+efdTP++EejtvM4k9qI2sR2Moxt1D6WaKe6ujoEBga2a1lHcxXx/PPPo7S0VG9eTk4O0tPTAQBRUVGIi4tDUlIScnJyEBUVBZlMhsDAQNTU1KC8vBxnz55FUFAQPD09AQBBQUE4deoURo0ahdu3b0sHGRUVhZycnHaFirOzM/z8/Iw6JrVarVt3zhzdjLw8o7bzOJPaiNrEdjKMbdQ+lmgntVrd7mXNFiqtqaiogLe3NwDAy8sLFRUVAACNRgMfHx9pOR8fH2g0mofmy+XyVuc3L98edXV1HWqglmpra6FWq9Hv7l0AQLGR23mcNbcRtY3tZBjbqH1srZ0sGiotyWQyyGQyi+/XJD2VlBQA4L+iWsF/XbYP28kwtlH72FpPxaJ3f/Xs2RPl5eUAgPLycvTo0QOArgdSVlYmLVdWVga5XP7QfI1G0+r85uUtJjRUNxERkR6LhopCoUBWVhYAICsrCyEhIXrzhRAoLCyEm5sbvL29ERwcjPz8fFRXV6O6uhr5+fkIDg6Gt7c3XF1dUVhYCCGE3rYsorBQNxERkR6znf5avHgxzp49i8rKSrz44ouYP38+Zs+ejcTEROzZswe9e/fGli1bAADjx4/HiRMnoFQq4eLigpT7p5c8PT0xd+5cxMTEAADeeust6aJ9cnIyli1bhtraWrz44ot48cUXzXUoD0tM1P3khXoiIj1mC5UPPvig1fk7d+58aJ5MJkNycnKry8fExEih0tIzzzwj3apMRES2gU/UExGRyTBUiIjIZBgqRERkMlZ7TsWu3b+RoCWffv2gKSmRvst9fVFWXGzJqoiIrI6hYoxx4x6apSkpAY4f///vEyZYsiIiIpvA01/GOH1aNxERkR72VIyxfLnuJ59TISLSw54KERGZDEOFiIhMhqFCREQmw1AhIiKT4YV6Y9wfCJOIiPQxVIzRznc1ExE9aXj6yxjHjukmIiLSw56KMdat0/3k2x+JiPSwp0JERCbDUCEiIpNhqBARkckwVIiIyGR4od4YO3ZYuwIiIpvEUDHGH/9o7QqIiGwST38ZY/9+3URERHrYUzHG5s26n5GR1q2DiMjGsKdCREQmw1AhIiKTYagQEZHJMFSIiMhkeKHeGOnphpfp2hUymUz6Kvf1RVlxsRmLIiKyPoaKMXx9DS/T0AAcPy591UyYYMaCiIhsA09/GeOrr3QTERHpYU/FGH/7m+7n9OnWrYOIyMawp0JERCbDUCEiIpNhqBARkclYJVQ+++wzhIeHIyIiAosXL0ZdXR1KSkoQGxsLpVKJxMRE1NfXAwDq6+uRmJgIpVKJ2NhYlJaWStvZsWMHlEolwsLCcOrUKWscChERtWDxUNFoNEhLS0NGRgYOHDgArVaL7OxsbNq0CfHx8Th69Cjc3d2xZ88eAMDu3bvh7u6Oo0ePIj4+Hps2bQIAXLlyBdnZ2cjOzsbHH3+MNWvWQKvVWuYg9uzRTUREpMcqPRWtVova2lo0NjaitrYWXl5eOHPmDMLCwgAA0dHRyMnJAQDk5uYiOjoaABAWFoaCggIIIZCTk4Pw8HA4OTnB19cX/fv3x8WLFy1zAL//vW4iIiI9Fr+lWC6XY+bMmZgwYQKcnZ0RFBQEf39/uLu7w9FRV46Pjw80Gg0AXc+mV69eumIdHeHm5obKykpoNBoEBATobbd5nbbU1dVBrVYbVXttbS3UajU8MjMBANX3w669jN2vPWluI2ob28kwtlH72Fo7WTxUqqurkZOTg5ycHLi5uWHhwoUWvR7i7OwMPz8/o9ZVq9W6defMAQD0Xr68Q+sbu197IrURtYntZBjbqH0s0U4dCS2Ln/46ffo0+vbtix49eqBr165QqVT4/vvvUVNTg8bGRgBAWVkZ5HI5AF0P5MaNGwCAxsZG3Lp1C927d4dcLkdZWZm0XY1GI61DRETWYfFQ6d27Ny5cuIB79+5BCIGCggIMGjQIo0ePxuHDhwEAmZmZUCgUAACFQoHM+6ebDh8+jDFjxkAmk0GhUCA7Oxv19fUoKSnB1atXMXz4cEsfDhERtWDx018BAQEICwtDdHQ0HB0d4efnh+nTp+Oll17CokWLsGXLFvj5+SE2NhYAEBMTg6SkJCiVSnh4eODDDz8EAAwePBgTJ07EpEmT4ODggFWrVsHBwcHSh0NERC1YZeyvBQsWYMGCBXrzfH19pduIW3J2dsbWrVtb3c6cOXMw5/71DSIisj4OKGmMb76xdgVERDaJoWKMbt2sXQERkU3i2F/G2L5dNxERkR6GijF27dJNRESkh6FCREQmw1AhIiKTYagQEZHJMFSIiMhkeEuxMfLyrF0BEZFNYk+FiIhMhqFijE2bdBMREelhqBjjwAHdREREegyGys6dO3H79m0IIbB8+XJER0cjPz/fErUREZGdMRgqGRkZcHV1RX5+PmpqarBx40Zs3rzZErUREZGdMRgqQggAwIkTJzBlyhQMHjxYmkdERNSSwVAZNmwYZs6ciZMnTyI4OBi3b99Gly5P+KUYFxfdREREegw+p7J+/Xqo1Wr4+vrCxcUFlZWVSElJsURttuvgQWtXQERkkwx2OWQyGa5cuYK0tDQAwL1791BfX2/2woiIyP4YDJXVq1ejsLAQ2dnZAICnnnoKa9asMXthNm3tWt1ERER6DIbKxYsXkZycDGdnZwCAh4cHGhoazF6YTcvJ0U1ERKTHYKg4OjpCq9VCJpMBAG7evMkL9URE1CqDF+rj4uLw1ltvoaKiAh9++CEOHTqExMRES9RGRER2xmCoTJ48Gf7+/jhz5gyEENi+fTsGDhxoidqIiMjOtBkqWq0W4eHhOHToEIOkpZ49rV0BEZFNajNUHBwc8Ic//AHXr19H7969LVWT7cvIsHYFREQ2yeDpr5qaGoSHh2P48OFwafEU+UcffWTWwoiIyP4YDJWFCxdaog77smyZ7ueGDdatg4jIxhgMlVGjRlmiDvtSUGDtCoiIbJLBUBkxYoT0jEpDQwMaGxvh4uKC77//3uzFERGRfTEYKufPn5c+CyGQk5ODwsJCsxZFRET2qUOPxstkMoSGhvLNj0RE1CqDPZUjR45In5uamlBUVCSNA/bE6tvX2hUQEdkkg6Fy/Phx6bODgwP69OmD7du3m7Uom/f559augIjIJhkMlZiYGDz33HN6886dO4eefKqciIgeYPCayrp169o1ryNqamqwYMECvPzyy5g4cSLOnz+PqqoqJCQkQKVSISEhAdXV1QB0NwesW7cOSqUSkZGRuHTpkrSdzMxMqFQqqFQqZGZmdqqmDklM1E1ERKTnkT2V8+fP4/z587h58yY+/fRTaf7t27eh1Wo7tdP169fjhRdewNatW1FfX4/a2lp89NFHGDt2LGbPno3U1FSkpqYiKSkJJ0+exNWrV3HkyBFcuHABq1evxu7du1FVVYVt27YhIyMDMpkMU6dOhUKhgIeHR6dqaxfe/UZE1KpH9lQaGhpw9+5daLVa3LlzR5pcXV2xdetWo3d469YtfPvtt4iJiQEAODk5wd3dHTk5OYiKigIAREVF4dixYwAgzZfJZAgMDERNTQ3Ky8uRn5+PoKAgeHp6wsPDA0FBQTh16pTRdZld166QyWTS5NOvn7UrIiIyuUf2VEaNGoVRo0YhOjoaffr0MdkOS0tL0aNHDyxbtgw//fQT/P39sWLFClRUVMDb2xsA4OXlhYqKCgCARqOBj4+PtL6Pjw80Gs1D8+VyOTQajcH919XVQa1WG1V7bW0t1Go1+t29CwAo7sh2GhqAFjc9aCZMMLoOW9bcRtQ2tpNhbKP2sbV2Mnih3sXFBX/5y19w5coV1NXVSfPT0tKM2mFjYyN+/PFHrFy5EgEBAVi3bh1SU1P1lmn+17w5ODs7w8/Pz6h11Wq1bt1u3QDA6O006+z6tkhqI2oT28kwtlH7WKKdOhJaBi/Uv/322xgwYABKS0sxb9489OnTB88884zRxfn4+MDHxwcBAQEAgJdffhk//vgjevbsifLycgBAeXk5evToAUDXAykrK5PWLysrg1wuf2i+RqOBXC43uq4OGTJENxERkR6DoVJVVYXY2Fg4Ojpi1KhR2LBhA86cOWP0Dr28vODj44PffvsNAFBQUICBAwdCoVAgKysLAJCVlYWQkBAAkOYLIVBYWAg3Nzd4e3sjODgY+fn5qK6uRnV1NfLz8xEcHGx0XR2SmqqbiIhIj8HTX46OukW8vb2Rl5cHb29v6XZfY61cuRJvv/02Ghoa4Ovriw0bNqCpqQmJiYnYs2cPevfujS1btgAAxo8fjxMnTkCpVMLFxQUpKSkAAE9PT8ydO1e64P/WW2/B09OzU3UREVHnGAyVOXPm4NatW3jnnXewdu1a3LlzB8ua3ydiJD8/P+zdu/eh+Tt37nxonkwmQ3JycqvbiYmJkULFombP1v1kb4WISI/BUJkwYQIAwM3NDenp6WYvyC788ou1KyAiskkGr6n87//+L2bMmIGIiAgAwE8//cSxv4iIqFUGQ2XlypVYsmSJdG1l6NCh+Oabb8xeGBER2R+DoXLv3j0MHz5cb56Dg4PZCiIiIvtl8JpK9+7dUVxcLD2MeOjQIXh5eZm9MJsWGGjtCoiIbJLBUElOTsbKlSvx22+/4YUXXkDfvn2xadMmS9Rmu+7f7kxERPoeGSo7d+7EjBkzUF5ejs8++wx3795FU1MTXF1dLVkfERHZkUdeU2l+jqT53SndunVjoDR79VXdREREeh7ZUxk4cCBUKhXKy8sRGRn50O/3799v1sJsWmmptSsgIrJJjwyVDz74AP/617/w+uuv429/+5slayIiIjvV5oV6Ly8vfP3115aqhYiI7JzB51SIiIjay+AtxdSKsWOtXQERkU16ZE8lKSkJQOsjBz/xNmzQTUREpOeRoXLp0iVoNBpkZGSguroaVVVVehMREdGDHnn6609/+hPi4+NRUlKCqVOnQggh/U4mkyEnJ8ciBdqkadN0PzMyrFsHEZGNeWSovPbaa3jttdeQnJyMNWvWWLIm21dRYe0KiIhsksEL9WvWrMFPP/2E7777DgAwcuRIDB061OyFERGR/TF4S3FaWhrefvttVFRUoKKiAklJSXwDJBERtcpgT2X37t3YtWsXunXrBgB44403MH36dMTFxZm9OCIisi/tek6l5Uu5+IIuACEh1q6AiMgmGQyVqVOnIjY2FkqlEgBw7NgxTGu+++lJtXKltSsgIrJJBkMlISEBo0aNwrlz5wAAGzZswNNPP232woiIyP606/SXv78//P39zV2L/Zg4Uffz4EHr1kFEZGM49pcx7t2zdgVERDaJoxRbS9eukMlk0uTTr5+1KyIi6rQ2Q0Wr1fLWYXNpaACOH5cmTUmJtSsiIuq0NkPFwcEBXbp0wa1btyxVDxER2TGD11S6deuGyMhIjBs3TnoAEgDeffddsxZm0yIirF0BEZFNMhgqKpUKKpXKErXYj7fftnYFREQ2yWCoREdHo7a2FtevX8eAAQMsURMREdkpg3d/5ebmYsqUKZg1axYAQK1W4z/+4z/MXphNe+kl3URERHoMhsq2bduwZ88euLu7AwD8/PxQWlpq9sKIiMj+GAwVR0dHuLm56c2TyWRmK4iIiOyXwVAZNGgQ9u/fD61Wi6tXr2Lt2rUYMWJEp3es1WoRFRWFN998EwBQUlIiDVyZmJiI+vp6AEB9fT0SExOhVCoRGxur10vasWMHlEolwsLCcOrUqU7XREREnWMwVFauXIkrV67AyckJixcvhqurK1asWNHpHaelpWHgwIHS902bNiE+Ph5Hjx6Fu7s79uzZA0D3Phd3d3ccPXoU8fHx2LRpEwDgypUryM7ORnZ2Nj7++GOsWbMGWq2203UREZHxDIaKi4sLFi1ahJ07dyItLQ2LFi2Cs7Nzp3ZaVlaGvLw8xMTEAACEEDhz5gzCwsIA6O44y8nJAaC7USA6OhoAEBYWhoKCAgghkJOTg/DwcDg5OcHX1xf9+/fHxYsXO1VXu73yim4iIiI9Bm8pvnjxIlasWIE7d+4AAFxdXZGSkoJhw4YZvdOUlBQkJSVJ26ysrIS7uzscHXXl+Pj4QKPRAAA0Gg169eqlK/b+9Z3KykpoNBoEBARI25TL5dI6Zjd3rmX2Q0RkZwyGyooVK5CcnIyRI0cCAL777jssW7YM+/fvN2qHx48fR48ePTBs2DD84x//MGobnVFXVwe1Wm3UurW1tVCr1ZDdH6VYuLiYsjSj67IlzW1EbWM7GcY2ah9bayeDoeLg4CAFCgCMHDlS6lEY4/vvv0dubi5OnjyJuro63L59G+vXr0dNTQ0aGxvh6OiIsrIyyOVyALoeyI0bN+Dj44PGxkbcunUL3bt3h1wuR1lZmbRdjUYjrdMWZ2dn+Pn5GVW7Wq3Wrdv8jEpenlHbeRRj67IlUhtRm9hOhrGN2scS7dSR0HrkNZVLly7h0qVLeP7557Fq1Sr84x//wNmzZ7F69WqMGjXK6OKWLFmCkydPIjc3Fx988AHGjBmDzZs3Y/To0Th8+DAAIDMzEwqFAgCgUCiQmZkJADh8+DDGjBkDmUwGhUKB7Oxs1NfXo6SkBFevXsXw4cONrouIiDrvkV2O999/X+/7tm3bpM/meE4lKSkJixYtwpYtW+Dn54fY2FgAQExMDJKSkqBUKuHh4YEPP/wQADB48GBMnDgRkyZNgoODA1atWgUHBweT10VERO33yFBJT083+85Hjx6N0aNHAwB8fX2l24hbcnZ2xtatW1tdf86cOZgzZ45ZayQiovYzeHGkpqYGWVlZuHbtmt5zIE/00PdERNQqg6Eye/ZsBAQEYMiQIejShW8fBgDEx1u7AiIim2QwVOrq6rBs2TJL1GI/GCpERK0y2PWYMmUKdu3ahfLyclRVVUnTE+3f/9ZNRESkx2BPpWvXrti4cSM++ugjaZ5MJpOGUXki3R9extTPqRAR2TuDofLJJ5/gyJEj6NGjhyXqISIiO2bw9Ff//v3hYuLhSKgVXbtCJpNBJpPBp18/a1dDRGQUgz0VFxcXREVFYfTo0XBycpLm85ZiE2toAI4fBwBoJkywcjFERMYxGCqhoaEIDQ21RC1ERGTnDIZK87tMqAU+xU9E1CqDoaJQKFod6+uJvvtr+nRrV0BEZJMMhkpGRob0ub6+HgcPHkR1dbVZi7J5JSW6n76+1q2DiMjGGLz7q3v37tIkl8sRHx+PEydOWKI22xUXp5uIiEiPwZ7KpUuXpM9NTU0oKipCY2OjWYsiIiL7ZDBUWr5XxdHREX369MGWLVvMWhQREdkng6FiifeqEBHR48FgqNTX1+Pw4cO4du2a3mmvefPmmbUwe+DTrx80zRftiYjIcKjMmTMHbm5u8Pf313ui/om2ZAkAQDN5svQUPPgUPBGR4VDRaDT47//+b0vUYj8iI61dARGRTTJ4S/GIESPw888/W6IWm/dCSAhkMhn+eH8iIiJ9Bnsq586dQ2ZmJvr06aN3+mv//v1mLcwWVdy4ARw/jh2JiQCACRcumGdH90csbib39UVZcbF59kVEZEIGQ+Xvf/+7JeqgllqMWAxw1GIish8GQ6VPnz6WqIOIiB4DBq+pEBERtRdDhYiITMbg6S962LrmwSTNdaGeiMhOMVSMkPPcc9YugYjIJjFUjBBw5QoAgP0UIiJ9DBUjbNm2DQDAG32JiPTxQj0REZkMQ4WIiEyGoWIP7g/b0jz59Otn7YqIiFrFayr2gMO2EJGdYKgYYfmsWboP8+dbtxAiIhtj8dNfN27cQFxcHCZNmoTw8HDs3LkTAFBVVYWEhASoVCokJCSguroaACCEwLp166BUKhEZGYlLly5J28rMzIRKpYJKpUJmZqbFjqFg2DAUDBtmsf0REdkLi4eKg4MDli5dim+++QZfffUVvvzyS1y5cgWpqakYO3Ysjhw5grFjxyI1NRUAcPLkSVy9ehVHjhzB2rVrsXr1agC6ENq2bRt27dqF3bt3Y9u2bVIQmdvYoiKMLSqyyL6IiOyJxUPF29sb/v7+AABXV1cMGDAAGo0GOTk5iIqKAgBERUXh2LFjACDNl8lkCAwMRE1NDcrLy5Gfn4+goCB4enrCw8MDQUFBOHXqlEWOIeXjj5Hy8ccW2RcRkT2x6t1fpaWlUKvVCAgIQEVFBby9vQEAXl5eqKioAKB7nbGPj4+0jo+PDzQazUPz5XI5NBqNZQ+AiIj0WO1C/Z07d7BgwQIsX74crq6uer9rvnXWHOrq6qBWq82ybUuy1WOora212dpsCdvJMLZR+9haO1klVBoaGrBgwQJERkZCpVIBAHr27Iny8nJ4e3ujvLwcPXr0AKDrgZSVlUnrlpWVQS6XQy6X4+zZs9J8jUaDUaNGGdy3s7Mz/Pz8THxElmerx6BWq222NlvCdjKMbdQ+lminjoSWxU9/CSGwYsUKDBgwAAkJCdJ8hUKBrKwsAEBWVhZCQkL05gshUFhYCDc3N3h7eyM4OBj5+fmorq5GdXU18vPzERwcbOnDsQ4+DElENsriPZVz585h3759GDJkCKZMmQIAWLx4MWbPno3ExETs2bMHvXv3xpYtWwAA48ePx4kTJ6BUKuHi4oKUlBQAgKenJ+bOnYuYmBgAwFtvvQVPT0+LHEPivHm6D2+8YZH9PYQPQxKRjbJ4qIwcORI///xzq79rfmalJZlMhuTk5FaXj4mJkULFki4MGmTxfRIR2QM+UW+EkHPnAAA5Vq6DiMjWMFSM8G56OgCGChHRgzhKMRERmQxDhYiITIah8jjgLcZEZCN4TeVxwFuMichGMFSM8ObixboPM2ZYtxAiIhvDUDHCLzy9RETUKoaKESJOnwYAHLByHUREtoahYoQlu3YBsOFQuX/hHgDkvr4oKy62ckFE9KRgqDyOWly450V7IrIk3lJMREQmw1B53PEZFiKyIJ7+etzxGRYisiCGihHili/XfZg+3bqFEBHZGIaKEUq9va1dAhGRTWKoGOGV3FwAwC4r10FEZGsYKkaY8/XXABgqREQP4t1fRERkMgyVJw1vMSYiM+LpryfNg7cYq1TSkC4Ah3Uhos5hqDzp+BwLEZkQQ8UIMWvW6D5ERVm3ECIiG8NrKkao8PBAhYeHtcswD15zIaJOYE/FCDMOHQIA7LRyHWbRxjUXXm8hIkMYKkaIf5xD5UEcRp+IOoCnv6j9eGqMiAxgT4Xaz8DtyF1+9zs01dZK33m6jOjJw1Ah4z0QMk0TJrQ7dBg4RI8nnv4i82kOnftTU22t9FlTUqK3qE+/fjZzaq1lLTzFR9Qx7KkYYdL77+s+TJxo3ULs2f3rM3o6cGqtre8dWba17y1r6WgdD/bAfPr1kwK0M+u29nsiW8RQMcK93/3O2iXYvwdOneHBO8sMnFpr63tHlm3tu14tHazjwRAC0O662lr3wd93NCgZSGQpDBUjzMnKAgD8zcp1kA0yFJadWbfF7zsalLy+RZbCUDHCK3l5ABgqZEfa6HHxLj4yJbsPlZMnT2L9+vVoampCbGwsZs+ebe2SiOxLJ+7ie/A7A4nsOlS0Wi3ee+89fPrpp5DL5YiJiYFCocCgQYOsXRrR46MD15U6E0gPfu/Zqxf+ff266Y+HzMquQ+XixYvo378/fH19AQDh4eHIyclhqBDZik7ccFHRyTvvyDrsOlQ0Gg18fHyk73K5HBcvXrRiRURkMp28886Ut5m39Z1hpk8mhBDWLsJYhw4dwqlTp7B+/XoAQFZWFi5evIhVq1Y9cp3CwkI4OztbqkQiIrtXV1eHwMDAdi1r1z0VuVyOsrIy6btGo4FcLm9znfY2DBERdZxdD9PyzDPP4OrVqygpKUF9fT2ys7OhUCisXRYR0RPLrnsqjo6OWLVqFWbNmgWtVotp06Zh8ODB1i6LiOiJZdfXVIiIyLbY9ekvIiKyLQwVIiIyGYZKO5w8eRJhYWFQKpVITU21djkWt2zZMowdOxYRERHSvKqqKiQkJEClUiEhIQHV1dUAACEE1q1bB6VSicjISFy6dElaJzMzEyqVCiqVCpmZmRY/DnO6ceMG4uLiMGnSJISHh2Pnzp0A2E4t1dXVISYmBpMnT0Z4eDi2bt0KACgpKUFsbCyUSiUSExNRX18PAKivr0diYiKUSiViY2NRWloqbWvHjh1QKpUICwvDqVOnrHI85qbVahEVFYU333wTgB21k6A2NTY2ipCQEFFcXCzq6upEZGSkuHz5srXLsqizZ8+KoqIiER4eLs37y1/+Inbs2CGEEGLHjh1i48aNQggh8vLyxOuvvy6amprE+fPnRUxMjBBCiMrKSqFQKERlZaWoqqoSCoVCVFVVWf5gzESj0YiioiIhhBC3bt0SKpVKXL58me3UQlNTk7h9+7YQQoj6+noRExMjzp8/LxYsWCAOHDgghBBi5cqV4osvvhBCCPH5558G2AucAAAMC0lEQVSLlStXCiGEOHDggFi4cKEQQojLly+LyMhIUVdXJ4qLi0VISIhobGy0whGZ1yeffCIWL14sZs+eLYQQdtNO7KkY0HIoGCcnJ2komCfJ888/Dw8PD715OTk5iIqKAgBERUXh2LFjevNlMhkCAwNRU1OD8vJy5OfnIygoCJ6envDw8EBQUNBj9S9Mb29v+Pv7AwBcXV0xYMAAaDQatlMLMpkMTz31FACgsbERjY2NkMlkOHPmDMLCwgAA0dHR0n9fubm5iI6OBgCEhYWhoKAAQgjk5OQgPDwcTk5O8PX1Rf/+/R+7kTTKysqQl5eHmJgYALqerb20E0PFgNaGgtFoNFasyDZUVFTA29sbAODl5YWKigoAD7eXj48PNBrNE9WOpaWlUKvVCAgIYDs9QKvVYsqUKRg3bhzGjRsHX19fuLu7w9FR93RDczsAujbq1asXAN3jA25ubqisrHzs2wgAUlJSkJSUhC5ddP8XXVlZaTftxFChTmt+nzsBd+7cwYIFC7B8+XK4urrq/Y7tBDg4OGDfvn04ceIELl68iN9++83aJdmc48ePo0ePHhg2bJi1SzEKQ8UAY4aCeRL07NkT5eXlAIDy8nL06NEDwMPtVVZWBrlc/kS0Y0NDAxYsWIDIyEioVCoAbKdHcXd3x+jRo1FYWIiamho0NjYC+P92AHRtdOPGDQC602W3bt1C9+7dH/s2+v7775GbmwuFQoHFixfjzJkzWL9+vd20E0PFAA4F0zqFQoGs+69VzsrKQkhIiN58IQQKCwvh5uYGb29vBAcHIz8/H9XV1aiurkZ+fj6Cg4OteQgmJYTAihUrMGDAACQkJEjz2U7/7+bNm6ipqQEA1NbW4vTp0xg4cCBGjx6Nw4cPA9Dd+db835dCoZDufjt8+DDGjBkDmUwGhUKB7Oxs1NfXo6SkBFevXsXw4cOtc1BmsGTJEpw8eRK5ubn44IMPMGbMGGzevNl+2snstwI8BvLy8oRKpRIhISFi+/bt1i7H4hYtWiSCgoLE008/LV544QWxa9cucfPmTfHaa68JpVIpZsyYISorK4UQujt8Vq9eLUJCQkRERIS4ePGitJ3du3eL0NBQERoaKvbs2WOtwzGLb7/9VgwZMkRERESIyZMni8mTJ4u8vDy2UwtqtVpMmTJFREREiPDwcPGf//mfQgghiouLxbRp00RoaKiYP3++qKurE0IIUVtbK+bPny9CQ0PFtGnTRHFxsbSt7du3i5CQEKFSqUReXp5VjscSzpw5I939ZS/txGFaiIjIZHj6i4iITIahQkREJsNQISIik2GoEBGRyTBUiIjIZBgqZLPi4uLwww8/mH0/aWlpmDhxIpYsWdKp7SxduhSHDh0C0Pna9+7di/fee69T9fz1r3/F6dOnO7WNjvj1118xZcoUREVFobi4uMPrf/bZZ7h3754ZKiNLsuvXCRM9SmNjozROkiFffvklPvvsM71xkuydVqvFwoULLbrPnJwchIWFYe7cuUatn5aWhsmTJ8PFxaXd63Tkf2eyDP6vQZ1SWlqKN954A8899xzOnz8PuVyO7du343e/+x3i4uLw5z//Gc888wxu3ryJmJgY5ObmYu/evTh27Bju3buHf/7zn5g5cyYaGhqwb98+ODk5ITU1FZ6engCAffv24d1334VWq0VKSgqGDx+Ou3fvYu3atbh8+TIaGxsxb948hIaGYu/evThy5Aju3r2LpqYmfP7553q1fvrpp8jIyAAAxMTEID4+HqtWrZKOYdq0aYiPj5eW12q12LRpE06dOgWZTIZXXnkFcXFxKCoqwvvvv4+7d++ie/fu2LBhgzRo5IO0Wi1WrFiBoqIiyGSyh/YBAAcPHsR//dd/oUuXLnBzc8MXX3wBQDesy+uvv46SkhKEhobiz3/+MwAgOTkZP/zwA+rq6hAWFoYFCxYA0D1ZPXHiRJw+fRqzZs3CqVOn8NJLL+Hll1+GQqFAVFQUjh8/jsbGRmzZsgUDBw7EzZs3sWTJEpSXlyMwMBCnT59GRkaGNJxMs0fts9mJEyewc+dOdOnSBQUFBUhPT8e+ffuQnp6OhoYGBAQEIDk5GQ4ODq1uKy0tDeXl5ZgxYwY8PT2Rnp6OESNG4Pz58wCAQ4cOIS8vD++//z6WLl0KJycnqNVqPPvss1i4cGGrfw9kJRZ5xJIeWyUlJcLPz0/8+OOPQgjdOx+ysrKEEEK8+uqr0pPiFRUVYsKECUIIITIyMkRoaKi4deuWqKioEM8++6z48ssvhRBCrF+/Xnz66afS+itWrBBC6N7p0vw+l82bN0v7qK6uFiqVSty5c0dkZGSIF154QXpqvaUffvhBREREiDt37ojbt2+LSZMmiUuXLgkhhJgwYYKoqKh4aJ0vvvhCzJ8/XzQ0NAghdO86qa+vF9OnT5eWz87OFkuXLhVCCPHOO++IgwcP6h37Dz/8IOLj46VtVldXP7SfiIgIUVZWpvf7jIwMoVAoRE1NjaitrRUvvfSSuH79ulSHELp3/bz66qtCrVZLx5Gamiptt2U9EyZMEGlpaUII3fs3li9fLoQQYs2aNeKjjz4SQghx4sQJMWTIkFbb4lH7bGnr1q3i448/FkIIceXKFfHmm2+K+vp6IYQQycnJIjMz02D9LfcdGBgofT548KB45513pOOaPXu29G6QR/09kHWwp0Kd1rdvX/j5+QEA/P39ce3aNYPrjB49WhrF183NTRrHaMiQIfj555+l5cLDwwHo3uly+/Zt1NTUID8/H7m5ufjkk08A6N4o2DygXvO7SB507tw5hIaGolu3bgAApVKJ7777Dk8//fQjaywoKMCf/vQn6fSKp6cnfvnlF/zyyy/S+F5NTU3w8vJ65DZ8fX1RUlKCtWvXYvz48a2O4zVixAgsXboUEydOhFKplOaPHTsWbm5uAICBAwfi2rVr6NWrFw4ePIhdu3ahsbER//rXv/Drr79i6NChAIBJkyY9spbmQS6HDRuGo0ePSu2ybds2AMCLL7740HtzmrW1z9YUFBSgqKhIeh9IbW0tevbsadS2WvPyyy/DwcEBAB759zBw4MAObZNMg6FCnebk5CR9dnBwQF1dnfRZ3B8FqPnVp62t06VLF3Tt2lX6rNVqpd89OFR88/etW7diwIABer+7cOFCh87HG0MIgcGDB+Orr75q1/IeHh7Yt28f8vPz8T//8z84ePAgNmzYoLfMe++9hwsXLiAvLw/Tpk2TTtE92K5arRYlJSX45JNPsGfPHnh4eGDp0qVSewNo8/gf1caGGNpna4QQiI6OfujmB2O2BeChZR48ztb+Hsg6ePcXmU2fPn1QVFQEANJdUR31zTffAAC+++47uLm5wc3NDcHBwfj888+lwPrxxx8NbmfkyJHSdZy7d+/i2LFjGDlyZJvrjBs3Dl999ZU03HhVVRX+8Ic/4ObNm9K5/oaGBly+fPmR27h58yaEEAgLC0NiYmKrtRYXFyMgIAALFy5E9+7d9YYrf9CdO3fg4uICNzc3/Pvf/8bJkycNHntbnn32WRw8eBAApNGRTbHPsWPH4vDhw9JLyaqqqnDt2rU2t/XUU0/hzp070vff//73+PXXX9HU1CS9MbM1xvw9kPmwp0JmM3PmTCQmJmLXrl0YP368UdtwdnZGVFQUGhsbkZKSAgCYO3cuUlJSMHnyZDQ1NaFv377YsWNHm9vx9/fH1KlTERsbC0B3ob6tU18AEBsbi6tXr2Ly5MlwdHTEK6+8gldffRVbt27FunXrcOvWLWi1WsyYMQODBw9udRvl5eVYtmwZmpqaAACLFy9+aJmNGzfin//8J4QQGDNmDIYOHQq1Wt3q9oYOHYqnn34aEydOhI+PD5599tk2j8GQefPmYfHixfj6668RGBgILy+vh14uZsw+Bw0ahMTERMycORNNTU3o2rUrVq1ahcDAwEdu65VXXsGsWbPg7e2N9PR0LFmyBG+++ab0wqq7d++2ui9j/h7IfDhKMdETrL6+Hl26dIGjoyPOnz+P1atXY9++fdYui+wYeypET7Dr168jMTFR6k2sXbvW2iWRnWNPhYiITIYX6omIyGQYKkREZDIMFSIiMhmGChERmQxDhYiITIahQkREJvN/BG+fUJD7y5IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAEKCAYAAAAFJbKyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XtYU2eeB/BvAEEUBHQkVAvuaLVabMXWqqitJRqoIgoadHa3VmwtLtUq1dp6qeJdt49a67i1Zd1SxLlURUDHqigoyqr1qaNSHaatnbXghaRFAQHlEt79I5oRISSB5CQx38/znCdwci7fc0z88Z7Le2RCCAEiIiITudg6ABERORYWDiIiMgsLBxERmYWFg4iIzMLCQUREZmHhICIis7BwEBGRWVg4iIjILCwcRERkFjdbB7CGCxcuwMPDo9Xz19TUtGl+qTCnZbUp5/ff616fftpygQxwiv0pIeZsvI6QkBCj0z2WhcPDwwP9+vVr9fyFhYVtml8qzGlZbcqZkKB7PX7cYnkMcYr9KSHmbLwOU/BQFRERmeWxbHEQSe7DD22dgEgyLBxEljB6tK0TEEnGqoVDoVCgY8eOcHFxgaurK/bu3YuysjK8++67uH79Orp3747NmzfDx8cHQgisWbMGeXl5aN++PdavX4/g4GAAQEZGBrZt2wYASEhIQExMjDVjE5nvwgXdqwknFokcndVbHKmpqejcubP+9+TkZISGhiI+Ph7JyclITk7GggULcOLECVy9ehXZ2dm4ePEili9fjt27d6OsrAxbt25Feno6ZDIZJk6cCIVCAR8fH2tHJzJdYqLuVYKT40S2JvnJ8ZycHERHRwMAoqOjcfTo0UbjZTIZQkJCUFFRAY1Gg/z8fAwfPhy+vr7w8fHB8OHDcfLkSaljExHRfVZvcbz55puQyWSYMmUKpkyZgtLSUvj7+wMAunbtitLSUgCAWq1GQECAfr6AgACo1eom4+VyOdRqdYvrrKmpMfmysubcu3evTfNLhTktqy05g6qrAQBFEmynM+xPKTGn+axaOP70pz9BLpejtLQU06dPR8+ePRu9L5PJIJPJLL5e3sdhX5wiZ4cOACDJdjrF/pQQczZehymseqhKLpcDALp06QKlUomCggJ06dIFGo0GAKDRaPTnP+RyOUpKSvTzlpSUQC6XNxmvVqv1yyUiIulZrXBUV1ejsrJS//P//u//onfv3lAoFMjMzAQAZGZmYtSoUQCgHy+EwIULF+Dt7Q1/f3+MGDEC+fn5KC8vR3l5OfLz8zFixAhrxSZqnbVrdYMdCwgK0rfyHx4CgoJsHY0cjNUOVZWWlmLWrFkAAK1Wi3HjxuHll1/Gs88+i8TEROzZswfdunXD5s2bAQAjR45EXl4elEolPD09sfb+l9DX1xdvv/02VCoVAGDWrFnw9fW1Vmyi1hk2zNYJjFIXFwPHjjUdHxZmgzTkyKxWOAIDA7Fv374m4/38/JCamtpkvEwmQ1JSUrPLUqlU+sJBZJdOndK9OkABIWor3jlOZAmLF+teeR8HOQF2ckjk7Nq147kPMgtbHESPmYCgIN35DFPV1fHcB5mFhYPoMWPoJDhYCMhCeKiKiJrHQ1hkAFscRJZw/7LyxwoPYZEBLBxElsDu1MmJ8FAVkSUcPaobiJwAWxxElrB6te6VTwIkJ8AWBxERmYWFg4iIzMLCQUREZmHhICIis/DkOJElfP65rRMQSYaFg8gSnn7a1gmIJMNDVUSWsH+/biByAmxxEFnCxo2616go2+YgkgBbHEREZBYWDiIiMgsLBxERmYWFg4iIzMKT40SWkJZm6wREkmHhILKEwEBbJyCSDA9VEVnCV1/pBiInwBYHkSVs26Z7nTLFtjmIJMAWBxGZp107yGSyZoeAoCBbpyMJsMVBROapqwOOHWv2LXVYmMRhyBbY4iAiIrOwcBARkVl4qIrIEvbssXUCIsmwcBBZwm9+Y+sERJLhoSoiS/jyS91A5ARYOIgsgYWDnIjVC4dWq0V0dDRmzpwJACguLkZsbCyUSiUSExNRW1sLAKitrUViYiKUSiViY2Nx7do1/TI+//xzKJVKRERE4OTJk9aOTERELbB64dixYwd69eql/33Dhg2Ii4vDkSNH0KlTJ+y5f1Jx9+7d6NSpE44cOYK4uDhs2LABAHDlyhUcOHAABw4cwPbt27FixQpotVprxyYiIgOsWjhKSkpw/PhxqFQqAIAQAmfOnEFERAQAICYmBjk5OQCA3NxcxMTEAAAiIiJw+vRpCCGQk5ODyMhIuLu7IzAwED169EBBQYE1YxMRUQuselXV2rVrsWDBAlRVVQEAbt++jU6dOsHNTbfagIAAqNVqAIBarcYTTzyhC+XmBm9vb9y+fRtqtRoDBgzQL1Mul+vnMaSmpgaFhYWtzn3v3r02zS8V5rSstuQMqq4GABRJsJ32vj8fZLP3nA8wp/msVjiOHTuGzp07o3///vjmm2+stZpmeXh4oF+/fq2ev7CwsE3zS4U5LatNOY8fBwD069DBcoEMsPf9+SCbved8gDkbr8MUViscf/3rX5Gbm4sTJ06gpqYGlZWVWLNmDSoqKlBfXw83NzeUlJRALpcD0LUkbt68iYCAANTX1+POnTvw8/ODXC5HSUmJfrlqtVo/D5HdkKBgOIT7HSA+Sh4YiJKiIhsEImuw2jmO+fPn48SJE8jNzcWmTZswdOhQbNy4EUOGDMHhw4cBABkZGVAoFAAAhUKBjIwMAMDhw4cxdOhQyGQyKBQKHDhwALW1tSguLsbVq1fx3HPPWSs2Uet8+qlucHYPOkB8ZFAXF9s6GVmQ5PdxLFiwACkpKVAqlSgrK0NsbCwAQKVSoaysDEqlEikpKXjvvfcAAL1798aYMWMwduxYzJgxA8uWLYOrq6vUsYlatmuXbiByApJ0OTJkyBAMGTIEABAYGKi/BPdhHh4e2LJlS7PzJyQkICEhwaoZiYjINLxznIiIzMLCQUREZmHhICIis7BbdSJLuH8fB5EzYIuDiIjMwsJBZAkbNugGIifAwkFkCX/5i24gcgJGC0dqaioqKyshhMDixYsRExOD/Px8KbIREZEdMlo40tPT4eXlhfz8fFRUVOCjjz7Cxo0bpchGRER2yGjhEEIAAPLy8jBhwgT07t1bP46IiJyP0cLRv39/vPHGGzhx4gRGjBiByspKuLjw1AhRI56euoHICRi9j2PNmjUoLCxEYGAgPD09cfv2baxdu1aKbESO4+BBWycgkozRpoNMJsOVK1ewY8cOAMDdu3dRW1tr9WBE9Bi5/5yOR4eAoCBbJ6NWMNriWL58OVxcXHDmzBnMnj0bHTt2xDvvvIP09HQp8hE5hlWrdK9Ll9o2h7168JyOR6jDwmwQhtrKaIujoKAASUlJ8PDwAAD4+Pigrq7O6sGIHEpOjm4gcgJGC4ebmxu0Wq3+cZC3bt3iyXEiIidm9FDV1KlTMWvWLJSWluLjjz/GoUOHkJiYKEU2IiKyQ0YLx/jx4xEcHIwzZ85ACIFPP/0UvXr1kiIbERHZoRYLh1arRWRkJA4dOsRiQdSSLl1snYBIMi0WDldXV/z2t7/FjRs30K1bN6kyETkeXmVITsTooaqKigpERkbiueeeg+dDd8Z+9tlnVg1GRET2yWjhmDt3rhQ5iBzbokW613XrbJuDSAJGC8fgwYOlyEHk2E6ftnUCIskYLRwDBw7U38NRV1eH+vp6eHp64q9//avVwxERkf0xWjjOnz+v/1kIgZycHFy4cMGqoYjISdzvw+pR8sBAlBQV2SAQmcKsW8BlMhlGjx7NJwASkWU86MPqkUFdXGzrZNQCoy2O7Oxs/c8NDQ24dOmSvt8qIrrvySdtnYBIMkYLx7GHerR0dXVF9+7d8emnn1o1FJHD2bnT1gmIJGO0cKhUKrzwwguNxp07dw5deKcsEZFTMnqOY/Xq1SaNI3JqiYm6gcgJGGxxnD9/HufPn8etW7eQkpKiH19ZWQmtVitJOCKHwSsNyYkYLBx1dXWorq6GVqtFVVWVfryXlxe2bNkiSTgiIrI/BgvH4MGDMXjwYMTExKB79+5SZiIiIjtm9OS4p6cn/vM//xNXrlxBTU2NfvyOHTtanK+mpgb//u//jtraWmi1WkRERGDOnDkoLi7GvHnzUFZWhuDgYHz00Udwd3dHbW0t3n//fVy+fBm+vr74+OOP8eT9Sxw///xz7NmzBy4uLvjwww/x0ksvtXGziYiotYyeHH/vvffQs2dPXLt2DbNnz0b37t3x7LPPGl2wu7s7UlNTsW/fPmRmZuLkyZO4cOECNmzYgLi4OBw5cgSdOnXCnj17AAC7d+9Gp06dcOTIEcTFxWHDhg0AgCtXruDAgQM4cOAAtm/fjhUrVvAcC9mfPn10A5ETMFo4ysrKEBsbCzc3NwwePBjr1q3DmTNnjC5YJpOhY8eOAID6+nrU19dDJpPhzJkziIiIAADExMQgJycHAJCbm4uYmBgAQEREBE6fPq3v4iQyMhLu7u4IDAxEjx49UFBQ0OoNJrKK5GTdQOQEjB6qcnPTTeLv74/jx4/D398f5eXlJi1cq9Vi4sSJKCoqwr/9278hMDAQnTp10i8zICAAarUaAKBWq/HEE0/o1+nt7Y3bt29DrVZjwIAB+mXK5XL9PIbU1NSgsLDQpIzNuXfvXpvmlwpzWhZz2hepttFR9qc95TRaOBISEnDnzh188MEHWLVqFaqqqrDowbMHjHB1dUVWVhYqKiowa9Ys/OMf/2hzYFN4eHigX79+rZ6/sLCwTfNLhTktq0054+N1rxK0Oh7kDAgKeqz7dJLqM+MUn08z1mEKo4UjLCwMAODt7Y20tLRWhenUqROGDBmCCxcuoKKiAvX19XBzc0NJSQnkcjkAXUvi5s2bCAgIQH19Pe7cuQM/Pz/I5XKUlJTol6VWq/XzENmNH36QfJXq4mJdp4CPuv+dJbIWo+c4/u///g/Tpk3DuHHjAAB///vfTeqr6tatW6ioqACga2KdOnUKvXr1wpAhQ3D48GEAQEZGBhQKBQBAoVAgIyMDAHD48GEMHToUMpkMCoUCBw4cQG1tLYqLi3H16lU899xzrdtaIiJqM6OFY+nSpZg/f77+vETfvn3x9ddfG12wRqPB66+/jqioKKhUKgwbNgxhYWFYsGABUlJSoFQq9SfeAV2fWGVlZVAqlUhJScF7770HAOjduzfGjBmDsWPHYsaMGVi2bBlcXV3bss1ERNQGRg9V3b17t8lf+Kb8x923b19kZmY2GR8YGKi/BPdhHh4eBu9IT0hIQEJCgtF1EhGR9RktHH5+figqKtI/pevQoUPo2rWr1YMROZSQEFsneLzwyYB2zWjhSEpKwtKlS/GPf/wDL730Ep588kn9zXlEdN/mzbZO8Hh58GTAR6h54t8uGCwcqampmDZtGjQaDb788ktUV1ejoaEBXl5eUuYjIiI7Y/Dk+N69ewH889kbHTp0YNEgMuS113QDkRMw2OLo1asXwsPDodFoEBUV1eT9/fv3WzUYkUO5ds3WCYgkY7BwbNq0Cb/88gvefPNNbNu2TcpMRERkx1o8Od61a1fs27dPqixEROQAjN4ASERE9DCjl+MSkQlCQ22dgEgyBlscCxYsAKC7LJeIjFi3TjcQOQGDhePy5ctQq9VIT09HeXk5ysrKGg1EROScDB6q+t3vfoe4uDgUFxdj4sSJEELo35PJZPon9xERgEmTdK/p6bbNQSQBg4Xj9ddfx+uvv46kpCSsWLFCykxEjqe01NYJiCRj9OT4ihUr8Pe//x3ffvstAGDQoEHo27ev1YMREZF9Mno57o4dO/Dee++htLQUpaWlWLBgQaufBEhERI7PaItj9+7d2LVrFzp06AAAeOuttzBlyhRMnTrV6uGIiBphd+t2waT7OB5+cBOfvkfUjFGjbJ3AObC7dbtgtHBMnDgRsbGxUCqVAICjR49i0oMrSIhIZ+lSWycgkozRwjF9+nQMHjwY586dAwCsW7cOzzzzjNWDERGRfTLpUFVwcDCCg4OtnYXIcY0Zo3s9eNC2OYgkwL6qiCzh7l1bJyCSDHvHJSIis7RYOLRaLS+7JSKiRlosHK6urnBxccGdO3ekykNERHbO6DmODh06ICoqCsOGDdPfBAgAH374oVWDETmUceNsnYBIMkYLR3h4OMLDw6XIQuS43nvP1gmIJGO0cMTExODevXu4ceMGevbsKUUmIiKyY0avqsrNzcWECRMwY8YMAEBhYSH+4z/+w+rBiBzKK6/oBiIAAUFBkMlkzQ6unp7Njg8ICrJ1bJMZbXFs3boVe/bs0V9d1a9fP1y7ds3qwYiIHJW6uLjZPrUAoCEszOH72zLa4nBzc4O3t3ejcc31TklERM7BaIvjqaeewv79+6HVanH16lWkpaVh4MCBUmQjIiI7ZLTFsXTpUly5cgXu7u6YN28evLy8sGTJEimyERGRHTLa4vD09MS7776Lt956CwDg5eVl0oJv3ryJ999/H6WlpZDJZJg8eTKmTZuGsrIyvPvuu7h+/Tq6d++OzZs3w8fHB0IIrFmzBnl5eWjfvj3Wr1+v71gxIyMD27ZtAwAkJCQgJiamtdtLZB2TJ9s6AZFkjBaOgoICLFmyBFVVVQB0hWPt2rXo379/i/O5urpi4cKFCA4ORmVlJSZNmoThw4dj7969CA0NRXx8PJKTk5GcnIwFCxbgxIkTuHr1KrKzs3Hx4kUsX74cu3fvRllZGbZu3Yr09HTIZDJMnDgRCoUCPj4+ltkDRJbw9tu2TkAkGaOHqpYsWYKkpCTk5uYiNzcXy5Ytw6JFi4wu2N/fX99i8PLyQs+ePaFWq5GTk4Po6GgAQHR0NI4ePQoA+vEymQwhISGoqKiARqNBfn4+hg8fDl9fX/j4+GD48OE4efJkW7aZyPKqq3UDkRMwWjhcXV0xaNAg/e+DBg2Cm5t5vbFfu3YNhYWFGDBgAEpLS+Hv7w8A6Nq1K0pLSwEAarUaAQEB+nkCAgKgVqubjJfL5VCr1Watn8jqxo7VDWQb959F7sj3RjgSgxXg8uXLAIAXX3wRy5YtQ2RkJGQyGb7++msMHjzY5BVUVVVhzpw5WLx4cZPzIw/+cS2tpqYGhYWFrZ7/3r17bZpfKsxpWW3JGXS/tVEkwXY6yv6UVAvPIje2r+xpf7aUw55yGiwc69evb/T71q1b9T+b+p99XV0d5syZg6ioKH1/V126dIFGo4G/vz80Gg06d+4MQNeSKCkp0c9bUlICuVwOuVyOs2fP6ser1WqjhcvDwwP9+vUzKWNzCgsL2zS/VJjTstqU834HoFJsp6PsT3thbF+1ZX8GBAXpbvazkJZySPHvbmphMlg40tLS2hRACIElS5agZ8+emD59un68QqFAZmYm4uPjkZmZiVGjRunH79y5E5GRkbh48SK8vb3h7++PESNGYNOmTSgvLwcA5OfnY968eW3KRkRkCQbvEHegu8Bbw+jJioqKCmRmZuL69evQarX68ca6VT937hyysrLQp08fTJgwAQAwb948xMfHIzExEXv27EG3bt2wefNmAMDIkSORl5cHpVIJT09PrF27FgDg6+uLt99+GyqVCgAwa9Ys+Pr6tm5riYiozYwWjvj4eAwYMAB9+vSBi4vpT5odNGgQvv/++2bfS01NbTJOJpMhKSmp2elVKpW+cBDZpbg4WycgkozRwlFTU2PS5bdETo2Fg5yI0SbEhAkTsGvXLmg0GpSVlekHInrIr7/qBiInYLTF0a5dO3z00Uf47LPP9ONkMhlycnKsGozIoTw4lHr8uE1jEEnBaOH44osvkJ2drb9sloiInJvRQ1U9evSAp6enFFmIiMgBmNQ7bnR0NIYMGQJ3d3f9eGOX4xIR0ePJaOEYPXo0Ro8eLUUWIiLLut+H1aPkgYEoKSqyQaDHg9HCwWdfEJkgIcHWCag5LfRhRa1ntHAoFIpmKzavqiJ6yJQptk5AJBmjhSM9PV3/c21tLQ4ePKjvN4qI7nvQ0V1goG1zkFVYujNDR2e0cPj5+TX6PS4uDhMnTsTcuXOtForI4UydqnvlfRyPJWftzNAQo4XjwXM5AKChoQGXLl1CfX29VUMREZH9Mlo4Hn4uh5ubG7p3767v0ZaIiJyP0cLR1udyEBHR48Vo4aitrcXhw4dx/fr1RoeoZs+ebdVgRERkn4wWjoSEBHh7eyM4OLjRneNE9JD5822dgMxh4MZAl/bt0XDvng0CORajhUOtVuN//ud/pMhC5LiiomydgMxh4MbAhrAw21095UB3uRstHAMHDsT333+Pp59+Woo8RI7pwdMu+T2h1nKgu9yNFo5z584hIyMD3bt3b3Soav/+/VYNRuRQZs7UvfI+DnICRgvHf//3f0uRg4iIHITRwtG9e3cpchARkYMw+iAnIiKihxltcRCRbbGDPbI3LBxElmDFJ2Kygz2yNywcRJbAp2SSE+E5DiJLuHBBNxA5AbY4iCwhMVH3yvs4yAmwxUFERGZh4SAiIrOwcBARkVlYOIiIyCw8OU5kCWvX2joBkWRYOIgsYdgwWycgkozVDlUtWrQIoaGhGDdunH5cWVkZpk+fjvDwcEyfPh3l5eUAACEEVq9eDaVSiaioKFy+fFk/T0ZGBsLDwxEeHo6MjAxrxSVqm1OndAORE7Ba4Zg4cSK2b9/eaFxycjJCQ0ORnZ2N0NBQJCcnAwBOnDiBq1evIjs7G6tWrcLy5csB6ArN1q1bsWvXLuzevRtbt27VFxsiu7J4sW4gcgJWKxwvvvgifHx8Go3LyclBdHQ0ACA6OhpHjx5tNF4mkyEkJAQVFRXQaDTIz8/H8OHD4evrCx8fHwwfPhwnT560VmQiIjKBpFdVlZaWwt/fHwDQtWtXlJaWAtA91zwgIEA/XUBAANRqdZPxcrkcarVayshERPQIm50cl8lkzT6Y3RJqampQWFjY6vnv3bvXpvmlwpyW1ZacQdXVAIAiB9hOcjyFhYV29T2StHB06dIFGo0G/v7+0Gg06Ny5MwBdS6KkpEQ/XUlJCeRyOeRyOc6ePasfr1arMXjwYKPr8fDwQL9+/Vqds7CwsE3zS4U5LatNOTt0AACH2E5yPP369ZPke2RqYZL0UJVCoUBmZiYAIDMzE6NGjWo0XgiBCxcuwNvbG/7+/hgxYgTy8/NRXl6O8vJy5OfnY8SIEVJGJjLN5s26gcgJWK3FMW/ePJw9exa3b9/Gyy+/jHfeeQfx8fFITEzEnj170K1bN2y+/0UbOXIk8vLyoFQq4enpibX3b6by9fXF22+/DZVKBQCYNWsWfH19rRWZqPVCQmydgEgyViscmzZtanZ8ampqk3EymQxJSUnNTq9SqfSFg8hu3b9CkA90ImfAO8eJLGH1at0rCwc5AXZySEREZmHhICIis7BwEBGRWVg4iIjILDw5TmQJn39u6wREkmHhILKEp5+2dQIiyfBQFZEl7N+vG4icAFscRJawcaPuNSrKtjmIJMAWBxERmYWFg8hOBAQF6R838PBAZG94qIpIYgFBQVAXFzf/5rFjTceFhVk3ENm3du2a/QNCHhiIkqIiGwRi4SCSnLq4mAWCTFdX1+znRW3DzwsLB5ElpKXZOgGRZFg4iCwhMNDWCYgkw5PjRJbw1Ve6gcgJsHAQWcK2bbrhIbxKih5XPFRFZCU8CU6PK7Y4iIjILCwcRERkFh6qImqjgKAg/Pn+DX1hPIdBToCFg8gELd7tDUCVman7wcfnnyN5LoMeUywcRCYweKIbAMLCUPpwwSB6zPEcBzml5i6VfeaZZxAQFNSq5U07dAjTDh2ycEoi+8QWBzklQy0IdXh4q+61iLtfNFJffbXN2YjsHQsH0cMMdCjH8xVE/8RDVUREZBYWDiIiMgsLBxERmYXnOMihGLqfwtDT0Izdf2EpY9evt/o6iOwFCwc5lFZdDSXBye677dtbdHlE9oyFgyRhbkvBbDa+Girh/p3j26KjJVkfkS2xcJBFtXhoyIyWgsUKikQmHz8OgIWDnIPDFI4TJ05gzZo1aGhoQGxsLOLj4622rpdGjULpzZtNxlvqPzNLHafv8sQT+PXGjTYv35LMfgaFgZZCa2/EI3Ia7drZ7I8uhygcWq0WK1euREpKCuRyOVQqFRQKBZ566imrrK/05s3m/zOz0GEPg8fpDSzf0PSlZk5v6D9jl/bt0XDvXrPLstlf/rwRj6hlhv7okuA74hCFo6CgAD169EBgYCAAIDIyEjk5OVYrHI8tAx+0hrAwgx34tabYENHjzSEKh1qtRkBAgP53uVyOgoICGyZyIuYWG7YIiB57MiGEsHUIYw4dOoSTJ09izZo1AIDMzEwUFBRg2bJlzU5/4cIFeHh4SBmRiMjh1dTUICQkxOh0DtHikMvlKCkp0f+uVqshl8sNTm/KhhMRUes4RJcjzz77LK5evYri4mLU1tbiwIEDUCgUto5FROSUHKLF4ebmhmXLlmHGjBnQarWYNGkSevfubetYREROySHOcRARkf1wiENVRERkP1g4iIjILE5bOE6cOIGIiAgolUokJyc3eb+2thaJiYlQKpWIjY3FtWvXbJDSeM69e/di6NChmDBhAiZMmIDdu3fbICWwaNEihIaGYty4cc2+L4TA6tWroVQqERUVhcuXL0ucUMdYzm+++QYvvPCCfn9u3bpV4oQ6N2/exNSpUzF27FhERkYiNTW1yTT2sE9NyWkP+7SmpgYqlQrjx49HZGQktmzZ0mQae/jOm5LTLr7zwgnV19eLUaNGiaKiIlFTUyOioqLEjz/+2GianTt3iqVLlwohhPjLX/4i5s6da5c509PTxYoVKyTP9qizZ8+KS5cuicjIyGbfP378uHjzzTdFQ0ODOH/+vFCpVBIn1DGW88yZMyI+Pl7iVE2p1Wpx6dIlIYQQd+7cEeHh4U3+7e1hn5qS0x72aUNDg6isrBRCCFFbWytUKpU4f/58o2ns4TtvSk57+M47ZYvj4S5M3N3d9V2YPCw3NxcxMTEAgIiICJw+fRpC4usITMlpL1588UX4+PgYfD8nJwfR0dGQyWQICQlBRUUFNBqNhAl1jOW0F/7+/ggODgYAeHl5oWfPnlCr1Y3Lc4a2AAAM7klEQVSmsYd9akpOeyCTydCxY0cAQH19Perr65t0pWMP33lTctoDpywczXVh8uiHXa1W44knngCguxzY29sbt2/ftrucAJCdnY2oqCjMmTMHN5vp1dcePLotAQEBdvkfDKDreWD8+PGYMWMGfvzxR1vHwbVr11BYWIgBAwY0Gm9v+9RQTsA+9qlWq8WECRMwbNgwDBs2rNn9aevvvCk5Adt/552ycDxOwsLCkJubi/3792PYsGH44IMPbB3JoQUHByM3Nxf79u3D1KlTMWvWLJvmqaqqwpw5c7B48WJ4eXnZNEtLWsppL/vU1dUVWVlZyMvLQ0FBAX744Qeb5DDGWE57+M47ZeEwpQsTuVyur+T19fW4c+cO/Pz87C6nn58f3N3dAQCxsbE2O+lszKPbUlJS0mK3Mbbi5eWlP1QwcuRI1NfX49atWzbJUldXhzlz5iAqKgrh4eFN3reXfWospz3tUwDo1KkThgwZgpMnTzYabw/f+YcZymkP33mnLBymdGGiUCiQkZEBADh8+DCGDh0q+bFGU3I+fEw7NzcXvXr1kjSjqRQKBTIzMyGEwIULF+Dt7Q1/f39bx2ril19+0R/XLigoQENDg03+8xBCYMmSJejZsyemT5/e7DT2sE9NyWkP+/TWrVuoqKgAANy7dw+nTp1Cz549G01jD995U3Law3feIbocsTRDXZh88skn6N+/P0aNGgWVSoUFCxZAqVTCx8cHH3/8sV3mTEtLQ25uLlxdXeHj44N169ZJnhMA5s2bh7Nnz+L27dt4+eWX8c4776C+vh4A8K//+q8YOXIk8vLyoFQq4enpibVr19plzsOHD+NPf/oTXF1d0b59e2zatMkmJyfPnTuHrKws9OnTBxMmTNBnv3H/iY/2sk9NyWkP+1Sj0WDhwoXQarUQQuDVV19FWFiY3X3nTclpD995djlCRERmccpDVURE1HosHEREZBYWDiIiMgsLBxERmYWFg4iIzMLCQWabOnUqvvvuO6uvZ8eOHRgzZgzmz5/fpuUsXLgQhw4dAtD27Hv37sXKlSvblOeTTz7BqVOn2rQMc/z000+YMGECoqOjUVRUZPb8X375Je7evWuFZDoajQYzZ84EoOtJ98HPrWGo9+OysjJMnz4d4eHhmD59OsrLywEAx44dwyeffNL68E6KhYMk9eCeCVP88Y9/REpKCjZu3GjFRNLSarWYO3cuhg0bJtk6c3JyEBERgczMTAQFBZk9/44dO8wuHOb8O6ekpCA2NtbcWM2aOHEitm/f3mR8cnIyQkNDkZ2djdDQUP0jCl555RUcO3bMqoXxceSUNwA6g2vXruGtt97CCy+8gPPnz0Mul+PTTz9F+/btMXXqVLz//vt49tlncevWLahUKuTm5mLv3r04evQo7t69i59//hlvvPEG6urqkJWVBXd3dyQnJ8PX1xcAkJWVhQ8//BBarRZr167Fc889h+rqaqxatQo//vgj6uvrMXv2bIwePRp79+5FdnY2qqur0dDQgJ07dzbKmpKSgvT0dACASqVCXFwcli1bpt+GSZMmIS4uTj+9VqvFhg0bcPLkSchkMkyePBlTp07FpUuXsH79elRXV8PPzw/r1q0zeCe1VqvFkiVLcOnSJchksibrAICDBw/iv/7rv+Di4gJvb2/84Q9/AKD7C/nNN99EcXExRo8ejffffx8AkJSUhO+++w41NTWIiIjAnDlzAOjuSB4zZgxOnTqFGTNm4OTJk3jllVfw6quvQqFQIDo6GseOHUN9fT02b96MXr164datW5g/fz40Gg1CQkJw6tQppKeno3Pnzo0yGlrnA3l5eUhNTYWLiwtOnz6NtLQ0ZGVlIS0tDXV1dRgwYACSkpLg6ura7LJ27NgBjUaDadOmwdfXF2lpaRg4cCDOnz8PADh06BCOHz+O9evXY+HChXB3d0dhYSGef/55zJ07t9nPw6Oys7Px7rvvNhlfVlaGxYsXo7i4GJ6enli5ciX69u3b4r558cUXm32ORk5ODtLS0gAA0dHRmDp1KhYsWACZTIbBgwfj2LFjGDt2bLOfFWqGbXpzJ2srLi4W/fr1E3/729+EEELMmTNHZGZmCiGEeO2110RBQYEQQojS0lIRFhYmhND18z969Ghx584dUVpaKp5//nnxxz/+UQghxJo1a0RKSop+/iVLlgghdM+3ePBsi40bN+rXUV5eLsLDw0VVVZVIT08XL730krh9+3aTnN99950YN26cqKqqEpWVlWLs2LHi8uXLQgghwsLCRGlpaZN5/vCHP4h33nlH1NXVCSGEuH37tqitrRVTpkzRT3/gwAGxcOFCIYQQH3zwgTh48GCjbf/uu+9EXFycfpnl5eVN1jNu3DhRUlLS6P309HShUChERUWFuHfvnnjllVfEjRs39DmE0D1H5bXXXhOFhYX67UhOTtYv9+E8YWFhYseOHUII3fMgFi9eLIQQYsWKFeKzzz4TQgiRl5cn+vTp0+y+MLTOh23ZskVs375dCCHElStXxMyZM0Vtba0QQoikpCSRkZFhNP/D6w4JCdH/fPDgQfHBBx/otys+Pl7U19cLIQx/Hh5WVFQkYmJi9L8//OyOlStXit///vdCCCFOnTolxo8fb9K+KS4ubvK8lRdeeEH/c0NDQ6Pfs7KyxMqVK5vsNzKMLY7H2JNPPol+/foB0PVQev36daPzDBkyRN+7qbe3t75vrD59+uD777/XTxcZGQlA93yLyspKVFRUID8/H7m5ufjiiy8A6J5m9qDTuOHDh+tbKw87d+4cRo8ejQ4dOgAAlEolvv32WzzzzDMGM54+fRq/+93v4Oam+/j6+vrihx9+wA8//KDvL6mhoQFdu3Y1uIzAwEAUFxdj1apVGDlyJEaMGNFkmoEDB2LhwoUYM2YMlEqlfnxoaCi8vb0BAL169cL169fxxBNP4ODBg9i1axfq6+vxyy+/4KeffkLfvn0BoMW/Zh90DNi/f38cOXJEv18ePCnv5ZdfNvgMkZbW2ZzTp0/j0qVLUKlUAHT9IXXp0qVVy2rOq6++CldXVwAw+Hl4uG+lX375xWC/VefOncPvf/97ALp9XlZWhsrKSpP3jSEymaxRlyddunSxybNhHBkLx2PsQQ+agK6r5pqaGv3P4n5PM7W1tQbncXFxQbt27fQ/a7Va/XuP9jX04PctW7Y06ZTt4sWL8PT0bOvmtEgIgd69e+Orr74yaXofHx9kZWUhPz8ff/7zn3Hw4MEmff6sXLkSFy9exPHjxzFp0iT94bRH96tWq0VxcTG++OIL7NmzBz4+Pli4cKF+fwNocfsN7WNjjK2zOUIIxMTENLngoDXLAtBkmke3s7nPw8Pat2/f5DNoDQ+Kg7+/PzQaTaNDfjU1NfDw8LB6hscJT447oe7du+PSpUsAoL/ayFxff/01AODbb7+Ft7c3vL29MWLECOzcuVNflP72t78ZXc6gQYP051Wqq6tx9OhRDBo0qMV5hg0bhq+++kp/ArasrAy//e1vcevWLf2x97q6uhYfGHTr1i0IIRAREYHExMRmsxYVFWHAgAGYO3cu/Pz8GnVh/qiqqip4enrC29sbv/76K06cOGF021vy/PPP4+DBgwB0f7k/uAqoresMDQ3F4cOHUVpaCkC3765fv97isjp27Iiqqir977/5zW/w008/oaGhAUePHjW4LlM+D//yL/9isCU8aNAg7Nu3D4Duais/Pz94eXmZtG8e9aAnYQDIzMzEqFGj9O9dvXoVffr0MboM+ie2OJzQG2+8gcTEROzatQsjR45s1TI8PDwQHR2N+vp6fa+sb7/9NtauXYvx48ejoaEBTz75JD7//PMWlxMcHIyJEyfqr6pRqVQtHqYCdM8guHr1KsaPHw83NzdMnjwZr732GrZs2YLVq1fjzp070Gq1mDZtGnr37t3sMjQaDRYtWoSGhgYAuh5dH/XRRx/h559/hhACQ4cORd++fVFYWNjs8vr27YtnnnkGY8aMQUBAAJ5//vkWt8GY2bNnY968edi3bx9CQkLQtWvXJg9Ias06n3rqKSQmJuKNN95AQ0MD2rVrh2XLliEkJMTgsiZPnowZM2bA398faWlpmD9/PmbOnInOnTujf//+qK6ubnZdpnweOnTogMDAQPz888/o0aNHk32wePFiREVFwdPTE+vXrze6b5rr/Tg2Nhbx8fFITEzEnj170K1bN2zevFm/nm+++abZf38yjL3jEtmh2tpauLi4wM3NDefPn8fy5cuRlZVl61hWceTIEVy6dKnZK6uaY8l98+uvv2L+/PlITU1t1fzOii0OIjt048YNJCYm6lsFq1atsnUkq1EqlSgrKzN5ekvumxs3bmDhwoWtnt9ZscVBRERm4clxIiIyCwsHERGZhYWDiIjMwsJBRERmYeEgIiKzsHAQEZFZ/h/GXV7qvH2/zQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_features(scatac2, binary=True, log=False, bins=50, threshold=50)\n",
    "epi.pp.coverage_features(scatac2, binary=True, log=10, bins=50, threshold=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "upset-scanning",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_cells(scatac2, binary=True, log=False, bins=50, threshold=1000)\n",
    "epi.pp.coverage_cells(scatac2, binary=True, log=10, bins=50, threshold=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "worst-incident",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 4243 × 63312 \n",
       "    obs: 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness'"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.filter_cells(scatac2, min_features=1000)\n",
    "epi.pp.filter_features(scatac2, min_cells=50)\n",
    "scatac2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "global-savings",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_features(scatac2, binary=True, log=False, bins=50, threshold=3000)\n",
    "epi.pp.coverage_features(scatac2, binary=True, log=True, bins=50, threshold=3000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "delayed-factor",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "epi.pp.coverage_cells(scatac2, binary=True, log=False, bins=50, threshold=25000)\n",
    "epi.pp.coverage_cells(scatac2, binary=True, log=True, bins=50, threshold=25000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "political-revelation",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: 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 = 4170 × 62834 \n",
       "    obs: 'nb_features'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness'"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epi.pp.filter_cells(scatac2, max_features=25000)\n",
    "epi.pp.filter_features(scatac2, max_cells=3000)\n",
    "scatac2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "id": "concerned-ballot",
   "metadata": {},
   "outputs": [],
   "source": [
    "scatac2.layers['binary'] = scatac2.X\n",
    "epi.pp.normalize_total(scatac2, target_sum=1e4)\n",
    "epi.pp.log1p(scatac2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "acoustic-growing",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3475, 23305) (3475, 62834)\n"
     ]
    }
   ],
   "source": [
    "com_index = scrna2.obs.index.intersection(scatac2.obs.index)\n",
    "scrna2 = scrna2[com_index]\n",
    "scatac2 = scatac2[com_index]\n",
    "print(scrna2.shape, scatac2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "promising-beast",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 3475 × 62834 \n",
       "    obs: 'nb_features', 'cell_type'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'n_cells', 'commonness'\n",
       "    layers: 'binary'"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scatac2.obs = scatac2.obs.join(scrna2.obs[['cell_type']])\n",
    "scatac2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "signal-bidding",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      "Trying to set attribute `.obs` of view, making a copy.\n",
      "... storing 'cell_type' as categorical\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:108: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:101: 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"
     ]
    }
   ],
   "source": [
    "scrna2.write('../data/new-data-2020/expressions-2.h5ad')\n",
    "scatac2.write('../data/new-data-2020/peaks-2.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "earlier-camcorder",
   "metadata": {},
   "source": [
    "## Filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "integrated-apache",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/cbook/__init__.py:1377: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:239: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/cbook/__init__.py:1377: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:239: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "min_score_value = 0.545\n",
    "nb_feature_selected = 40000\n",
    "epi.pl.variability_features(scatac2, log=None, min_score=min_score_value, nb_features=nb_feature_selected)\n",
    "epi.pl.variability_features(scatac2, log='log10', min_score=min_score_value, nb_features=nb_feature_selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "developed-county",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/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/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/cbook/__init__.py:1377: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:237: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:239: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/.local/lib/python3.6/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/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/cbook/__init__.py:1377: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:237: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/matplotlib/axes/_base.py:239: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    }
   ],
   "source": [
    "epi.pp.select_var_feature(scatac2, nb_features=nb_feature_selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "based-programmer",
   "metadata": {},
   "outputs": [],
   "source": [
    "epi.pp.normalize_total(scatac2, target_sum=1e4)\n",
    "epi.pp.log1p(scatac2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "dedicated-clock",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1233: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3475, 4000) (3475, 40122)\n"
     ]
    }
   ],
   "source": [
    "com_index = scrna_hvg2.obs.index.intersection(scatac2.obs.index)\n",
    "scrna_hvg2 = scrna_hvg2[com_index]\n",
    "scatac2 = scatac2[com_index]\n",
    "print(scrna_hvg2.shape, scatac2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "id": "equipped-richardson",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:1322: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      "Trying to set attribute `.obs` of view, making a copy.\n",
      "... storing 'cell_type' as categorical\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:108: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n",
      " FutureWarning:/home/icb/anastasia.litinetskaya/miniconda3/envs/episcanpy/lib/python3.6/site-packages/anndata/core/anndata.py:101: is_categorical is deprecated and will be removed in a future version.  Use is_categorical_dtype instead\n"
     ]
    }
   ],
   "source": [
    "scrna_hvg2.write('../data/new-data-2020/expressions_hvg-2.h5ad')\n",
    "scatac2.write('../data/new-data-2020/peaks_hvf-2.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "wicked-array",
   "metadata": {},
   "source": [
    "# Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "molecular-strip",
   "metadata": {},
   "source": [
    "## RNA-seq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "id": "dried-glance",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(scrna_hvg1)\n",
    "sc.tl.umap(scrna_hvg1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "caring-wings",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(scrna_hvg1, color='cell_type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "committed-joshua",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(scrna_hvg2)\n",
    "sc.tl.umap(scrna_hvg2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "romance-african",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(scrna_hvg2, color='cell_type')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "arranged-width",
   "metadata": {},
   "source": [
    "### Both batches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "romance-invasion",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 2859 × 22955\n",
       "    obs: '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', 'cell_type'\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: 'pca'\n",
       "    obsm: 'X_pca'\n",
       "    varm: 'PCs'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna1=sc.read('../data/new-data-2020/expressions.h5ad')\n",
    "scrna1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "liquid-mexico",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 3475 × 23305\n",
       "    obs: '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', 'cell_type'\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: 'pca'\n",
       "    obsm: 'X_pca'\n",
       "    varm: 'PCs'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna2 = sc.read('../data/new-data-2020/expressions-2.h5ad')\n",
    "scrna2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "id": "earlier-interpretation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 6334 × 21819\n",
       "    obs: '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', 'cell_type', 'batch'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'mt', 'n_cells-0', 'n_cells_by_counts-0', 'mean_counts-0', 'log1p_mean_counts-0', 'pct_dropout_by_counts-0', 'total_counts-0', 'log1p_total_counts-0', 'highly_variable-0', 'means-0', 'dispersions-0', 'dispersions_norm-0', 'n_cells-1', 'n_cells_by_counts-1', 'mean_counts-1', 'log1p_mean_counts-1', 'pct_dropout_by_counts-1', 'total_counts-1', 'log1p_total_counts-1', 'highly_variable-1', 'means-1', 'dispersions-1', 'dispersions_norm-1'\n",
       "    obsm: 'X_pca'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rna = scrna1.concatenate(scrna2)\n",
    "rna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "rational-burlington",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/icb/anastasia.litinetskaya/miniconda3/envs/mofa/lib/python3.7/site-packages/pandas/core/arrays/categorical.py:2487: FutureWarning: The `inplace` parameter in pandas.Categorical.remove_unused_categories is deprecated and will be removed in a future version.\n",
      "  res = method(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pp.highly_variable_genes(rna, n_top_genes=4000)\n",
    "sc.tl.pca(rna, random_state=0, svd_solver='arpack', n_comps=50)\n",
    "sc.pl.pca_variance_ratio(rna)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "local-breast",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(rna)\n",
    "sc.tl.umap(rna)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "id": "actual-durham",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 989.28x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(rna, color=['cell_type', 'batch'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "palestinian-walter",
   "metadata": {},
   "source": [
    "## ATAC-seq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "id": "fantastic-nudist",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(scatac1)\n",
    "sc.tl.umap(scatac1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "id": "equal-million",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(scatac1, color='cell_type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "id": "retired-frank",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(scatac2)\n",
    "sc.tl.umap(scatac2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "id": "automated-complex",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(scatac2, color='cell_type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bibliographic-acrobat",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
