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{
 "cells": [
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    " # Import graphics\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib_venn import venn2, venn2_circles\n",
    "import seaborn as sns\n",
    "import mygene\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
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   "outputs": [],
   "source": [
    "# Import Cluster Data\n",
    "\n",
    "# GRO-seq\n",
    "\n",
    "gro_cluster_pre = pd.read_csv(\"GRO_seq_TFSEE/cluster_3_tfs.csv\")\n",
    "gro_cluster_late = pd.read_csv(\"GRO_seq_TFSEE/cluster_4_tfs.csv\")\n",
    "\n",
    "# Histone \n",
    "\n",
    "histone_cluster_pre = pd.read_csv(\"Histone_TFSEE/cluster_2_tfs.csv\")\n",
    "histone_cluster_late = pd.read_csv(\"Histone_TFSEE/cluster_3_tfs.csv\")"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 14,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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sxvz0Cs3bz3PpjQfeNca0j3RZfqEw5HQP0NDeeDO8mxFcxiAiYTIBGvwTRlku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\n",
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      "text/plain": [
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       "<matplotlib.figure.Figure at 0x111313f60>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
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    "# Make Venn Diagrams Late\n",
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    "plt.figure(figsize=(10,10))\n",
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    "late_universe = [set(gro_cluster_pre.symbol), set(histone_cluster_pre.symbol)]\n",
    "late_universe_venn = venn2(subsets=late_universe, set_labels=('GRO-seq', 'Histone'))\n",
    "late_universe_subsets = venn2_circles(subsets=late_universe, linestyle='solid', linewidth=5.0)\n",
    "late_universe_venn.get_patch_by_id('10').set_color('red')\n",
    "late_universe_venn.get_patch_by_id('01').set_color('deepskyblue')\n",
    "late_universe_venn.get_patch_by_id('11').set_color('#e098e1')\n",
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    "plt.savefig('pre_venn.eps')"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ha7ZDVmhf6+zWP79+wxtjdaBiZLj/gge+b9GgxXxbh6bLol/nY/K5+blniE9w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\n5QIYdRJo8S2JKdug7K3Q9mu4gkALDVK6eon6jO/TYtrCqR0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      "text/plain": [
       "<matplotlib.figure.Figure at 0x102749a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make Venn Diagrams Late\n",
    "plt.figure(figsize=(10,10))\n",
    "late_universe = [set(gro_cluster_late.symbol), set(histone_cluster_late.symbol)]\n",
    "late_universe_venn = venn2(subsets=late_universe, set_labels=('GRO-seq', 'Histone'))\n",
    "late_universe_subsets = venn2_circles(subsets=late_universe, linestyle='solid', linewidth=5.0)\n",
    "late_universe_venn.get_patch_by_id('10').set_color('red')\n",
    "late_universe_venn.get_patch_by_id('01').set_color('deepskyblue')\n",
    "late_universe_venn.get_patch_by_id('11').set_color('#e098e1')\n",
    "plt.savefig('late_venn.eps')"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}