What does app-mediated-fertility look like?.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What does *app-mediated-fertility* look like?\n",
    "\n",
    "What does *app-mediated-fertility* look like? Research site is Google Play."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 476,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import skimage, skimage.io, skimage.exposure, skimage.color\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib_venn\n",
    "import urllib\n",
    "import urllib3\n",
    "import ipywidgets\n",
    "import IPython.display\n",
    "import re\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We started by defining three issues, or perhaps described as *concerns*, via reflection and based on earlier theoretical work. This is our query design for *search as research* (Rogers, 2017).\n",
    "\n",
    "We selected three separate terms as starting points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "issues = ['ovulation', 'fertility', 'period_calendar']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we went to the public user interface of [Google Play](https://play.google.com) using research browsers on the desktop computers. A fast intuition easily allows working hypothesis that the icons are very pink.\n",
    "\n",
    "The screenshots below are reproduced post facto, not in a research browser. As a research note, performing *search as research* should maybe be done on the mobile, which would be closer to the design, and user experience of Google Play.\n",
    "\n",
    "'fertility'\n",
    "\n",
    "![](fertility in google play.png)\n",
    "\n",
    "'ovulation'\n",
    "\n",
    "![](ovulation in google play.png)\n",
    "\n",
    "'period calendar'\n",
    "\n",
    "![](period calendar in google play.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Intuitively, this stands in contrast to 'exercise'\n",
    "\n",
    "![](exercise in google play.png)\n",
    "\n",
    "or 'health'\n",
    "\n",
    "![](health in google play.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each of our three queries, we selected three topmost results, and used them as seeds for the Google Play recommendation engine. Then we used the Digital Methods Initiative [Google Play Similar Apps](https://wiki.digitalmethods.net/Dmi/ToolGooglePlaySimilar) tool to extract recommendations as CSV files (well actually TSV)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((140, 20), (142, 20), (136, 20))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ovulation = pd.read_csv(\"like_ovulation.csv\", \"\\t\", index_col='id')\n",
    "fertility = pd.read_csv(\"like_fertility.csv\", \"\\t\", index_col=\"id\")\n",
    "period_calendar = pd.read_csv(\"like_period_calendar.csv\", \"\\t\", index_col=\"id\")\n",
    "\n",
    "ovulation.shape, fertility.shape, period_calendar.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A little UI for browsing through the logos, and calculate color channel summaries about them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def showIcon(change):\n",
    "    index = change.new\n",
    "    # OBS hardcoded dataset here\n",
    "    # OBS reads from the network lol\n",
    "    if(fertility.iloc[index].img_src_small.startswith('//')):\n",
    "        icon = skimage.io.imread(\"https:\" + fertility.iloc[index].img_src_small)\n",
    "    else:\n",
    "        icon = skimage.io.imread(fertility.iloc[index].img_src_small)\n",
    "\n",
    "    print(fertility.iloc[index].name)\n",
    "    print('r:', np.mean(icon[:, :, 0]) - np.mean(icon),\n",
    "    'g:', np.mean(icon[:, :, 1]) - np.mean(icon),\n",
    "    'b:', np.mean(icon[:, :, 2]) - np.mean(icon))\n",
    "\n",
    "    skimage.io.imshow(icon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 429,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Widget Javascript not detected.  It may not be installed or enabled properly.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d4f16d40998241f593441ad403883d5e"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "com.smsrobot.period\n",
      "r: 6.10641868512 g: -41.8253460208 b: 2.63600346021\n"
     ]
    },
    {
     "data": {
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IQcmJGN8rAEGQ64t/2sPJ71pEw5LKSR7R5CLmhGLEiDGpiIlQCdDdkmHzX/az+S/78cmx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\nr33zAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e187e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "com.glow.android\n",
      "r: -31.8655190311 g: -51.3018512111 b: 33.3088754325\n"
     ]
    },
    {
     "data": {
      "image/png": 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fVEGluufy2k++ugs7N+kJr70nCp7NontWCcIjRESuU3RP6JBBnJT9MN5KfGai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\nREREWxGZUERERFsRmVBERERb8f8B0smsYNaGyy8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115196080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "com.phonegap.getpregnant\n",
      "r: 21.6952364475 g: -8.12158016148 b: -13.573656286\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ew7W0njyYuaXS6GFxtFe2qFZyzYJ5+17onBbFdmKa3YSFkFLKBh4Fdmmtr1BK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\nbDS5mGh0bHtsZpm/hjOALcAya7ulZl2OHDlytMVENaFrgfcBnzN/f2K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IKiNb0jdMrSH8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m8+1XL6gpBe48DeXiPpt15xnaQOreQ6eKTfOUpTaIDpYZgcewQ2R2uzUITQfKiFEX1NrQruCwIz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115177da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "com.cg.android.ptracker\n",
      "r: 10.5946020761 g: -9.00065743945 b: -13.1328373702\n"
     ]
    },
    {
     "data": {
      "image/png": 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AyiufSWmzrihbLpdzQz1iArSUdERWJ2RhYdFWWJ1QEzQzwwdBkLKCVU9qdt/d3Y8zrnVA\n1WqlXo9TmyzdX7dtbOQdl3KcDrXjYqSLcs/ehLM+chxcdnpyP61ChnUVjvCuh/A/933dOTIBJa/m\n6mDqekxTvqL2GldOWkdkxu810A/FFrWkGsqq5YRX/woAhfO25FrNTK6oNs3C5IasTmgGaGSGN0Uw\nEUlEMP/oSZw9upqpU60aya1UWo+TEsEy8lhWP5Ty8DXasW5BhVCNvKw9D/fsTbjnb9XbOX4nFvlQ\nUZCp+2tPwH26Lvnjf/VHBF+/G4b1y4TuDqjTF5H2P0p2mSb/RsQn/tA/biXysi6cPIXzuTsAqL5M\nUTxHJ08rl2sGDcdxllyoh71bLSws2grLCWXQLBeQua9UKlE9rquZuvsO4UQK6GrVr+dcTGfDnBdq\nHYekpKECW2JluAjORp0Mzr1oO6qzFhhrMU1EHuDe1VfgPu0S/Fu/B6CT3Mcm+qKhtU4Z0Jp4ZOfF\nsMWHG1KbHwZ4o5r7cj5/J36Unb10zubEahbnJmqUOnYxckOWCEVoxRPajIKvDA7h7tWhBE65WgvB\nMIlG0s4xsZvsejbXcjbyPW76PvRqC4538XacNSumda0Wk0Ot6KXwOu3OED79Uqr//U29Y+8R6I1c\nG8wMA6Gkyys1iNZP/cxKRaqjmm+RHwUyF4ZHCGPR7NqnUIr8uMrlcipJmmnKh8XpWW3FMQsLi7bC\nckI0FsFMT+hYEV2JrGDe/n6cyHqRcEF5aMUfKJU2NfY9ibZDQaJUGs45m/HOjZTPrn1/zBecszdR\nevdvAeB/9ccEX7pT7yh5tbxHkEkTkvxXp7uOx2hGSuXqsqtBSGFUe7er/70bP+K+Shv6Uj5E0Ljw\n4mLhhk5rIjSVUjzFYpHx8XFKe3QwqlMxrGAK6ooMJpPR2BEx1Z+xilUiy1d3J96luvqns3JZi1dm\nMeuIgni9F16Bc/FZAPg3fA3p13pBujNll0wTvXEPiFKGpBa38wlXNcplXRwYQm7+LgATb7+WDsOz\nOqurXIyimX2dWlhYtBWnNSdkIo/7yaZjLTy0ByfyzalWq5P68tTeijkcV0pMy0zgB6j1OoePd9HZ\nUCzUH2/RNjjb1gNQ+KPfxP+0VliHd+3UMXoprsPwJzLEtDhGLfnf4Izy0q5UgoBiFAQdfuzL8OZr\nk/sy5oigPsZssWA2ih+6wF3AQRG5Wil1JnAzsBq4G/gdEak0m6MdyMaE5emBzB/Sv+8RvIoZC5ZV\n9hjdycTRf43EsTx36mqAe8GZOGdunNL1WMw/VE8nhddfDUCw/ef4n/5uklgNt04RlDOBqhPBco9R\nRtDr8WH8G7+O95rnRFOoVAxjHiFa6Pqh2RDH3oauQx/j74EPiMjZwADw+lk4x6yhUQ7o+C8mQiJC\nsVjE338If/8hvPEKfioYlUx4RSPk+4jUOiKldPS2dJ9wviVAixDulZfh/f4LtcHAdXT2goQDUslP\nDUboRUyAchyvG/VX/Sre3iP4378H//v3UCwWc+/dbH7zrO5oIWGmFVg3AS8A/j3aVsAzgc9GQ24E\nrp3JOSwsLJY2ZiqOfRD4E6A32l4NDIpIbLM+AOS+1hdCLXpTBIsRBAFdXTqeqHrkOG6/rvrg+9VM\n5ZsmYpb5xklZzjLHxOf1XLzHn6+HWwvYooV7yXacN2tn0sq/fQXGI8656NXM8sl/USPF6TTjmjVE\nhGq1ivMtXcmjumwFHZfq52d8fDwRx0Qk13S/EDFtTkgpdTVwVETuns7x7ahFn6cHivvipONdXV34\nI6P4I6M4+w6hwhAVhgZdiWSwrHt+wjpLPRudbBudYajz/3QU8S6/GLVymSVASwBq6zrU1nUU//A3\nYFWP/qsGmVvAENEwtjPNFKQWyiOiUGEZFZZxfngzwdARgqEjdHZ2Jvdxnkimj114ItlMy0C/SCn1\nfKADWAZ8CFihlPIibmgTcHDmy7SwsFiqmEkZ6HcD7wZQSl0J/JGI/JZS6jPAy9AWstcAX5iFdc4Y\neV7RpjiWKkB38AgArutSrVRpiMm8n/O8pePCf6Ui3o6LdLcNPl1yUKuXUXyTVodWP/J5GNLZHCkU\npiyCpXNNuVAYIVi+R0+HEHzni3rfi/5PyiJmKqWTUyzA9LBz4az4p8A7lFI70TqiT8zBOVpG9seI\nA1Gzf6VSSVdI3fMYzuAwzuAw1YmJtJgFaZ+PGHlu+XlR1WEIpWJCgFRnyRKgJQy1she1spfCm6+F\nFb36zw/MERlRPoNEBFNarygKug+jVjwCygflU62EOPsewtn3EP4dtyX3sXlvZ3Nh6akXjrVsVpwV\nReQ7wHei9m7g8tmY18LCYunjtPOYziarB+js7KQyptN8eieHajl79BH6Iyt6mdxQI0tZkuohtoJ5\neJddoHdZDui0gVrZS+EN2qmx+uFbIRbxvWxGfQMiIJGg4lRRy6NKs8VTWiQzh8YBzvfdQeXxvwpA\nZ1cP41GaYTM97EITxWCJE6E8a1hMeMIUoQHn0agulQjVZF8Tj+hmeiDMMUKcEMu75FzUEi6zY9EY\ncUVb77XPxb/+f3VnNgcR1O4jcaAwoo9dvgecuGR4hnAJBFHAdKEyjnPbDbr/ZW9JEZ74fs/WMlsI\nRMkGsFpYWLQVS5oTysLkfsIwTJwS/f5jOGXtWOb71RxuJgd1lq/ooKyyLwhxH3eOHrLC+gGd7nDO\nXI/3m1cC4F//NR1rZnLXkQimevqh63DUr2qiGcZYSN2rvh/gHN6r2/d+n9LFTwe0E2Nc2TUMw7ps\njO3GkiRCec5ZWXGsq6uL6oSOQFYHD6MkqqKRmkmRyg+dRR6xMn/cIMA9ZyvOGaunfS0WSw/ORTof\nkfviKwi+cAfEmRrcKmrZPt0uDNcTHhM5NEQUKImsbz+5Hf+cJwLQ2dnFxERU/ttxUpaxhVCtY0kS\noRh50fFBUDORhvseA6DkeVQrjQL9TVO7NOeMoiGxGdZZsxJn8/qZXILFEob79EuQvYcJ79chGKqv\nX5veoTkBMpGiG4IfRvqh6ijlH2j/Ie9Zr0ju+5jotJvwmLA6IQsLi7ZiyXFCzUr2hGFId3cUYHhy\nAG9EmzCDaot6IDPep6Gjl0CXrnvunnfm1C/A4rSC99IrqE78QG8MV8DJeSTzPO8TSG5/UPXx9mgO\nq7LvMrq3ngdo/ZApgpnWsXZZypYMJ5TnAdootwqAe+wkLuACYZagNPNiTcbk53uRIMQ9fzvu+du1\ni76FRTN0deO94HfxXvC7kM1XFf/VESAx/si9D0MB15/Qf/d9P7Uv77loZ96hJUOELCwsFieWtDiW\nTdXR1dVFeWgIgNJ4Gb/aJDg1RqOcQeZOJUiUe9rduhFnWc80V29xOkJt2AaA89QXEt4RxXt39OSa\n4es8+Osmq43zIwOJd+hhKiePAtC5am3iSQ31iul2iGNLjghlkY0k9o6c0DuCADF/0Mk40CZjJAR6\ntK7J3WJTs1pMD+5TnofsugcAOXEIvFicz9f75PdJfataxb3j87p99XWJr9BCwcJZiYWFxWmJJckJ\nmfFhsX9Ed3c3/rHjuMM6r4vv+6RzuZg5W3Imzekzi6Z6Z2/V7WwskIVFq/A83Ge9EgD/ln+kKQeU\ne5vls+p+GOIc3qnbu35B9/bHMxYFbCdJ90nXtZ9PS9mS4IQaafuzmn/n1DDKUShH5VgADHNEnA8o\nFsEaiWpBAEGAs3YVzvJenOW9DQZaWLQGteks1KazcM7dAZVx/ZebKthEzk2qJPkTBCeo6r9dP9dH\n5FiMs46M84UlQYQsLCwWLxa1OJZHsbOhGrFzoj8xgTc8Vqsdln2b5Ipgqk5Mq+W7l6Qyqrtt0/Qv\nwsIiB84zXkK45169EfrQUJFsimyNORi/qsNBvP0P4I8M0N2zEqg5LwIphbUVx1pAK46JqVI+/UfA\nacJummxuirvNimnRpgjuhrW4G9aiSsVZvjqL0x2qdwXOjmfj7Hg2BHmuJHHVF+OvCZJbOqgS/Px7\nSX82DWyj4qBziUXNCcXIfnGxMrpQKDASKeC6xsuEDYNUM8jxDar7GQou7uYN01+0hcUkcHdcBUD4\n82+CHxEipUCFTY5qjrAaUth3DyNPfC4AxUIhMtLUIuz1aebPwLJoOSELC4ulgZmWgV6hlPqsUuoh\npdSDSqmnKKVWKaVuV0o9Gn2unK3FNkIji1ixWKR7eIzu4THU+ARB2OQNkmcFU5k/gGoA1QB388b8\nyhsWFrOFQgkKJZynXgPjg/pvulxQdH8HCGr4JN07f0z3zh+natnPl/iVxUw5oQ8BXxWR84FLgQeB\ndwHfFJFzgG9G27OKPJnV1AOZX6Q/eAp/8BRKOTSNSM0LRiVLmwS6OqGrE6fPJiqzmB845z0B1mzU\nf2Ew+QFZRFWDkigjFeLvvRd/r1Z85z07ZhXXeMxcYSZloJcDv0pUV0xEKiIyCFwD3BgNuxG4dqaL\ntLCwWLqYiWL6TOAY8B9KqUuBu4G3AWeISH805jBwRt7BSqnrgOsAtmzZMoNlpCEiST5dALcS5472\nI6tWbpU5Y2GNdyGC26elS1VYEjp9i0UA1dmDc+6TAAjvug2cJqWCclMOp4f4QYh7dG/tEMNLOts3\nH5iJOOYBTwA+JiKXAaNkRC/RV5XLx4nIx0Vkh4js6Ovrm9YCsmJY/NfZ2UlnZyfl/sM40b9UsGqd\nrqe2USeCmeMchbP+DJz1uXTVwmLO4DzxKpwnXqWDWhuJRs0S8xn3sQAOAQ4B5Z9+je7ubrq7uxua\n6+daRzQTInQAOCAiP462P4smSkeUUusBos+jM1uihYXFUsa0ZQoROayUekwpdZ6IPAxcBTwQ/b0G\neF/0+YVZWWn+GpJP00s6RmG8DJXy5BO1kto1DHGWL0MVbbbEhQJ59FF4+GHdPnECoooSKKU9jFet\n0psXXIC64IJ2LXNWoLp0XKLafCGy95factb0gGb7JCnGUOh/CNA+QzEHBOlnaq5Fs5kqNv4A+C+l\nVBHYDbwOzV3dopR6PbAPePkMz5GgUcIys71s2TLKw8MAFMbGCKJSPs2Sk0krOqEwxNlscwW1C/Lo\no/rz9tuRL31Jd7ouxA6o1SqYLhium6TXlWIxcaVQr3oVzlXaCZBpqgHaCfep1+A/emeaCDVNvEeu\nN3X8XKjBY5T7dZmhZeu3JtH12edrLksDzYgIicgvgB05u66aybwWFhanDxaliSerLMvGiRUnorej\nHxLkJbGvm7Dp2fRhPd04nZOwwBazj7ExwptuQm6+WW8rBeVIxHZd1DOeodubN6NWRn6xIsjgINwT\nZSn84Q9h3Trd/rd/I/jKVwBw3vlO1OMfP2+XMhtQy1ejNp2PHD+gO1wvkwi/BSWygvhp8arjFAd0\n/T3Wb01CnszMi/HzNldi2aIhQlkNfbZsiYlgZAQAz8lLviJ1/09mlgdQq1aAt2i+rsWPw7oEcvCG\nN4DvJ1VK1fnno377t3X7oosa/iapn/TkScL/+i9Ai3NEecbDt70N513aoKue97w5uIg5QKkTdeZl\nSGxid72WCU9ud1ihekwTtAJpc30j8Wu2CZKNHbOwsGgrFu2rPavJNyEjOoVrGDsophB1iNBQo5fK\nZKc33BXLZ7xmixZx7BjBO96h20rBwADOe9+rN5/xjCa5dRpg1SqcP/gDAOTiiwn/8R91f18f4fvf\nD4CzcSPqkktmZflzDWfbhYQ/jY3OLagbmiAMQ+jfmds/X8nwFxURyhId0yxfLOqcPtVqlUKXTmRW\nHRhIH9/QCqbMQeYJwdPeqap3CZTxGR2FwUEApFzW2zGUgh59jaq3F1a3LzYu+MM/hEikplDAueEG\n1Lnnzsrc6sorcZbrF0r4zndC1JZ//mfUBz6gB62c85jrGUGt2wYlfY9TnZgaUTZKAgEEIhTCoWiq\ncQqRRbFarTYsiLigrGPziawOKKuYjolQuf9ITXE5U4jgLPAbcjLII48g3/mObu/ZA5GpmxMn6jMA\nxOEu27ejzj4bAPWc58wbhxDedptu9Pcn5nXnDW+YNQIUQ112mf586UuRL38ZABkYQO68U/cvAv2Q\nc7Y2Sof3fROcztqOluhDSpOdPC/hw3dQulQbtiuZ3FtzqZi2OiELC4u2YsFzQnlsYDZ9q2med0ZG\nteNafPyc+ZihAAAgAElEQVSkVQ1pUk0jxFmzauqLbjPkkUcIP/QhvbF3b8JVUC7XuJ8NG6CrS7eV\nguHhRFTj0CHkyBE91ze+Adu3A+D+3/8La9bMzaKHhpD//V/d7u2FKDe4esEL5uZ8gLr6auSOO/TG\n6CjhDTcA4C4GTuj8XwEg/PlXoNg5yWioWYKlPnd6bJY/vBMiTiiOIQP93JnlgICGlrPpYMETIRNZ\nESyG+UV4AmEwjZwreSh6iyp/dHjTTQDITTfVCI/5Pb385dqsDbBiRe1BVwoZGqrpi26/XRMf0ETn\n4EEAgne8A/dv/1b3z2LmAwB57DHYvVtv+D7qta+d1fnzoLZuhbVr9caePbWwj6NHa/0LFb3Ry6B3\ndUJEUuJ1ndm+cUL8MNTb3ujx2hBjrmyU/WyLZVYcs7CwaCsWLSdkbvf09FAZ1taUgl8ljBXYzUSx\nZlJaXCyxtxdVWAQBqyKEH/6wdsQD7dgXiVrq1a/GueaaSadQ69fX2k96Elx3HQDh+96HxBzK+DjB\nq18NgHvrrbNrRdq/vyZGi6AuvHD25m6COLBVHnoocXyUvXtRC5wTUl2RJXP9uchj2jMcp9G92qC6\nTLw3zrhYHqPSvwuArr6tlGOFdRimcnTNtpJ6URGhrE4oJkKO46AiVjqsVFvTAzVDTOxKxan7pLQB\n8tnPIl/9ak3H092N8zd/A4A666zpTRo9hM773kcYiWBy770J4Qk/+lGcd7971r4fOXasZp3r6Uk8\npOccsVhZrdbOHwVAL2i4muCo5WuR/bH6IUOEWvGkpvaylokx1KljAHjrtzMRi6cs0PSuFhYWFrOB\nBc0JNRK/4ra57QRak++6DoHfgGpPkZg7keJ2oUKiXDrhpz4Fy5ZpqxLgvPe9qDNmKftjsYjznvcA\nELzylTqOC5Af/AD5yU9QT37y7JzH/K1FGmcPnG3kiRWLgPuNodZurV1D6lIm+f6MYIF4pOOEMH6y\nNkMD5+CslWymotmCJkKNkBeuIbGZ3jEtBNS+4Snd01Hume5WTJ9tQhgiUTQ4hQIcOoTz0Y8CzB4B\nysD5gz8g/Ku/0hs9Pcjtt88aEVI9PbXfc2CglidorhFZ/igUasSnjd7iU4VasxFUTDSnEcKRIVxh\nRYtgDvVJA611zMLCYkli0XBCk9bILkdKtDDMfwM0yyNkckzGWLWAxTE5cEArowG6ulAvfjHq4ovn\n9JzqkksgCnlgzx7k1lvhL/4i2jnDt+NZZyWiHoUC8uCDetpZDtmow/33689SKcnMGIesLAao1Rtq\n3L8yg7KngujmlxDGBmu9DfzyTmvrWFNMaHOiNKuymoVq1F74DKLcc0/NmqMU6qlPnfuT9vSgImuS\nPPqoFsn27NFLmK4VLsaaNRC7CYyMIJ//vG634F4wXci+fUh/VJ2qWkU97nG6HVsZFwOUA17kUBtU\nDf3QNHRqIjB8cvJxs4wFT4TyTIN5nFAQ+ZgokSnqf+omR/Usgpvw61+vPSx9fajzz5+X06oohEPi\n8++M0kDMkAipzZuTQFn54Q/hMZ3tT+66C7UjL4PwzCG33AIno4fO93He+MY5Oc9cQ51xJgBy8H5w\npujhb7x8QxHCsaG6IWEY1uWYnk390MJ/5VtYWCxpzIgTUkr9IfB7aN7jXnS1jfXAzcBqdFXW3xGR\nGZs6JnWWCiLTcW6F1SmdCFXqmNkc8wA5cSKx5qiuLh0LNh/YulV/+r72MM7kbJoJnN/6LQCCG2+E\n884DIPzkJ3EvvHBWRaTw298G0NbFyEtaveQlM+bm2gW1QleBkcd+WRPNpgERgcpYenseMG0ipJTa\nCLwVuFBExpVStwCvAJ4PfEBEblZK/SvweuBjU5k7Lzg1CIKGijKA0nL9EFZODExPN1ebGNWxgINW\n40RklUrNjD2PJXvrAmOnooObDBs2AKD+8i+R//gP3bd7N8Fb3oL74Q/r7Z5pJpeLlN7h5z6H/Nu/\n6T4jUb7zpjdNe9ltR2+U6UFa/C2ydfbin1IJxa564SgviaBn5PaeqWg2U3HMAzqVUh7QBfQDz0RX\nYwW4Ebh2huewsLBYwphJBdaDSql/BPYD48DX0eLXoIhEtlYOALkVA5VS1wHXAWxpIS1EXmbFmPL6\nvo8XZIocThciqMIC5oRiEWztWiTiitQrXzl/5485MaV0ComO2RddnZe+lDCyWslnPgMiBH/yJ3rf\nq16FetrTpjSf3H038sUv6vZ3vwvj4wCo3/s9nNe9bhZX3h7E1VkhmN79r4yGr7nrip9feQMWUHpX\npdRK4BrgTGAQ+Azw660eLyIfBz4OsGPHjpaEz6y7eBzZe3TgBBtaPXErKCxgo2Gn9uJ2PvKR9pz/\nkUf0p+fpPNBzoUfxPJy3vx2AcPt25H/+J/HnCf/iL5LwFPX859ei7Ts6an5Gx44h992HfOtbeluk\nJsZt2pQkvVdPetLsr70NUF2RPrBVcQwmtSAfGxlieZRfPcyI3LOtK5qJOPYsYI+IHBORKvA54Apg\nRSSeAWwCDs5wjRYWFksYM3nl7weerJTqQotjVwF3Ad8GXoa2kL0G+ELDGaaIrIKsIxIF/DAEGZml\nk4AycqdYpCFxrJXnwcmTc+7R7LzwhfDkJxPGyfq/9KUkA6N88YtaXAPN7STxg45WoJsWtfjtHQQ6\n8yQgt92WOFmqF71owVfZaAg3eoxb5VBayKXV5Y/R2dsHwOjo6MIUx0Tkx0qpzwI/A3zg52jx6ivA\nzUqpv436PjGTBTZj/RKiNDJLBEjPlg6CtUggR44gv/xltCE6eLVzHoJ8+/pwfuM3dPvFL0a+9jUA\nnRM6ttKMjMCZ2mlPrV+vXRbitcWiI8DwcI2Q3nWXdowE+OAH4fnPB8B561vnLAh4TuBGOsxmRKhl\nCSq6908dJ1zeOJB3weSYFpG/Bv46070buHwm81pYWJw+WMAa2OZIBdHNtp/MfPrdLCbs2VNLfSGC\n+t3fnbdTy913688bb0R+9jPdOT6OukpXh1AveYlOXA9arGpktQsCJA7VeOQRwthnKAggmjf8/d/H\n+bM/m7NwkVlHLI6p0Lh1DdYnpCWrWaooMSqpwDrXTouLlgiByQpOR7+eDZ23mAzhhz6UWKZYsWJ+\nrEtBQHj99UiUK4mVK+HXfg0A57rrUJs3T20+10X1aV0HfX24V1wBQHjrrTUnRhHCt74V55/+CQD1\nlKfM+DLmFpFoZHoemmjxnaoURuBrY8fg2caiJkIxHCHhXmYsoyrmL6vfIkHCeZw4keR+Vk94AsyD\n3iT82Me0MjoKS1HXXFPzbp7FIgTOi1+MRAQ2fPe7YdOmpGa9e8MNNeK7EJFX8gdm9I41X+tzVXk1\n71wWFhYW845FzQnFTlS+N4NETnVQEFpOKIFRmZTubhjSqR6cN795Tk8bRtVY5T//E1atQv32b+vz\nvv71c3ZO9axn6c99+5DPfjbhiMMPfQgnTt62EBHmxBBO9xaO48jcYp2T4lxhUROhuCTJRBhMQZnc\nwq8zFc/TJY7w9tshSqhPEKDe9jbdnstk8CdOaCIAOtHZ6CjOa14zd+fLQD3/+cg3v5mEd8hPf1or\nkT1f2QqmgigvNOLMXM0ZPUdj3WvwjJI/cwkrjllYWLQVi5YTUkoRRAq5vlWrYeRQC0e15swllShL\n4wzWt+hxSH+f8v73Q2RNUpdeivOCF8z5qeXOO2t16ZXC+cu/rDklzgPU+vWoxz9eB7uCrmzygx/o\nfVdfPW/raBUyHhVrnI20xJF1bHVvDxMTOrfQXCumFy0RgppOqFgs5vN0rdZhMv0jHIXE5YhPV5TL\nBLFJvK8v8Q1yPvGJWl7rOYR861ta/wS6nto8pa41oZ76VOS22/RGVxcSEeUF+WKKU7I6bvOCDpNB\nBFztX9XRUWRsTHuZu3P8m1txzMLCoq1Y1JyQ6URVHjwFgOc6Ga1+i/E08RtEqfkrvLdAEd5yC9xx\nh97o7MR5//t1e56KAsrttycpQtRZZ6HaEFiqLrgAxqJUp729NU/xcjnxlVookOGjuuE04FhaZN8c\npSiPamV0iUWQ3nWhQaLcJ0rE+NJbFMHMX8lRSLk8+wtcBJAoV5D8538m4pDasSNJgTr3C4h+L9Py\nVirNqz4oQXc3xGK5MkT0hejIeioqW+TM7HtyHAWl+a+1Z8UxCwuLtmLRckJmulcAt6jTGTjVCkGY\nJ2c1m8xsO8jYWMOhSxYnTxL+3d/pdqmUBIA6f/VX8xfQG2dGNDmhIGgf9xGfdyFyPwbk5D7dmKkC\nWSmcjloOprmqPZ/FgidCzb4Ac19YjOKIAp8pE54sTkNnxfD//T84GusWHJx3vEO321HJY2Kidt7x\nca2jm8U4sZYwPFwTA0VQsR5oLp00pwMJwI/UB410QrnHRZ9mHLdSSFdN72c+X9nn8LQvA533BTid\nUeqGZvqcKTpVy9iYrum1xBF++cvIt7+dcCLqLW/RCcvahfPPT7Ikyq5dyMAAqnt+dRVyxx2wfLne\n8H2IizEUF1YRBDlxEJ2rA2AKRCivBLqnUCvmx/hgYoGRdQsLi9MNi5ITyoMbs8kp69g0YLCnMj6+\ntDmh2Cv6+uu1HuiccwBwrm1vqTh1xRU6dgt0zNZjj8GmTfO6BvnOd2oOk9WqNtkvRAweqqkPFEzq\nmShKe0XnVSoWcErTLC45AywaIpT1WVBKJWJZuVxOZHU38FP1ktIHNdzInk3/PzY2b74x845qleCP\n/1i3gwB6e7USGtqu91BPfzoSRdGzfDnhv/wL7jwmFpOvfx156KGaHmr9+vaKp00gR3fXEpG1kqcv\nGWskro8OCnEIOrVPVnViInmOzGcNFlbJHwsLC4sZY1JOSCl1PXA1cFRELor6VgGfBrYBe4GXi8iA\n0uTyQ+h69GPAa0XkZ1NdVF7lR8epeUJnFdPlcpliZMlwCgUk8nielF7H06QcF0mqbUilbLC6S4te\nh//937X0FKdO4fzRHy2YChPqvPNg+3a9cfQo9Pdr8QhQV145dyc+fhyA8CMf0QroI0cAcP78z+fu\nnNNFoJ0nZeQYKEMhPZkqou6hkMQQKaVOguXrAKiUyylOKPtpmu9nailrRRy7AfgX4JNG37uAb4rI\n+5RS74q2/xR4HnBO9Pck4GPR54yRvdisOLYsivSWgYGap2se25j3fWX7YiI4PoZUI4vRArOKTBfy\n/e/rzxtuSOpyqZe/HPX0p7dxVRksX44TJdEP3/IW2LKF8B/+AdChBXPhwS0PPqjTusYYHU0S+S/E\nSq1x5LwcfdBIdE8L4lgyQ60r7utcRudaXTZp5NgxCg3cImbbb2jS17uIfA84mem+Brgxat8IXGv0\nf1I07kRXY10/W4u1sLBYepiuYvoMEYkCVjgMxHz8RuAxY9yBqK+fDJRS1wHXAWyJfTBaRJYSm4qy\nigilKI4sqLbodNiIsFertWDWpcAJnTypK2aA9oGJxC9nHkv3tIqY+1CveAXy5S8nGQ3Df/gHnFgU\nmKloFobI5z6nm5/6VK2C68gI6slPXpDfS4LhY/pz7Bh0rqn1tySOZYw8rj6o0rGKODQ3W3F1Lr2m\nZ2wdExFRSk1ZXS4iH0dXbGXHjh0Nj29k6VKqVhfJ/IKqpRKlWI+TzQs01e/RdQkHNRPo9sy/6XLW\nEH0P4d//fY2ojo7ifPjDur2Ar81529sIu7qQT31Kd6xbRxjraC67DOdVr9LtLVt05VWoD18IAjil\nsyzIgQPIAw/o9n/8R+376OxMHF3VG96A84pXzNk1zQbCvT/RjWJXytKVQCD3hs+OFSB6aYerz6oN\nyyE8jaxlM8V0ta1HYjEr+oz8/TkImIWgNkV9FhYWFrmYLif0ReA1wPuizy8Y/W9RSt2MVkifMsS2\nWUMehR4YGNAb3d01i9bY2CTcj0p95O0Oo+oSc59PcO4QfuYzALqOfGxtfNObUFMUg9sCz8N54xsJ\nI38tuf76WjjF7t2Efx1VIV+/vlbUMK6+asSfSVyL/rHHYHS0Ni72idq+PakgotqQyXGqkP0/1g2v\n1NjKmxK7Yg/cjLOiAkpa1VDd/CuMnTihuw1up+3imFLqJuBKYI1S6gC69vz7gFuUUq8H9gEvj4bf\nhjbP70Sb6F83WwvN+1LM7UrEVp9xxhlM9GtP4KLrEKQSnKmpiWRKRQGxIGOjqK75z7UyU8j99yP/\n/u96o7s7qSaqXvrSNq5qilAK5+XRLfbc5xLedBMAct998Itf6P69e5EDB3Q7FsfiooC+XxPNu7pQ\nl16q2xdemFjaFqxHdA7k2G6oRoRUGRasvHgwSFuJM86KrlKUQ31fL1u1iiORW4LneQ1N9LONSYmQ\niLyywa6rcsYKMLcFqSKYRMhxnLRHZ+Ru75QnCJplSZxUiSe12lNDp3AXExGKfIDCD35Q52kG8P1a\n9dK5hEhNyTvb+YmXL8d54xt1+9QpJI78P3BA/wFy/LgmOnGC/hUrYONGPW79elTMScXfyyKDHLof\nwijtidcgu4CpgG6Sd1p5inBNWhcE9c/UXHJDS8sDz8LCYtFhQceOZROXtaKtD8OQUq9+w8nEeM6k\nrZzZeINEOgMZGdbs/TxUm5gNBB/4gG4cPJis2XnPe2ZWvG9iAol0ZBw/ri1Ox7SpWPr7kZ079b5d\nu+DHWmeh3vOeuauaunx5jauJgm9hZvHLCx6VceTAXYaDYoNgVNMKlmd7TnKqu3Ss3VbrzhG9Ws3p\nNV0saCLUCHk6obh96tQpOqKwi6Lj6Ly5QDhp0F0D7V4cnD8+ilQqqM7OWbqKuYPcfntCBBBBveQl\nAKgnPKHBAZH4FGWUlP37kxI3PPBALdnZ8DASK3UHB3Xir/h7dd2aIthx4MIL9Vw/+hHMYenm0w0y\nfAQ5dj90RMn/hYzZ3VBAx8ihE9FjQeB1UunWomp5cDCX+OSJZrMJK45ZWFi0FYuKE2qkKDPbExMT\nrIyc1vyhU3iRdSuMLSXpGY12EyUegOMQHD2Et3X7TC5hTiEPPQSgvaKjdKTqkktwXv1qvf/hh6Ff\ne0zI0aM1Re7evXDffRCLWl1dNQ/xjo5amtMgqFmZqlX9F4unq1fD1q36nKtWwdq1uh2LSxazArn3\nC6hCV03CmswKluxL39hO9Lz4KzfQuUm7JAz291OK7pss9wNttI4tJJiRuyKSIkJ53tNlx8GLcwMn\nyevz2NRmeYfiPgcZG0H8qER0I6tEuxAEhLEeyPOSXDhi5g06fLgWOa9UWnzq6koCWpO+GHEC+g0b\nElO2OuccWL8+Cf1QxWItCVhHx6LRnS0aTOgXhBz+JXjFzK1be4Gm7uRUvYfMPV7Uv+9432X0xkOa\nWMNmO3LehBXHLCws2ooFzwmZsWOtiGOu63L48GEA1m3agux8JBrjpOPPFOSaDZoR+FAIj2trkLtu\nw/QuaI4Q3nIL7N+vN3p6aqz5/ffX4qOCoFYIoLMTtm0DQK1dC+vWJZ7Iav36xK9GrVsHbaiAapFG\n+NA3okYFXMM4kuFwUkaxBv5BCiFUWkLoveiZ9Eciuud5KYnCbM+ln9CCJ0J5yPPkjL8wx3HwY/EB\nKLu6v6NYoJpyXJxGLmqlCIe0OOOuWdueyqCNMDqa9hCOxCF1/vmJpUpt2pTobejpqeXPLpU0UbJY\nmCiPIPt+oNtuIaI0OVYwmFTbIApcz2V85dkAmL+6qQeaL30QWHHMwsKizVhAr/LWkVVMZ1O/xlxR\ntVqltFyLEnL8SGMRrPUTQ0WLM+GpAZzVfdOfa5ahnv1s1FU6kkatXVtTElssesi+n8DQXr3Rsare\nCpYrdxkwMi46gIiiY702MFQqlYYSRTad62kvjuVp5/N0QuYXOTg4SDUSUc4olXAnxjMloqe+hlgE\nC48fwVkZVeJYAFU5VSxmWSwdRPFh4X2fgVLs6Z5RI9Q5K5r76mUzRyn83j4Orf4VADoGB+t0P3lt\nx7jHrbOihYXFksKi4YSyyFrK8tjIarXKhshxcWTfHnpKRYLxiWmdow5BQHhChzM4feumunwLi0kR\n3v8V3agMgRflSMoyPSqnL9kXK6/jgUBBMbH2iWxZozmr/v5+vLhSTRPF9FxiURGhrLk+j3V0HAc3\nsgyFYZjkR1m2ug+OHmyYLjZ7jknhKMKTukSMWrEa1aAygYXFtDA2gOyMiJDbIGcQ5CQyM/qNY1Si\nFCrinPvM5LlwHCf1Am8kmpmfs41FLY5liU/W1dxxHKrVKtVqlc6eHiqFIl5R/+XNM7UvWWmTeBAQ\nHrUZbC1mF+G9n4HyKf3nOJqrydP9NLplM/1O0cUpulTWXExXz/LkuXBdN3X/m8/RXGdUTNY252ew\nsLCwaIJFJY61ApOlFJFENBscHKSjq5dw4FgybkY1tRUQOULK8ClkTOcwVl0Lt3KFxcKHHHtUfz72\nXSgabhbxrapynBQbiWNRv1IQRmlgZcNlDAwMpESw+BlxGlh555obWpREKM9PKCYoYRimiFDcHhsb\nY8WGDVTGNbEolifwsyWBWjp5fmd4RItk7rZzWGoloy3mCUGV8Oc36Hb2wW9mls9NakbNN8hVVNZo\nv6DSmZdz7MCBpLpqM7P8XOYQMmGfFgsLi7ZiUiKklLpeKXVUKXWf0fd+pdRDSql7lFK3KqVWGPve\nrZTaqZR6WCn13LlaeHSu3L9YJDP/lFKcOHGC4UKJ4UIJCgUUUwgfyxsc9zkKmZhAJiYSs72FxVQR\nPvQVGHxY/znF2v2Vd9+ltmOldbZAaMRQlToYOetaRs66luPHj6eeC9d1656T7N9coxVO6Abg1zN9\ntwMXicglwCPAuwGUUhcCrwAeFx3zUaXUnCeWyYuuzxIk13UZGxtj9RnrWX3GeiZCcEsl3DjfUO7E\n5N8E8T5zgOeC5xKeOKpTwY6PzuYlWixhyMnd+u/Bm6DYq/+ylrDsfZh3bypSBMkpODgFh/LyC1m1\nfhOr1m9iYmIiRXjMZwTqxbD5wKRESES+B5zM9H1dROJQ9TvRlVYBrgFuFpGyiOxB1x+7fBbXa2Fh\nscQwG4rp3wU+HbU3oolSjANRXx2UUtcB1wFsmYVKoHlxLqZiOraUHT+uHQy7ly0nGNBtR6laIvzJ\nWN/c+t6phRD0PwaAt/XsWlUEC4s8lIcJf/oR3XaLtXupkfI5z0PaPCaC44DvaC4/3PK05L43RbB4\nu5mD4nxgRopppdSfAz7wX1M9VkQ+LiI7RGRHX9/MotGnohsaGxtjbGyMzlVrmPCKTHhFnK7OJrK3\nwfeaP0xDeV1BtQLVCsGRAzO6Loulj/Duf4eR/frPMV5YDfU+NNcVxbdqyaW87nLK6y6nc/MlyX2f\nFcEaPTvziWm/ppVSrwWuBq6SmsPNQWCzMWxT1GdhYWGRi2kRIaXUrwN/AjxDRMaMXV8E/lsp9c/A\nBuAc4CczXmX+GnILIzZKQRCLY7Fj1qFDh+hduQaA6rGDFKJ+PwxoKnJN+pJQSVZDGR0mHDiGs3Lh\n5B2yWDiQR7+GHP4RFAwH10zMV12/knRAamaMGxUUq6hegvNeBMDBgweT+z5+BhrlDZov3yATkxIh\npdRNwJXAGqXUAeCv0dawEnB7tNA7ReSNInK/UuoW4AG0mPZmEcmrtTMryAtGzYsnixEEQfJj+L6P\nE7WrPStwRnTaVlUL9ZuC/Z565zK9AMLj/eDpWDWn15a/sUBXUAXCX/4rFDP3RI5+p65fGQPEJBoQ\nRPehv/15uFHgq4gkkfKmZQzaFzlvYlIiJCKvzOn+RJPx7wXeO5NFzQQmEcoqprMR9idOnAC0Yrwy\noU3qRc/Dj7IntnC21EddG8B1CY9piVR5HqrTZjw8nSEndhL+/KN6o7CMhm+6Rik6sv2G8trxXCrd\nZwLQdd6z2R8VPvA8LxWa0ShJWbuIkPWYtrCwaCuWhP3Y1A9l9UDZPENxLmrP85L24cOHKXTrXNTL\nR44nx8f7M2dLfWS7MwtDv7b0POGRfbgbowquhSZOkhZLDjKiLaXBj/8GFUTvfmcSP948nVBOvxPp\ngXy3g6GLXwdAtb8/uY+znJCpE2pklrdJzWaIvMDWeDsvwr5SqbBihY48CYMJvCjItY4INfph6sQx\nQ4A3tkVCgv49ALgbzkp0RRZLGzJ+lOpP/iTaOoRTiKrWBt20XHihia5IRdkcws1X0h29TI8ePUox\nypvVLO9WXrnn+YYVxywsLNqKJckJxcgz17tGjfSY0wnDkKNHdeDpli1bmDi4F4AOz8MfH48nyzlB\nXtvQHOY4MkpU/cM/tAdvg1YiWo5oaULG9T1VveOtUNZVgXE6CdGWWIcQ5efEiTVDhiNySy7l5VGa\njoteliijTXeUPMV0I7N8O7BkiFCj3NEm25ndHxMhEUn6Dx48yPJuLZpVTh6mGJk2/SDjaTCpCJY3\nVtV4z9An6N8LgLtuq9URLTHIWD/VOyMRrHwEnK54D/FNELrDKAKcwCjn0yJcN9IDSRfBOb8J6Hu3\nmR5IH+c2JTztIEhWHLOwsGgrlgwnFKOZpSzPbwjSb4pyuUycHiDo7MUtj9Tmzb6pUrFkzZKQ5/kT\nKSTUmR2Dw7tx1uriharUhcXihZx8EIDq3X8G/rDudLowXJ5TbXHHCJXmyB1/Fa1wQ0pBGFnWxre/\nBN/VvmfV6ilKUWoa0wgTcz/62PrUHbV5F6iz4lJCXhhHjJhwFQoFTp06BcDWrVsZPaRNq91UCMbH\nDW/qJgRIZTZyzfe1gRKGBEf2AuCs3ojTbT2rFyPC/h/h3/s+vRGUwemM9ohBW8waPbotjq6FF3on\ncPyV0b4G4hLgFD1G1z0HgN5zr2Tfvn2AvndNPZBZTyzub7f+Jw9WHLOwsGgrliQnZCqp87IuAinH\nRTO2JgzDhCvau3cv27ZtA6B8YA+lUgm/UjFONFkdqBwuqKlTI4THDyDVYdwVm3IGWixUBLu/SPDg\nP4G3THc4GYtnyqqVFc2i+9UpExZ0KJFTXU2NRzB83Qould7z6L70NwB9j5pxYaYyupk4thDEsBhL\nkp5/V8kAABkZSURBVAjFaKQfAk1s4h/MtI65rpuq3BGzuqtWrUFO9tMRydx+JVNOOkt86vpytlOI\n1zZBcPwXyHg/AN7aS3WyK4sFB6kMEdz3rwCER74BhVXG3hDEJDZGs040M3REKtITFo7j+tF84uEW\n9f1RKawjuOzNyX2ZtXyZ7Tyv6IVGgGCJE6E8mG8EkwjFCMMwxUn5vlZTDw0NMVZVbHM191QoFvAr\nUcmg6XA/dQO0C0AYHNHR96Par6R6YATvjMfrUR0rG01gMY+QwZ0AVO/9JxjdrTu95ejwHCO6PX7A\nJaTxTVCvIwJA+QQFnQ2xSB++txqAA2e+idLJWrZlU/eTJUKmHqhRTbGFgIW7MgsLi9MCS54TaqQf\nchwn0QllxbQYpmjm+z7dXd0MF/TbpTccpxCN00UUpyOC1RAGR+KWPihK9Sn+GNUD39frXHkO3qrz\nonnt+2NeEblT+LtuJdz9Kd3nlMCLHQ3DTFVUVRPHzDbK0CWqBjoi3Y7qE+J3ugxvei0AHR5UKtW6\n/EBxO+sZnW23O21HHpY8EcoiTx42iVA2rCMmQiJCuVymp0ezxeUKqMiL2isofD+nmuukv3PkLhAe\nA5lI9RmLBBUpzQcepjIa6Yr6LsXpXD3ZCSxmAeHAwwQP6RRaMvwgeL3RnlqGBMQBFRr6nsyPn0hc\nDcSvzHbBU1Q9nXGxvPk6nGXaUFE+eZJCoZAQoaw4tpCSlbUK+zq1sLBoK04bTiibkzrug8acUHa8\niCTZGJcvXw4l/aYqVUcpRC8bv1ptUQRzkFA7RerPbG4ZqW+rAlLRXrjVA9/H6dXVlLw1F6G8Tixm\nDzJxkuCRmwEIj32vtsNbQY37ASMYkJRRQlSa4YmhstsGNySaAwLwiyspn/n7AFS6zuFUdN/FDomN\nlNGNihguNIuYidOGCEG9yT67D9I5iEzzp4ikclQPDg6ybt06AMqAqur0sF4x1hE1XIX+kAkkPBH1\nTUKAYoMLYuiCQsKhvQBURg7hrtiOt/rC6BSWwZ0WAp3WN9j3VYLHvgTVId3vmmEXkl8DTKn0z9bQ\nLE8OcYq99R2qng7BKJ/5+6iVlwBw6ujROu/nVuqGtTtZWauwd6uFhUVb0Uq1jevR9cWOishFmX3v\nBP4R6BOR40qT2Q8BzwfGgNeKyM9mf9nTR561zHw7ZGPKTJhBrwD9/VpJvGLFCiQq29IRjlOIKx6Y\n3tX6TBCFx4bB4Sms2nwLG+1IYY34BCfuJxh4GABv9UU4y6KAWK9jCuc5/RCLt+GRnxDs+YzurA6D\nU4CIKyEjltdxOVATvxpxRnke09GYYkHfU9XOPsqb3wBAueNMTh3RFtNisZiKCcvGiOX5A7WrfM90\n0Io4dgPwL8AnzU6l1GbgOcB+o/t56Fpj5wBPAj4WfS545LGxWYJkWss8z0vap06dYuVK7Ug45Acs\nEy2OFUol/LJZuUPqTfF1kPRnKvZRjH6jDaBcCDWBqx7+EerkfQC4vdtwV5+vh3i20gdoT2eAcP/X\nCY7eoTtH90UOh4DbQfq7ZXKCknXRaKQTyjgnFksOVVdbOU9tfDNu9zYAhgYGmjoh5pniF0KCsulg\nUnFMRL4HnMzZ9QF0AUTzK74G+KRo3AmsUEqtn5WVWlhYLElMtwLrNcBBEfllhvJuBB4ztg9Eff05\nc1wHXAc6pep8I89aBvVOjOaYrAhnKrlPRq70pVKJE2P6+K1dejuIwjvC4ChIzBll6X8TZXSKO8oJ\nms1wRcrtAF/7HQUn7iM4eb8+Y9c63LWX6THF5ajTJSbNH0fGjwEQ7L6VcOAe3R9WtNgFUFwVhVfE\nyLA/SQhGozAL8jmj7FRKJXsKBZcJZyMH1v8xAB2OohzdR6aYlW03Kl6YV0ss216ImDIRUkp1AX+G\nFsWmDRH5OPBxgB07dkwhye7soRX9kDk2z2SfPaZSqdDRofUwY929MDFEqRTpHUaHyWc+c8zx5rap\nB5I8giQ52xEcD6IiuOHoAYKde3R3Zx9Oj9YbOcs243StzVnX4oUM7SU88QAA4Ym7CU9p8VQ5nTXC\n43aS+53VIe3JnNXppIdFv2/KcVEMWuVQKOmNcudFVM97B8WBAUB7QhciN+lGRCg2zy+kMs4zxXQ4\noe3AmUDMBW0CfqaUuhw4CGw2xm6K+hY0sgQmj9vJJsmHWoiHOS425QMMDAyw8qyzGDmk/YE6vCJu\nGIWBZHNWm5CYAzI66tpZ4mQGTxrjU4TTQ8UuB+UBgnEdIBkcvwucAu6ys/S1rjgXVdSKduV1JSEk\nCw6hnyiWpTxAeOQnuvvE3VAdSXRkKAeVRLjH3xW17RgpbgdylToNFc45ymtDP+RFOaFD5TC8RteI\n773gVRzcvTuVXqZRRHzWF2ixcz8mpmyiF5F7RWStiGwTkW1okesJInIY+CLwaqXxZOCUiNSJYhYW\nFhYxWjHR3wRcCaxRSh0A/lpEGtWivw1tnt+JNtG/bpbWOefIE81M65hpGcsiMLgapVSy7fs+O3fu\n5KyztGfDqcMddAfamFjs9KiMmzmJTGuYaQVrxOEYx+SKFI3EjFiUcIycWSEEVYLIohYcuxsiD2yn\naz2qqK1GqmstqrMv6u9j/tzMBIlSm8jIIcKRSO04fpxw+BHdLh/XAaWgXRecQs2FIZXbB2osimmh\nnEwj0Mj9OW46+nvMGVbs8Cj7+vsc2/hKVpx9FQCPPvpoXRrWWBxr5AndrJZ8tr1YoBo9WPOJHTt2\nyF133dXuZQA01PuISIoQhWGY5Boy277vp4hQEATJdk9PD93FSM4f200x1PWnJAgI4uh9EU2E8nQ/\ndQQpMNpQCyfIHkOD/sx4c574OPETnRIixvMroByczkiX1LEap6TdFJTXBQWdsF+5pZoHt1OILsdP\n5pZYZKoMIZHXuZQHkfGY6DwGwUR6Pcm6VcY7PPM9JddutsN0f/bY1HdFg/15bhKS2naVoKLyzJVl\nj6O6+bcAGAtKjIzo4gkxoTFN8WZgqlm+x/T/aRacupCIkFLqbhHZMdk46zFtYWHRVixQjWP7MJmS\n2nzTNKpg0Civ9fDwMOPRm27btsuZOBqZzsuHKHr6nJVy7GWdp4Cmnuup7UhbY+pEt+xGK6Ib2gkS\n0+IjRjusiUbDe2pcTYrLMri31BohbWkyhimHmjnJ0WuIOR5xSXNwZjs+XkVcWy0wNL89QykgR0md\neD9TIOx7JgAd572Kw3v3AuD7w3UilymO5VXIyHI+jbIkLiQuaCqwRCgHpk7IhJkcv5lM3oh1hppF\nbdeuXaxeraPgq6ygZ1ynDC14PioM8YNmpvh4M9ue7KFqNqaJaGLoq+oe3EjvopQLqlB/TJ2Yk+3L\niotRX6qdPSbHTyf1vcRjJvk+Yj1OMmcOIWvxnJ6rCIHx0nYAhre8jkJkYTywa1dyDxQKhaZEqJke\nSC+rntAsVuITw4pjFhYWbYXlhJqgWQ4iIJctznN2NPtMS9rx49pPp1AosHLjFQBMnNyJN7qHjm79\n01RGJ5A80UaynEszrshU0DYQ85J5smjATUi6IYhhK2pVzGlyDa2soVEK1TomqIFFq27eVi1ltVMW\nOvXvNFHtIlj/bEpbnwfA2IED+MM6VUvW0pXlfBpxP41SdKTXsLi5ILBEaFJkRbNG7HAjguQ4Torw\n5N1YQRCwZ88eAJYvX0VheR+VYR0R3+n5FGMry0TFeDzyHtqch6eh42L2uKw4ExM7lSZcdcdED0fL\nhCery8pD1kO5AeGoO2WDB7KOWJkTNCE8ObojhaJQjPU+JYY7dSUU/+wXUQ3gUPQ7mvqdyfQ+ebXC\nGuUGqi1t8ROfGFYcs7CwaCssJ9Qi8qxmk3FFQRDUvdGySmtI1zobGhpCKcX27U/V20f3UBnXDo7d\nXUNQ1QGwlWpoMCgxV5InarWisM4OaaT8rrva9DlnhBYUyZAjdjXgZJS0wPG0dk6lamlX8QqMlXQG\nS3/NU1i2SbvB7Nq1K1XJ1/O85DdtVBssywk1ckJcylwQWCI0JTQLbs1r51W7zBtrlhmKPa4feUR7\nAnd0dLBy1RMA6B88zkpvHwCenMRz9HGVcqXOb66GBnqXlONiztimc+TM19IDLS2Oi+erP0ZEiOPQ\nzfg6lYrVCjNzONTEwBwrWHwa41qUEgpReadAPMrd2uo1uPwFdK/RVs2BEyc4HP1OcZBpNtod8vVA\ncbvVANSlRnhMWHHMwsKirbCc0DSRzScUw/QlyjsmTzTLKq5NBWW1Wk3SyJZKJTq2XgnAyLFdeBOH\ndH/xKMoJqI5rR8ewodWrERcScTSTclINpp1sXKuimqkIzjBCtcB2Uyw2OCRM5fgk3JbB/dSmFdw4\nmr2oEClS7n4cANUVl9Kz+SkATOzbx6lD+nvPi/UyQy3youDzcgE1SslaW+7S5YLAEqEZoZFTo5lm\nwQyCzd5kJrtu6oeCIEhi0UQkFZf26KOPApogLV+uqzFUwwrh4MN0deiEWG55GM/Va6pUBQnj9WVT\nWGQe2kmJSkbP0lQlNB1dUQNxsC6RmLmGiKhLlvDni11px2qh5EUvgtBBOnQ11VMdl6DW/xphFBA7\nNDREf/S9ZwlPlujk/aaTmd5PF91PI1giNAvI6oqysryZd6hZyensXNkxQRAkx5fLZY5EidAdx+Hs\ns5/GQ7t0CMXZfaOMDGhTcWfxJG50yqBcIQiDaJ3mWXIIUCPaYdKClB4lixkqqlOcUNZ72RwURsNU\nxk1AMDkrJ37QHXCjIOIgVIx5Ov1Vce3j2V0+G4Bzt29l586dBIEOMM7qcfL8erKckOu6qZdRHrdj\n9iVXdJoQHhNWJ2RhYdFWWE5olpGnKzLfeGamxpjLyeYtMtN/hGGYjAuCIGmbuqcgCHj00UcpROc5\nOrGMrtVahzHuefgnHgSgq+sYakKnEnWljPv/2zvbGLnKKgA/Z2Z3tuyy9JMvkX4pNSkmSlMIP4BI\njAoNgsY/NSZiJCEx9YMYQyD8kD8motEfRiOpsREMQjCCkhgjYoz+4qOtLW3BLbRS7OfSFlrofk1n\njj/e9+6+e/e+d2a33Xunu+dJJnPnve/Me+bcO2fOeb+OOFnOjp2lMWmhaYrMYfrUP7aE9VpMAoyR\nOdye7t8J250cgoXBZbVSodqVjD5206y4/bQbC5byQc15PLXln2F0xO3p9N7wMFWGAdi7dy/VapWe\nHheOxTyh0MNJvKCsRaexEbD5Gn6lMSM0C+TNss7qR8ra0ykcvk8MUtrAhYtpQ2M1NDQ0vmeNiHDF\nFS7lT63/ek4e3g/Awp4P+OBdt/OuMEjfogr49ERar9M4m4RtEwsydMo8gHOdG5T+0sFH51XzxlOQ\n8YirWhGk29/OtRpnTnehfasAuGjxCk433fauS666lpHTLuXPwYMHJ/0pJDqv1WpTOpBjHcvp8tgG\n9HN5Aeq5YuGYYRilYp7QLNJq3VmWi572asKsr41GY9JnJR5Ssrl++J7wXDLEf/jwYWo1F5aMsIye\nxW7S3dKlSznw9tv0d7ndDBfoUXpqQ07I+hBad2FKrQriJ0jSOEuzMbHTpDY1NTVguh3WE+WVikx0\nJKNIZWIrWm00qfsZDVKtITW3beqwLmTsIpc66v3aR7l67SpOnHALSE+NjDDms+G+MzAwruuw8zjd\nkZwe0QoHDvKG29MhePKeLOa7B5RgRqgAskKw8GZOto5NymNLOtL7GYXvDw1Uo9GY1MeU1U4Ysh0/\nftxllF3kZgX3Lr2BU6dchpD6mRMsUJfRQirD1Mf8Fqwj71HhFE2f7aLSGOWiJZe4L9ccY/LM7IAp\n+xGNn8BtoAZDJ4fQqjMu1e5eGt39SI/bm6e7p486/QCMcjHdC53h6e/vZ9gbndF332UgMDahPmu1\nWuaoVVaY1U692Byf9Gz5SV/ZjM8kLBwzDKNU2sm2sQW4AxhU1Y8H5d8CNuF2W/+zqt7vyx8E7vHl\n31bVv86G4BcieWvPQvc99FhiOzOGndSJt5Q18haGdumN+tOb+CdZZJN9jsB5DmcqbhJfd/elVHqc\nnAsWLqBWq9HX2zvlex44cICT77lRp4W9DbqazuNKxrKq3v2pV/o5NeSOlyy6jBUr3Eb54ScODQ0x\nNjo6Hk41Gg3q9frEsZ+9nHzvhO7u7pYLh/O8mrx5PrE5P3nzfcz7idNOOPYb4OfA40mBiNyKyzv/\nCVUdFZHLfPlaYCNwLfAh4AURWaOqOZn+5idZq/JDwnAqIZYRttlsjs/OTl7H+oeyjFPyOjRK4Wcl\n708MAbhZxLHMJNVqlf4+34dSrdGU3knnzybfAejvc589OvoOAwOD4/XSo0lZP3ARGZ+9HFsSA3Ej\nkjY0aaMTG92KrXS38GtmtAzHVPVfwMlU8TeAH6q6xOqqOujL7wKeUtVRVf0vLv/YDedRXsMw5hgz\n7ZheA9wsIj8ARoDvqeorwFXAi0G9g75sCiJyL3AvwPLly2coxoVNXniWEHZGh/+2oReTeEFZYVc4\nETL0cMKO7KQ89J6yPLCsuU1Z58LXeUkjw+8TeiWhDlp5QqEO0t5K+DprWUzME8p6f6zNGOb9tM9M\njVAXsAS4EbgeeFpEVk/nA1R1M7AZXPLDGcoxZ0jftOEPN7nZ02WxTdbCUC0MbdL7FqX7hMIRuXQf\nVfKcZ3yyjE2r5Jqt1k1lGaNWRggmG5is8CypE7YTG+lKt2kTDs8vMzVCB4Fn1N1hL4tIE1gGHAKu\nDup92JcZ0yQ2rB/znmBiS5C0AYkZkdBbCZ9j9cI20+XpczEZY9+z1XHMI8rrq8kyPHkGpVV5K/mN\nmTHTIfo/ArcCiMgaoAYcB54DNopIj4isAq4BXj4fghqGMTdpZ4j+SeBTwDIROQh8H9gCbBGR3cAY\ncLf3ivaIyNPAa7hBkE02MnZu5Hk+6XNZI2rp+lmeTNgvkry/lVeTvD/LY8vyklrJH/M+srZGaccr\nyusvirXZziznVueM6SOt3OUiWL9+vW7durVsMS4o8q5bO2ESTB3+byfsygu12q2XkBfytBumJaQN\nSDsGrt2Qq53zxlREZJuqrm9Vz2ZMG4ZRKrZ27AIlbzQt5lXEwqF2Qq+s41bnWpW3M7nvXDykLI8n\nr93p1jHOD2aE5ggxoxT2A7X60cfCsbwfZKtwfjqjY9M9345ByvuMdnRjzD4WjhmGUSrmCc1RYp5B\nO2Fbul5Ylq5ThCeUbvNcJgvOJDQzZhczQvOMWP9QrF5eWRk/4Jm2acamc7FwzDCMUjFPaJ4yHc+g\nE+aSZWHezdygIyYrisg7wBnc0o9OYRkmTx6dJg90nkzzXZ4Vqnppq0odYYQARGRrO7Mri8LkyafT\n5IHOk8nkaQ/rEzIMo1TMCBmGUSqdZIQ2ly1ACpMnn06TBzpPJpOnDTqmT8gwjPlJJ3lChmHMQ8wI\nGYZRKqUbIRG5TUQGRORNEXmghPavFpF/iMhrIrJHRL7jyx8WkUMissM/NhQs11sissu3vdWXLRGR\nv4nIG/55cUGyfCzQww4ROS0i9xWpIxHZIiKD4nbzTMoy9SGOn/l76lURWVeQPD8Wkf/4Np8VkUW+\nfKWIDAd6evR8y5MjU/QaiciDXkcDIvK52ZCpLZJFiGU8gCqwD1iN26d6J7C2YBmuBNb5435gL7AW\neBiXyqgs3bwFLEuV/Qh4wB8/ADxS0jU7CqwoUkfALcA6YHcrfQAbgL8AgssI81JB8nwW6PLHjwTy\nrAzrFayjzGvk7/GdQA+wyv8Oq0XfT6pauid0A/Cmqu5X1THgKVwCxcJQ1SOqut0fvw+8TiRXWgdw\nF/CYP34M+EIJMnwa2KeqB4psVLOTcMb0cRfwuDpeBBaJyJWzLY+qPq+qSYLZF3HZZgojoqMYHZOo\ntGwjdBXwv+B1NFliEYjISuA64CVf9E3vWm8pKvQJUOB5EdkmLlEkwOWqesQfHwUuL1gmcGm+nwxe\nl6mjmD464b76Os4bS1glIv8WkX+KyM0Fy5J1jTpBR0D5RqhjEJGLgT8A96nqaeCXwEeATwJHgJ8U\nLNJNqroOuB3YJCK3hCfV+dSFzq8QkRpwJ/B7X1S2jsYpQx8xROQhXLaZJ3zREWC5ql4HfBf4nYhc\nUpA4HXONYpRthDoiWaKIdOMM0BOq+gyAqh5T1YaqNoFfUbCrqqqH/PMg8Kxv/1gSVvjnwSJlwhnE\n7ap6zMtWqo6I66O0+0pEvgbcAXzFG0Z8yHPCH2/D9b+sKUKenGvUEb89KN8IvQJcIyKr/L/sRlwC\nxcIQtx/Er4HXVfWnQXnYh/BFYHf6vbMoU5+I9CfHuA7P3Tjd3O2r3Q38qSiZPF8mCMXK1JEnpo/n\ngK/6UbIbgVNB2DZriMhtwP3Anao6FJRfKiJVf7walxR0/2zL49uLXaPOSVRaRm94qpd+A25Eah/w\nUAnt34Rz418FdvjHBuC3wC5f/hxwZYEyrcaNXOwE9iR6AZYCfwfeAF4AlhQoUx9wAlgYlBWmI5zx\nOwLUcf0X98T0gRsV+4W/p3YB6wuS501cP0tyHz3q637JX8cdwHbg8wXqKHqNgIe8jgaA24u6l9IP\nW7ZhGEaplB2OGYYxzzEjZBhGqZgRMgyjVMwIGYZRKmaEDMMoFTNChmGUihkhwzBK5f9dHTdQRekb\nrgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114f9fe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iSlider = ipywidgets.IntSlider(min=0, max=len(fertility))\n",
    "iSlider.observe(showIcon, names=\"value\")\n",
    "IPython.display.display(iSlider)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retrieve all the icons to local files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 431,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "org.iggymedia.periodtracker\n",
      "com.popularapp.periodcalendar\n",
      "com.clue.android\n",
      "com.period.tracker.lite\n",
      "in.plackal.lovecyclesfree\n",
      "com.lbrc.PeriodCalendar\n",
      "com.glow.android.eve\n",
      "com.woman.diary\n",
      "com.womanlog\n",
      "com.nosotrasonline.micalendiario\n",
      "com.zmobile.calendarfree\n",
      "com.zmobile.calendar\n",
      "com.smsrobot.period\n",
      "com.linchpin.myperiodtracker\n",
      "com.pepapp\n",
      "constant.milk.periodapp\n",
      "com.period.tracker.deluxe\n",
      "com.dnt7.threeW\n",
      "mobi.bestracker.getbaby\n",
      "com.veevapps.loseweightin30days\n",
      "com.grupoprecedo.calendariomenstrual\n",
      "pl.bella.kalendarzyk\n",
      "miracle.women.calendar\n",
      "com.glow.android\n",
      "com.cg.android.ptracker\n",
      "com.sleekbit.ovuview\n",
      "com.popularapp.thirtydayfitnesschallenge\n",
      "net.android.wzdworks.magicday\n",
      "org.nanobit.perioddiary\n",
      "com.alt12.pinkpadpro\n",
      "com.ladytimer.ovulationcalendar\n",
      "com.roidgame.MaybeBaby\n",
      "com.ecare.ovulationcalculator\n",
      "com.bayer.ch.Elevit\n",
      "mmapps.bmi.calculator\n",
      "com.ela.android\n",
      "com.basti12354.bikinibody\n",
      "jp.kirei_r.sp.diary_free\n",
      "com.brc.PeriodTrackerDiary\n",
      "com.chris.mydays\n",
      "com.guillaumegranger.mc\n",
      "com.porknbunny.pcal\n",
      "com.tayu.tau.pedometer\n",
      "org.medhelp.mc\n",
      "com.popularapp.periodcalendar\n",
      "org.iggymedia.periodtracker\n",
      "com.period.tracker.lite\n",
      "com.clue.android\n",
      "in.plackal.lovecyclesfree\n",
      "com.lbrc.PeriodCalendar\n",
      "com.woman.diary\n",
      "com.glow.android.eve\n",
      "constant.milk.periodapp\n",
      "com.womanlog\n",
      "com.caynax.a6w\n",
      "com.nosotrasonline.micalendiario\n",
      "com.zmobile.calendarfree\n",
      "com.pepapp\n",
      "com.smsrobot.period\n",
      "com.linchpin.myperiodtracker\n",
      "com.popularapp.thirtydayfitnesschallenge\n",
      "com.zmobile.calendar\n",
      "com.dnt7.threeW\n",
      "mobi.bestracker.getbaby\n",
      "com.adpog.diary\n",
      "com.period.tracker.deluxe\n",
      "com.veevapps.loseweightin30days\n",
      "com.grupoprecedo.calendariomenstrual\n",
      "pl.bella.kalendarzyk\n",
      "com.ultimategamestudio.musicforpregnancy\n",
      "com.sleekbit.ovuview\n",
      "com.glow.android\n",
      "com.tayu.tau.pedometer\n",
      "com.cg.android.ptracker\n",
      "rusakovd77.pregnancy\n",
      "com.basti12354.bikinibody\n",
      "appinventor.ai_created4each.My_Diary\n",
      "com.chris.mydays\n",
      "com.mas.apps.pregnancy\n",
      "net.android.wzdworks.magicday\n",
      "cc.hayah.rosycalc\n",
      "com.roidgame.MaybeBaby\n",
      "com.alt12.pinkpadpro\n",
      "com.hp.pregnancy.lite\n",
      "com.ladytimer.ovulationcalendar\n",
      "cl.facemama.gestograma\n",
      "com.ecare.ovulationcalculator\n",
      "org.medhelp.iamexpecting\n",
      "mmapps.bmi.calculator\n",
      "com.alt12.babybump\n",
      "com.grex.pregnancycalculator\n",
      "com.nirkof.slim30\n",
      "com.sec.android.app.shealth\n",
      "com.ldf.ovulation.view\n",
      "com.ecare.ovulationcalculator\n",
      "com.ladytimer.ovulationcalendar\n",
      "com.lbrc.PeriodCalendar\n",
      "com.smsrobot.period\n",
      "com.phonegap.getpregnant\n",
      "com.popularapp.periodcalendar\n",
      "org.iggymedia.periodtracker\n",
      "com.ovuline.fertility\n",
      "com.brc.PeriodTrackerDiary\n",
      "com.smsrobot.periodlite\n",
      "com.guillaumegranger.mc\n",
      "com.ecare.menstrualdiary\n",
      "com.cbgsolutions.mfprotrial\n",
      "com.mostafiz.ovulation\n",
      "com.obscience.imamma\n",
      "com.ginefiv.quedateembarazada\n",
      "mobi.bestracker.getbaby\n",
      "mon.calculateur.menstruel\n",
      "com.indhay.menstrualcalendar\n",
      "com.guillaumegranger.mc.key\n",
      "com.kmilla.cycles\n",
      "doug.nasc.fertilalarmpt\n",
      "com.periodtracker.menstrualcycle.cycletracker.ovulationcalendar\n",
      "si.matejpikovnik.menstrual\n",
      "ovulationcalculator.com.ovulationcalculator\n",
      "com.indhay.menstrualcalendar_pro\n",
      "com.ldf.grossesse.view\n",
      "ru.mobiledimension.kbr\n",
      "com.bhmedia.menstrualcalendar\n",
      "com.hp.pregnancy.lite\n",
      "com.wFERTILITYOVULATIONCALCULATOR_4815602\n",
      "com.ecare.pregnancycalculator\n",
      "com.szyk.ovulation.menstruation.fertility.calendar\n",
      "com.periodtracker.womencalendar.menstrualcycle\n",
      "com.popularapp.periodcalendar.pro\n",
      "com.softorbits\n",
      "com.zmobile.calendar\n",
      "com.AvvaStyle.femalecalendar\n",
      "com.period.tracker.deluxe\n",
      "com.periodtracker.womencalendar.menstrualcycle.getbaby.pregnancy\n",
      "com.clue.android\n",
      "com.rimanere_incinta_gravidanza\n",
      "com.zmobile.calendarfree\n",
      "com.sleekbit.ovuview\n",
      "com.period.tracker.lite\n",
      "com.baviux.pillreminder\n",
      "com.ovuline.fertility\n",
      "com.ovuline.pregnancy\n",
      "com.smsrobot.period\n",
      "com.ecare.ovulationcalculator\n",
      "com.lbrc.PeriodCalendar\n",
      "org.iggymedia.periodtracker\n",
      "ovulationcalculator.com.ovulationcalculator\n",
      "com.ladytimer.ovulationcalendar\n",
      "com.mostafiz.ovulation\n",
      "com.popularapp.periodcalendar\n",
      "com.wFERTILITYOVULATIONCALCULATOR_4815602\n",
      "com.brc.PeriodTrackerDiary\n",
      "com.ovuline.parenting\n",
      "com.glow.android\n",
      "com.phonegap.getpregnant\n",
      "com.guillaumegranger.mc\n",
      "com.period.tracker.deluxe\n",
      "com.ela.android\n",
      "com.hp.pregnancy\n",
      "com.glow.android.eve\n",
      "com.period.tracker.lite\n",
      "ru.mobiledimension.kbr\n",
      "com.clue.android\n",
      "com.linchpin.myperiodtracker\n",
      "com.easymobs.pregnancy\n",
      "com.smsrobot.periodlite\n",
      "com.hp.pregnancy.lite\n",
      "in.plackal.lovecyclesfree\n",
      "com.alt12.pinkpadpro\n",
      "com.periodtracker.menstrualcycle.cycletracker.ovulationcalendar\n",
      "com.cg.android.ptracker\n",
      "org.nanobit.perioddiary\n",
      "ru.fedr.pregnancy\n",
      "com.ldf.ovulation.view\n",
      "com.tracker.periodcalendar\n",
      "com.tamtris.fertilityfriend\n",
      "com.amikulich.pregnancycalculator\n",
      "pregnancy.ovulationtracker.eddtracker.app\n",
      "surebaby.pregnancy.calculator\n",
      "com.pink.daily\n",
      "com.ecare.menstrualdiary\n",
      "com.cg.android.pregnancytracker\n",
      "dpapps.pregnancy.scanner.test\n",
      "com.pepapp\n",
      "com.sleekbit.ovuview\n",
      "com.diogines.pregnancy\n",
      "net.android.wzdworks.magicday\n",
      "com.jacek.miszczyk.pregnancytestLite\n",
      "com.womanlog\n",
      "org.iggymedia.periodtracker\n",
      "com.popularapp.periodcalendar\n",
      "com.clue.android\n",
      "com.period.tracker.lite\n",
      "in.plackal.lovecyclesfree\n",
      "com.lbrc.PeriodCalendar\n",
      "com.glow.android.eve\n",
      "com.woman.diary\n",
      "com.womanlog\n",
      "com.nosotrasonline.micalendiario\n",
      "com.zmobile.calendarfree\n",
      "com.zmobile.calendar\n",
      "com.smsrobot.period\n",
      "com.linchpin.myperiodtracker\n",
      "com.pepapp\n",
      "constant.milk.periodapp\n",
      "com.period.tracker.deluxe\n",
      "com.dnt7.threeW\n",
      "mobi.bestracker.getbaby\n",
      "com.veevapps.loseweightin30days\n",
      "com.grupoprecedo.calendariomenstrual\n",
      "pl.bella.kalendarzyk\n",
      "miracle.women.calendar\n",
      "com.glow.android\n",
      "com.cg.android.ptracker\n",
      "com.sleekbit.ovuview\n",
      "com.popularapp.thirtydayfitnesschallenge\n",
      "net.android.wzdworks.magicday\n",
      "org.nanobit.perioddiary\n",
      "com.alt12.pinkpadpro\n",
      "com.ladytimer.ovulationcalendar\n",
      "com.roidgame.MaybeBaby\n",
      "com.ecare.ovulationcalculator\n",
      "com.bayer.ch.Elevit\n",
      "mmapps.bmi.calculator\n",
      "com.ela.android\n",
      "com.basti12354.bikinibody\n",
      "jp.kirei_r.sp.diary_free\n",
      "com.brc.PeriodTrackerDiary\n",
      "com.chris.mydays\n",
      "com.guillaumegranger.mc\n",
      "com.porknbunny.pcal\n",
      "com.tayu.tau.pedometer\n",
      "org.medhelp.mc\n",
      "com.glow.android\n",
      "org.iggymedia.periodtracker\n",
      "com.popularapp.periodcalendar\n",
      "com.period.tracker.deluxe\n",
      "com.glow.android.eve\n",
      "com.period.tracker.lite\n",
      "com.clue.android\n",
      "com.ela.android\n",
      "com.linchpin.myperiodtracker\n",
      "in.plackal.lovecyclesfree\n",
      "com.alt12.pinkpadpro\n",
      "com.sleekbit.ovuview\n",
      "org.nanobit.perioddiary\n",
      "com.cg.android.ptracker\n",
      "com.tamtris.fertilityfriend\n",
      "com.tracker.periodcalendar\n",
      "com.womanlog\n",
      "com.pepapp\n",
      "com.pink.daily\n",
      "com.chris.mydays\n",
      "net.android.wzdworks.magicday\n",
      "org.medhelp.mc\n",
      "com.bhi.mcycles\n",
      "com.ovuline.fertility\n",
      "mobi.bestracker.getbaby\n",
      "com.smsrobot.period\n",
      "com.surebaby.ovulation.calc\n",
      "com.roidgame.MaybeBaby\n",
      "com.porknbunny.pcal\n",
      "miracle.women.calendar\n",
      "com.fourricegroup.mc\n",
      "com.netincome.periodtracker\n",
      "me.pregnancycare.getpregnant\n",
      "com.zmobile.calendar\n",
      "com.woman.diary\n",
      "com.lbrc.PeriodCalendar\n",
      "com.andromo.dev466637.app555138\n",
      "co.quanyong.pinkbird\n",
      "com.grupoprecedo.calendariomenstrual\n",
      "com.wifi.sheday\n",
      "com.zmobile.calendarfree\n",
      "com.ecare.ovulationcalculator\n",
      "com.winkpass.iperiodfree\n",
      "com.andromo.dev466637.app482561\n",
      "com.chris.android.mydaysfree\n",
      "com.ladytimer.ovulationcalendar\n",
      "com.popularapp.periodcalendar.pro\n",
      "ovulationcalculator.com.ovulationcalculator\n",
      "me.magicgirl.magicgirl\n",
      "com.popularapp.periodcalendar\n",
      "org.iggymedia.periodtracker\n",
      "com.period.tracker.lite\n",
      "com.clue.android\n",
      "in.plackal.lovecyclesfree\n",
      "com.lbrc.PeriodCalendar\n",
      "com.woman.diary\n",
      "com.glow.android.eve\n",
      "constant.milk.periodapp\n",
      "com.womanlog\n",
      "com.caynax.a6w\n",
      "com.nosotrasonline.micalendiario\n",
      "com.zmobile.calendarfree\n",
      "com.pepapp\n",
      "com.smsrobot.period\n",
      "com.linchpin.myperiodtracker\n",
      "com.popularapp.thirtydayfitnesschallenge\n",
      "com.zmobile.calendar\n",
      "com.dnt7.threeW\n",
      "mobi.bestracker.getbaby\n",
      "com.adpog.diary\n",
      "com.period.tracker.deluxe\n",
      "com.veevapps.loseweightin30days\n",
      "com.grupoprecedo.calendariomenstrual\n",
      "pl.bella.kalendarzyk\n",
      "com.ultimategamestudio.musicforpregnancy\n",
      "com.sleekbit.ovuview\n",
      "com.glow.android\n",
      "com.tayu.tau.pedometer\n",
      "com.cg.android.ptracker\n",
      "rusakovd77.pregnancy\n",
      "com.basti12354.bikinibody\n",
      "appinventor.ai_created4each.My_Diary\n",
      "com.chris.mydays\n",
      "com.mas.apps.pregnancy\n",
      "net.android.wzdworks.magicday\n",
      "cc.hayah.rosycalc\n",
      "com.roidgame.MaybeBaby\n",
      "com.alt12.pinkpadpro\n",
      "com.hp.pregnancy.lite\n",
      "com.ladytimer.ovulationcalendar\n",
      "cl.facemama.gestograma\n",
      "com.ecare.ovulationcalculator\n",
      "org.medhelp.iamexpecting\n",
      "mmapps.bmi.calculator\n",
      "com.alt12.babybump\n",
      "com.grex.pregnancycalculator\n",
      "com.nirkof.slim30\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "com.sec.android.app.shealth\n",
      "com.lbrc.PeriodCalendar\n",
      "com.smsrobot.period\n",
      "com.popularapp.periodcalendar\n",
      "org.iggymedia.periodtracker\n",
      "com.clue.android\n",
      "com.ladytimer.ovulationcalendar\n",
      "com.period.tracker.lite\n",
      "com.brc.PeriodTrackerDiary\n",
      "com.guillaumegranger.mc\n",
      "com.ecare.ovulationcalculator\n",
      "in.plackal.lovecyclesfree\n",
      "com.ecare.menstrualdiary\n",
      "com.hp.pregnancy.lite\n",
      "com.smsrobot.periodlite\n",
      "com.woman.diary\n",
      "com.glow.android.eve\n",
      "com.nosotrasonline.micalendiario\n",
      "com.pepapp\n",
      "com.womanlog\n",
      "com.cbgsolutions.mfprotrial\n",
      "com.zmobile.calendarfree\n",
      "com.ovuline.fertility\n",
      "com.zmobile.calendar\n",
      "com.linchpin.myperiodtracker\n",
      "com.indhay.menstrualcalendar\n",
      "app.drlady\n",
      "com.period.tracker.deluxe\n",
      "com.phonegap.getpregnant\n",
      "com.veevapps.loseweightin30days\n",
      "ru.mobiledimension.kbr\n",
      "com.cg.android.ptracker\n",
      "pl.bella.kalendarzyk\n",
      "com.grupoprecedo.calendariomenstrual\n",
      "com.ldf.ovulation.view\n",
      "miracle.women.calendar\n",
      "org.nanobit.perioddiary\n",
      "com.popularapp.thirtydayfitnesschallenge\n",
      "com.alt12.pinkpadpro\n",
      "mon.calculateur.menstruel\n",
      "mmapps.bmi.calculator\n",
      "com.baviux.pillreminder\n",
      "com.nirkof.slim30\n",
      "com.mostafiz.ovulation\n",
      "org.iggymedia.periodtracker\n",
      "com.popularapp.periodcalendar\n",
      "com.clue.android\n",
      "com.period.tracker.lite\n",
      "in.plackal.lovecyclesfree\n",
      "com.lbrc.PeriodCalendar\n",
      "com.glow.android.eve\n",
      "com.woman.diary\n",
      "com.womanlog\n",
      "com.nosotrasonline.micalendiario\n",
      "com.zmobile.calendarfree\n",
      "com.zmobile.calendar\n",
      "com.smsrobot.period\n",
      "com.linchpin.myperiodtracker\n",
      "com.pepapp\n",
      "constant.milk.periodapp\n",
      "com.period.tracker.deluxe\n",
      "com.dnt7.threeW\n",
      "mobi.bestracker.getbaby\n",
      "com.veevapps.loseweightin30days\n",
      "com.grupoprecedo.calendariomenstrual\n",
      "pl.bella.kalendarzyk\n",
      "miracle.women.calendar\n",
      "com.glow.android\n",
      "com.cg.android.ptracker\n",
      "com.sleekbit.ovuview\n",
      "com.popularapp.thirtydayfitnesschallenge\n",
      "net.android.wzdworks.magicday\n",
      "org.nanobit.perioddiary\n",
      "com.alt12.pinkpadpro\n",
      "com.ladytimer.ovulationcalendar\n",
      "com.roidgame.MaybeBaby\n",
      "com.ecare.ovulationcalculator\n",
      "com.bayer.ch.Elevit\n",
      "mmapps.bmi.calculator\n",
      "com.ela.android\n",
      "com.basti12354.bikinibody\n",
      "jp.kirei_r.sp.diary_free\n",
      "com.brc.PeriodTrackerDiary\n",
      "com.chris.mydays\n",
      "com.guillaumegranger.mc\n",
      "com.porknbunny.pcal\n",
      "com.tayu.tau.pedometer\n",
      "org.medhelp.mc\n"
     ]
    }
   ],
   "source": [
    "for issue in issues:\n",
    "    data = pd.read_csv(\"like_\" + issue + \".csv\", sep=\"\\t\")\n",
    "    for index, r in data.iterrows():\n",
    "        url = r['img_src_small']\n",
    "        if(url.startswith(\"//\")):\n",
    "            url = \"https:\" + url\n",
    "\n",
    "        filename = r['id'] + \".png\"\n",
    "        filepath = \"like_\" + issue + \"_icons/\" + filename\n",
    "        print(r['id'])\n",
    "        try:\n",
    "            urllib.request.urlretrieve(url, filepath);\n",
    "        except urllib.error.URLError as e:\n",
    "            print(e.reason)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, read all the icons from files into memory, separated by issues."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ovulation_icons = [skimage.io.imread(\"like_ovulation_icons/\" + id + \".png\") for id in ovulation.index]\n",
    "fertility_icons = [skimage.io.imread(\"like_fertility_icons/\" + id + \".png\") for id in fertility.index]\n",
    "period_calendar_icons = [skimage.io.imread(\"like_period_calendar_icons/\" + id + \".png\") for id in period_calendar.index]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The below normalizes to average luminosity, which is not unproblematic because *pink* kind of means *red* + *white*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def medianchannels(image):\n",
    "    imgmedian = np.median(image)\n",
    "    return [np.median(image[:, :, ch]) - imgmedian for ch in [0, 1, 2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ovulation_medianchannels = pd.DataFrame([medianchannels(icon) for icon in ovulation_icons], columns=[\"red\", \"green\", \"blue\"], index=ovulation.index)\n",
    "fertility_medianchannels = pd.DataFrame([medianchannels(icon) for icon in fertility_icons], columns=[\"red\", \"green\", \"blue\"], index=fertility.index)\n",
    "period_calendar_medianchannels = pd.DataFrame([medianchannels(icon) for icon in period_calendar_icons], columns=[\"red\", \"green\", \"blue\"], index=period_calendar.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ovulation_medianchannels['filename'] = ovulation_medianchannels.index + \".png\"\n",
    "fertility_medianchannels['filename'] = fertility_medianchannels.index + \".png\"\n",
    "period_calendar_medianchannels['filename'] = period_calendar_medianchannels.index + \".png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ovulation_medianchannels['rating'] = ovulation.rating\n",
    "fertility_medianchannels['rating'] = fertility.rating\n",
    "period_calendar_medianchannels['rating'] = period_calendar.rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ovulation_medianchannels['published'] = ovulation.published\n",
    "fertility_medianchannels['published'] = fertility.published\n",
    "period_calendar_medianchannels['published'] = period_calendar.published"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ovulation_medianchannels.to_csv(\"ovulation_medianrgb.csv\", sep=\"\\t\")\n",
    "fertility_medianchannels.to_csv(\"fertility_medianrgb.csv\", sep=\"\\t\")\n",
    "period_calendar_medianchannels.to_csv(\"period_calendar_medianrgb.csv\", sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next (manually) produce plots of redness vs. app rating with [ImagePlot](http://lab.softwarestudies.com/p/imageplot.html), open the plots in PhotoShop, make the background transparent, and save to PNG files with transparency."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ovulation\n",
    "<img src=\"ovulation-median normalized redness vs rating.png\" width=\"200\">\n",
    "\n",
    "Fertility\n",
    "<img src=\"fertility-median normalized redness vs rating.png\" width=\"200\">\n",
    "\n",
    "Period calendar\n",
    "<img src=\"period calendar-median normalized redness vs rating.png\" width=\"200\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A [little tool](rednessvsratingui/index.html) helps compare these three image plots, superimposed one on top of the other."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's compose a concatenation of all the three issues, ie. seed lists, to one larger superset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 423,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(418, 6)"
      ]
     },
     "execution_count": 423,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allissues_medianchannels = pd.concat([ovulation_medianchannels, fertility_medianchannels, period_calendar_medianchannels])\n",
    "allissues_medianchannels.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Deduplicate to a set, because the three sets of recommendations from the Google Play recommendation engine partially overlap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(117, 6)"
      ]
     },
     "execution_count": 424,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allissues_medianchannels = allissues_medianchannels[~allissues_medianchannels.index.duplicated(keep='first')]\n",
    "allissues_medianchannels.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Read output file of ImagePlot's `imageMeasure.txt` script, and take a look at it's shape."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>imageID</th>\n",
       "      <th>brightness_median</th>\n",
       "      <th>brightness_stdev</th>\n",
       "      <th>saturation_median</th>\n",
       "      <th>saturation_stdev</th>\n",
       "      <th>hue_median</th>\n",
       "      <th>hue_stdev</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>filename</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>app.drlady</th>\n",
       "      <td>1</td>\n",
       "      <td>255</td>\n",
       "      <td>10.3236</td>\n",
       "      <td>0</td>\n",
       "      <td>84.5862</td>\n",
       "      <td>0</td>\n",
       "      <td>103.7591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>appinventor.ai_created4each.My_Diary</th>\n",
       "      <td>2</td>\n",
       "      <td>245</td>\n",
       "      <td>38.2387</td>\n",
       "      <td>4</td>\n",
       "      <td>59.3514</td>\n",
       "      <td>21</td>\n",
       "      <td>107.8585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cc.hayah.rosycalc</th>\n",
       "      <td>3</td>\n",
       "      <td>255</td>\n",
       "      <td>20.4930</td>\n",
       "      <td>190</td>\n",
       "      <td>72.0076</td>\n",
       "      <td>237</td>\n",
       "      <td>67.2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cl.facemama.gestograma</th>\n",
       "      <td>4</td>\n",
       "      <td>210</td>\n",
       "      <td>30.8042</td>\n",
       "      <td>93</td>\n",
       "      <td>34.3542</td>\n",
       "      <td>146</td>\n",
       "      <td>51.4265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>co.quanyong.pinkbird</th>\n",
       "      <td>5</td>\n",
       "      <td>247</td>\n",
       "      <td>16.3329</td>\n",
       "      <td>151</td>\n",
       "      <td>76.0223</td>\n",
       "      <td>249</td>\n",
       "      <td>82.8806</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      imageID  brightness_median  \\\n",
       "filename                                                           \n",
       "app.drlady                                  1                255   \n",
       "appinventor.ai_created4each.My_Diary        2                245   \n",
       "cc.hayah.rosycalc                           3                255   \n",
       "cl.facemama.gestograma                      4                210   \n",
       "co.quanyong.pinkbird                        5                247   \n",
       "\n",
       "                                      brightness_stdev  saturation_median  \\\n",
       "filename                                                                    \n",
       "app.drlady                                     10.3236                  0   \n",
       "appinventor.ai_created4each.My_Diary           38.2387                  4   \n",
       "cc.hayah.rosycalc                              20.4930                190   \n",
       "cl.facemama.gestograma                         30.8042                 93   \n",
       "co.quanyong.pinkbird                           16.3329                151   \n",
       "\n",
       "                                      saturation_stdev  hue_median  hue_stdev  \n",
       "filename                                                                       \n",
       "app.drlady                                     84.5862           0   103.7591  \n",
       "appinventor.ai_created4each.My_Diary           59.3514          21   107.8585  \n",
       "cc.hayah.rosycalc                              72.0076         237    67.2021  \n",
       "cl.facemama.gestograma                         34.3542         146    51.4265  \n",
       "co.quanyong.pinkbird                           76.0223         249    82.8806  "
      ]
     },
     "execution_count": 301,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allissues_imageMeasure = pd.read_csv(\"allissues-imageMeasure.csv\", sep=\"\\t\", index_col='filename')\n",
    "allissues_imageMeasure.index = allissues_imageMeasure.index.map(lambda i: i.replace(\".png\", \"\"))\n",
    "allissues_imageMeasure.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add app publication years, because ImagePlot does not know what to do about date strings like those above. A more fine-grained temporal dimension would be welcome, perhaps by month. But is this interesting?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "allissues_medianchannels['year'] = allissues_medianchannels.published.apply(lambda l: dateutil.parser.parse(l).year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x114377e80>"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fc671d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "allissues_medianchannels.year.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspecting visually, we see that apps for app-mediated-fertility have been on the rise. What's the background baseline signal of app publication, though? Should be investigated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "allissues_medianchannels = allissues_medianchannels.join(allissues_imageMeasure[['brightness_median', 'saturation_median', 'hue_median']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok let's see what do we have at this stage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>red</th>\n",
       "      <th>green</th>\n",
       "      <th>blue</th>\n",
       "      <th>filename</th>\n",
       "      <th>rating</th>\n",
       "      <th>published</th>\n",
       "      <th>year</th>\n",
       "      <th>brightness_median</th>\n",
       "      <th>saturation_median</th>\n",
       "      <th>hue_median</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com.softorbits</th>\n",
       "      <td>34.0</td>\n",
       "      <td>-30.0</td>\n",
       "      <td>-47.0</td>\n",
       "      <td>com.softorbits.png</td>\n",
       "      <td>4.1</td>\n",
       "      <td>November 14, 2014</td>\n",
       "      <td>2014</td>\n",
       "      <td>253</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ru.fedr.pregnancy</th>\n",
       "      <td>-14.0</td>\n",
       "      <td>-49.0</td>\n",
       "      <td>-87.0</td>\n",
       "      <td>ru.fedr.pregnancy.png</td>\n",
       "      <td>4.7</td>\n",
       "      <td>June 8, 2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>137</td>\n",
       "      <td>134</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>com.chris.mydays</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>com.chris.mydays.png</td>\n",
       "      <td>4.6</td>\n",
       "      <td>June 20, 2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>com.chris.android.mydaysfree</th>\n",
       "      <td>-4.0</td>\n",
       "      <td>-160.0</td>\n",
       "      <td>-39.0</td>\n",
       "      <td>com.chris.android.mydaysfree.png</td>\n",
       "      <td>4.7</td>\n",
       "      <td>June 28, 2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>com.glow.android</th>\n",
       "      <td>-58.0</td>\n",
       "      <td>-83.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>com.glow.android.png</td>\n",
       "      <td>4.6</td>\n",
       "      <td>June 23, 2017</td>\n",
       "      <td>2017</td>\n",
       "      <td>237</td>\n",
       "      <td>154</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               red  green  blue  \\\n",
       "id                                                \n",
       "com.softorbits                34.0  -30.0 -47.0   \n",
       "ru.fedr.pregnancy            -14.0  -49.0 -87.0   \n",
       "com.chris.mydays               0.0    0.0   0.0   \n",
       "com.chris.android.mydaysfree  -4.0 -160.0 -39.0   \n",
       "com.glow.android             -58.0  -83.0  56.0   \n",
       "\n",
       "                                                      filename  rating  \\\n",
       "id                                                                       \n",
       "com.softorbits                              com.softorbits.png     4.1   \n",
       "ru.fedr.pregnancy                        ru.fedr.pregnancy.png     4.7   \n",
       "com.chris.mydays                          com.chris.mydays.png     4.6   \n",
       "com.chris.android.mydaysfree  com.chris.android.mydaysfree.png     4.7   \n",
       "com.glow.android                          com.glow.android.png     4.6   \n",
       "\n",
       "                                      published  year  brightness_median  \\\n",
       "id                                                                         \n",
       "com.softorbits                November 14, 2014  2014                253   \n",
       "ru.fedr.pregnancy                  June 8, 2017  2017                137   \n",
       "com.chris.mydays                  June 20, 2017  2017                255   \n",
       "com.chris.android.mydaysfree      June 28, 2017  2017                255   \n",
       "com.glow.android                  June 23, 2017  2017                237   \n",
       "\n",
       "                              saturation_median  hue_median  \n",
       "id                                                           \n",
       "com.softorbits                               82           0  \n",
       "ru.fedr.pregnancy                           134          15  \n",
       "com.chris.mydays                              0           0  \n",
       "com.chris.android.mydaysfree                  0           0  \n",
       "com.glow.android                            154         172  "
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "allissues_medianchannels.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "allissues_medianchannels.to_csv(\"allissues.csv\", sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The original data from Google Play recommendation engine lacks URI schemas for some of the icons. With querying the Google Vision API in mind, let's fix the URIs. This should maybe have been done earlier in the data processing pipeline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def fixurl(string):\n",
    "    url = string\n",
    "    if(url.startswith(\"//\")):\n",
    "           url = \"https:\" + url\n",
    "    return url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(117, 21)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>category</th>\n",
       "      <th>rating</th>\n",
       "      <th>price</th>\n",
       "      <th>link</th>\n",
       "      <th>developer_name</th>\n",
       "      <th>developer_link</th>\n",
       "      <th>img_src_large</th>\n",
       "      <th>img_src_small</th>\n",
       "      <th>description</th>\n",
       "      <th>...</th>\n",
       "      <th>num_downloads</th>\n",
       "      <th>published</th>\n",
       "      <th>filesize</th>\n",
       "      <th>software</th>\n",
       "      <th>os</th>\n",
       "      <th>pegi</th>\n",
       "      <th>rating_count</th>\n",
       "      <th>developer_address</th>\n",
       "      <th>related_to</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com.wFERTILITYOVULATIONCALCULATOR_4815602</th>\n",
       "      <td>FERTILITY OVULATION CALCULATOR</td>\n",
       "      <td>Medical</td>\n",
       "      <td>5.0</td>\n",
       "      <td>free</td>\n",
       "      <td>https://play.google.com/store/apps/details?id=...</td>\n",
       "      <td>CHECK EXPO DEVELOPERS</td>\n",
       "      <td>https://play.google.com/store/apps/developer?i...</td>\n",
       "      <td>https://lh3.googleusercontent.com/g7UPORZbsBZn...</td>\n",
       "      <td>https://lh3.googleusercontent.com/g7UPORZbsBZn...</td>\n",
       "      <td>Voorspellen wanneer u ovuleert, save dagen e...</td>\n",
       "      <td>...</td>\n",
       "      <td>1,000 - 5,000</td>\n",
       "      <td>April 13, 2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5,1.1</td>\n",
       "      <td>2.3 and up</td>\n",
       "      <td>PEGI 3</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>com.ovuline.fertility</td>\n",
       "      <td>com.wFERTILITYOVULATIONCALCULATOR_4815602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>appinventor.ai_created4each.My_Diary</th>\n",
       "      <td>Mijn agenda</td>\n",
       "      <td>Lifestyle</td>\n",
       "      <td>4.5</td>\n",
       "      <td>free</td>\n",
       "      <td>https://play.google.com/store/apps/details?id=...</td>\n",
       "      <td>Created4each</td>\n",
       "      <td>https://play.google.com/store/apps/dev?id=6705...</td>\n",
       "      <td>https://lh3.googleusercontent.com/63jX_dKjdTrT...</td>\n",
       "      <td>https://lh3.googleusercontent.com/63jX_dKjdTrT...</td>\n",
       "      <td>Uw veilige agenda van geheimen over password...</td>\n",
       "      <td>...</td>\n",
       "      <td>1,000,000 - 5,000,000</td>\n",
       "      <td>June 26, 2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.3 and up</td>\n",
       "      <td>PEGI 3</td>\n",
       "      <td>132759</td>\n",
       "      <td>NaN</td>\n",
       "      <td>com.popularapp.periodcalendar</td>\n",
       "      <td>appinventor.ai_created4each.My_Diary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>com.wifi.sheday</th>\n",
       "      <td>SheDay - Period Tracker</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>4.6</td>\n",
       "      <td>free</td>\n",
       "      <td>https://play.google.com/store/apps/details?id=...</td>\n",
       "      <td>SheDay Dev</td>\n",
       "      <td>https://play.google.com/store/apps/developer?i...</td>\n",
       "      <td>https://lh3.googleusercontent.com/iAY0KG80WBAY...</td>\n",
       "      <td>https://lh3.googleusercontent.com/iAY0KG80WBAY...</td>\n",
       "      <td>Laten we beginnen met het bijhouden van uw t...</td>\n",
       "      <td>...</td>\n",
       "      <td>10,000 - 50,000</td>\n",
       "      <td>April 7, 2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.4.1</td>\n",
       "      <td>4.0.3 and up</td>\n",
       "      <td>PEGI 3</td>\n",
       "      <td>128</td>\n",
       "      <td>NaN</td>\n",
       "      <td>com.glow.android</td>\n",
       "      <td>com.wifi.sheday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                    title  \\\n",
       "id                                                                          \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602  FERTILITY OVULATION CALCULATOR   \n",
       "appinventor.ai_created4each.My_Diary                          Mijn agenda   \n",
       "com.wifi.sheday                                   SheDay - Period Tracker   \n",
       "\n",
       "                                                   category  rating price  \\\n",
       "id                                                                          \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602           Medical     5.0  free   \n",
       "appinventor.ai_created4each.My_Diary              Lifestyle     4.5  free   \n",
       "com.wifi.sheday                            Health & Fitness     4.6  free   \n",
       "\n",
       "                                                                                        link  \\\n",
       "id                                                                                             \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602  https://play.google.com/store/apps/details?id=...   \n",
       "appinventor.ai_created4each.My_Diary       https://play.google.com/store/apps/details?id=...   \n",
       "com.wifi.sheday                            https://play.google.com/store/apps/details?id=...   \n",
       "\n",
       "                                                  developer_name  \\\n",
       "id                                                                 \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602  CHECK EXPO DEVELOPERS   \n",
       "appinventor.ai_created4each.My_Diary                Created4each   \n",
       "com.wifi.sheday                                       SheDay Dev   \n",
       "\n",
       "                                                                              developer_link  \\\n",
       "id                                                                                             \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602  https://play.google.com/store/apps/developer?i...   \n",
       "appinventor.ai_created4each.My_Diary       https://play.google.com/store/apps/dev?id=6705...   \n",
       "com.wifi.sheday                            https://play.google.com/store/apps/developer?i...   \n",
       "\n",
       "                                                                               img_src_large  \\\n",
       "id                                                                                             \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602  https://lh3.googleusercontent.com/g7UPORZbsBZn...   \n",
       "appinventor.ai_created4each.My_Diary       https://lh3.googleusercontent.com/63jX_dKjdTrT...   \n",
       "com.wifi.sheday                            https://lh3.googleusercontent.com/iAY0KG80WBAY...   \n",
       "\n",
       "                                                                               img_src_small  \\\n",
       "id                                                                                             \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602  https://lh3.googleusercontent.com/g7UPORZbsBZn...   \n",
       "appinventor.ai_created4each.My_Diary       https://lh3.googleusercontent.com/63jX_dKjdTrT...   \n",
       "com.wifi.sheday                            https://lh3.googleusercontent.com/iAY0KG80WBAY...   \n",
       "\n",
       "                                                                                 description  \\\n",
       "id                                                                                             \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602    Voorspellen wanneer u ovuleert, save dagen e...   \n",
       "appinventor.ai_created4each.My_Diary         Uw veilige agenda van geheimen over password...   \n",
       "com.wifi.sheday                              Laten we beginnen met het bijhouden van uw t...   \n",
       "\n",
       "                                                             ...                      \\\n",
       "id                                                           ...                       \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602                    ...                       \n",
       "appinventor.ai_created4each.My_Diary                         ...                       \n",
       "com.wifi.sheday                                              ...                       \n",
       "\n",
       "                                                     num_downloads  \\\n",
       "id                                                                   \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602          1,000 - 5,000     \n",
       "appinventor.ai_created4each.My_Diary       1,000,000 - 5,000,000     \n",
       "com.wifi.sheday                                  10,000 - 50,000     \n",
       "\n",
       "                                                published filesize  software  \\\n",
       "id                                                                             \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602  April 13, 2017      NaN   5,1.1     \n",
       "appinventor.ai_created4each.My_Diary        June 26, 2017      NaN     7.2     \n",
       "com.wifi.sheday                             April 7, 2017      NaN   1.4.1     \n",
       "\n",
       "                                                               os    pegi  \\\n",
       "id                                                                          \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602          2.3 and up      PEGI 3   \n",
       "appinventor.ai_created4each.My_Diary               2.3 and up      PEGI 3   \n",
       "com.wifi.sheday                                  4.0.3 and up      PEGI 3   \n",
       "\n",
       "                                          rating_count  developer_address  \\\n",
       "id                                                                          \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602            8                NaN   \n",
       "appinventor.ai_created4each.My_Diary            132759                NaN   \n",
       "com.wifi.sheday                                    128                NaN   \n",
       "\n",
       "                                                              related_to  \\\n",
       "id                                                                         \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602          com.ovuline.fertility   \n",
       "appinventor.ai_created4each.My_Diary       com.popularapp.periodcalendar   \n",
       "com.wifi.sheday                                         com.glow.android   \n",
       "\n",
       "                                                                                  id  \n",
       "id                                                                                    \n",
       "com.wFERTILITYOVULATIONCALCULATOR_4815602  com.wFERTILITYOVULATIONCALCULATOR_4815602  \n",
       "appinventor.ai_created4each.My_Diary            appinventor.ai_created4each.My_Diary  \n",
       "com.wifi.sheday                                                      com.wifi.sheday  \n",
       "\n",
       "[3 rows x 21 columns]"
      ]
     },
     "execution_count": 368,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alldata = pd.concat([fertility, ovulation, period_calendar])\n",
    "alldata = alldata[~alldata.index.duplicated(keep='first')]\n",
    "alldata['id'] = alldata.index # lol wow, this is for modified memespector, because I suck at PHP\n",
    "alldata['img_src_small'] = alldata['img_src_small'].apply(fixurl)\n",
    "alldata['img_src_large'] = alldata['img_src_large'].apply(fixurl)\n",
    "print(alldata.shape)\n",
    "alldata.sample(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Persist to file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "alldata.to_csv('alldata.csv', sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...manual interlude here for running the [memespector](https://github.com/dentoir/memespector) PHP interface thing. Research automation opportunity here, to either run the tool from this environment, or rewrite interface code which isn't too hard to do."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After some configuration and setup, the [memespector](https://github.com/dentoir/memespector) tool automates querying the Google Vision API, and creates a copy of the input CSV file with the Vision API results added into a column. Operating with the cached JSON responses would be sweeter perhaps, because *memespector* output some loses data and creates hierarchical, comma and parenthesis separated data structures inside the CSV, which are a hassle to unravel with Pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "alldata_withgv = pd.read_csv(\"processed_alldata.csv\", sep=\"\\t\", index_col=\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>category</th>\n",
       "      <th>rating</th>\n",
       "      <th>price</th>\n",
       "      <th>link</th>\n",
       "      <th>developer_name</th>\n",
       "      <th>developer_link</th>\n",
       "      <th>img_src_large</th>\n",
       "      <th>img_src_small</th>\n",
       "      <th>description</th>\n",
       "      <th>...</th>\n",
       "      <th>gv_ss_adult</th>\n",
       "      <th>gv_ss_spoof</th>\n",
       "      <th>gv_ss_medical</th>\n",
       "      <th>gv_ss_violence</th>\n",
       "      <th>gv_tags</th>\n",
       "      <th>gv_web_entities</th>\n",
       "      <th>gv_web_full_matching_images</th>\n",
       "      <th>gv_web_partial_matching_images</th>\n",
       "      <th>gv_web_visually_similar_images</th>\n",
       "      <th>gv_web_pages_with_matching_images</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>com.clue.android</th>\n",
       "      <td>Period Tracker Clue: Period &amp; Ovulation Tracker</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>4.7</td>\n",
       "      <td>free</td>\n",
       "      <td>https://play.google.com/store/apps/details?id=...</td>\n",
       "      <td>BioWink GmbH</td>\n",
       "      <td>https://play.google.com/store/apps/developer?i...</td>\n",
       "      <td>https://lh3.googleusercontent.com/wVwz3A1WC__i...</td>\n",
       "      <td>https://lh3.googleusercontent.com/wVwz3A1WC__i...</td>\n",
       "      <td>Beoordeeld als top gratis menstruele volgen ...</td>\n",
       "      <td>...</td>\n",
       "      <td>VERY_UNLIKELY</td>\n",
       "      <td>VERY_UNLIKELY</td>\n",
       "      <td>UNLIKELY</td>\n",
       "      <td>VERY_UNLIKELY</td>\n",
       "      <td>yellow(0.95795465),text(0.89403987),font(0.869...</td>\n",
       "      <td>Mobile app(0.86621),Fertility(0.4021),Ovia Fer...</td>\n",
       "      <td>http://ndl.mgccw.com/mu3/app/20161212/10/14815...</td>\n",
       "      <td>http://www.4androidapk.net/data/programs/image...</td>\n",
       "      <td>https://lh3.googleusercontent.com/V5grU6gmFgce...</td>\n",
       "      <td>https://www.appannie.com/en/apps/google-play/t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>com.tracker.periodcalendar</th>\n",
       "      <td>My Period Tracker</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>4.0</td>\n",
       "      <td>free</td>\n",
       "      <td>https://play.google.com/store/apps/details?id=...</td>\n",
       "      <td>My Period Tracker</td>\n",
       "      <td>https://play.google.com/store/apps/developer?i...</td>\n",
       "      <td>https://lh3.googleusercontent.com/SRzpRaFGW3__...</td>\n",
       "      <td>https://lh3.googleusercontent.com/SRzpRaFGW3__...</td>\n",
       "      <td>De meest accurate: voorspellingen zijn gebas...</td>\n",
       "      <td>...</td>\n",
       "      <td>VERY_UNLIKELY</td>\n",
       "      <td>VERY_UNLIKELY</td>\n",
       "      <td>UNLIKELY</td>\n",
       "      <td>VERY_UNLIKELY</td>\n",
       "      <td>yellow(0.95795465),text(0.89403987),font(0.869...</td>\n",
       "      <td>Mobile app(0.86621),Fertility(0.4021),Ovia Fer...</td>\n",
       "      <td>http://ndl.mgccw.com/mu3/app/20161212/10/14815...</td>\n",
       "      <td>http://www.4androidapk.net/data/programs/image...</td>\n",
       "      <td>https://lh3.googleusercontent.com/V5grU6gmFgce...</td>\n",
       "      <td>https://www.appannie.com/en/apps/google-play/t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>com.womanlog</th>\n",
       "      <td>WomanLog kalender</td>\n",
       "      <td>Health &amp; Fitness</td>\n",
       "      <td>4.5</td>\n",
       "      <td>free</td>\n",
       "      <td>https://play.google.com/store/apps/details?id=...</td>\n",
       "      <td>Pro Active App</td>\n",
       "      <td>https://play.google.com/store/apps/dev?id=7533...</td>\n",
       "      <td>https://lh3.googleusercontent.com/o_mEOw2lohLN...</td>\n",
       "      <td>https://lh3.googleusercontent.com/o_mEOw2lohLN...</td>\n",
       "      <td>Kalender voor vrouwen. Wat iedere vrouw nodi...</td>\n",
       "      <td>...</td>\n",
       "      <td>VERY_UNLIKELY</td>\n",
       "      <td>VERY_UNLIKELY</td>\n",
       "      <td>UNLIKELY</td>\n",
       "      <td>VERY_UNLIKELY</td>\n",
       "      <td>yellow(0.95795465),text(0.89403987),font(0.869...</td>\n",
       "      <td>Mobile app(0.86621),Fertility(0.4021),Ovia Fer...</td>\n",
       "      <td>http://ndl.mgccw.com/mu3/app/20161212/10/14815...</td>\n",
       "      <td>http://www.4androidapk.net/data/programs/image...</td>\n",
       "      <td>https://lh3.googleusercontent.com/V5grU6gmFgce...</td>\n",
       "      <td>https://www.appannie.com/en/apps/google-play/t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      title  \\\n",
       "id                                                                            \n",
       "com.clue.android            Period Tracker Clue: Period & Ovulation Tracker   \n",
       "com.tracker.periodcalendar                                My Period Tracker   \n",
       "com.womanlog                                              WomanLog kalender   \n",
       "\n",
       "                                    category  rating price  \\\n",
       "id                                                           \n",
       "com.clue.android            Health & Fitness     4.7  free   \n",
       "com.tracker.periodcalendar  Health & Fitness     4.0  free   \n",
       "com.womanlog                Health & Fitness     4.5  free   \n",
       "\n",
       "                                                                         link  \\\n",
       "id                                                                              \n",
       "com.clue.android            https://play.google.com/store/apps/details?id=...   \n",
       "com.tracker.periodcalendar  https://play.google.com/store/apps/details?id=...   \n",
       "com.womanlog                https://play.google.com/store/apps/details?id=...   \n",
       "\n",
       "                               developer_name  \\\n",
       "id                                              \n",
       "com.clue.android                 BioWink GmbH   \n",
       "com.tracker.periodcalendar  My Period Tracker   \n",
       "com.womanlog                   Pro Active App   \n",
       "\n",
       "                                                               developer_link  \\\n",
       "id                                                                              \n",
       "com.clue.android            https://play.google.com/store/apps/developer?i...   \n",
       "com.tracker.periodcalendar  https://play.google.com/store/apps/developer?i...   \n",
       "com.womanlog                https://play.google.com/store/apps/dev?id=7533...   \n",
       "\n",
       "                                                                img_src_large  \\\n",
       "id                                                                              \n",
       "com.clue.android            https://lh3.googleusercontent.com/wVwz3A1WC__i...   \n",
       "com.tracker.periodcalendar  https://lh3.googleusercontent.com/SRzpRaFGW3__...   \n",
       "com.womanlog                https://lh3.googleusercontent.com/o_mEOw2lohLN...   \n",
       "\n",
       "                                                                img_src_small  \\\n",
       "id                                                                              \n",
       "com.clue.android            https://lh3.googleusercontent.com/wVwz3A1WC__i...   \n",
       "com.tracker.periodcalendar  https://lh3.googleusercontent.com/SRzpRaFGW3__...   \n",
       "com.womanlog                https://lh3.googleusercontent.com/o_mEOw2lohLN...   \n",
       "\n",
       "                                                                  description  \\\n",
       "id                                                                              \n",
       "com.clue.android              Beoordeeld als top gratis menstruele volgen ...   \n",
       "com.tracker.periodcalendar    De meest accurate: voorspellingen zijn gebas...   \n",
       "com.womanlog                  Kalender voor vrouwen. Wat iedere vrouw nodi...   \n",
       "\n",
       "                                                  ...                          \\\n",
       "id                                                ...                           \n",
       "com.clue.android                                  ...                           \n",
       "com.tracker.periodcalendar                        ...                           \n",
       "com.womanlog                                      ...                           \n",
       "\n",
       "                              gv_ss_adult    gv_ss_spoof gv_ss_medical  \\\n",
       "id                                                                       \n",
       "com.clue.android            VERY_UNLIKELY  VERY_UNLIKELY      UNLIKELY   \n",
       "com.tracker.periodcalendar  VERY_UNLIKELY  VERY_UNLIKELY      UNLIKELY   \n",
       "com.womanlog                VERY_UNLIKELY  VERY_UNLIKELY      UNLIKELY   \n",
       "\n",
       "                           gv_ss_violence  \\\n",
       "id                                          \n",
       "com.clue.android            VERY_UNLIKELY   \n",
       "com.tracker.periodcalendar  VERY_UNLIKELY   \n",
       "com.womanlog                VERY_UNLIKELY   \n",
       "\n",
       "                                                                      gv_tags  \\\n",
       "id                                                                              \n",
       "com.clue.android            yellow(0.95795465),text(0.89403987),font(0.869...   \n",
       "com.tracker.periodcalendar  yellow(0.95795465),text(0.89403987),font(0.869...   \n",
       "com.womanlog                yellow(0.95795465),text(0.89403987),font(0.869...   \n",
       "\n",
       "                                                              gv_web_entities  \\\n",
       "id                                                                              \n",
       "com.clue.android            Mobile app(0.86621),Fertility(0.4021),Ovia Fer...   \n",
       "com.tracker.periodcalendar  Mobile app(0.86621),Fertility(0.4021),Ovia Fer...   \n",
       "com.womanlog                Mobile app(0.86621),Fertility(0.4021),Ovia Fer...   \n",
       "\n",
       "                                                  gv_web_full_matching_images  \\\n",
       "id                                                                              \n",
       "com.clue.android            http://ndl.mgccw.com/mu3/app/20161212/10/14815...   \n",
       "com.tracker.periodcalendar  http://ndl.mgccw.com/mu3/app/20161212/10/14815...   \n",
       "com.womanlog                http://ndl.mgccw.com/mu3/app/20161212/10/14815...   \n",
       "\n",
       "                                               gv_web_partial_matching_images  \\\n",
       "id                                                                              \n",
       "com.clue.android            http://www.4androidapk.net/data/programs/image...   \n",
       "com.tracker.periodcalendar  http://www.4androidapk.net/data/programs/image...   \n",
       "com.womanlog                http://www.4androidapk.net/data/programs/image...   \n",
       "\n",
       "                                               gv_web_visually_similar_images  \\\n",
       "id                                                                              \n",
       "com.clue.android            https://lh3.googleusercontent.com/V5grU6gmFgce...   \n",
       "com.tracker.periodcalendar  https://lh3.googleusercontent.com/V5grU6gmFgce...   \n",
       "com.womanlog                https://lh3.googleusercontent.com/V5grU6gmFgce...   \n",
       "\n",
       "                                            gv_web_pages_with_matching_images  \n",
       "id                                                                             \n",
       "com.clue.android            https://www.appannie.com/en/apps/google-play/t...  \n",
       "com.tracker.periodcalendar  https://www.appannie.com/en/apps/google-play/t...  \n",
       "com.womanlog                https://www.appannie.com/en/apps/google-play/t...  \n",
       "\n",
       "[3 rows x 31 columns]"
      ]
     },
     "execution_count": 366,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alldata_withgv.sample(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 483,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id\n",
       "doug.nasc.fertilalarmpt         [yellow, text, font, product design, line]\n",
       "com.ovuline.fertility           [yellow, text, font, product design, line]\n",
       "com.grex.pregnancycalculator    [yellow, text, font, product design, line]\n",
       "Name: gv_tags, dtype: object"
      ]
     },
     "execution_count": 483,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apptags = alldata_withgv['gv_tags'].apply(lambda l: [re.sub('\\(.*', '', e) for e in l.split(',')])\n",
    "apptags.sample(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, given Google Vision API results, let's start to inspect which by reversing the index from app→tags to tag→apps."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Totally running short on time here, so crappy practices LOL."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 497,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import pprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 498,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'abdomen': ['ru.fedr.pregnancy'],\n",
      " 'aqua': ['com.ginefiv.quedateembarazada',\n",
      "          'com.ovuline.pregnancy',\n",
      "          'constant.milk.periodapp'],\n",
      " 'area': ['cl.facemama.gestograma',\n",
      "          'com.amikulich.pregnancycalculator',\n",
      "          'com.AvvaStyle.femalecalendar',\n",
      "          'com.brc.PeriodTrackerDiary',\n",
      "          'com.cg.android.ptracker',\n",
      "          'com.sleekbit.ovuview',\n",
      "          'mobi.bestracker.getbaby'],\n",
      " 'arm': ['com.wFERTILITYOVULATIONCALCULATOR_4815602'],\n",
      " 'audio': ['com.ecare.ovulationcalculator',\n",
      "           'com.ultimategamestudio.musicforpregnancy'],\n",
      " 'audio equipment': ['com.ultimategamestudio.musicforpregnancy'],\n",
      " 'azure': ['com.ovuline.pregnancy'],\n",
      " 'barbie': ['me.magicgirl.magicgirl'],\n",
      " 'beauty': ['com.andromo.dev466637.app555138',\n",
      "            'com.cbgsolutions.mfprotrial',\n",
      "            'com.jacek.miszczyk.pregnancytestLite'],\n",
      " 'blond': ['me.magicgirl.magicgirl'],\n",
      " 'blue': ['com.ginefiv.quedateembarazada',\n",
      "          'com.glow.android',\n",
      "          'com.smsrobot.periodlite',\n",
      "          'com.tayu.tau.pedometer',\n",
      "          'constant.milk.periodapp',\n",
      "          'mmapps.bmi.calculator'],\n",
      " 'brand': ['pl.bella.kalendarzyk'],\n",
      " 'brown hair': ['me.magicgirl.magicgirl'],\n",
      " 'brush footed butterfly': ['com.indhay.menstrualcalendar'],\n",
      " 'butterfly': ['com.indhay.menstrualcalendar'],\n",
      " 'calendar': ['com.ecare.menstrualdiary', 'com.woman.diary'],\n",
      " 'cartoon': ['com.periodtracker.womencalendar.menstrualcycle.getbaby.pregnancy',\n",
      "             'com.pink.daily'],\n",
      " 'cheek': ['com.grex.pregnancycalculator'],\n",
      " 'chin': ['com.ultimategamestudio.musicforpregnancy'],\n",
      " 'circle': ['cl.facemama.gestograma',\n",
      "            'com.bayer.ch.Elevit',\n",
      "            'com.bhi.mcycles',\n",
      "            'com.cg.android.pregnancytracker',\n",
      "            'com.cg.android.ptracker',\n",
      "            'com.chris.mydays',\n",
      "            'com.clue.android',\n",
      "            'com.ela.android',\n",
      "            'com.glow.android.eve',\n",
      "            'com.glow.android',\n",
      "            'com.pepapp',\n",
      "            'com.periodtracker.menstrualcycle.cycletracker.ovulationcalendar',\n",
      "            'com.sleekbit.ovuview',\n",
      "            'com.szyk.ovulation.menstruation.fertility.calendar',\n",
      "            'com.tracker.periodcalendar',\n",
      "            'com.winkpass.iperiodfree',\n",
      "            'in.plackal.lovecyclesfree',\n",
      "            'miracle.women.calendar',\n",
      "            'org.iggymedia.periodtracker',\n",
      "            'org.medhelp.mc',\n",
      "            'si.matejpikovnik.menstrual'],\n",
      " 'clip art': ['app.drlady',\n",
      "              'com.amikulich.pregnancycalculator',\n",
      "              'com.AvvaStyle.femalecalendar',\n",
      "              'com.bhi.mcycles',\n",
      "              'com.brc.PeriodTrackerDiary',\n",
      "              'com.chris.android.mydaysfree',\n",
      "              'com.chris.mydays',\n",
      "              'com.grex.pregnancycalculator',\n",
      "              'com.linchpin.myperiodtracker',\n",
      "              'com.obscience.imamma',\n",
      "              'com.periodtracker.menstrualcycle.cycletracker.ovulationcalendar',\n",
      "              'com.sleekbit.ovuview',\n",
      "              'com.veevapps.loseweightin30days',\n",
      "              'com.wifi.sheday',\n",
      "              'doug.nasc.fertilalarmpt',\n",
      "              'si.matejpikovnik.menstrual'],\n",
      " 'clock': ['com.mostafiz.ovulation'],\n",
      " 'clothing': ['com.andromo.dev466637.app555138'],\n",
      " 'communication': ['dpapps.pregnancy.scanner.test'],\n",
      " 'computer wallpaper': ['rusakovd77.pregnancy'],\n",
      " 'cut flowers': ['com.kmilla.cycles',\n",
      "                 'com.period.tracker.deluxe',\n",
      "                 'com.period.tracker.lite',\n",
      "                 'com.woman.diary'],\n",
      " 'darkness': ['rusakovd77.pregnancy'],\n",
      " 'design': ['com.baviux.pillreminder',\n",
      "            'com.guillaumegranger.mc',\n",
      "            'com.netincome.periodtracker',\n",
      "            'com.roidgame.MaybeBaby',\n",
      "            'jp.kirei_r.sp.diary_free'],\n",
      " 'doll': ['me.magicgirl.magicgirl'],\n",
      " 'electronic device': ['pregnancy.ovulationtracker.eddtracker.app'],\n",
      " 'eye': ['com.ecare.ovulationcalculator',\n",
      "         'com.periodtracker.menstrualcycle.cycletracker.ovulationcalendar',\n",
      "         'org.iggymedia.periodtracker'],\n",
      " 'face': ['com.hp.pregnancy',\n",
      "          'com.mas.apps.pregnancy',\n",
      "          'com.phonegap.getpregnant',\n",
      "          'com.smsrobot.period'],\n",
      " 'facial expression': ['com.grex.pregnancycalculator',\n",
      "                       'com.phonegap.getpregnant',\n",
      "                       'com.smsrobot.period'],\n",
      " 'fictional character': ['com.caynax.a6w', 'com.roidgame.MaybeBaby'],\n",
      " 'finger': ['com.cbgsolutions.mfprotrial',\n",
      "            'com.wFERTILITYOVULATIONCALCULATOR_4815602'],\n",
      " 'flora': ['com.womanlog'],\n",
      " 'flower': ['cc.hayah.rosycalc',\n",
      "            'com.chris.mydays',\n",
      "            'com.ecare.menstrualdiary',\n",
      "            'com.kmilla.cycles',\n",
      "            'com.period.tracker.deluxe',\n",
      "            'com.period.tracker.lite',\n",
      "            'com.sleekbit.ovuview',\n",
      "            'com.tracker.periodcalendar',\n",
      "            'com.woman.diary',\n",
      "            'com.womanlog',\n",
      "            'com.zmobile.calendar',\n",
      "            'org.nanobit.perioddiary',\n",
      "            'si.matejpikovnik.menstrual'],\n",
      " 'flowering plant': ['com.kmilla.cycles',\n",
      "                     'com.period.tracker.deluxe',\n",
      "                     'com.period.tracker.lite'],\n",
      " 'font': ['',\n",
      "          'app.drlady',\n",
      "          'cc.hayah.rosycalc',\n",
      "          'cl.facemama.gestograma',\n",
      "          'com.AvvaStyle.femalecalendar',\n",
      "          'com.basti12354.bikinibody',\n",
      "          'com.baviux.pillreminder',\n",
      "          'com.bayer.ch.Elevit',\n",
      "          'com.bhi.mcycles',\n",
      "          'com.cg.android.pregnancytracker',\n",
      "          'com.cg.android.ptracker',\n",
      "          'com.clue.android',\n",
      "          'com.diogines.pregnancy',\n",
      "          'com.dnt7.threeW',\n",
      "          'com.easymobs.pregnancy',\n",
      "          'com.glow.android.eve',\n",
      "          'com.glow.android',\n",
      "          'com.jacek.miszczyk.pregnancytestLite',\n",
      "          'com.lbrc.PeriodCalendar',\n",
      "          'com.ldf.grossesse.view',\n",
      "          'com.nirkof.slim30',\n",
      "          'com.nosotrasonline.micalendiario',\n",
      "          'com.obscience.imamma',\n",
      "          'com.ovuline.fertility',\n",
      "          'com.ovuline.parenting',\n",
      "          'com.ovuline.pregnancy',\n",
      "          'com.pepapp',\n",
      "          'com.popularapp.thirtydayfitnesschallenge',\n",
      "          'com.sec.android.app.shealth',\n",
      "          'com.surebaby.ovulation.calc',\n",
      "          'com.szyk.ovulation.menstruation.fertility.calendar',\n",
      "          'com.tamtris.fertilityfriend',\n",
      "          'com.tayu.tau.pedometer',\n",
      "          'com.zmobile.calendarfree',\n",
      "          'constant.milk.periodapp',\n",
      "          'doug.nasc.fertilalarmpt',\n",
      "          'mmapps.bmi.calculator',\n",
      "          'mobi.bestracker.getbaby',\n",
      "          'mon.calculateur.menstruel',\n",
      "          'net.android.wzdworks.magicday',\n",
      "          'org.iggymedia.periodtracker',\n",
      "          'org.medhelp.iamexpecting',\n",
      "          'org.medhelp.mc',\n",
      "          'ovulationcalculator.com.ovulationcalculator',\n",
      "          'pl.bella.kalendarzyk'],\n",
      " 'gerbera': ['com.ecare.menstrualdiary'],\n",
      " 'graphics': ['com.bhi.mcycles', 'pl.bella.kalendarzyk'],\n",
      " 'grass': ['ovulationcalculator.com.ovulationcalculator'],\n",
      " 'green': ['com.amikulich.pregnancycalculator',\n",
      "           'com.easymobs.pregnancy',\n",
      "           'com.ginefiv.quedateembarazada',\n",
      "           'com.grupoprecedo.calendariomenstrual',\n",
      "           'com.mas.apps.pregnancy',\n",
      "           'com.ovuline.parenting',\n",
      "           'com.periodtracker.womencalendar.menstrualcycle.getbaby.pregnancy',\n",
      "           'com.popularapp.thirtydayfitnesschallenge',\n",
      "           'com.sec.android.app.shealth',\n",
      "           'com.veevapps.loseweightin30days',\n",
      "           'org.medhelp.mc',\n",
      "           'ovulationcalculator.com.ovulationcalculator'],\n",
      " 'hair': ['com.ladytimer.ovulationcalendar'],\n",
      " 'hairstyle': ['com.ladytimer.ovulationcalendar'],\n",
      " 'hand': ['com.hp.pregnancy',\n",
      "          'com.hp.pregnancy.lite',\n",
      "          'com.wFERTILITYOVULATIONCALCULATOR_4815602',\n",
      "          'pregnancy.ovulationtracker.eddtracker.app'],\n",
      " 'head': ['com.ladytimer.ovulationcalendar',\n",
      "          'com.mas.apps.pregnancy',\n",
      "          'com.pink.daily'],\n",
      " 'headgear': ['com.brc.PeriodTrackerDiary'],\n",
      " 'headphones': ['com.ultimategamestudio.musicforpregnancy'],\n",
      " 'heart': ['co.quanyong.pinkbird',\n",
      "           'com.dnt7.threeW',\n",
      "           'com.lbrc.PeriodCalendar',\n",
      "           'com.nosotrasonline.micalendiario',\n",
      "           'com.obscience.imamma',\n",
      "           'com.rimanere_incinta_gravidanza',\n",
      "           'com.smsrobot.periodlite',\n",
      "           'com.smsrobot.periodlite',\n",
      "           'com.softorbits',\n",
      "           'com.softorbits',\n",
      "           'in.plackal.lovecyclesfree',\n",
      "           'in.plackal.lovecyclesfree',\n",
      "           'mon.calculateur.menstruel',\n",
      "           'ru.mobiledimension.kbr',\n",
      "           'ru.mobiledimension.kbr'],\n",
      " 'human': ['com.ecare.pregnancycalculator',\n",
      "           'dpapps.pregnancy.scanner.test',\n",
      "           'rusakovd77.pregnancy'],\n",
      " 'human behavior': ['dpapps.pregnancy.scanner.test'],\n",
      " 'human hair color': ['com.ladytimer.ovulationcalendar',\n",
      "                      'me.magicgirl.magicgirl'],\n",
      " 'illustration': ['com.periodtracker.menstrualcycle.cycletracker.ovulationcalendar'],\n",
      " 'invertebrate': ['com.indhay.menstrualcalendar'],\n",
      " 'jewellery': ['com.cbgsolutions.mfprotrial'],\n",
      " 'joint': ['com.andromo.dev466637.app482561',\n",
      "           'com.basti12354.bikinibody',\n",
      "           'com.caynax.a6w',\n",
      "           'com.ecare.pregnancycalculator',\n",
      "           'com.ldf.grossesse.view',\n",
      "           'com.veevapps.loseweightin30days'],\n",
      " 'leaf': ['ovulationcalculator.com.ovulationcalculator'],\n",
      " 'line': ['',\n",
      "          'com.amikulich.pregnancycalculator',\n",
      "          'com.AvvaStyle.femalecalendar',\n",
      "          'com.basti12354.bikinibody',\n",
      "          'com.bhi.mcycles',\n",
      "          'com.brc.PeriodTrackerDiary',\n",
      "          'com.cg.android.pregnancytracker',\n",
      "          'com.chris.mydays',\n",
      "          'com.indhay.menstrualcalendar_pro',\n",
      "          'com.linchpin.myperiodtracker',\n",
      "          'com.ovuline.fertility',\n",
      "          'com.sleekbit.ovuview',\n",
      "          'com.szyk.ovulation.menstruation.fertility.calendar',\n",
      "          'com.tayu.tau.pedometer',\n",
      "          'dpapps.pregnancy.scanner.test',\n",
      "          'jp.kirei_r.sp.diary_free',\n",
      "          'ovulationcalculator.com.ovulationcalculator'],\n",
      " 'lip': ['com.hp.pregnancy',\n",
      "         'com.hp.pregnancy.lite',\n",
      "         'com.periodtracker.womencalendar.menstrualcycle'],\n",
      " 'logo': ['com.AvvaStyle.femalecalendar',\n",
      "          'com.cg.android.ptracker',\n",
      "          'com.ldf.grossesse.view',\n",
      "          'com.pepapp',\n",
      "          'com.popularapp.thirtydayfitnesschallenge',\n",
      "          'pl.bella.kalendarzyk'],\n",
      " 'love': ['com.caynax.a6w',\n",
      "          'com.lbrc.PeriodCalendar',\n",
      "          'com.softorbits',\n",
      "          'mon.calculateur.menstruel',\n",
      "          'ru.mobiledimension.kbr'],\n",
      " 'magenta': ['app.drlady',\n",
      "             'cc.hayah.rosycalc',\n",
      "             'com.adpog.diary',\n",
      "             'com.alt12.babybump',\n",
      "             'com.alt12.pinkpadpro',\n",
      "             'com.baviux.pillreminder',\n",
      "             'com.bhmedia.menstrualcalendar',\n",
      "             'com.ela.android',\n",
      "             'com.fourricegroup.mc',\n",
      "             'com.guillaumegranger.mc',\n",
      "             'com.guillaumegranger.mc.key',\n",
      "             'com.kmilla.cycles',\n",
      "             'com.ldf.ovulation.view',\n",
      "             'com.nosotrasonline.micalendiario',\n",
      "             'com.roidgame.MaybeBaby',\n",
      "             'com.winkpass.iperiodfree',\n",
      "             'in.plackal.lovecyclesfree',\n",
      "             'jp.kirei_r.sp.diary_free',\n",
      "             'org.nanobit.perioddiary'],\n",
      " 'mammal': ['com.andromo.dev466637.app555138', 'com.porknbunny.pcal'],\n",
      " 'man': ['com.phonegap.getpregnant'],\n",
      " 'material': ['com.periodtracker.menstrualcycle.cycletracker.ovulationcalendar'],\n",
      " 'moths and butterflies': ['com.indhay.menstrualcalendar'],\n",
      " 'mouth': ['co.quanyong.pinkbird',\n",
      "           'com.periodtracker.womencalendar.menstrualcycle',\n",
      "           'rusakovd77.pregnancy'],\n",
      " 'muscle': ['rusakovd77.pregnancy'],\n",
      " 'nail': ['com.cbgsolutions.mfprotrial'],\n",
      " 'nose': ['com.ecare.ovulationcalculator',\n",
      "          'com.grex.pregnancycalculator',\n",
      "          'com.hp.pregnancy',\n",
      "          'com.hp.pregnancy.lite',\n",
      "          'com.periodtracker.womencalendar.menstrualcycle',\n",
      "          'com.pink.daily',\n",
      "          'com.smsrobot.period'],\n",
      " 'orange': ['com.ecare.pregnancycalculator', 'com.indhay.menstrualcalendar'],\n",
      " 'organ': ['com.basti12354.bikinibody',\n",
      "           'com.obscience.imamma',\n",
      "           'com.softorbits',\n",
      "           'dpapps.pregnancy.scanner.test',\n",
      "           'ru.mobiledimension.kbr'],\n",
      " 'organism': ['com.alt12.pinkpadpro'],\n",
      " 'pattern': ['com.netincome.periodtracker'],\n",
      " 'petal': ['com.chris.android.mydaysfree',\n",
      "           'com.ecare.menstrualdiary',\n",
      "           'com.tracker.periodcalendar',\n",
      "           'com.woman.diary',\n",
      "           'com.womanlog',\n",
      "           'com.zmobile.calendar',\n",
      "           'si.matejpikovnik.menstrual'],\n",
      " 'pink': ['app.drlady',\n",
      "          'cc.hayah.rosycalc',\n",
      "          'co.quanyong.pinkbird',\n",
      "          'com.adpog.diary',\n",
      "          'com.alt12.babybump',\n",
      "          'com.alt12.pinkpadpro',\n",
      "          'com.andromo.dev466637.app555138',\n",
      "          'com.basti12354.bikinibody',\n",
      "          'com.baviux.pillreminder',\n",
      "          'com.bayer.ch.Elevit',\n",
      "          'com.bhmedia.menstrualcalendar',\n",
      "          'com.diogines.pregnancy',\n",
      "          'com.ecare.menstrualdiary',\n",
      "          'com.ecare.ovulationcalculator',\n",
      "          'com.ela.android',\n",
      "          'com.glow.android.eve',\n",
      "          'com.grupoprecedo.calendariomenstrual',\n",
      "          'com.guillaumegranger.mc',\n",
      "          'com.guillaumegranger.mc.key',\n",
      "          'com.hp.pregnancy.lite',\n",
      "          'com.jacek.miszczyk.pregnancytestLite',\n",
      "          'com.kmilla.cycles',\n",
      "          'com.lbrc.PeriodCalendar',\n",
      "          'com.ldf.ovulation.view',\n",
      "          'com.linchpin.myperiodtracker',\n",
      "          'com.mostafiz.ovulation',\n",
      "          'com.nirkof.slim30',\n",
      "          'com.nosotrasonline.micalendiario',\n",
      "          'com.obscience.imamma',\n",
      "          'com.period.tracker.deluxe',\n",
      "          'com.period.tracker.lite',\n",
      "          'com.periodtracker.womencalendar.menstrualcycle.getbaby.pregnancy',\n",
      "          'com.periodtracker.womencalendar.menstrualcycle',\n",
      "          'com.pink.daily',\n",
      "          'com.popularapp.periodcalendar',\n",
      "          'com.rimanere_incinta_gravidanza',\n",
      "          'com.roidgame.MaybeBaby',\n",
      "          'com.smsrobot.period',\n",
      "          'com.surebaby.ovulation.calc',\n",
      "          'com.tamtris.fertilityfriend',\n",
      "          'com.tracker.periodcalendar',\n",
      "          'com.wifi.sheday',\n",
      "          'com.winkpass.iperiodfree',\n",
      "          'com.zmobile.calendarfree',\n",
      "          'doug.nasc.fertilalarmpt',\n",
      "          'in.plackal.lovecyclesfree',\n",
      "          'jp.kirei_r.sp.diary_free',\n",
      "          'me.pregnancycare.getpregnant',\n",
      "          'miracle.women.calendar',\n",
      "          'net.android.wzdworks.magicday',\n",
      "          'org.iggymedia.periodtracker',\n",
      "          'org.medhelp.iamexpecting',\n",
      "          'org.nanobit.perioddiary',\n",
      "          'ru.mobiledimension.kbr',\n",
      "          'surebaby.pregnancy.calculator'],\n",
      " 'plant': ['com.womanlog'],\n",
      " 'produce': ['com.ovuline.parenting'],\n",
      " 'product': ['appinventor.ai_created4each.My_Diary',\n",
      "             'appinventor.ai_created4each.My_Diary',\n",
      "             'cc.hayah.rosycalc',\n",
      "             'cl.facemama.gestograma',\n",
      "             'cl.facemama.gestograma',\n",
      "             'co.quanyong.pinkbird',\n",
      "             'com.adpog.diary',\n",
      "             'com.adpog.diary',\n",
      "             'com.alt12.babybump',\n",
      "             'com.amikulich.pregnancycalculator',\n",
      "             'com.bhmedia.menstrualcalendar',\n",
      "             'com.bhmedia.menstrualcalendar',\n",
      "             'com.chris.android.mydaysfree',\n",
      "             'com.dnt7.threeW',\n",
      "             'com.easymobs.pregnancy',\n",
      "             'com.easymobs.pregnancy',\n",
      "             'com.fourricegroup.mc',\n",
      "             'com.ginefiv.quedateembarazada',\n",
      "             'com.glow.android.eve',\n",
      "             'com.grupoprecedo.calendariomenstrual',\n",
      "             'com.guillaumegranger.mc',\n",
      "             'com.guillaumegranger.mc.key',\n",
      "             'com.indhay.menstrualcalendar_pro',\n",
      "             'com.ldf.ovulation.view',\n",
      "             'com.linchpin.myperiodtracker',\n",
      "             'com.mostafiz.ovulation',\n",
      "             'com.netincome.periodtracker',\n",
      "             'com.netincome.periodtracker',\n",
      "             'com.ovuline.parenting',\n",
      "             'com.ovuline.pregnancy',\n",
      "             'com.pepapp',\n",
      "             'com.popularapp.periodcalendar',\n",
      "             'com.popularapp.periodcalendar',\n",
      "             'com.popularapp.periodcalendar.pro',\n",
      "             'com.popularapp.periodcalendar.pro',\n",
      "             'com.popularapp.thirtydayfitnesschallenge',\n",
      "             'com.porknbunny.pcal',\n",
      "             'com.roidgame.MaybeBaby',\n",
      "             'com.sec.android.app.shealth',\n",
      "             'com.smsrobot.periodlite',\n",
      "             'com.tamtris.fertilityfriend',\n",
      "             'com.tayu.tau.pedometer',\n",
      "             'com.ultimategamestudio.musicforpregnancy',\n",
      "             'com.veevapps.loseweightin30days',\n",
      "             'com.winkpass.iperiodfree',\n",
      "             'com.zmobile.calendarfree',\n",
      "             'constant.milk.periodapp',\n",
      "             'jp.kirei_r.sp.diary_free',\n",
      "             'miracle.women.calendar',\n",
      "             'mmapps.bmi.calculator',\n",
      "             'mobi.bestracker.getbaby',\n",
      "             'net.android.wzdworks.magicday',\n",
      "             'org.medhelp.mc',\n",
      "             'pl.bella.kalendarzyk',\n",
      "             'surebaby.pregnancy.calculator'],\n",
      " 'product design': ['',\n",
      "                    'appinventor.ai_created4each.My_Diary',\n",
      "                    'com.alt12.pinkpadpro',\n",
      "                    'com.fourricegroup.mc',\n",
      "                    'com.guillaumegranger.mc.key',\n",
      "                    'com.netincome.periodtracker',\n",
      "                    'com.ovuline.fertility',\n",
      "                    'com.ovuline.parenting',\n",
      "                    'com.ovuline.pregnancy',\n",
      "                    'com.popularapp.periodcalendar',\n",
      "                    'com.popularapp.periodcalendar.pro',\n",
      "                    'com.smsrobot.periodlite',\n",
      "                    'com.tamtris.fertilityfriend',\n",
      "                    'com.winkpass.iperiodfree',\n",
      "                    'com.zmobile.calendar'],\n",
      " 'purple': ['appinventor.ai_created4each.My_Diary',\n",
      "            'com.adpog.diary',\n",
      "            'com.alt12.babybump',\n",
      "            'com.alt12.pinkpadpro',\n",
      "            'com.baviux.pillreminder',\n",
      "            'com.bayer.ch.Elevit',\n",
      "            'com.chris.android.mydaysfree',\n",
      "            'com.diogines.pregnancy',\n",
      "            'com.ela.android',\n",
      "            'com.fourricegroup.mc',\n",
      "            'com.glow.android',\n",
      "            'com.indhay.menstrualcalendar_pro',\n",
      "            'com.ldf.ovulation.view',\n",
      "            'com.mostafiz.ovulation',\n",
      "            'com.nirkof.slim30',\n",
      "            'com.rimanere_incinta_gravidanza',\n",
      "            'com.smsrobot.period',\n",
      "            'com.surebaby.ovulation.calc',\n",
      "            'com.tamtris.fertilityfriend',\n",
      "            'com.zmobile.calendar',\n",
      "            'doug.nasc.fertilalarmpt',\n",
      "            'me.pregnancycare.getpregnant',\n",
      "            'org.medhelp.iamexpecting',\n",
      "            'org.nanobit.perioddiary',\n",
      "            'surebaby.pregnancy.calculator'],\n",
      " 'rabbit': ['com.porknbunny.pcal'],\n",
      " 'rabits and hares': ['com.porknbunny.pcal'],\n",
      " 'rectangle': ['com.guillaumegranger.mc'],\n",
      " 'red': ['co.quanyong.pinkbird',\n",
      "         'com.bhmedia.menstrualcalendar',\n",
      "         'com.brc.PeriodTrackerDiary',\n",
      "         'com.caynax.a6w',\n",
      "         'com.clue.android',\n",
      "         'com.dnt7.threeW',\n",
      "         'com.glow.android.eve',\n",
      "         'com.jacek.miszczyk.pregnancytestLite',\n",
      "         'com.lbrc.PeriodCalendar',\n",
      "         'com.ldf.grossesse.view',\n",
      "         'com.periodtracker.womencalendar.menstrualcycle.getbaby.pregnancy',\n",
      "         'com.periodtracker.womencalendar.menstrualcycle',\n",
      "         'com.pink.daily',\n",
      "         'com.popularapp.periodcalendar',\n",
      "         'com.popularapp.periodcalendar.pro',\n",
      "         'com.softorbits',\n",
      "         'com.szyk.ovulation.menstruation.fertility.calendar',\n",
      "         'com.tracker.periodcalendar',\n",
      "         'com.wifi.sheday',\n",
      "         'com.womanlog',\n",
      "         'com.zmobile.calendarfree',\n",
      "         'miracle.women.calendar',\n",
      "         'mobi.bestracker.getbaby',\n",
      "         'mon.calculateur.menstruel',\n",
      "         'net.android.wzdworks.magicday',\n",
      "         'org.iggymedia.periodtracker',\n",
      "         'si.matejpikovnik.menstrual'],\n",
      " 'service': ['pregnancy.ovulationtracker.eddtracker.app'],\n",
      " 'shoulder': ['com.andromo.dev466637.app482561',\n",
      "              'com.ecare.pregnancycalculator',\n",
      "              'com.wFERTILITYOVULATIONCALCULATOR_4815602'],\n",
      " 'silhouette': ['com.andromo.dev466637.app482561',\n",
      "                'com.ecare.pregnancycalculator',\n",
      "                'me.pregnancycare.getpregnant'],\n",
      " 'sitting': ['com.wFERTILITYOVULATIONCALCULATOR_4815602'],\n",
      " 'skin': ['com.cbgsolutions.mfprotrial',\n",
      "          'com.hp.pregnancy',\n",
      "          'com.hp.pregnancy.lite',\n",
      "          'com.ladytimer.ovulationcalendar',\n",
      "          'com.phonegap.getpregnant',\n",
      "          'pregnancy.ovulationtracker.eddtracker.app',\n",
      "          'ru.fedr.pregnancy'],\n",
      " 'smile': ['com.grex.pregnancycalculator',\n",
      "           'com.mas.apps.pregnancy',\n",
      "           'com.wifi.sheday',\n",
      "           'miracle.women.calendar'],\n",
      " 'smiley': ['com.wifi.sheday'],\n",
      " 'standing': ['com.andromo.dev466637.app482561'],\n",
      " 'stomach': ['ru.fedr.pregnancy'],\n",
      " 'stuffed toy': ['com.periodtracker.womencalendar.menstrualcycle.getbaby.pregnancy'],\n",
      " 'symmetry': ['com.clue.android'],\n",
      " 'technology': ['com.ecare.ovulationcalculator',\n",
      "                'com.indhay.menstrualcalendar_pro',\n",
      "                'com.szyk.ovulation.menstruation.fertility.calendar',\n",
      "                'com.tayu.tau.pedometer',\n",
      "                'mobi.bestracker.getbaby',\n",
      "                'pregnancy.ovulationtracker.eddtracker.app'],\n",
      " 'telephony': ['com.popularapp.periodcalendar.pro'],\n",
      " 'text': ['',\n",
      "          'app.drlady',\n",
      "          'com.bayer.ch.Elevit',\n",
      "          'com.cg.android.pregnancytracker',\n",
      "          'com.cg.android.ptracker',\n",
      "          'com.clue.android',\n",
      "          'com.diogines.pregnancy',\n",
      "          'com.dnt7.threeW',\n",
      "          'com.easymobs.pregnancy',\n",
      "          'com.ginefiv.quedateembarazada',\n",
      "          'com.grupoprecedo.calendariomenstrual',\n",
      "          'com.guillaumegranger.mc.key',\n",
      "          'com.indhay.menstrualcalendar_pro',\n",
      "          'com.jacek.miszczyk.pregnancytestLite',\n",
      "          'com.ldf.grossesse.view',\n",
      "          'com.ldf.ovulation.view',\n",
      "          'com.linchpin.myperiodtracker',\n",
      "          'com.mas.apps.pregnancy',\n",
      "          'com.nirkof.slim30',\n",
      "          'com.nosotrasonline.micalendiario',\n",
      "          'com.ovuline.fertility',\n",
      "          'com.pepapp',\n",
      "          'com.popularapp.thirtydayfitnesschallenge',\n",
      "          'com.porknbunny.pcal',\n",
      "          'com.rimanere_incinta_gravidanza',\n",
      "          'com.sec.android.app.shealth',\n",
      "          'com.surebaby.ovulation.calc',\n",
      "          'com.woman.diary',\n",
      "          'com.zmobile.calendarfree',\n",
      "          'constant.milk.periodapp',\n",
      "          'doug.nasc.fertilalarmpt',\n",
      "          'me.pregnancycare.getpregnant',\n",
      "          'mmapps.bmi.calculator',\n",
      "          'mon.calculateur.menstruel',\n",
      "          'net.android.wzdworks.magicday',\n",
      "          'org.medhelp.iamexpecting',\n",
      "          'org.medhelp.mc',\n",
      "          'surebaby.pregnancy.calculator'],\n",
      " 'violet': ['com.alt12.babybump',\n",
      "            'com.diogines.pregnancy',\n",
      "            'com.ela.android',\n",
      "            'com.fourricegroup.mc',\n",
      "            'com.glow.android',\n",
      "            'com.mostafiz.ovulation',\n",
      "            'com.nirkof.slim30',\n",
      "            'com.period.tracker.deluxe',\n",
      "            'com.period.tracker.lite',\n",
      "            'com.rimanere_incinta_gravidanza',\n",
      "            'com.surebaby.ovulation.calc',\n",
      "            'com.zmobile.calendar',\n",
      "            'me.pregnancycare.getpregnant',\n",
      "            'org.medhelp.iamexpecting',\n",
      "            'org.nanobit.perioddiary',\n",
      "            'surebaby.pregnancy.calculator'],\n",
      " 'woman': ['com.andromo.dev466637.app482561',\n",
      "           'com.andromo.dev466637.app555138',\n",
      "           'com.caynax.a6w',\n",
      "           'com.phonegap.getpregnant'],\n",
      " 'yellow': ['',\n",
      "            'com.cg.android.pregnancytracker',\n",
      "            'com.chris.android.mydaysfree',\n",
      "            'com.chris.mydays',\n",
      "            'com.grupoprecedo.calendariomenstrual',\n",
      "            'com.ovuline.fertility',\n",
      "            'com.sec.android.app.shealth',\n",
      "            'com.veevapps.loseweightin30days',\n",
      "            'mmapps.bmi.calculator']}\n"
     ]
    }
   ],
   "source": [
    "jsonfiles = os.listdir(\"memespector-master/cache\")\n",
    "annotationsPerApp = {}\n",
    "\n",
    "for f in jsonfiles:\n",
    "    with open(\"memespector-master/cache/\" + f) as fd:\n",
    "        j = json.load(fd)\n",
    "        descriptions = [a['description'] for a in j['responses'][0]['labelAnnotations']]\n",
    "        app = f.replace('.json', '')\n",
    "        for d in descriptions:\n",
    "            if(d not in annotationsPerApp):\n",
    "                annotationsPerApp[d] = [app]\n",
    "            else:\n",
    "                annotationsPerApp[d].append(app)\n",
    "\n",
    "pprint.pprint(annotationsPerApp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ah deadline it's 15:00 and time to present"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# References\n",
    "\n",
    "Richard Rogers (2017). “Foundations of Digital Methods: Query Design,” in Mirko Tobias Schäfer and Karin van Es (eds.), *The Datafied Society: Studying Culture through Data*. Amsterdam: Amsterdam University Press, 75-94."
   ]
  }
 ],
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