analytics-2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analytics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "import json\n",
    "import os\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 1. load data\n",
    "all_qualities = {}\n",
    "quality_files = {}\n",
    "all_scene_counts = {}\n",
    "scene_count_files = {}\n",
    "n_runs = 0\n",
    "data_path = 'random_test_outputs_3/'\n",
    "for fn in os.listdir(data_path):\n",
    "    if fn.endswith('data.txt'):\n",
    "        n_runs += 1\n",
    "        with open(data_path + fn) as f:\n",
    "            json_data = json.load(f)\n",
    "        for k, v in json_data['qualities'].items():\n",
    "            if k in all_qualities:\n",
    "                all_qualities[k].append(v)\n",
    "            else:\n",
    "                all_qualities[k] = [v]\n",
    "        quality_files[fn[:3]] = json_data['qualities']\n",
    "    elif fn.endswith('output.txt'):\n",
    "        run_scene_counts = Counter()\n",
    "        prev_scene = ''\n",
    "        with open(data_path + fn) as f:\n",
    "            output = f.readlines()\n",
    "        for line in output:\n",
    "            if line.startswith('>>>'):\n",
    "                scene_name = line[4:].strip()\n",
    "                if prev_scene == 'Continue...':\n",
    "                    run_scene_counts[scene_name] += 1\n",
    "                prev_scene = scene_name\n",
    "        for scene_name, count in run_scene_counts.items():\n",
    "            if scene_name in all_scene_counts:\n",
    "                all_scene_counts[scene_name].append(count)\n",
    "            else:\n",
    "                all_scene_counts[scene_name] = [count]\n",
    "        scene_count_files[fn[:3]] = run_scene_counts\n",
    "                \n",
    "for k, v in all_qualities.items():\n",
    "    if len(v) < n_runs:\n",
    "        v += [0]*(n_runs - len(v))\n",
    "for k, v in all_scene_counts.items():\n",
    "    if len(v) < n_runs:\n",
    "        v += [0]*(n_runs - len(v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "qualities_df = pd.DataFrame(quality_files).T\n",
    "scenes_df = pd.DataFrame(scene_count_files).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "scenes_df.to_csv('scene_counts_2.csv')\n",
    "qualities_df.to_csv('qualities_2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['aboriginal', 'afrikaans', 'age', 'aquarium', 'art-words', 'assessments', 'barron-crisis', 'barrons', 'barrons-card', 'birthdaying', 'bookstore', 'child-led', 'church-introduced', 'collage-ready', 'copy-error', 'cosmetics-studied', 'coupons-offered', 'cyan', 'dinner', 'doll', 'english', 'epilogued', 'format-change', 'friends-introduced', 'genius', 'gerbil-studied', 'greekletters', 'hairdresser', 'hawaiian', 'highest-win', 'housework', 'hyalithe', 'isgreek', 'ishungarian', 'isindonesian', 'isspanish', 'italian', 'jerome', 'jerome-texted', 'latin-study', 'lectern', 'legend', 'lessons', 'let-introduced', 'lettice', 'lettice-monster', 'materials-studied', 'minestrone', 'month', 'motivation', 'newslettering', 'not-talking', 'parents', 'pedagogue', 'perry', 'photosynthesis', 'poverty', 'previous-missed', 'projects', 'psitta', 'sara', 'spelling', 'spelling-relief', 'status', 'threats-useless', 'topeng-defined', 'tyler', 'visiting', 'warned', 'wednesday-done', 'william', 'william-intervention', 'world', 'zulu']\n"
     ]
    }
   ],
   "source": [
    "print(list(sorted(all_qualities.keys())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JaozBL0mNMfglqTEGvyQ1xuCXpMYY/JLUGINfkhpj8EtSYwx+SWrMRII/yXFJvpHkW0k2TaIGSWrV2IM/yf7Ae4FnAY8GTkry6HHXIUmtmsQZ/1HAt6rqO1X1M+Bs4PgJ1CFJTUpVjfeAyQuA46rqFd38S4EnVtUpC9bbCGzsZh8BfGOshS6fw4GbJ13EKmb/jcb+G81q77+HVtWahY0HTKKSYVTVLDA76TpGlWRrVU1Puo7Vyv4bjf03ml/X/pvEUM/1wBHz5h/ctUmSxmASwf8F4OFJHpbkIODFwMcnUIckNWnsQz1VtSvJKcCngf2BM6rqqnHXMUarfrhqwuy/0dh/o/m17L+xf7krSZos79yVpMYY/JLUGIO/R0n+KslVSbYnOSvJwZOuaTVJ8pqu765K8tpJ17PSJTkjyU1Jts9ru2+Si5Jc3b3fZ5I1rmRL9N8Lu8/fL5L82lzWafD3JMmDgL8EpqvqMQy+yH7xZKtaPZI8Bnglgzu9Hwc8N8mRk61qxTsTOG5B2ybg4qp6OHBxN6/Fncme/bcdeD5w2dir6ZHB368DgEOSHADcE/jBhOtZTR4FXFFVP62qXcClDP4H1BKq6jLglgXNxwObu+nNwAnjrGk1Waz/qmpHVa3WpwYsyeDvSVVdD7wDuA64AfjfqrpwslWtKtuBpye5X5J7As/mV2/803CmquqGbvpGYGqSxWhlMPh70o2lHg88DHggcK8kfzLZqlaPqtoBnAZcCGwBrgTunGRNq10Nrt32+m0Z/D16BvDdqvqfqvo5cC7wlAnXtKpU1elV9TtV9bvArcA3J13TKrQzyVqA7v2mCdejFcDg7891wJOS3DNJgGOAHROuaVVJcv/u/SEMxvc/PNmKVqWPAxu66Q3A+ROsRSuEd+72KMlbgRcBu4AvAa+oqjsmW9XqkeS/gfsBPwdeV1UXT7ikFS3JWcAMg0cJ7wTeDPwHcA7wEOBa4MSqWvgFsFiy/24B3gOsAW4Drqyq359QicvG4JekxjjUI0mNMfglqTEGvyQ1xuCXpMYY/JLUGINfkhpj8EtSY/4PPyZEw2Ph5RUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['age'], return_counts=True)\n",
    "plt.bar(labels, counts, align='center')\n",
    "plt.gca().set_xticks(labels)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('Age')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ending_counts = Counter(all_qualities['month'])\n",
    "end_x = ['Lettice', 'Nationals', 'Poverty', 'Running Away', 'Failure']\n",
    "end_y = [ending_counts[26], ending_counts[27], ending_counts[29], ending_counts[30], ending_counts[31]]\n",
    "plt.bar(end_x, end_y)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('Endings')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['jerome'], return_counts=True)\n",
    "plt.bar(labels, counts, align='center')\n",
    "plt.gca().set_xticks(labels)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('Jerome')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+zi9JmtukO3Ad1df5JEmL4zd3JakxBr8kNcbgl6TGGPyS1BiDX5IaY/BLUmMMfklqjMEvSY0ZJPiTvC7JBUnOT3JckjsPUYcktWjiwZ9kV+C1wOqq2hNYAbxg0nVIUquGmurZCtgmyVbAXYArBqpDkpoz8eCvqsuBw4GfAVcCv6uqr0y6Dklq1RDr8e8IHADsDlwDfDrJi6rqE7P2swPXMuc1mT5es+lze+nA9WTgp1V1NUCSE4HHArcKfjtwLX92c5o+XrPp08c1G2KO/2fAY5LcJUmAJwHrB6hDkpo0xBz/2cBngHOB73c1HDnpOiSpVYM0W6+qtwNvH+LcktQ6v7krSY0x+CWpMQa/JDXG4Jekxhj8ktQYg1+SGmPwS1JjDH5JaozBL0mNGSz4k6xI8p0kpwxVgyS1aMg7/oNxcTZJmriheu6uAvYHPjrE+SWpZYMs0gYcAbwJ2G5zO9iIZfnzmkwfr9n0uV00YknydOCqqlqXZM3m9rMRy/JnU4/p4zWbPreXRiz7AM9IcgnwSWDfJJ+Y/xBJ0lIZohHLW6pqVVXNAC8ATq+qF026DklqlZ/jl6TGDPXmLgBVdSZw5pA1SFJrvOOXpMYY/JLUGINfkhpj8EtSYwx+SWqMwS9JjTH4JakxBr8kNcbgl6TGDLUe/35Jfpjk4iSHDlGDJLVq4sGfZAXwIeCpwB7AgUn2mHQdktSqIe749wYurqqfVNWfGC3NfMAAdUhSk4ZYpG1X4Odjzy8DHj17p/EOXMD1SX44gdqWg52AXw1dxGLk3UNXsCxMzfUCr1mnpWt2n7kGB12dcz7jHbhakmRtVa0eug4tjtdr+njNhpnquRzYbez5qm5MkjQBQwT/t4EHJNk9ydaMunCdPEAdktSkiU/1VNWGJK8GvgysAI6uqgsmXccy1tz01pTzek2f5q9ZqmroGiRJE+Q3dyWpMQa/JDXG4F8mXMZiuiQ5OslVSc4fuhYtTpLdkpyR5MIkFyQ5eOiahuIc/zLQLWNxEfAURl9o+zZwYFVdOGhh2qwkfw1cD3y8qvYcuh4tLMkuwC5VdW6S7YB1wDNb/HPmHf/y4DIWU6aqvg78Zug6tHhVdWVVnds9vg5Yz2glgeYY/MvDXMtYNPk/pDQJSWaARwBnD1zKIAx+SU1Jsi1wAnBIVV07dD1DMPiXB5exkCYgyR0Zhf6xVXXi0PUMxeBfHlzGQupZkgBHAeur6n1D1zMkg38ZqKoNwMZlLNYDx7uMxfKW5DjgLOBBSS5L8rKha9KC9gFeDOyb5Lzu52lDFzUEP84pSY3xjl+SGmPwS1JjDH5JaozBL0mNMfglqTEGvyQ1xuCXpMb8PxmHYVoMMEziAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['sara'], return_counts=True)\n",
    "plt.bar(labels, counts, align='center')\n",
    "plt.gca().set_xticks(labels)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('Sarah')\n",
    "plt.ylabel('Count')\n",
    "plt.gca().set_yticks(range(0, int(max(counts)) + 1, 4))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['barrons'], return_counts=True)\n",
    "plt.bar(labels, counts, align='center')\n",
    "plt.gca().set_xticks(labels)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('Barrons')\n",
    "plt.ylabel('Count')\n",
    "plt.gca().set_yticks(range(0, int(max(counts)) + 1, 2))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['parents'], return_counts=True)\n",
    "plt.bar(labels, counts, align='center')\n",
    "plt.gca().set_xticks(labels)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('Parents')\n",
    "plt.ylabel('Count')\n",
    "plt.gca().set_yticks(range(0, int(max(counts)) + 1, 2))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['lettice'], return_counts=True)\n",
    "plt.bar(labels, counts, align='center')\n",
    "plt.gca().set_xticks(labels)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('Lettice')\n",
    "plt.ylabel('Count')\n",
    "plt.gca().set_yticks(range(0, int(max(counts)) + 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['poverty'], return_counts=True)\n",
    "plt.bar(labels, counts, align='center')\n",
    "plt.gca().set_xticks(labels)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('Poverty')\n",
    "plt.ylabel('Count')\n",
    "plt.gca().set_yticks(range(0, int(max(counts)) + 1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['world'], return_counts=True)\n",
    "plt.bar(labels, counts, align='center')\n",
    "plt.gca().set_xticks(labels)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('World')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['status'], return_counts=True)\n",
    "plt.bar(labels, counts, align='center')\n",
    "plt.gca().set_xticks(labels)\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.title('Status')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels, counts = np.unique(all_qualities['spelling'], return_counts=True)\n",
    "plt.hist(all_qualities['spelling'])\n",
    "plt.title('Spelling')\n",
    "plt.ylabel('Count')\n",
    "plt.grid(axis='y', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TODO: find the most common scenes\n",
    "scene_averages = {k: np.mean(v) for k, v in all_scene_counts.items()}\n",
    "top_scenes = Counter(scene_averages).most_common(25)\n",
    "top_scenes.reverse()\n",
    "plt.subplots(figsize=(10, 10))\n",
    "plt.grid(axis='x', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.barh([x[0] for x in top_scenes], [x[1] for x in top_scenes])\n",
    "plt.xlabel('Average count per game')\n",
    "plt.title('Most common scenes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "least_common = Counter(scene_averages).most_common(1000)[-25:]\n",
    "plt.subplots(figsize=(10, 10))\n",
    "plt.grid(axis='x', zorder=0)\n",
    "plt.gca().set_axisbelow(True)\n",
    "plt.barh([x[0] for x in least_common], [x[1] for x in least_common])\n",
    "plt.xlabel('Average count per game')\n",
    "plt.title('Least common scenes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}