{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Game recommendation on GOG.com\n",
    "\n",
    "## Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "games 3778\n",
      "reviewed games 2256\n"
     ]
    }
   ],
   "source": [
    "import json, glob\n",
    "\n",
    "games = json.load(open('games.json'))\n",
    "reviews = {}\n",
    "for filepath in glob.glob('reviews/*.json'):\n",
    "    game = filepath.replace('reviews/', '').replace('.json', '')\n",
    "    reviews[game] = json.load(open(filepath))\n",
    "\n",
    "print('games', len(games))\n",
    "print('reviewed games', len(reviews))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Similarity metric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def similarity(game1, game2):\n",
    "    game1_users = set(review['reviewer']['username'] for review in reviews[game1])\n",
    "    game2_users = set(review['reviewer']['username'] for review in reviews[game2])\n",
    "    \n",
    "    if len(game1_users | game2_users) == 0:\n",
    "        return 1\n",
    "    \n",
    "    return 1 - len(game1_users & game2_users) / len(game1_users | game2_users)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top 3 most similar game for popular games"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "diablo\n",
      "  > warcraft_2_battlenet_edition 0.9855855855855856\n",
      "  > elder_scrolls_iv_oblivion_game_of_the_year_edition_deluxe_the 0.9897260273972602\n",
      "  > blade_runner 0.990521327014218\n",
      "firewatch\n",
      "  > what_remains_of_edith_finch 0.9571428571428572\n",
      "  > the_vanishing_of_ethan_carter 0.9788732394366197\n",
      "  > gone_home 0.9804560260586319\n",
      "legend_of_grimrock\n",
      "  > legend_of_grimrock_2 0.9655172413793104\n",
      "  > the_book_of_unwritten_tales 0.9795081967213115\n",
      "  > gothic_3 0.9857142857142858\n",
      "elex\n",
      "  > seven_the_days_long_gone 0.9786324786324786\n",
      "  > divinity_original_sin_enhanced_edition 0.9805194805194806\n",
      "  > kingdom_come_deliverance 0.9821428571428571\n",
      "deus_ex\n",
      "  > deus_ex_invisible_war 0.937037037037037\n",
      "  > system_shock_2 0.9742268041237113\n",
      "  > star_wars_knights_of_the_old_republic 0.9787234042553191\n",
      "dungeon_keeper\n",
      "  > dungeon_keeper_2 0.9769820971867008\n",
      "  > jade_empire_special_edition 0.9844236760124611\n",
      "  > nox 0.9870466321243523\n",
      "dungeon_keeper_2\n",
      "  > dungeon_keeper 0.9769820971867008\n",
      "  > jade_empire_special_edition 0.9844236760124611\n",
      "  > theme_hospital 0.9872773536895675\n",
      "total_anihilation_commander_pack\n",
      "  > total_annihilation_kingdoms 0.9723320158102767\n",
      "  > dark_reign_expansion 0.9834710743801653\n",
      "  > infested_planet 0.9855072463768116\n",
      "the_witcher\n",
      "  > dragon_age_origins 0.9821882951653944\n",
      "  > vampire_the_masquerade_bloodlines 0.9840425531914894\n",
      "  > alan_wake 0.9873015873015873\n",
      "sid_meiers_alpha_centauri\n",
      "  > wing_commander_4_the_price_of_freedom 0.9881422924901185\n",
      "  > wing_commander_3_heart_of_the_tiger 0.9891696750902527\n",
      "  > heroes_of_might_and_magic_5_bundle 0.9894366197183099\n"
     ]
    }
   ],
   "source": [
    "for game, _ in list(sorted(reviews.items(), key=lambda game: -len(game[1])))[:10]:\n",
    "    sims = [(other_game, similarity(game, other_game)) for other_game in reviews if other_game != game]\n",
    "    sims.sort(key=lambda x: x[1])\n",
    "    print(game)\n",
    "    for other_game, sim in sims[:3]:\n",
    "        if sim < 1:\n",
    "            print('  >', other_game, sim)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Top 20 most similar games to Red Faction (old-school FPS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "red_faction\n",
      "  > red_faction_2 0.8867924528301887\n",
      "  > stalker_clear_sky 0.9565217391304348\n",
      "  > serious_sam_the_first_encounter 0.9634146341463414\n",
      "  > sea_dogs 0.9672131147540983\n",
      "  > call_of_juarez 0.967741935483871\n",
      "  > serious_sam_the_second_encounter 0.967741935483871\n",
      "  > terminal_velocity 0.9682539682539683\n",
      "  > hogs_of_war 0.9692307692307692\n",
      "  > syndicate_wars 0.9714285714285714\n",
      "  > quake_4 0.971830985915493\n",
      "  > tomb_raider_the_angel_of_darkness 0.9722222222222222\n",
      "  > abandon_ship 0.975609756097561\n",
      "  > indiana_jones_and_the_emperors_tomb 0.9759036144578314\n",
      "  > sniper_ghost_warrior_3 0.9761904761904762\n",
      "  > delta_force_land_warrior 0.9767441860465116\n",
      "  > star_wolves_3_civil_war 0.9767441860465116\n",
      "  > unholy_heights 0.9777777777777777\n",
      "  > judge_dredd_dredd_vs_death 0.9777777777777777\n",
      "  > brothers_in_arms_hells_highway 0.9782608695652174\n",
      "  > wing_commander_armada 0.9782608695652174\n"
     ]
    }
   ],
   "source": [
    "game = 'red_faction'\n",
    "sims = [(other_game, similarity(game, other_game)) for other_game in reviews if other_game != game]\n",
    "sims.sort(key=lambda x: x[1])\n",
    "print(game)\n",
    "for other_game, sim in sims[:20]:\n",
    "    print('  >', other_game, sim)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting that on a map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/damien/.venv/lib/python3.6/site-packages/umap/umap_.py:1495: UserWarning: custom distance metric does not return gradient; inverse_transform will be unavailable. To enable using inverse_transform method method, define a distance function that returns a tuple of (distance [float], gradient [np.array])\n",
      "  \"custom distance metric does not return gradient; inverse_transform will be unavailable. \"\n"
     ]
    },
    {
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       "\n",
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       "    element.appendChild(document.createTextNode(css));\n",
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       "  \n",
       "\n",
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       "    function(Bokeh) {\n",
       "      inject_raw_css(\"table.panel-df {\\n    margin-left: auto;\\n    margin-right: auto;\\n    border: none;\\n    border-collapse: collapse;\\n    border-spacing: 0;\\n    color: black;\\n    font-size: 12px;\\n    table-layout: fixed;\\n    width: 100%;\\n}\\n\\n.panel-df tr, th, td {\\n    text-align: right;\\n    vertical-align: middle;\\n    padding: 0.5em 0.5em !important;\\n    line-height: normal;\\n    white-space: normal;\\n    max-width: none;\\n    border: none;\\n}\\n\\n.panel-df tbody {\\n    display: table-row-group;\\n    vertical-align: middle;\\n    border-color: inherit;\\n}\\n\\n.panel-df tbody tr:nth-child(odd) {\\n    background: #f5f5f5;\\n}\\n\\n.panel-df thead {\\n    border-bottom: 1px solid black;\\n    vertical-align: bottom;\\n}\\n\\n.panel-df tr:hover {\\n    background: lightblue !important;\\n    cursor: pointer;\\n}\\n\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      inject_raw_css(\".widget-box {\\n\\tmin-height: 20px;\\n\\tbackground-color: #f5f5f5;\\n\\tborder: 1px solid #e3e3e3 !important;\\n\\tborder-radius: 4px;\\n\\t-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.05);\\n\\tbox-shadow: inset 0 1px 1px rgba(0,0,0,.05);\\n\\toverflow-x: hidden;\\n\\toverflow-y: hidden;\\n}\\n\\n.scrollable {\\n  overflow: scroll;\\n}\\n\\nprogress {\\n\\tappearance: none;\\n\\t-moz-appearance: none;\\n\\t-webkit-appearance: none;\\n\\n\\tborder: none;\\n\\theight: 20px;\\n\\tbackground-color: whiteSmoke;\\n\\tborder-radius: 3px;\\n\\tbox-shadow: 0 2px 3px rgba(0,0,0,.5) inset;\\n\\tcolor: royalblue;\\n\\tposition: relative;\\n\\tmargin: 0 0 1.5em;\\n}\\n\\nprogress[value]::-webkit-progress-bar {\\n\\tbackground-color: whiteSmoke;\\n\\tborder-radius: 3px;\\n\\tbox-shadow: 0 2px 3px rgba(0,0,0,.5) inset;\\n}\\n\\nprogress[value]::-webkit-progress-value {\\n\\tposition: relative;\\n\\n\\tbackground-size: 35px 20px, 100% 100%, 100% 100%;\\n\\tborder-radius:3px;\\n}\\n\\nprogress.active:not([value])::before {\\n\\tbackground-position: 10%;\\n\\tanimation-name: stripes;\\n\\tanimation-duration: 3s;\\n\\tanimation-timing-function: linear;\\n\\tanimation-iteration-count: infinite;\\n}\\n\\nprogress[value]::-moz-progress-bar {\\n\\tbackground-size: 35px 20px, 100% 100%, 100% 100%;\\n\\tborder-radius:3px;\\n}\\n\\nprogress:not([value])::-moz-progress-bar {\\n\\tborder-radius:3px;\\n\\tbackground:\\n\\tlinear-gradient(-45deg, transparent 33%, rgba(0, 0, 0, 0.2) 33%, rgba(0, 0, 0, 0.2) 66%, transparent 66%) left/2.5em 1.5em;\\n\\n}\\n\\nprogress.active:not([value])::-moz-progress-bar {\\n\\tbackground-position: 10%;\\n\\tanimation-name: stripes;\\n\\tanimation-duration: 3s;\\n\\tanimation-timing-function: linear;\\n\\tanimation-iteration-count: infinite;\\n}\\n\\nprogress.active:not([value])::-webkit-progress-bar {\\n\\tbackground-position: 10%;\\n\\tanimation-name: stripes;\\n\\tanimation-duration: 3s;\\n\\tanimation-timing-function: linear;\\n\\tanimation-iteration-count: infinite;\\n}\\n\\nprogress.primary[value]::-webkit-progress-value { background-color: #007bff; }\\nprogress.primary:not([value])::before { background-color: #007bff; }\\nprogress.primary:not([value])::-webkit-progress-bar { background-color: #007bff; }\\nprogress.primary::-moz-progress-bar { background-color: #007bff; }\\n\\nprogress.secondary[value]::-webkit-progress-value { background-color: #6c757d; }\\nprogress.secondary:not([value])::before { background-color: #6c757d; }\\nprogress.secondary:not([value])::-webkit-progress-bar { background-color: #6c757d; }\\nprogress.secondary::-moz-progress-bar { background-color: #6c757d; }\\n\\nprogress.success[value]::-webkit-progress-value { background-color: #28a745; }\\nprogress.success:not([value])::before { background-color: #28a745; }\\nprogress.success:not([value])::-webkit-progress-bar { background-color: #28a745; }\\nprogress.success::-moz-progress-bar { background-color: #28a745; }\\n\\nprogress.danger[value]::-webkit-progress-value { background-color: #dc3545; }\\nprogress.danger:not([value])::before { background-color: #dc3545; }\\nprogress.danger:not([value])::-webkit-progress-bar { background-color: #dc3545; }\\nprogress.danger::-moz-progress-bar { background-color: #dc3545; }\\n\\nprogress.warning[value]::-webkit-progress-value { background-color: #ffc107; }\\nprogress.warning:not([value])::before { background-color: #ffc107; }\\nprogress.warning:not([value])::-webkit-progress-bar { background-color: #ffc107; }\\nprogress.warning::-moz-progress-bar { background-color: #ffc107; }\\n\\nprogress.info[value]::-webkit-progress-value { background-color: #17a2b8; }\\nprogress.info:not([value])::before { background-color: #17a2b8; }\\nprogress.info:not([value])::-webkit-progress-bar { background-color: #17a2b8; }\\nprogress.info::-moz-progress-bar { background-color: #17a2b8; }\\n\\nprogress.light[value]::-webkit-progress-value { background-color: #f8f9fa; }\\nprogress.light:not([value])::before { background-color: #f8f9fa; }\\nprogress.light:not([value])::-webkit-progress-bar { background-color: #f8f9fa; }\\nprogress.light::-moz-progress-bar { background-color: #f8f9fa; }\\n\\nprogress.dark[value]::-webkit-progress-value { background-color: #343a40; }\\nprogress.dark:not([value])::-webkit-progress-bar { background-color: #343a40; }\\nprogress.dark:not([value])::before { background-color: #343a40; }\\nprogress.dark::-moz-progress-bar { background-color: #343a40; }\\n\\nprogress:not([value])::-webkit-progress-bar {\\n\\tborder-radius: 3px;\\n\\tbackground:\\n\\tlinear-gradient(-45deg, transparent 33%, rgba(0, 0, 0, 0.2) 33%, rgba(0, 0, 0, 0.2) 66%, transparent 66%) left/2.5em 1.5em;\\n}\\nprogress:not([value])::before {\\n\\tcontent:\\\" \\\";\\n\\tposition:absolute;\\n\\theight: 20px;\\n\\ttop:0;\\n\\tleft:0;\\n\\tright:0;\\n\\tbottom:0;\\n\\tborder-radius: 3px;\\n\\tbackground:\\n\\tlinear-gradient(-45deg, transparent 33%, rgba(0, 0, 0, 0.2) 33%, rgba(0, 0, 0, 0.2) 66%, transparent 66%) left/2.5em 1.5em;\\n}\\n\\n@keyframes stripes {\\n  from {background-position: 0%}\\n  to {background-position: 100%}\\n}\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      inject_raw_css(\".json-formatter-row {\\n  font-family: monospace;\\n}\\n.json-formatter-row,\\n.json-formatter-row a,\\n.json-formatter-row a:hover {\\n  color: black;\\n  text-decoration: none;\\n}\\n.json-formatter-row .json-formatter-row {\\n  margin-left: 1rem;\\n}\\n.json-formatter-row .json-formatter-children.json-formatter-empty {\\n  opacity: 0.5;\\n  margin-left: 1rem;\\n}\\n.json-formatter-row .json-formatter-children.json-formatter-empty:after {\\n  display: none;\\n}\\n.json-formatter-row .json-formatter-children.json-formatter-empty.json-formatter-object:after {\\n  content: \\\"No properties\\\";\\n}\\n.json-formatter-row .json-formatter-children.json-formatter-empty.json-formatter-array:after {\\n  content: \\\"[]\\\";\\n}\\n.json-formatter-row .json-formatter-string,\\n.json-formatter-row .json-formatter-stringifiable {\\n  color: green;\\n  white-space: pre;\\n  word-wrap: break-word;\\n}\\n.json-formatter-row .json-formatter-number {\\n  color: blue;\\n}\\n.json-formatter-row .json-formatter-boolean {\\n  color: red;\\n}\\n.json-formatter-row .json-formatter-null {\\n  color: #855A00;\\n}\\n.json-formatter-row .json-formatter-undefined {\\n  color: #ca0b69;\\n}\\n.json-formatter-row .json-formatter-function {\\n  color: #FF20ED;\\n}\\n.json-formatter-row .json-formatter-date {\\n  background-color: rgba(0, 0, 0, 0.05);\\n}\\n.json-formatter-row .json-formatter-url {\\n  text-decoration: underline;\\n  color: blue;\\n  cursor: pointer;\\n}\\n.json-formatter-row .json-formatter-bracket {\\n  color: blue;\\n}\\n.json-formatter-row .json-formatter-key {\\n  color: #00008B;\\n  padding-right: 0.2rem;\\n}\\n.json-formatter-row .json-formatter-toggler-link {\\n  cursor: pointer;\\n}\\n.json-formatter-row .json-formatter-toggler {\\n  line-height: 1.2rem;\\n  font-size: 0.7rem;\\n  vertical-align: middle;\\n  opacity: 0.6;\\n  cursor: pointer;\\n  padding-right: 0.2rem;\\n}\\n.json-formatter-row .json-formatter-toggler:after {\\n  display: inline-block;\\n  transition: transform 100ms ease-in;\\n  content: \\\"\\\\25BA\\\";\\n}\\n.json-formatter-row > a > .json-formatter-preview-text {\\n  opacity: 0;\\n  transition: opacity 0.15s ease-in;\\n  font-style: italic;\\n}\\n.json-formatter-row:hover > a > .json-formatter-preview-text {\\n  opacity: 0.6;\\n}\\n.json-formatter-row.json-formatter-open > .json-formatter-toggler-link .json-formatter-toggler:after {\\n  transform: rotate(90deg);\\n}\\n.json-formatter-row.json-formatter-open > .json-formatter-children:after {\\n  display: inline-block;\\n}\\n.json-formatter-row.json-formatter-open > a > .json-formatter-preview-text {\\n  display: none;\\n}\\n.json-formatter-row.json-formatter-open.json-formatter-empty:after {\\n  display: block;\\n}\\n.json-formatter-dark.json-formatter-row {\\n  font-family: monospace;\\n}\\n.json-formatter-dark.json-formatter-row,\\n.json-formatter-dark.json-formatter-row a,\\n.json-formatter-dark.json-formatter-row a:hover {\\n  color: white;\\n  text-decoration: none;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-row {\\n  margin-left: 1rem;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-children.json-formatter-empty {\\n  opacity: 0.5;\\n  margin-left: 1rem;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-children.json-formatter-empty:after {\\n  display: none;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-children.json-formatter-empty.json-formatter-object:after {\\n  content: \\\"No properties\\\";\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-children.json-formatter-empty.json-formatter-array:after {\\n  content: \\\"[]\\\";\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-string,\\n.json-formatter-dark.json-formatter-row .json-formatter-stringifiable {\\n  color: #31F031;\\n  white-space: pre;\\n  word-wrap: break-word;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-number {\\n  color: #66C2FF;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-boolean {\\n  color: #EC4242;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-null {\\n  color: #EEC97D;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-undefined {\\n  color: #ef8fbe;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-function {\\n  color: #FD48CB;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-date {\\n  background-color: rgba(255, 255, 255, 0.05);\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-url {\\n  text-decoration: underline;\\n  color: #027BFF;\\n  cursor: pointer;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-bracket {\\n  color: #9494FF;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-key {\\n  color: #23A0DB;\\n  padding-right: 0.2rem;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-toggler-link {\\n  cursor: pointer;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-toggler {\\n  line-height: 1.2rem;\\n  font-size: 0.7rem;\\n  vertical-align: middle;\\n  opacity: 0.6;\\n  cursor: pointer;\\n  padding-right: 0.2rem;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-toggler:after {\\n  display: inline-block;\\n  transition: transform 100ms ease-in;\\n  content: \\\"\\\\25BA\\\";\\n}\\n.json-formatter-dark.json-formatter-row > a > .json-formatter-preview-text {\\n  opacity: 0;\\n  transition: opacity 0.15s ease-in;\\n  font-style: italic;\\n}\\n.json-formatter-dark.json-formatter-row:hover > a > .json-formatter-preview-text {\\n  opacity: 0.6;\\n}\\n.json-formatter-dark.json-formatter-row.json-formatter-open > .json-formatter-toggler-link .json-formatter-toggler:after {\\n  transform: rotate(90deg);\\n}\\n.json-formatter-dark.json-formatter-row.json-formatter-open > .json-formatter-children:after {\\n  display: inline-block;\\n}\\n.json-formatter-dark.json-formatter-row.json-formatter-open > a > .json-formatter-preview-text {\\n  display: none;\\n}\\n.json-formatter-dark.json-formatter-row.json-formatter-open.json-formatter-empty:after {\\n  display: block;\\n}\\n\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      inject_raw_css(\".codehilite .hll { background-color: #ffffcc }\\n.codehilite  { background: #f8f8f8; }\\n.codehilite .c { color: #408080; font-style: italic } /* Comment */\\n.codehilite .err { border: 1px solid #FF0000 } /* Error */\\n.codehilite .k { color: #008000; font-weight: bold } /* Keyword */\\n.codehilite .o { color: #666666 } /* Operator */\\n.codehilite .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\\n.codehilite .cm { color: #408080; font-style: italic } /* Comment.Multiline */\\n.codehilite .cp { color: #BC7A00 } /* Comment.Preproc */\\n.codehilite .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\\n.codehilite .c1 { color: #408080; font-style: italic } /* Comment.Single */\\n.codehilite .cs { color: #408080; font-style: italic } /* Comment.Special */\\n.codehilite .gd { color: #A00000 } /* Generic.Deleted */\\n.codehilite .ge { font-style: italic } /* Generic.Emph */\\n.codehilite .gr { color: #FF0000 } /* Generic.Error */\\n.codehilite .gh { color: #000080; font-weight: bold } /* Generic.Heading */\\n.codehilite .gi { color: #00A000 } /* Generic.Inserted */\\n.codehilite .go { color: #888888 } /* Generic.Output */\\n.codehilite .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\\n.codehilite .gs { font-weight: bold } /* Generic.Strong */\\n.codehilite .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\\n.codehilite .gt { color: #0044DD } /* Generic.Traceback */\\n.codehilite .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\\n.codehilite .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\\n.codehilite .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\\n.codehilite .kp { color: #008000 } /* Keyword.Pseudo */\\n.codehilite .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\\n.codehilite .kt { color: #B00040 } /* Keyword.Type */\\n.codehilite .m { color: #666666 } /* Literal.Number */\\n.codehilite .s { color: #BA2121 } /* Literal.String */\\n.codehilite .na { color: #7D9029 } /* Name.Attribute */\\n.codehilite .nb { color: #008000 } /* Name.Builtin */\\n.codehilite .nc { color: #0000FF; font-weight: bold } /* Name.Class */\\n.codehilite .no { color: #880000 } /* Name.Constant */\\n.codehilite .nd { color: #AA22FF } /* Name.Decorator */\\n.codehilite .ni { color: #999999; font-weight: bold } /* Name.Entity */\\n.codehilite .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\\n.codehilite .nf { color: #0000FF } /* Name.Function */\\n.codehilite .nl { color: #A0A000 } /* Name.Label */\\n.codehilite .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\\n.codehilite .nt { color: #008000; font-weight: bold } /* Name.Tag */\\n.codehilite .nv { color: #19177C } /* Name.Variable */\\n.codehilite .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\\n.codehilite .w { color: #bbbbbb } /* Text.Whitespace */\\n.codehilite .mb { color: #666666 } /* Literal.Number.Bin */\\n.codehilite .mf { color: #666666 } /* Literal.Number.Float */\\n.codehilite .mh { color: #666666 } /* Literal.Number.Hex */\\n.codehilite .mi { color: #666666 } /* Literal.Number.Integer */\\n.codehilite .mo { color: #666666 } /* Literal.Number.Oct */\\n.codehilite .sa { color: #BA2121 } /* Literal.String.Affix */\\n.codehilite .sb { color: #BA2121 } /* Literal.String.Backtick */\\n.codehilite .sc { color: #BA2121 } /* Literal.String.Char */\\n.codehilite .dl { color: #BA2121 } /* Literal.String.Delimiter */\\n.codehilite .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\\n.codehilite .s2 { color: #BA2121 } /* Literal.String.Double */\\n.codehilite .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\\n.codehilite .sh { color: #BA2121 } /* Literal.String.Heredoc */\\n.codehilite .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\\n.codehilite .sx { color: #008000 } /* Literal.String.Other */\\n.codehilite .sr { color: #BB6688 } /* Literal.String.Regex */\\n.codehilite .s1 { color: #BA2121 } /* Literal.String.Single */\\n.codehilite .ss { color: #19177C } /* Literal.String.Symbol */\\n.codehilite .bp { color: #008000 } /* Name.Builtin.Pseudo */\\n.codehilite .fm { color: #0000FF } /* Name.Function.Magic */\\n.codehilite .vc { color: #19177C } /* Name.Variable.Class */\\n.codehilite .vg { color: #19177C } /* Name.Variable.Global */\\n.codehilite .vi { color: #19177C } /* Name.Variable.Instance */\\n.codehilite .vm { color: #19177C } /* Name.Variable.Magic */\\n.codehilite .il { color: #666666 } /* Literal.Number.Integer.Long */\\n\\n.markdown h1 { margin-block-start: 0.34em }\\n.markdown h2 { margin-block-start: 0.42em }\\n.markdown h3 { margin-block-start: 0.5em }\\n.markdown h4 { margin-block-start: 0.67em }\\n.markdown h5 { margin-block-start: 0.84em }\\n.markdown h6 { margin-block-start: 1.17em }\\n.markdown ul { padding-inline-start: 2em }\\n.markdown ol { padding-inline-start: 2em }\\n.markdown strong { font-weight: 600 }\\n.markdown a { color: -webkit-link }\\n.markdown a { color: -moz-hyperlinkText }\\n\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"2077\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"2077\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.0.1.min.js\": \"JpP8FXbgAZLkfur7LiK3j9AGBhHNIvF742meBJrjO2ShJDhCG2I1uVvW+0DUtrmc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\": \"xZlADit0Q04ISQEdKg2k3L4W9AwQBAuDs9nJL9fM/WwzL1tEU9VPNezOFX0nLEAz\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\": \"4BuPRZkdMKSnj3zoxiNrQ86XgNw0rYmBOxe7nshquXwwcauupgBF2DHLVG1WuZlV\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\": \"Dv1SQ87hmDqK6S5OhBf0bCuwAEvL5QYL0PuR/F1SPVhCS/r/abjkbpKDYL2zeM19\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"2077\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '2077' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\", \"https://unpkg.com/@holoviz/panel@^0.9.4/dist/panel.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      inject_raw_css(\"table.panel-df {\\n    margin-left: auto;\\n    margin-right: auto;\\n    border: none;\\n    border-collapse: collapse;\\n    border-spacing: 0;\\n    color: black;\\n    font-size: 12px;\\n    table-layout: fixed;\\n    width: 100%;\\n}\\n\\n.panel-df tr, th, td {\\n    text-align: right;\\n    vertical-align: middle;\\n    padding: 0.5em 0.5em !important;\\n    line-height: normal;\\n    white-space: normal;\\n    max-width: none;\\n    border: none;\\n}\\n\\n.panel-df tbody {\\n    display: table-row-group;\\n    vertical-align: middle;\\n    border-color: inherit;\\n}\\n\\n.panel-df tbody tr:nth-child(odd) {\\n    background: #f5f5f5;\\n}\\n\\n.panel-df thead {\\n    border-bottom: 1px solid black;\\n    vertical-align: bottom;\\n}\\n\\n.panel-df tr:hover {\\n    background: lightblue !important;\\n    cursor: pointer;\\n}\\n\");\n    },\n    function(Bokeh) {\n      inject_raw_css(\".widget-box {\\n\\tmin-height: 20px;\\n\\tbackground-color: #f5f5f5;\\n\\tborder: 1px solid #e3e3e3 !important;\\n\\tborder-radius: 4px;\\n\\t-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.05);\\n\\tbox-shadow: inset 0 1px 1px rgba(0,0,0,.05);\\n\\toverflow-x: hidden;\\n\\toverflow-y: hidden;\\n}\\n\\n.scrollable {\\n  overflow: scroll;\\n}\\n\\nprogress {\\n\\tappearance: none;\\n\\t-moz-appearance: none;\\n\\t-webkit-appearance: none;\\n\\n\\tborder: none;\\n\\theight: 20px;\\n\\tbackground-color: whiteSmoke;\\n\\tborder-radius: 3px;\\n\\tbox-shadow: 0 2px 3px rgba(0,0,0,.5) inset;\\n\\tcolor: royalblue;\\n\\tposition: relative;\\n\\tmargin: 0 0 1.5em;\\n}\\n\\nprogress[value]::-webkit-progress-bar {\\n\\tbackground-color: whiteSmoke;\\n\\tborder-radius: 3px;\\n\\tbox-shadow: 0 2px 3px rgba(0,0,0,.5) inset;\\n}\\n\\nprogress[value]::-webkit-progress-value {\\n\\tposition: relative;\\n\\n\\tbackground-size: 35px 20px, 100% 100%, 100% 100%;\\n\\tborder-radius:3px;\\n}\\n\\nprogress.active:not([value])::before {\\n\\tbackground-position: 10%;\\n\\tanimation-name: stripes;\\n\\tanimation-duration: 3s;\\n\\tanimation-timing-function: linear;\\n\\tanimation-iteration-count: infinite;\\n}\\n\\nprogress[value]::-moz-progress-bar {\\n\\tbackground-size: 35px 20px, 100% 100%, 100% 100%;\\n\\tborder-radius:3px;\\n}\\n\\nprogress:not([value])::-moz-progress-bar {\\n\\tborder-radius:3px;\\n\\tbackground:\\n\\tlinear-gradient(-45deg, transparent 33%, rgba(0, 0, 0, 0.2) 33%, rgba(0, 0, 0, 0.2) 66%, transparent 66%) left/2.5em 1.5em;\\n\\n}\\n\\nprogress.active:not([value])::-moz-progress-bar {\\n\\tbackground-position: 10%;\\n\\tanimation-name: stripes;\\n\\tanimation-duration: 3s;\\n\\tanimation-timing-function: linear;\\n\\tanimation-iteration-count: infinite;\\n}\\n\\nprogress.active:not([value])::-webkit-progress-bar {\\n\\tbackground-position: 10%;\\n\\tanimation-name: stripes;\\n\\tanimation-duration: 3s;\\n\\tanimation-timing-function: linear;\\n\\tanimation-iteration-count: infinite;\\n}\\n\\nprogress.primary[value]::-webkit-progress-value { background-color: #007bff; }\\nprogress.primary:not([value])::before { background-color: #007bff; }\\nprogress.primary:not([value])::-webkit-progress-bar { background-color: #007bff; }\\nprogress.primary::-moz-progress-bar { background-color: #007bff; }\\n\\nprogress.secondary[value]::-webkit-progress-value { background-color: #6c757d; }\\nprogress.secondary:not([value])::before { background-color: #6c757d; }\\nprogress.secondary:not([value])::-webkit-progress-bar { background-color: #6c757d; }\\nprogress.secondary::-moz-progress-bar { background-color: #6c757d; }\\n\\nprogress.success[value]::-webkit-progress-value { background-color: #28a745; }\\nprogress.success:not([value])::before { background-color: #28a745; }\\nprogress.success:not([value])::-webkit-progress-bar { background-color: #28a745; }\\nprogress.success::-moz-progress-bar { background-color: #28a745; }\\n\\nprogress.danger[value]::-webkit-progress-value { background-color: #dc3545; }\\nprogress.danger:not([value])::before { background-color: #dc3545; }\\nprogress.danger:not([value])::-webkit-progress-bar { background-color: #dc3545; }\\nprogress.danger::-moz-progress-bar { background-color: #dc3545; }\\n\\nprogress.warning[value]::-webkit-progress-value { background-color: #ffc107; }\\nprogress.warning:not([value])::before { background-color: #ffc107; }\\nprogress.warning:not([value])::-webkit-progress-bar { background-color: #ffc107; }\\nprogress.warning::-moz-progress-bar { background-color: #ffc107; }\\n\\nprogress.info[value]::-webkit-progress-value { background-color: #17a2b8; }\\nprogress.info:not([value])::before { background-color: #17a2b8; }\\nprogress.info:not([value])::-webkit-progress-bar { background-color: #17a2b8; }\\nprogress.info::-moz-progress-bar { background-color: #17a2b8; }\\n\\nprogress.light[value]::-webkit-progress-value { background-color: #f8f9fa; }\\nprogress.light:not([value])::before { background-color: #f8f9fa; }\\nprogress.light:not([value])::-webkit-progress-bar { background-color: #f8f9fa; }\\nprogress.light::-moz-progress-bar { background-color: #f8f9fa; }\\n\\nprogress.dark[value]::-webkit-progress-value { background-color: #343a40; }\\nprogress.dark:not([value])::-webkit-progress-bar { background-color: #343a40; }\\nprogress.dark:not([value])::before { background-color: #343a40; }\\nprogress.dark::-moz-progress-bar { background-color: #343a40; }\\n\\nprogress:not([value])::-webkit-progress-bar {\\n\\tborder-radius: 3px;\\n\\tbackground:\\n\\tlinear-gradient(-45deg, transparent 33%, rgba(0, 0, 0, 0.2) 33%, rgba(0, 0, 0, 0.2) 66%, transparent 66%) left/2.5em 1.5em;\\n}\\nprogress:not([value])::before {\\n\\tcontent:\\\" \\\";\\n\\tposition:absolute;\\n\\theight: 20px;\\n\\ttop:0;\\n\\tleft:0;\\n\\tright:0;\\n\\tbottom:0;\\n\\tborder-radius: 3px;\\n\\tbackground:\\n\\tlinear-gradient(-45deg, transparent 33%, rgba(0, 0, 0, 0.2) 33%, rgba(0, 0, 0, 0.2) 66%, transparent 66%) left/2.5em 1.5em;\\n}\\n\\n@keyframes stripes {\\n  from {background-position: 0%}\\n  to {background-position: 100%}\\n}\");\n    },\n    function(Bokeh) {\n      inject_raw_css(\".json-formatter-row {\\n  font-family: monospace;\\n}\\n.json-formatter-row,\\n.json-formatter-row a,\\n.json-formatter-row a:hover {\\n  color: black;\\n  text-decoration: none;\\n}\\n.json-formatter-row .json-formatter-row {\\n  margin-left: 1rem;\\n}\\n.json-formatter-row .json-formatter-children.json-formatter-empty {\\n  opacity: 0.5;\\n  margin-left: 1rem;\\n}\\n.json-formatter-row .json-formatter-children.json-formatter-empty:after {\\n  display: none;\\n}\\n.json-formatter-row .json-formatter-children.json-formatter-empty.json-formatter-object:after {\\n  content: \\\"No properties\\\";\\n}\\n.json-formatter-row .json-formatter-children.json-formatter-empty.json-formatter-array:after {\\n  content: \\\"[]\\\";\\n}\\n.json-formatter-row .json-formatter-string,\\n.json-formatter-row .json-formatter-stringifiable {\\n  color: green;\\n  white-space: pre;\\n  word-wrap: break-word;\\n}\\n.json-formatter-row .json-formatter-number {\\n  color: blue;\\n}\\n.json-formatter-row .json-formatter-boolean {\\n  color: red;\\n}\\n.json-formatter-row .json-formatter-null {\\n  color: #855A00;\\n}\\n.json-formatter-row .json-formatter-undefined {\\n  color: #ca0b69;\\n}\\n.json-formatter-row .json-formatter-function {\\n  color: #FF20ED;\\n}\\n.json-formatter-row .json-formatter-date {\\n  background-color: rgba(0, 0, 0, 0.05);\\n}\\n.json-formatter-row .json-formatter-url {\\n  text-decoration: underline;\\n  color: blue;\\n  cursor: pointer;\\n}\\n.json-formatter-row .json-formatter-bracket {\\n  color: blue;\\n}\\n.json-formatter-row .json-formatter-key {\\n  color: #00008B;\\n  padding-right: 0.2rem;\\n}\\n.json-formatter-row .json-formatter-toggler-link {\\n  cursor: pointer;\\n}\\n.json-formatter-row .json-formatter-toggler {\\n  line-height: 1.2rem;\\n  font-size: 0.7rem;\\n  vertical-align: middle;\\n  opacity: 0.6;\\n  cursor: pointer;\\n  padding-right: 0.2rem;\\n}\\n.json-formatter-row .json-formatter-toggler:after {\\n  display: inline-block;\\n  transition: transform 100ms ease-in;\\n  content: \\\"\\\\25BA\\\";\\n}\\n.json-formatter-row > a > .json-formatter-preview-text {\\n  opacity: 0;\\n  transition: opacity 0.15s ease-in;\\n  font-style: italic;\\n}\\n.json-formatter-row:hover > a > .json-formatter-preview-text {\\n  opacity: 0.6;\\n}\\n.json-formatter-row.json-formatter-open > .json-formatter-toggler-link .json-formatter-toggler:after {\\n  transform: rotate(90deg);\\n}\\n.json-formatter-row.json-formatter-open > .json-formatter-children:after {\\n  display: inline-block;\\n}\\n.json-formatter-row.json-formatter-open > a > .json-formatter-preview-text {\\n  display: none;\\n}\\n.json-formatter-row.json-formatter-open.json-formatter-empty:after {\\n  display: block;\\n}\\n.json-formatter-dark.json-formatter-row {\\n  font-family: monospace;\\n}\\n.json-formatter-dark.json-formatter-row,\\n.json-formatter-dark.json-formatter-row a,\\n.json-formatter-dark.json-formatter-row a:hover {\\n  color: white;\\n  text-decoration: none;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-row {\\n  margin-left: 1rem;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-children.json-formatter-empty {\\n  opacity: 0.5;\\n  margin-left: 1rem;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-children.json-formatter-empty:after {\\n  display: none;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-children.json-formatter-empty.json-formatter-object:after {\\n  content: \\\"No properties\\\";\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-children.json-formatter-empty.json-formatter-array:after {\\n  content: \\\"[]\\\";\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-string,\\n.json-formatter-dark.json-formatter-row .json-formatter-stringifiable {\\n  color: #31F031;\\n  white-space: pre;\\n  word-wrap: break-word;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-number {\\n  color: #66C2FF;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-boolean {\\n  color: #EC4242;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-null {\\n  color: #EEC97D;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-undefined {\\n  color: #ef8fbe;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-function {\\n  color: #FD48CB;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-date {\\n  background-color: rgba(255, 255, 255, 0.05);\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-url {\\n  text-decoration: underline;\\n  color: #027BFF;\\n  cursor: pointer;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-bracket {\\n  color: #9494FF;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-key {\\n  color: #23A0DB;\\n  padding-right: 0.2rem;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-toggler-link {\\n  cursor: pointer;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-toggler {\\n  line-height: 1.2rem;\\n  font-size: 0.7rem;\\n  vertical-align: middle;\\n  opacity: 0.6;\\n  cursor: pointer;\\n  padding-right: 0.2rem;\\n}\\n.json-formatter-dark.json-formatter-row .json-formatter-toggler:after {\\n  display: inline-block;\\n  transition: transform 100ms ease-in;\\n  content: \\\"\\\\25BA\\\";\\n}\\n.json-formatter-dark.json-formatter-row > a > .json-formatter-preview-text {\\n  opacity: 0;\\n  transition: opacity 0.15s ease-in;\\n  font-style: italic;\\n}\\n.json-formatter-dark.json-formatter-row:hover > a > .json-formatter-preview-text {\\n  opacity: 0.6;\\n}\\n.json-formatter-dark.json-formatter-row.json-formatter-open > .json-formatter-toggler-link .json-formatter-toggler:after {\\n  transform: rotate(90deg);\\n}\\n.json-formatter-dark.json-formatter-row.json-formatter-open > .json-formatter-children:after {\\n  display: inline-block;\\n}\\n.json-formatter-dark.json-formatter-row.json-formatter-open > a > .json-formatter-preview-text {\\n  display: none;\\n}\\n.json-formatter-dark.json-formatter-row.json-formatter-open.json-formatter-empty:after {\\n  display: block;\\n}\\n\");\n    },\n    function(Bokeh) {\n      inject_raw_css(\".codehilite .hll { background-color: #ffffcc }\\n.codehilite  { background: #f8f8f8; }\\n.codehilite .c { color: #408080; font-style: italic } /* Comment */\\n.codehilite .err { border: 1px solid #FF0000 } /* Error */\\n.codehilite .k { color: #008000; font-weight: bold } /* Keyword */\\n.codehilite .o { color: #666666 } /* Operator */\\n.codehilite .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\\n.codehilite .cm { color: #408080; font-style: italic } /* Comment.Multiline */\\n.codehilite .cp { color: #BC7A00 } /* Comment.Preproc */\\n.codehilite .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\\n.codehilite .c1 { color: #408080; font-style: italic } /* Comment.Single */\\n.codehilite .cs { color: #408080; font-style: italic } /* Comment.Special */\\n.codehilite .gd { color: #A00000 } /* Generic.Deleted */\\n.codehilite .ge { font-style: italic } /* Generic.Emph */\\n.codehilite .gr { color: #FF0000 } /* Generic.Error */\\n.codehilite .gh { color: #000080; font-weight: bold } /* Generic.Heading */\\n.codehilite .gi { color: #00A000 } /* Generic.Inserted */\\n.codehilite .go { color: #888888 } /* Generic.Output */\\n.codehilite .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\\n.codehilite .gs { font-weight: bold } /* Generic.Strong */\\n.codehilite .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\\n.codehilite .gt { color: #0044DD } /* Generic.Traceback */\\n.codehilite .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\\n.codehilite .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\\n.codehilite .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\\n.codehilite .kp { color: #008000 } /* Keyword.Pseudo */\\n.codehilite .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\\n.codehilite .kt { color: #B00040 } /* Keyword.Type */\\n.codehilite .m { color: #666666 } /* Literal.Number */\\n.codehilite .s { color: #BA2121 } /* Literal.String */\\n.codehilite .na { color: #7D9029 } /* Name.Attribute */\\n.codehilite .nb { color: #008000 } /* Name.Builtin */\\n.codehilite .nc { color: #0000FF; font-weight: bold } /* Name.Class */\\n.codehilite .no { color: #880000 } /* Name.Constant */\\n.codehilite .nd { color: #AA22FF } /* Name.Decorator */\\n.codehilite .ni { color: #999999; font-weight: bold } /* Name.Entity */\\n.codehilite .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\\n.codehilite .nf { color: #0000FF } /* Name.Function */\\n.codehilite .nl { color: #A0A000 } /* Name.Label */\\n.codehilite .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\\n.codehilite .nt { color: #008000; font-weight: bold } /* Name.Tag */\\n.codehilite .nv { color: #19177C } /* Name.Variable */\\n.codehilite .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\\n.codehilite .w { color: #bbbbbb } /* Text.Whitespace */\\n.codehilite .mb { color: #666666 } /* Literal.Number.Bin */\\n.codehilite .mf { color: #666666 } /* Literal.Number.Float */\\n.codehilite .mh { color: #666666 } /* Literal.Number.Hex */\\n.codehilite .mi { color: #666666 } /* Literal.Number.Integer */\\n.codehilite .mo { color: #666666 } /* Literal.Number.Oct */\\n.codehilite .sa { color: #BA2121 } /* Literal.String.Affix */\\n.codehilite .sb { color: #BA2121 } /* Literal.String.Backtick */\\n.codehilite .sc { color: #BA2121 } /* Literal.String.Char */\\n.codehilite .dl { color: #BA2121 } /* Literal.String.Delimiter */\\n.codehilite .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\\n.codehilite .s2 { color: #BA2121 } /* Literal.String.Double */\\n.codehilite .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\\n.codehilite .sh { color: #BA2121 } /* Literal.String.Heredoc */\\n.codehilite .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\\n.codehilite .sx { color: #008000 } /* Literal.String.Other */\\n.codehilite .sr { color: #BB6688 } /* Literal.String.Regex */\\n.codehilite .s1 { color: #BA2121 } /* Literal.String.Single */\\n.codehilite .ss { color: #19177C } /* Literal.String.Symbol */\\n.codehilite .bp { color: #008000 } /* Name.Builtin.Pseudo */\\n.codehilite .fm { color: #0000FF } /* Name.Function.Magic */\\n.codehilite .vc { color: #19177C } /* Name.Variable.Class */\\n.codehilite .vg { color: #19177C } /* Name.Variable.Global */\\n.codehilite .vi { color: #19177C } /* Name.Variable.Instance */\\n.codehilite .vm { color: #19177C } /* Name.Variable.Magic */\\n.codehilite .il { color: #666666 } /* Literal.Number.Integer.Long */\\n\\n.markdown h1 { margin-block-start: 0.34em }\\n.markdown h2 { margin-block-start: 0.42em }\\n.markdown h3 { margin-block-start: 0.5em }\\n.markdown h4 { margin-block-start: 0.67em }\\n.markdown h5 { margin-block-start: 0.84em }\\n.markdown h6 { margin-block-start: 1.17em }\\n.markdown ul { padding-inline-start: 2em }\\n.markdown ol { padding-inline-start: 2em }\\n.markdown strong { font-weight: 600 }\\n.markdown a { color: -webkit-link }\\n.markdown a { color: -moz-hyperlinkText }\\n\");\n    },\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"2077\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
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bean_the_video_game\",\"leisure_suit_larry\",\"leisure_suit_larry_love_for_sail\",\"leisure_suit_larry_magna_cum_laude_uncut_and_uncensored\",\"leisure_suit_larry_reloaded\",\"leisure_suit_larry_wet_dreams_dont_dry\",\"leo_the_lion\",\"leo_the_lions_puzzles\",\"lethis_path_of_progress\",\"lichdom_battlemage\",\"lifeless_planet_premier_edition\",\"lighthouse_the_dark_being\",\"limbo\",\"line_of_sight_vietnam\",\"litil_divil\",\"little_big_adventure\",\"little_big_adventure_2\",\"little_big_workshop\",\"little_inferno\",\"little_misfortune\",\"little_nightmares_expansion_1\",\"little_nightmares_expansion_2\",\"little_nightmares_expansion_3\",\"little_nightmares_secrets_of_the_maw_expansion_pass\",\"littlewood\",\"loom\",\"lords_of_magic_special_eddition\",\"lords_of_the_fallen_game_of_the_year_edition\",\"lords_of_the_realm_3\",\"lords_of_the_realm_royal_edition\",\"lords_of_xulima_deluxe_edition\",\"lost_ember\",\"lost_horizon\",\"lost_horizon_double_pack\",\"lovecrafts_untold_stories\",\"lovely_planet\",\"lovers_in_a_dangerous_spacetime\",\"low_magic_age\",\"lula_the_sexy_empire\",\"luna_the_shadow_dust\",\"m_a_x_m_a_x_2\",\"machiavillain\",\"machinarium_collectors_edition\",\"mafia\",\"mafia_ii_directors_cut\",\"mafia_iii\",\"mages_initiation_reign_of_the_elements\",\"mages_of_mystralia\",\"magic_carpet\",\"magic_carpet_2_the_netherworlds\",\"maize\",\"majesty_2_collection\",\"majesty_gold_hd\",\"man_o_war_corsair\",\"maniac_mansion\",\"marz_tactical_base_defense\",\"masquerada_songs_and_shadows\",\"master_of_magic\",\"master_of_magic_caster_of_magic\",\"master_of_orion\",\"master_of_orion_1_2\",\"master_of_orion_collectors_edition_upgrade\",\"mdk\",\"mdk_2\",\"medal_of_honor_allied_assault_war_chest\",\"medal_of_honor_pacific_assault\",\"megaquarium\",\"megarace_1_2\",\"men_of_war_red_tide\",\"men_of_war_vietnam\",\"metal_fatigue\",\"metal_slug\",\"metal_slug_3\",\"metal_slug_x\",\"metro_2033_redux\",\"metro_last_light_redux\",\"might_and_magic_6_limited_edition\",\"might_and_magic_7_for_blood_and_honor\",\"might_and_magic_8_day_of_the_destroyer\",\"might_and_magic_9\",\"milanoir\",\"mini_metro\",\"mirrors_edge\",\"mission_critical\",\"missionforce_cyberstorm\",\"mob_rule\",\"moebius\",\"monkey_island_2_special_edition_lechucks_revenge\",\"monkey_king_master_of_the_clouds\",\"monster_bash\",\"monster_jam_steel_titans\",\"montagues_mount\",\"moonlighter\",\"moonlighter_between_dimensions\",\"moonlighter_complete_edition\",\"mortal_kombat_123\",\"mortal_kombat_4\",\"mosaic\",\"mother_russia_bleeds\",\"moto_racer\",\"moto_racer_3\",\"mount_blade\",\"mount_blade_warband\",\"mount_blade_warband_napoleonic_wars\",\"mount_blade_warband_viking_conquest\",\"mount_blade_with_fire_sword\",\"murder_by_numbers\",\"murder_by_numbers_collectors_edition\",\"mutant_year_zero_road_to_eden_deluxe_edition\",\"mutant_year_zero_road_to_eden_fan_edition_upgrade\",\"mutant_year_zero_seed_of_evil\",\"mutazione\",\"mx_vs_atv_unleashed\",\"my_friend_pedro_soundtrack\",\"my_memory_of_us\",\"my_memory_of_us_collectors_edition\",\"my_time_at_portia\",\"myst_3_exile\",\"myst_4\",\"myst_5_end_of_ages\",\"myst_masterpiece_edition\",\"nam\",\"nancy_drew_curse_of_blackmoor_manor\",\"ne_no_kami_the_two_princess_knights_of_kyoto\",\"necrovision\",\"necrovision_lost_company\",\"neighbours_from_hell_compilation\",\"neo_scavenger\",\"nethergate_resurrection\",\"neverwinter_nights_2_complete\",\"neverwinter_nights_dark_dreams_of_furiae\",\"neverwinter_nights_darkness_over_daggerford\",\"neverwinter_nights_enhanced_edition_pack\",\"neverwinter_nights_heroes_of_neverwinter\",\"neverwinter_nights_infinite_dungeons\",\"neverwinter_nights_pirates_of_the_sword_coast\",\"neverwinter_nights_tyrants_of_the_moonsea\",\"neverwinter_nights_wyvern_crown_of_cormyr\",\"nex_machina\",\"niche\",\"night_call\",\"night_call_deluxe_edition\",\"night_in_the_woods\",\"nightmare_reaper\",\"nightmares_from_the_deep_2_the_sirens_call\",\"nightmares_from_the_deep_3_davy_jones\",\"nightmares_from_the_deep_the_cursed_heart\",\"nine_parchments\",\"no_mans_sky\",\"noctropolis\",\"noita\",\"normality\",\"nova_drift\",\"nox\",\"obduction\",\"obduction_soundtrack\",\"observer\",\"oceanhorn_monster_of_uncharted_seas\",\"oddworld_abes_exoddus\",\"oddworld_abes_oddysee\",\"oddworld_munchs_oddysee\",\"oddworld_new_n_tasty\",\"oddworld_strangers_wrath\",\"offworld_trading_company\",\"ohsir_the_insult_simulator\",\"operencia_the_stolen_sun\",\"operencia_the_stolen_sun_explorers_edition\",\"opus_magnum\",\"order_of_battle_burma_road\",\"order_of_battle_morning_sun\",\"order_of_battle_rising_sun\",\"order_of_battle_sandstorm\",\"order_of_battle_us_marines\",\"order_of_battle_world_war_ii\",\"ori_and_the_blind_forest_definitive_edition\",\"orwell\",\"orwell_deluxe_edition\",\"orwell_ignorance_is_strength\",\"orwell_ignorance_is_strength_season_2_deluxe\",\"orwell_ignorance_is_strength_seasons_complete\",\"ostriv\",\"outcast\",\"outlast_2\",\"outlast_whistleblower\",\"outlaws_a_handful_of_missions\",\"outward\",\"outward_ost\",\"overcooked_2\",\"overcooked_2_campfire_cook_off\",\"overcooked_2_carnival_of_chaos\",\"overcooked_2_night_of_the_hangry_horde\",\"overcooked_2_season_pass\",\"overcooked_2_surf_n_turf\",\"overcooked_2_too_many_cooks_pack\",\"overcooked_gourmet_edition\",\"overland\",\"overload\",\"overlord_ii\",\"overlord_raising_hell\",\"pacific_general\",\"painkiller\",\"painkiller_overdose\",\"pajama_sam_vol_1\",\"pajama_sam_vol_2\",\"pandemonium\",\"pandemonium_2\",\"panzer_corps_2\",\"panzer_corps_2_general_edition\",\"panzer_corps_gold\",\"panzer_elite_se\",\"panzer_general_2\",\"panzer_general_3d_assault\",\"papers_please\",\"paradigm\",\"parkan_2\",\"parkitect\",\"parkitect_taste_of_adventure\",\"pathfinder_kingmaker_beneath_the_stolen_lands\",\"pathfinder_kingmaker_explorer_edition\",\"pathfinder_kingmaker_imperial_edition\",\"pathfinder_kingmaker_royal_ascention\",\"pathfinder_kingmaker_royal_edition\",\"pathfinder_kingmaker_season_pass\",\"pathfinder_kingmaker_the_wildcards\",\"pathfinder_kingmaker_varnholds_lot\",\"pathologic_2\",\"pathologic_classic_hd\",\"patrician_3\",\"pax_imperia_eminent_domain\",\"pc_building_simulator\",\"pc_building_simulator_nzxt_workshop\",\"perimeter_emperors_testament\",\"phantasmagoria\",\"phantasmagoria_2\",\"phantom_doctrine\",\"phantom_doctrine_deluxe_edition\",\"pharaoh_cleopatra\",\"pikuniku\",\"pilgrims\",\"pillars_of_eternity_2_game\",\"pillars_of_eternity_definitive_edition\",\"pillars_of_eternity_hero_edition\",\"pillars_of_eternity_ii_deadfire_explorers_pack\",\"pillars_of_eternity_ii_deadfire_seeker_slayer_survivor\",\"pillars_of_eternity_ii_deadfire_the_beast_of_winter\",\"pillars_of_eternity_ii_deadfire_the_forgotten_sanctum\",\"pillars_of_eternity_the_white_march_expansion_pass\",\"pillars_of_eternity_the_white_march_part_1\",\"pillars_of_eternity_the_white_march_part_2\",\"pilot_brothers\",\"pilot_brothers_2\",\"pilot_brothers_3_back_side_of_the_earth\",\"pinball_world\",\"pine\",\"pinstripe\",\"pinstripe_original_soundtrack\",\"pirates_cove_adventure_pack\",\"pirates_gold_plus\",\"pixeljunk_monsters_hd\",\"pizza_connection_2\",\"plane_mechanic_simulator\",\"planescape_torment_enhanced_edition\",\"planet_alpha\",\"planet_alpha_digital_deluxe\",\"planetbase\",\"pod_gold\",\"police_quest_1_2_3_4\",\"police_quest_swat_1_2\",\"populous\",\"populous_2\",\"populous_the_beginning\",\"port_royale\",\"port_royale_2\",\"post_mortem\",\"postal_2\",\"postal_2_paradise_lost\",\"postal_4_no_regerts\",\"praetorians\",\"predynastic_egypt\",\"prehistorik_12\",\"prince_of_persia\",\"prince_of_persia_the_sands_of_time\",\"prince_of_persia_the_two_thrones\",\"prince_of_persia_warrior_within\",\"prison_architect\",\"prison_architect_psych_ward_wardens_edition\",\"privateer_2_the_darkening\",\"pro_pinball_big_race_usa\",\"pro_pinball_timeshock\",\"project_eden\",\"project_highrise\",\"project_highrise_architects_edition\",\"project_hospital\",\"project_warlock\",\"project_zomboid\",\"psychonauts\",\"pyre\",\"pyre_original_soundtrack\",\"quake_4\",\"quake_ii_quad_damage\",\"quake_iii_gold\",\"quake_the_offering\",\"quern_undying_thoughts\",\"quest_for_glory\",\"quest_for_infamy\",\"rage_of_mages\",\"rage_of_mages_ii_necromancer\",\"railroad_tycoon_2\",\"railroad_tycoon_3\",\"railway_empire_germany\",\"rain_world\",\"randals_monday\",\"raptor_call_of_the_shadows_2010_edition\",\"rayman_2_the_great_escape\",\"rayman_3_hoodlum_havoc\",\"rayman_forever\",\"rayman_origins\",\"rayman_raving_rabbids\",\"reah_face_the_unknown\",\"real_myst_masterpiece_edition\",\"realms_of_arkania_1_2\",\"realms_of_arkania_3\",\"realms_of_chaos\",\"realms_of_the_haunting\",\"realpolitiks\",\"realpolitiks_new_power\",\"rebel_galaxy\",\"red_baron_pack\",\"red_faction\",\"red_faction_armageddon\",\"red_faction_armageddon_path_to_war\",\"red_faction_guerrilla_remarstered\",\"redneck_rampage_collection\",\"redout_solar_challenge_edition\",\"regalia_of_men_and_monarchs\",\"regalia_royal_edition\",\"regions_of_ruin\",\"reigns_game_of_thrones\",\"relegion\",\"restaurant_empire\",\"return_of_the_obra_dinn\",\"return_to_castle_wolfenstein\",\"return_to_krondor\",\"return_to_mysterious_island\",\"return_to_zork\",\"reus\",\"revenant\",\"richard_alice\",\"rimworld\",\"rimworld_royalty\",\"rise_of_the_dragon\",\"rise_of_the_triad__dark_war\",\"risen\",\"risen_2_dark_waters_gold_edition\",\"risen_3_titan_lords_complete_edition\",\"riven_the_sequel_to_myst\",\"robin_hood\",\"rogue_legacy\",\"rogue_trooper\",\"rogue_wizards\",\"rollercoaster_tycoon_2\",\"rollercoaster_tycoon_deluxe\",\"ruiner\",\"ruiner_soundtrack\",\"runaway_2_the_dream_of_the_turtle\",\"runaway_3_a_twist_of_fate\",\"runaway_a_road_adventure\",\"rune_classic\",\"rusty_lake_hotel\",\"rusty_lake_roots\",\"saboteur\",\"sacred_2_gold\",\"sacred_gold\",\"saints_row_2\",\"saints_row_iv_game_of_the_century_edition\",\"saints_row_the_third_the_full_package\",\"sally_face\",\"sam_max_hit_the_road\",\"samorost2\",\"samorost_3\",\"samorost_3_cosmic_edition\",\"sanctuaryrpg_black_edition\",\"sanitarium\",\"schizm\",\"screamer\",\"screamer_2\",\"screencheat\",\"sea_dogs\",\"sea_dogs_caribbean_tales\",\"sea_dogs_city_of_abandoned_ships\",\"seasons_after_fall\",\"secret_agent\",\"secret_files_2_puritas_cordis\",\"secret_files_3\",\"secret_files_sam_peters\",\"secret_files_tunguska\",\"sengoku_jidai_gold\",\"sensible_world_of_soccer_9697\",\"septerra_core_legacy_of_the_creator\",\"serial_cleaner\",\"serious_sam_the_first_encounter\",\"serious_sam_the_second_encounter\",\"seven_kingdoms_2\",\"seven_the_days_long_gone\",\"seven_the_days_long_gone_digital_collectors_edition\",\"shadow_man\",\"shadow_warrior_classic_redux\",\"shadow_watch\",\"shadowgate_special_edition\",\"shadowrun_dragonfall_directors_cut\",\"shadowrun_hong_kong_extended_edition\",\"shadowrun_hong_kong_extended_edition_deluxe\",\"shadowrun_returns\",\"shadwen\",\"shardlight\",\"sheltered\",\"shenzhen_io\",\"sherlock_holmes_and_the_hound_of_the_baskervilles\",\"sherlock_holmes_crimes_and_punishments\",\"sherlock_holmes_nemesis_remastered\",\"sherlock_holmes_secret_of_the_silver_earring\",\"sherlock_holmes_the_awakened_remastered\",\"sherlock_holmes_the_devils_daughter\",\"sherlock_holmes_versus_jack_the_ripper\",\"shivers\",\"shogo_mobile_armor_division\",\"shortest_trip_to_earth\",\"shortest_trip_to_earth_supporters_pack\",\"shovel_knight\",\"shovel_knight_shovel_of_hope\",\"shovel_knight_showdown\",\"sid_meiers_alpha_centauri\",\"sid_meiers_civilization_iii_complete\",\"sid_meiers_civilization_iv_the_complete_edition\",\"sid_meiers_colonization\",\"sid_meiers_covert_action\",\"sid_meiers_pirates\",\"sid_meiers_railroads\",\"sigma_theory_global_cold_war\",\"silence\",\"silent_hunter_2\",\"silent_service_12\",\"silent_storm_gold\",\"silver\",\"simcity_2000_special_edition\",\"simcity_3000\",\"simcity_4_deluxe_edition\",\"simon_the_sorcerer\",\"simon_the_sorcerer_2\",\"simon_the_sorcerer_3d\",\"simpleplanes\",\"sin_gold\",\"sins_of_a_solar_empire_rebellion_outlaw_sectors_dlc\",\"sins_of_a_solar_empire_rebellion_ultimate_edition\",\"skulls_of_the_shogun\",\"sky_cannoneer\",\"slay_the_spire\",\"slime_rancher\",\"slipstream\",\"slipstream_5000\",\"smart_city_plan\",\"sniper_elite_berlin_1945\",\"sniper_ghost_warrior\",\"sniper_ghost_warrior_2\",\"sniper_ghost_warrior_3_gold_edition\",\"sniper_ghost_warrior_3_gold_edition_upgrade\",\"soldier_of_fortune_ii_double_helix_gold_edition\",\"soldier_of_fortune_payback\",\"soldier_of_fortune_platinum_edition\",\"soldiers_heroes_of_world_war_ii\",\"sorcerer_king_rivals\",\"soul_saga\",\"soulbringer\",\"space_colony_hd\",\"space_quest_1_2_3\",\"space_quest_4_5_6\",\"space_rangers_quest\",\"spacecom\",\"spec_ops_the_line\",\"speedball_2_hd\",\"spellcasting_123\",\"spellforce_2_anniversary_edition\",\"spellforce_3_soul_harvest\",\"spellforce_3_soul_harvest_digital_extras\",\"spellforce_platinum\",\"spelunky\",\"sphinx_and_the_cursed_mummy\",\"splinter_cell\",\"spore_collection\",\"stalker_call_of_pripyat\",\"stalker_clear_sky\",\"stalker_shadow_of_chernobyl\",\"star_control_i_ii\",\"star_control_iii\",\"star_control_origins\",\"star_control_origins_earth_rising_season_pass\",\"star_trek_25th_anniversary\",\"star_trek_judgment_rites\",\"star_trek_starfleet_academy\",\"star_trek_starfleet_command_gold_edition\",\"star_wars_battlefront\",\"star_wars_battlefront_ii\",\"star_wars_dark_forces\",\"star_wars_empire_at_war_gold_pack\",\"star_wars_episode_i_racer\",\"star_wars_galactic_battlegrounds_saga\",\"star_wars_jedi_knight_dark_forces_ii\",\"star_wars_jedi_knight_ii_jedi_outcast\",\"star_wars_jedi_knight_jedi_academy\",\"star_wars_knights_of_the_old_republic\",\"star_wars_knights_of_the_old_republic_ii_the_sith_lords\",\"star_wars_rebellion\",\"star_wars_republic_commando\",\"star_wars_rogue_squadron_3d\",\"star_wars_shadows_of_the_empire\",\"star_wars_the_force_unleashed_ii\",\"star_wars_the_force_unleashed_ultimate_sith_edition\",\"star_wars_tie_fighter_special_edition\",\"star_wars_xwing_alliance\",\"star_wars_xwing_special_edition\",\"star_wars_xwing_vs_tie_fighter\",\"star_wolves_3_civil_war\",\"starbound\",\"stardew_valley\",\"starflight_1_2\",\"starpoint_gemini_2\",\"starpoint_gemini_warlords\",\"startopia\",\"stasis\",\"stasis_deluxe_edition\",\"state_of_mind\",\"staxel\",\"steamworld_dig\",\"steamworld_dig_2\",\"steel_division_2\",\"steel_division_2_total_conflict_edition\",\"steel_rats\",\"stellar_tactics\",\"stellaris\",\"stellaris_ancient_relics_story_pack\",\"stellaris_distant_stars_story_pack\",\"stellaris_federations\",\"stellaris_galaxy_edition\",\"stellaris_humanoids_species_pack\",\"stellaris_leviathans_story_pack\",\"stellaris_lithoids_species_pack\",\"stellaris_megacorp\",\"stellaris_plantoids_species_pack\",\"stellaris_synthetic_dawn_story_pack\",\"stellaris_utopia\",\"still_life\",\"still_life_2\",\"still_there\",\"stonekeep\",\"strafe\",\"stranglehold\",\"strategic_command_world_war_i\",\"street_fighter_alpha_2\",\"street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\",\"dtype\":\"float32\",\"shape\":[1691]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"shape\":[1691]}},\"selected\":{\"id\":\"2195\"},\"selection_policy\":{\"id\":\"2196\"}},\"id\":\"2078\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2086\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2096\",\"type\":\"PanTool\"}],\"root_ids\":[\"2079\"]},\"title\":\"Bokeh Application\",\"version\":\"2.0.1\"}};\n",
       "  var render_items = [{\"docid\":\"057b5c96-0801-4fba-8a90-b19de38df97a\",\"root_ids\":[\"2079\"],\"roots\":{\"2079\":\"c6075ecb-564c-4149-8b0b-be802842c101\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2079"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import umap\n",
    "import umap.plot\n",
    "\n",
    "def metric(a, b):\n",
    "    return similarity(id_to_slug[int(a[0])], id_to_slug[int(b[0])])\n",
    "\n",
    "\n",
    "games_reviewed = list(sorted(reviews))\n",
    "games_ids = [[i] for i, _ in enumerate(games_reviewed)]\n",
    "slug_to_game = {game['slug']: game for game in games}\n",
    "id_to_slug = {i: slug for i, slug in enumerate(games_reviewed)}\n",
    "categories = [slug_to_game[slug]['category'] for slug in games_reviewed]\n",
    "\n",
    "mapper = umap.UMAP(metric=metric, random_state=30).fit(games_ids)\n",
    "\n",
    "umap.plot.output_notebook()\n",
    "p = umap.plot.interactive(mapper, labels=categories, hover_data={\"category\": categories, 'slugs': games_reviewed})\n",
    "umap.plot.show(p)"
   ]
  },
  {
   "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
}