1 - gensim word to vector.ipynb

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  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "from hazm import word_tokenize\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import gensim\n",
    "from gensim.models.word2vec import Word2Vec\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "from bokeh.io import output_notebook\n",
    "from bokeh.plotting import show, figure\n",
    "\n",
    "import warnings\n",
    "########### Prevent Warnings ###########\n",
    "warnings.filterwarnings(action='ignore')\n",
    "########### Prevent Warnings ###########\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>comment</th>\n",
       "      <th>text</th>\n",
       "      <th>rate</th>\n",
       "      <th>verification_status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>کیفیت حجم صدای عالی</td>\n",
       "      <td>محصول توی بازار اصلا نمیشه تهران گشتم واقعا مح...</td>\n",
       "      <td>کیفیت حجم صدای عالی محصول توی بازار اصلا نمیشه...</td>\n",
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      "text/plain": [
       "                 title                                            comment  \\\n",
       "0  کیفیت حجم صدای عالی  محصول توی بازار اصلا نمیشه تهران گشتم واقعا مح...   \n",
       "\n",
       "                                                text  rate  \\\n",
       "0  کیفیت حجم صدای عالی محصول توی بازار اصلا نمیشه...    10   \n",
       "\n",
       "   verification_status  \n",
       "0                    0  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/cleaned/data.csv')\n",
    "df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Perprocessing Sentences in comments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set types for data\n",
    "def set_types(df):\n",
    "    df.title = df.title.apply(str)\n",
    "    df.comment = df.comment.apply(str)\n",
    "    df.text = df.text.apply(str)\n",
    "    return df\n",
    "\n",
    "df = set_types(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Storing comments in list\n",
    "comments = [comment for comment in df.comment]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['بک',\n",
       " 'ماهه',\n",
       " 'اسنفاده',\n",
       " 'میکنم',\n",
       " 'واصلا',\n",
       " 'نمیریزه',\n",
       " 'حواست',\n",
       " 'نباشه',\n",
       " 'دسستتو',\n",
       " 'بزنی',\n",
       " 'بهش',\n",
       " 'پاک',\n",
       " 'نمیشه',\n",
       " 'حتما',\n",
       " 'ارایش',\n",
       " 'پاک',\n",
       " 'کن',\n",
       " 'پاک',\n",
       " 'کنین',\n",
       " 'اب',\n",
       " 'صورت',\n",
       " 'میشه']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "    # converting each sentence to list of words and inserting in sents\n",
    "    sents = [word_tokenize(comment) for comment in comments]\n",
    "\n",
    "# example\n",
    "sents[45]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## We only do the word2vec for the comments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Word2Vec(sentences=sents, size=64, window=10, min_count=5, seed=42, workers=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save('digikala_words.w2v')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## If you have preprocessed model, you can load it here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = gensim.models.Word2Vec.load('digikala_words.w2v')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
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   "outputs": [
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      "text/plain": [
       "array([ 0.27298594,  1.551736  , -3.6564288 , -2.5420392 ,  2.3090856 ,\n",
       "        1.3484155 , -2.729764  ,  2.8432271 , -1.3368765 , -1.1168908 ,\n",
       "       -1.9622827 , -3.1754713 ,  0.32199654, -1.1872797 ,  2.0569417 ,\n",
       "        2.4265778 ,  0.6501076 ,  1.110878  , -0.99614537, -0.05294515,\n",
       "       -1.9627934 ,  0.61865205, -0.7036291 ,  3.525221  , -0.86941105,\n",
       "       -1.5919472 , -1.463034  , -1.7985111 ,  0.36313066,  2.8223054 ,\n",
       "        0.5513516 ,  2.7963915 , -0.40075648, -2.182105  , -0.875631  ,\n",
       "       -1.2463248 , -2.0293555 ,  0.51488715, -0.75486696,  0.3320152 ,\n",
       "       -0.40043002, -2.0729272 ,  0.11785657, -0.14828837,  0.45061046,\n",
       "       -0.96828467, -0.26408488,  0.44675866,  0.98780584, -0.86508644,\n",
       "       -2.356472  , -3.797717  ,  0.78625757, -0.2029165 ,  2.296204  ,\n",
       "        1.8761927 ,  0.16572428,  0.16773523,  2.2822046 ,  3.7144063 ,\n",
       "       -3.7939734 ,  0.8244034 , -0.4197574 ,  0.8304381 ], dtype=float32)"
      ]
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     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for vector\n",
    "model['دیجیکالا']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The size of each vector is 64\n",
    "len(model['دیجیکالا'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('دیجی', 0.7308797240257263),\n",
       " ('دیحی', 0.7056687474250793),\n",
       " ('فروشگاه', 0.7015074491500854),\n",
       " ('فروشنده', 0.6769243478775024),\n",
       " ('دجی', 0.6692821979522705),\n",
       " ('اینترنتی', 0.663563072681427),\n",
       " ('مرسوله', 0.643081784248352),\n",
       " ('کالایی', 0.6382397413253784),\n",
       " ('کالاها', 0.6295326352119446),\n",
       " ('تامین', 0.6199561357498169),\n",
       " ('توجهتون', 0.6179360151290894),\n",
       " ('اجناس', 0.6133273839950562),\n",
       " ('ازدیجی', 0.6109930276870728),\n",
       " ('اجناسی', 0.6052873134613037),\n",
       " ('معیوب', 0.6051090955734253)]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's check out most similar words to 'دیجیکالا'\n",
    "model.most_similar('دیجیکالا', topn=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('آیفون', 0.8086047172546387),\n",
       " ('گوشیه', 0.8054739236831665),\n",
       " ('هواوی', 0.7847117781639099),\n",
       " ('سامسونگ', 0.7785416841506958),\n",
       " ('نوت', 0.7501413822174072),\n",
       " ('نوکیا', 0.746269941329956),\n",
       " ('اندروید', 0.7396976947784424),\n",
       " ('هوآوی', 0.7322538495063782),\n",
       " ('ایفون', 0.7285028696060181),\n",
       " ('موبایل', 0.7275124788284302),\n",
       " ('پرچمدار', 0.6974676847457886),\n",
       " ('دوربین', 0.6935129165649414),\n",
       " ('s', 0.6917316913604736),\n",
       " ('تبلت', 0.6880324482917786),\n",
       " ('اپل', 0.6778054237365723)]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Another example\n",
    "model.most_similar('گوشی', topn=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Impressive work! The model is doing a great job"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.70150745"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check similarity\n",
    "model.similarity('دیجیکالا', 'فروشگاه')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's configure settings for model visualization with bokeh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20881"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(model.wv.vocab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = model[model.wv.vocab]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "tsne = TSNE(n_components=2, n_iter=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_2d = tsne.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "coords_df = pd.DataFrame(X_2d, columns= ['x', 'y'])\n",
    "coords_df['token'] = model.wv.vocab.keys()\n",
    "\n",
    "# Save for later usges\n",
    "coords_df.to_csv('digikala_tsne_word_model.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
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   "outputs": [
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       "      <th>0</th>\n",
       "      <td>19.451820</td>\n",
       "      <td>34.997715</td>\n",
       "      <td>محصول</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-28.609201</td>\n",
       "      <td>38.024948</td>\n",
       "      <td>توی</td>\n",
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       "      <th>2</th>\n",
       "      <td>28.981407</td>\n",
       "      <td>39.225021</td>\n",
       "      <td>بازار</td>\n",
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       "      <th>3</th>\n",
       "      <td>-21.963257</td>\n",
       "      <td>37.621536</td>\n",
       "      <td>اصلا</td>\n",
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       "           x          y  token\n",
       "0  19.451820  34.997715  محصول\n",
       "1 -28.609201  38.024948    توی\n",
       "2  28.981407  39.225021  بازار\n",
       "3 -21.963257  37.621536   اصلا\n",
       "4 -29.204384  44.717419  نمیشه"
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       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\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(\"1001\");\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",
       "    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",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' 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",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n",
       "  var css_urls = [];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\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(\"1001\")).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(\"1001\");\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    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      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' 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  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n  var css_urls = [];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\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(\"1001\")).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));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "samples_df = coords_df.sample(n=5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "p = figure()\n",
    "_ = p.text(x=samples_df.x, y=samples_df.y, text=samples_df.token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"672e06ea-614d-4373-8b2b-77cd9946296f\" data-root-id=\"1003\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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\",\"dtype\":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\",\"dtype\":\"float32\",\"shape\":[5000]}},\"selected\":{\"id\":\"1048\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1047\",\"type\":\"UnionRenderers\"}},\"id\":\"1035\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1046\",\"type\":\"BoxAnnotation\"}},\"id\":\"1024\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1045\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1013\",\"type\":\"BasicTicker\"}},\"id\":\"1012\",\"type\":\"LinearAxis\"},{\"attributes\":{\"ticker\":{\"id\":\"1013\",\"type\":\"BasicTicker\"}},\"id\":\"1016\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null},\"id\":\"1004\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1027\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1026\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1047\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text_alpha\":{\"value\":0.1},\"text_color\":{\"value\":\"black\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1037\",\"type\":\"Text\"},{\"attributes\":{\"callback\":null},\"id\":\"1006\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1013\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1018\",\"type\":\"BasicTicker\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1018\",\"type\":\"BasicTicker\"}},\"id\":\"1021\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"SaveTool\"},{\"attributes\":{\"text_color\":{\"value\":\"black\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1036\",\"type\":\"Text\"},{\"attributes\":{},\"id\":\"1048\",\"type\":\"Selection\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"f38cb0fd-6276-4a84-a017-33d8a25d0d94\",\"roots\":{\"1003\":\"672e06ea-614d-4373-8b2b-77cd9946296f\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1003"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, related words are closer to each other and make groups\n",
    "\n",
    "For example most of the mobile phone brands have made a group together:\n",
    "\n",
    "[Sony, Note, Xperia, سامسونگ, ...]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}