Coursera Neural Networks – week 5 – embeddings visualization (t-SNE, MDS)

0_embed_vis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>40</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>250.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-0.012096</td>\n",
       "      <td>0.044187</td>\n",
       "      <td>-0.140240</td>\n",
       "      <td>0.020622</td>\n",
       "      <td>0.060305</td>\n",
       "      <td>-0.105794</td>\n",
       "      <td>0.055748</td>\n",
       "      <td>0.028978</td>\n",
       "      <td>0.091838</td>\n",
       "      <td>-0.091658</td>\n",
       "      <td>...</td>\n",
       "      <td>0.121647</td>\n",
       "      <td>0.038291</td>\n",
       "      <td>0.089125</td>\n",
       "      <td>0.066545</td>\n",
       "      <td>0.076233</td>\n",
       "      <td>0.012667</td>\n",
       "      <td>0.045237</td>\n",
       "      <td>0.020378</td>\n",
       "      <td>-0.133550</td>\n",
       "      <td>0.050615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.571349</td>\n",
       "      <td>0.527716</td>\n",
       "      <td>0.546164</td>\n",
       "      <td>0.460000</td>\n",
       "      <td>0.427108</td>\n",
       "      <td>0.512780</td>\n",
       "      <td>0.476559</td>\n",
       "      <td>0.451783</td>\n",
       "      <td>0.460748</td>\n",
       "      <td>0.528755</td>\n",
       "      <td>...</td>\n",
       "      <td>0.499552</td>\n",
       "      <td>0.478989</td>\n",
       "      <td>0.484228</td>\n",
       "      <td>0.475936</td>\n",
       "      <td>0.359406</td>\n",
       "      <td>0.563635</td>\n",
       "      <td>0.547258</td>\n",
       "      <td>0.420962</td>\n",
       "      <td>0.616444</td>\n",
       "      <td>0.473703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1.855339</td>\n",
       "      <td>-2.026203</td>\n",
       "      <td>-2.000263</td>\n",
       "      <td>-0.900048</td>\n",
       "      <td>-1.246930</td>\n",
       "      <td>-1.959897</td>\n",
       "      <td>-1.421395</td>\n",
       "      <td>-1.399715</td>\n",
       "      <td>-1.408531</td>\n",
       "      <td>-1.560547</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.282428</td>\n",
       "      <td>-1.976310</td>\n",
       "      <td>-1.087277</td>\n",
       "      <td>-1.341795</td>\n",
       "      <td>-1.024943</td>\n",
       "      <td>-1.403840</td>\n",
       "      <td>-2.038613</td>\n",
       "      <td>-1.491566</td>\n",
       "      <td>-2.188519</td>\n",
       "      <td>-1.292367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.356071</td>\n",
       "      <td>-0.192356</td>\n",
       "      <td>-0.486146</td>\n",
       "      <td>-0.240659</td>\n",
       "      <td>-0.147263</td>\n",
       "      <td>-0.360298</td>\n",
       "      <td>-0.242858</td>\n",
       "      <td>-0.295871</td>\n",
       "      <td>-0.176822</td>\n",
       "      <td>-0.410182</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.151434</td>\n",
       "      <td>-0.209171</td>\n",
       "      <td>-0.201982</td>\n",
       "      <td>-0.183135</td>\n",
       "      <td>-0.117805</td>\n",
       "      <td>-0.345223</td>\n",
       "      <td>-0.250860</td>\n",
       "      <td>-0.204181</td>\n",
       "      <td>-0.442917</td>\n",
       "      <td>-0.203171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.096915</td>\n",
       "      <td>0.024483</td>\n",
       "      <td>-0.111409</td>\n",
       "      <td>-0.029300</td>\n",
       "      <td>0.056220</td>\n",
       "      <td>0.010070</td>\n",
       "      <td>-0.002663</td>\n",
       "      <td>0.074585</td>\n",
       "      <td>0.084671</td>\n",
       "      <td>-0.016110</td>\n",
       "      <td>...</td>\n",
       "      <td>0.100555</td>\n",
       "      <td>0.063933</td>\n",
       "      <td>0.047805</td>\n",
       "      <td>0.081886</td>\n",
       "      <td>0.065111</td>\n",
       "      <td>-0.031343</td>\n",
       "      <td>0.025158</td>\n",
       "      <td>-0.021847</td>\n",
       "      <td>-0.134671</td>\n",
       "      <td>0.042019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.240700</td>\n",
       "      <td>0.341812</td>\n",
       "      <td>0.230861</td>\n",
       "      <td>0.246846</td>\n",
       "      <td>0.260754</td>\n",
       "      <td>0.225712</td>\n",
       "      <td>0.326159</td>\n",
       "      <td>0.307394</td>\n",
       "      <td>0.347483</td>\n",
       "      <td>0.250328</td>\n",
       "      <td>...</td>\n",
       "      <td>0.386044</td>\n",
       "      <td>0.334133</td>\n",
       "      <td>0.332819</td>\n",
       "      <td>0.289932</td>\n",
       "      <td>0.268542</td>\n",
       "      <td>0.378743</td>\n",
       "      <td>0.295762</td>\n",
       "      <td>0.248702</td>\n",
       "      <td>0.210895</td>\n",
       "      <td>0.349799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.007992</td>\n",
       "      <td>1.781209</td>\n",
       "      <td>0.997055</td>\n",
       "      <td>1.664634</td>\n",
       "      <td>1.533783</td>\n",
       "      <td>1.166355</td>\n",
       "      <td>1.812010</td>\n",
       "      <td>1.353402</td>\n",
       "      <td>1.741746</td>\n",
       "      <td>1.681580</td>\n",
       "      <td>...</td>\n",
       "      <td>1.557812</td>\n",
       "      <td>1.385618</td>\n",
       "      <td>2.128120</td>\n",
       "      <td>1.456807</td>\n",
       "      <td>1.388320</td>\n",
       "      <td>1.506845</td>\n",
       "      <td>1.950476</td>\n",
       "      <td>1.317059</td>\n",
       "      <td>2.204574</td>\n",
       "      <td>1.604849</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               0           1           2           3           4           5   \\\n",
       "count  250.000000  250.000000  250.000000  250.000000  250.000000  250.000000   \n",
       "mean    -0.012096    0.044187   -0.140240    0.020622    0.060305   -0.105794   \n",
       "std      0.571349    0.527716    0.546164    0.460000    0.427108    0.512780   \n",
       "min     -1.855339   -2.026203   -2.000263   -0.900048   -1.246930   -1.959897   \n",
       "25%     -0.356071   -0.192356   -0.486146   -0.240659   -0.147263   -0.360298   \n",
       "50%     -0.096915    0.024483   -0.111409   -0.029300    0.056220    0.010070   \n",
       "75%      0.240700    0.341812    0.230861    0.246846    0.260754    0.225712   \n",
       "max      2.007992    1.781209    0.997055    1.664634    1.533783    1.166355   \n",
       "\n",
       "               6           7           8           9      ...              40  \\\n",
       "count  250.000000  250.000000  250.000000  250.000000     ...      250.000000   \n",
       "mean     0.055748    0.028978    0.091838   -0.091658     ...        0.121647   \n",
       "std      0.476559    0.451783    0.460748    0.528755     ...        0.499552   \n",
       "min     -1.421395   -1.399715   -1.408531   -1.560547     ...       -1.282428   \n",
       "25%     -0.242858   -0.295871   -0.176822   -0.410182     ...       -0.151434   \n",
       "50%     -0.002663    0.074585    0.084671   -0.016110     ...        0.100555   \n",
       "75%      0.326159    0.307394    0.347483    0.250328     ...        0.386044   \n",
       "max      1.812010    1.353402    1.741746    1.681580     ...        1.557812   \n",
       "\n",
       "               41          42          43          44          45          46  \\\n",
       "count  250.000000  250.000000  250.000000  250.000000  250.000000  250.000000   \n",
       "mean     0.038291    0.089125    0.066545    0.076233    0.012667    0.045237   \n",
       "std      0.478989    0.484228    0.475936    0.359406    0.563635    0.547258   \n",
       "min     -1.976310   -1.087277   -1.341795   -1.024943   -1.403840   -2.038613   \n",
       "25%     -0.209171   -0.201982   -0.183135   -0.117805   -0.345223   -0.250860   \n",
       "50%      0.063933    0.047805    0.081886    0.065111   -0.031343    0.025158   \n",
       "75%      0.334133    0.332819    0.289932    0.268542    0.378743    0.295762   \n",
       "max      1.385618    2.128120    1.456807    1.388320    1.506845    1.950476   \n",
       "\n",
       "               47          48          49  \n",
       "count  250.000000  250.000000  250.000000  \n",
       "mean     0.020378   -0.133550    0.050615  \n",
       "std      0.420962    0.616444    0.473703  \n",
       "min     -1.491566   -2.188519   -1.292367  \n",
       "25%     -0.204181   -0.442917   -0.203171  \n",
       "50%     -0.021847   -0.134671    0.042019  \n",
       "75%      0.248702    0.210895    0.349799  \n",
       "max      1.317059    2.204574    1.604849  \n",
       "\n",
       "[8 rows x 50 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocab = pd.read_csv('vocab.csv', sep='\\t', header=None)\n",
    "weights = pd.read_csv('embed.csv', sep=',', header=None)\n",
    "\n",
    "weights.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['allall', 'set', 'just', 'show', 'being', 'money', 'over', 'both',\n",
       "       'years', 'four', 'through', 'during', 'go', 'still', 'children',\n",
       "       'before', 'police', 'office', 'million', 'also', 'less', 'had', ',',\n",
       "       'including', 'should', 'to', 'only', 'going', 'under', 'has',\n",
       "       'might', 'do', 'them', 'good', 'around', 'get', 'very', 'big',\n",
       "       'dr.', 'game', 'every', 'know', 'they', 'not', 'world', 'now',\n",
       "       'him', 'school', 'several', 'like', 'did', 'university',\n",
       "       'companies', 'these', 'she', 'team', 'found', 'where', 'right',\n",
       "       'says', 'people', 'house', 'national', 'some', 'back', 'see',\n",
       "       'street', 'are', 'year', 'home', 'best', 'out', 'even', 'what',\n",
       "       'said', 'for', 'federal', 'since', 'its', 'may', 'state', 'does',\n",
       "       'john', 'between', 'new', ';', 'three', 'public', '?', 'be', 'we',\n",
       "       'after', 'business', 'never', 'use', 'here', 'york', 'members',\n",
       "       'percent', 'put', 'group', 'come', 'by', '$', 'on', 'about', 'last',\n",
       "       'her', 'of', 'could', 'days', 'against', 'times', 'women', 'place',\n",
       "       'think', 'first', 'among', 'own', 'family', 'into', 'each', 'one',\n",
       "       'down', 'because', 'long', 'another', 'such', 'old', 'next', 'your',\n",
       "       'market', 'second', 'city', 'little', 'from', 'would', 'few',\n",
       "       'west', 'there', 'political', 'two', 'been', '.', 'their', 'much',\n",
       "       'music', 'too', 'way', 'white', ':', 'was', 'war', 'today', 'more',\n",
       "       'ago', 'life', 'that', 'season', 'company', '-', 'but', 'part',\n",
       "       'court', 'former', 'general', 'with', 'than', 'those', 'he', 'me',\n",
       "       'high', 'made', 'this', 'work', 'up', 'us', 'until', 'will', 'ms.',\n",
       "       'while', 'officials', 'can', 'were', 'country', 'my', 'called',\n",
       "       'and', 'program', 'have', 'then', 'is', 'it', 'an', 'states',\n",
       "       'case', 'say', 'his', 'at', 'want', 'in', 'any', 'as', 'if',\n",
       "       'united', 'end', 'no', ')', 'make', 'government', 'when',\n",
       "       'american', 'same', 'how', 'mr.', 'other', 'take', 'which',\n",
       "       'department', '--', 'you', 'many', 'nt', 'day', 'week', 'play',\n",
       "       'used', \"'s\", 'though', 'our', 'who', 'yesterday', 'director',\n",
       "       'most', 'president', 'law', 'man', 'a', 'night', 'off', 'center',\n",
       "       'i', 'well', 'or', 'without', 'so', 'time', 'five', 'the', 'left'], dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocab.values[:,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE, MDS\n",
    "from sklearn.metrics import pairwise_distances\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2.41 s, sys: 13.7 ms, total: 2.42 s\n",
      "Wall time: 2.42 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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Gx8e1bdu283sRVvZQrN6vcnBwV8PtrrdfaZJ7mQJwgzFG1lrT1M9kHegQbKWj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\nACTo/wNk7FxcXnw5QwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106771750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "tsne = TSNE(n_components = 2, init='pca', metric='euclidean', method='exact', learning_rate=100.0, n_iter=100000)\n",
    "weights_sne = tsne.fit_transform(weights.values)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(weights_sne[:, 0], weights_sne[:, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ny4kaysLP7x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adrhkIh9u4NA6V8UZhzEikpjWjVqhUAGzZsiM8dOHAgAwcOPGSNbdu2HfR+wYIF8ddDhw5l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\nacLevXuZMWMGe/fupX///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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1113746d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(40, 40))\n",
    "plt.scatter(weights_sne[:, 0], weights_sne[:, 1])\n",
    "\n",
    "for x, y, s in zip(weights_sne[:, 0], weights_sne[:, 1], vocab.values[:,0]):\n",
    "    plt.annotate(s, xy=(x, y), xytext=(0, 0), textcoords='offset points', arrowprops=dict())\n",
    "    \n",
    "plt.savefig('vocab_tsne.pdf', format='pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.07 s, sys: 271 ms, total: 3.34 s\n",
      "Wall time: 3.14 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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UtfRUhLJnTrrrVlVtmS2k4+xb2V9sEBcCKdRGHoPqsDMBmwefXtdyK/qbfVFL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\n/zpjN8JpBmzYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106a35050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "mds = MDS(n_components=2, dissimilarity='euclidean', max_iter=500)\n",
    "weights_mds = mds.fit_transform(weights.values)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(weights_mds[:, 0], weights_mds[:, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DiRhx9+GICxY8fSv39/AEpKShg6dCgzZswgMzOTzMxMbr311th5ycnJsdevvPIKI0aMOOTaZWVl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LLLWLNmDQCffvopXbp0YeHChbRt25adO3fy17/+lf/+3/97gn8SOlLRaJTMzPZf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\npUsBqKurY926dUd8jp49e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nQUDNxIkiRJkiRJkiRJkiRJR8HAjSRJkiRJkiRJkiRJknQU\nDNxIknSCSU9PT3QJkiRJkiRJkiRJ0knNwI0kSSeYQCCQ6BIkSZIkSZIkSZKkk5qBG0mSEmDAgAEU\nFhaSnZ3Nb3/7W2Bf55rbbruNzp07U1RURDQaBSAcDlNUVERubi633357IsuWJEmSJEmSJEmShIEb\nSZIS4vHHH6e8vJzy8nIefPBBPv/8c3bs2EFRURGrVq2id+/ezJgxA4Dx48dz4403snr1as4+++wE\nVy5JkiRJkiRJkiTJwI0kSQkwZcoUOnfuTPfu3fnoo4/YuHEjqamp/NM//RMABQUFhMNhAJYsWcKV\nV14JwFVXXZWokiVJkiRJkiRJkiR9pWmiC5Ak6WQRjUYJh8N8/PHHvP7667z77rukpqZSXFxMTU0N\nycnJ8W2TkpKoq6sDIBAIEAgEAIjFYgmpXZIkSZIkSZIkSdJ/scONJEkNoKxsDpmZ7enTZzRDhoxg\n586dpKamsn79epYuXQp8c5imZ8+elJWVATB79uwGq1mSJEmSJEmSJEnS4Rm4kSSpnkWjUUpKxlJd\nvYiqqhXs3v0GK1dW0r59e375y19SVFQEEO9i83VTpkxh6tSp5Obm8sknnzRk6ZIkSZIkSZIkSZIO\nI9BQS1MEAoGYy2BIkk5G5eXl9OkzmqqqFfGxjIx8FiyYTmFhYQIrk3Qi+o//+A/atWtH+/btE12K\nJEmSJEmSJEmNTiAQIBaLHf5O+QPY4UaSpHoWCoXYvTsMVH41UkltbYRQKJS4onTCiUQiZGdnH/H2\nb775Ju+88049VqRE2LNnDy+88ALvvfdeokuRJEmSJEmSJOmkZuBGkqR6FgwGKS2dRlpaMRkZ+aSl\nFVNaOo1gMJjo0nSC+aZlxw7njTfe4O23367HavRdRSIROnTowIgRI+jYsSNDhgyhurqaSZMm0a1b\nN3Jychg9enR8++LiYn72s5/RtWtXfv3rX/Piiy/yi1/8gvz8fD744IMEzkSSJEmSJEmSpJOXgRtJ\nkhrAsGFDiUTWs2DBdCKR9QwbNjTRJekEVFtbe0hIo02bNnz++ecArFixguLiYiKRCI8++ihT/j97\n9x4dVX3vffy9uYUICWobLXiOGSznAEJCSBzkFiC24K2KgKjcHqWhighSXfRYtFo5PZ5j5VKLLcqj\nKSLaFBXbCrQ9LRoBUWMkQEQKuoQJvYjPHC8JgQRCmOcPZA4UEFDIJPB+rdW1Zvb+7b2/vyxWO13z\nme/34YfJzs5m1apVCa5c/2jTpk1MnDiRDRs2kJKSwqOPPsqkSZMoLi6mrKyMnTt3snTp0vj62tpa\n3nzzTe6++26uvvpqpk+fTmlpKe3bt0/gLiRJkiRJkiRJOn0ZuJEkqZ6kpaURDoftbKMv7MCQRmpq\nKnPmzDmk600QBKSnpzN+/HjuuOMOSktL6dOnT4Iq1pGcf/759OzZE4DRo0ezcuVKXn75ZXr27Elm\nZiZFRUUHjY26/npDepIkSZIkSZIkNSQGbiRJkhqJA0Mao0aN4tVXX01wRToe0WiUkpISPvroo0PO\nBUHAbbfdxgsvvEBZWRnjxo2jpqYmfr5Vq1b1WaokSZIkSV9YXl4epaWliS5DkiTppDNwI0mS1IAd\nGNI4XDebZs2asXfvXoCDAhpqWAoLF5Ke3omBA8fTu/clbN26leLiYgB++ctfkpubC8BXvvIVqqqq\neP755494r5SUFCorK+ulbkmSJEmSJEmSdHgGbiRJkhqofwxplJeXHxLSCIVCvPXWWwAsWrQofq2h\njIYjGo2Snz+B6uoiKipWs2vXr4CAmTNncuGFF1JRUcGtt97KuHHj6NKlC5dffjk9evSIX/+PQasb\nbriB6dOnk5OTw5YtW+p5N5IkSZKkU0l5eTkZGRnx9zNnzmTatGk88sgjdOnShaysLEaOHAnAzp07\nyc/Pp2fPnuTk5PDiiy8C+34ANGLECLp06cLQoUP9QZAkSTptBLFYrH4eFASx+nqWJElSYxeNRklP\n70R1dRGQCfyBILiSa68dxvr16+nSpQsLFizgrbfeIj8/nzZt2jBgwADeeustXn75Zd577z2uvfZa\nmjZtyiOPPEKfPn0SvaXTVklJCQMHjqeiYvVnR8pp0qQTb7yxgnA4nNDaJEmSJEmnt/Lycq666irK\nysqAfYGbqqoqHn/8cbZs2ULz5s2prKwkNTWVe+65hy5dujBy5EgqKiro0aMHa9eu5bHHHuOdd97h\niSee4O233yY7O5vi4mKys7MTvDtJkqQvJggCYrFYcLR1zeqjGEmSJB2fSCRCixYhqqszPztyGSkp\n3fje9753UEijb9++bNq06ZDr/+Vf/oV169bVU7X6PKFQiN27I0AZ+8JTfyYWqyUUCiW0LkmSJEmS\njiQzM5ORI0dyzTXXcM011wDwxz/+kcWLFzN9+nQAdu/ezdatW1mxYgWTJ08GICMjg27duiWsbkmS\npPrkSClJkqQG6OCQBkAZtbXlhjQaobS0NAoK5pCcnEdqajbJyaN45plnSEtLS3RpkiRJkqTTWDQa\nZf369ezevTt+rKamhiAIWLp0KRMnTqS0tJRwOExdXR2xWIxFixaxZs0a1qxZw5YtW+jYseMh93Xa\ngSRJOl0YuJEkSWqADg1p5FFQMMeQRiM1YsT1lJdvZNmyuZSXb2TEiOsTXZIkSZIk6TRWWLiQ9PRO\njBx5L5s2vcvjjxewa9culixZwt69e9m6dSv9+/fnwQcfpLKykh07dnDppZcye/bs+D3Wrl0LQL9+\n/XjmmWcAWL9+fXw8lSRJ0qkuqK+kcRAEMVPNkiRJxycajRKJRAiFQoZtJEmSpKOYNWsW8+bNIwgC\n8vPzqa2tpWXLlkycOJE77riDsrIyXnrpJYqKivjFL37BggULSElJYfLkySxZsoQzzjiD3/72t372\nlnRKi0ajpKd3orq6iH2jj6cSBA/Rq1dPOnbsyHnnnccrr7xCRUUFAGPGjOF73/seNTU1fPe73+W1\n114jFovRvn17XnzxRWpqahg7dixlZWV07tyZv/3tb/z85z8nOzs7ofuUJEn6ooIgIBaLBUddZ+BG\nkiRJkiTp9DZt2jRSUlK48847E12K9IWVlpYyduxYiouLqauro2fPnjzxxBPMnDmTZ599ln79+rF7\n925WrVrFAw88QNu2bfnOd75DkyZNWLJkCVdccQV33XUXbdq04e677070diTppCkpKWHgwPFUVKyO\nH0tNzWbZsrmEw+EEViZJktQwHGvgxpFSkiRJkiRJjcDevXsTXYLUoL366qsMGTKEli1b0qpVK4YO\nHUpxcTGlpaVs376dpKQkevXqRUlJCStXriQ3NxeApKQkrrjiCgBycnKIRCIJ3IUknXyhUIjduyPA\n/tFPZdTWVsnHXAAAIABJREFUlhMKhRJXlCRJUiNk4EaSJEmSJKkBGDJkCOFwmIyMDJ544gkAUlJS\nmDJlCt27d+eNN97gpZdeIjs7m27dujFu3Dhqa2sBaN++PR9//DEAq1evJi8vD9jXuSY/P5+8vDw6\ndOjAI488En/eAw88QMeOHenXrx+bNm2q592qsauoqODRRx8FYPny5Vx11VX1XkNKSkr8dTQaZevW\nrezYsSN+LBaL0aRJE9q3b8+TTz5Jnz59yM3NpaioiPfff59OnToB0Lx58/g1TZs2Zc+ePfW3CUlK\ngLS0NAoK5pCcnEdqajbJyXkUFMxxnJ4kSdJxMnAjSZIkSZLUAMybN4+SkhJKSkr46U9/yscff8yO\nHTvo1asXa9asIScnh7Fjx/Lcc8+xbt06amtr44GHIDi4y/GB7zdt2sSf/vQniouLmTZtGnV1daxe\nvZpnn32WsrIyli5dSklJSb3utSGbNm0as2bNOub1H3zwAdddd91JrKhh+uSTT5gzZw6wL9jyj/8G\nD+dEd2na/8zCwoWkp3di7tylzJz5E+bPX8COHTv49a9/TW5uLn379mXGjBn069ePvn378thjj9G9\ne/f4fWKx2AmtS5IagxEjrqe8fCPLls2lvHwjI0Zcn+iSJEmSGh0DN5IkSZIkSQ3Aww8/TFZWFj17\n9uSvf/0r7733Hs2aNWPo0KHAvuDMBRdcwNe//nUAbrzxRlasWAF8fmDgyiuvpFmzZnzlK1/h3HPP\n5cMPP4yP3klKSiIlJYWrr7765G/wFFRXV0fbtm159tlnE11KvZs6dSqbN28mOzubu+66i+3btzN8\n+HA6d+7MmDFj4uvat2/P97//fS666CKef/551q1bR69evcjKymLYsGFUVFQAkJeXR2lpKQAfffQR\n7du3B6C6uprrr7+erl27MnToUHr27BlfF4vFuPPOOxk1ahTV1f9MVdUKYrE7GTt2LOFwmJtvvplu\n3bqRm5vLtm3b6NWrF+eccw7Jycn069cvXuOxhIUk6VSUlpZGOBy2s40kSdIX1CzRBUiSJEmSJJ2u\notEokUiEv//977z88ssUFxeTlJREXl4eNTU1tGzZ8qAwwJGCNc2aNYt3D6mpqTnoXFJSUvy143IO\n74EHHuCpp57i3HPP5Z/+6Z/IyckhLy+PmTNnkp2dzUcffcRFF13Eli1bmD9/Pi+88AJVVVXs3buX\nJ598km9961u8/fbbzJ8/nxdffJGdO3eyefNmrrnmGn784x8DUFBQwEMPPcRZZ51FZmYmLVu2ZPbs\n2Qne+Rf34IMP8s4771BaWsry5cu55ppr2LBhA1/72tfo06cPr732Gr179wbgq1/9Km+99RYA3bp1\n4+c//zl9+/blhz/84RE7Cu3/dz9nzhzOPvts1q9fzzvvvHNQZ5odO3Zw/vnnk5rajYqKbwKPAw+R\nkrKM+fPnEg6HAbjkkkvYtWtX/LqNGzce9KzKysr462HDhjFs2LAT8jeSJEmSJJ3a7HAjSZIkSZKU\nAPvH4AwcOJ7rrhvNzp07SUpKYuPGjbzxxhvAwQGbjh07Ul5ezubNmwFYsGABAwYMAPZ1EVm9ejUA\nixYtOuIz99+vX79+/OY3v2HXrl1s376dxYsXn4wtNgqlpaWHjNcKguBzx3StWbOGF154gaKiokPO\nrVu3jueee46ysjIWLlzI3/72Nz744AP+4z/+gzfffJNVq1YdEvg4FfTo0YO2bdsSBAFZWVlEIpH4\nueuv3zempLKykoqKCvr27Qsc3KXpSF599VVuuOEGALp06UJGRkb8XFJSEqNGjWL37gjwVSAClFFb\nW04oFDphe5MkSZIk6XDscCNJkiRJklTPotEo+fkTqK4uoro6E1jNmjW96NSpExdeeGG8M8iBQY6k\npCTmzZvHtddeS11dHeFwmFtuuQWA++67j/z8fNq0aRMP4RzO/vt1796d6667jszMTM4991x69Ohx\n0vba0K1cuTI+XispKYnBgwd/7ogugIEDB9KmTZvDnvvGN75B69atgX0BkfLycqLRKAMGDIhfM3z4\ncN57770Tu5F6sr8rU9OmTQ86/nmdlFq1anXU+35el6Yjad68OWlpaRQUzOGmm8YRi7WgWbNFFBTM\ncTyKJEmSJOmkM3AjSZIkSZJUzyKRCC1ahD4L2wDk0Lp1VxYs+N8xOHDwqBuAvLw8SktLD7lf3759\n2bRp0yHHf/jDHx70vqysLP767rvv5u677/4Su2j8otEoW7dupUmT/20CvT9s83kBkM8LkBwYPGnS\npEk8eHK0EE9jUFi4kPz8CbRoEWLXrs2kpDQHjn1vqampnHXWWaxatYo+ffqwYMEC+vfvD0AoFOKt\nt97ioosu4rnnnotf06dPHxYuXEj//v3ZsGEDb7/9dvzc/ueOGHE91dU7+M1vfkNBQYFhG0mSJElS\nvfhSI6WCIHgoCII/B0GwNgiCRUEQpJ6owiRJkiRJkk5VoVDoszE4+wMwjsGpb/tHev3f//s7Zs78\nCU899XR8vFYQBPEACHBQAOSLCIfDrFixgoqKCvbs2fO5Y78aqgO7MlVUrKamZjkff1zBhRdeyF13\n3XXQ2gM7M/3jaK758+czZcoUsrKyWLduHffddx8AU6ZM4dFHHyUnJ4ePP/44vn7ChAn8z//8D127\nduW+++6ja9eu8U5BB967TZs2fPWrXzVsI0mSJEmqN1+2w80fge/HYrG9QRA8CEz97D+SJEmSJEk6\ngv1jcPLz82jePJ3a2nLH4NSjA8MjkAlM5qabbuTRR3vEx2tNmTKF4cOH8/jjj3PllVd+oefsD4S0\na9eOu+++mx49enD22WfTqVOnI46kaqgO7cqUSatWXZg//+CuTACzZ8+Ov968efNB5zIzM3n99dcP\nuX/Hjh1Zt25d/P2///u/A9CyZUsWLFhAUlISmzdvZuDAgaSnpwMHd4AaNmwYw4YN+1J7lCRJkiTp\neAQnqp1tEATXAMNisdiYI5yPnQqtcyVJkiRJkk6UaDRKJBIhFAoZtqlHJSUlDBw4noqK1fFjqanZ\nLFt2aHjkRNmxYwetWrWirq6OIUOGkJ+fz+DBg0/Ks06GaDRKenqnA0JKZSQn51FevvGk/tutqqoi\nLy+P2tpaAB566CEGDRp00p4nSZIkSVIQBMRiseBo675sh5sDfRv41Qm8nyRJkiRJ0iktLS3NoE0C\nHDzSa1945GSP9Lr//vtZtmwZu3btYtCgQY0qbAOJ68rUunVrSkpKTuozJEmSJEn6Io7a4SYIgj8B\n5x54CIgB98RiscWfrbkHyI7FYkfs22qHG0mSJEmSJDUUhYULyc+fcFB4ZMSI6xNdVoNnVyZJkiRJ\n0qnuWDvcfOmRUkEQ3AR8B7gkFovt+px1sR/+8Ifx9wMGDGDAgAFf6tmSJEmSJEnSF2V4RJIkSZIk\nvfLKK7zyyivx99OmTTv5gZsgCC4DZgL9YrHYR0dZa4cbSZIkSZIkSZIkSZIkNVjH2uGmyZd8ziNA\na+BPQRCUBkEw50veT5IkSZIkSTpmQ4YMIRwOk5GRwRNPPAFASkoK//Zv/0bXrl0ZNGgQxcXFDBgw\ngA4dOrBkyRIAdu3axbe//W0yMzPJycmJ/5Jt/vz5DBs2jMsvv5yOHTty1113xZ9VUFBAx44d6dmz\nJzfffDO33357ve9XkiRJkiQ1DF96pNQxP8gON5IkSZIkSTrBPv30U84880xqamoIh8MsX76cr371\nq/zhD39g0KBBDB06lB07dvD73/+e9evXc+ONN7JmzRpmzZrFhg0beOKJJ9i0aRODBg3ivffeo7Cw\nkB/96EesXbuW5s2b07FjR1atWkWTJk3o3bs3a9eupXXr1uTl5ZGVlcXs2bMT/SeQJEmSJEkn0LF2\nuGlWH8VIkiRJkiRJJ8PDDz/Mb37zGwD++te/8t5775GUlMSgQYMAyMjIoGXLljRp0oSMjAzKy8sB\nePXVV+Mdajp27EgoFOLdd98F4Bvf+AatW7cGoEuXLpSXlxONRhkwYABt2rQBYPjw4bz33nv1uldJ\nkiRJktRwGLiRJEmSJElSoxKNRolEIvz973/n5Zdfpri4mKSkJPLy8qipqaF58+bxtU2aNCEpKQnY\n9wu1PXv2HPaeB3Zm3r9+//X7r7F7syRJkiRJ2q9JoguQJEmSJEmSjlVh4ULS0zsxcOB4rrtuNDt3\n7iQpKYmNGzfyxhtvAJ8fjNl/Ljc3l2eeeQaAd999l7/85S907NjxiNeFw2FWrFhBRUUFe/bsYdGi\nRSdwV5IkSZIkqbGxw40kSZIkSZIahWg0Sn7+BKqri6iuzgRWs2ZNLzp16sSFF15I7969gX2dbI5k\n/7kJEyZw6623kpmZSfPmzZk/f/5BnXH+cX27du24++676dGjB2effTadOnWKj5eSJEmSJEmnn6C+\nWuEGQRCz7a4kSZIkSZK+qJKSEgYOHE9Fxer4sdTUbJYtm0s4HD7pz9+xYwetWrWirq6OIUOGkJ+f\nz+DBg0/6cyVJkiRJUv0JgoBYLHbkX/N8xpFSkiRJkiRJahRCoRC7d0eAss+OlFFbW04oFKqX599/\n//10796djIwMLrjgAsM2kiRJkiSdxuxwI0mSJEmSpEajsHAh+fkTaN48ndracgoK5jBixPWJLkuS\nJEmSJJ0ijrXDjYEbSZIkSZIkNSrRaJRIJEIoFCItLS3R5UiSJEmSpFOIgRtJkiRJkiRJkiRJkiTp\nOBxr4KZJfRQjSZIkSZIkSZIkSZIknSoM3EiSJEmSJEmSJEmSJEnHwcCNJEmSJEmSJEmSJEmSdBwM\n3EiSJEmSJEmSJEmSJEnHwcCNJEmSJEmSJEmSJEmSdBwM3EiSJEmSJEmSJEmSJEnHwcCNJEmSJEmS\nJEmSJEmSdBwM3EiSJEmSJEmSJEmSJEnHwcCNJEmSJEmSJEnSaa59+/aJLkGSJKlRMXAjSZIkSZIk\nSZJ0kvTt2zfRJRyTIAgSXYIkSVKjYuBGkiRJkiRJkiTpJHn11VcTXcIxSUtLA2Dbtm3079+f7Oxs\nMjMzWbVqVYIrkyRJapiCWCxWPw8Kglh9PUuSJEmSJEmSJKkhSElJYfv27Wzbto3rr7+e7du3s2fP\nHh599FH69OmT6PIOMWvWLHbt2sXUqVOJxWLs3LmTVq1aJbosSZKkehMEAbFY7Kjt/5rVRzGSJEmS\nJEmSJEmno/2jmn75y19y2WWXHRRkaYjC4TD5+fnU1tYyePBgunXrluiSJEmSGiRHSkmSJEmSJEmS\nJJ1g0WiUkpIS9nf/D4fDzJs3j3//93+nrKyswXSN2V9nNBoFIDc3lxUrVnDeeedx00038fTTTye4\nQkmSpIbJwI0kSZIkSZIkSdIJVFi4kPT0TgwcOJ6qqioKCxc2yCDLgXWmp3eisHAhW7du5ZxzziE/\nP59x48ZRWlqa6DIlSZIapGB/svqkPygIYvX1LEmSJEmSJEmSpESIRqOkp3eiuroIyARakZzcklWr\nltGtWzeaNGnCz3/+c95//31mzZrVgOosIzk5j4cemsbcuXNp3rw5KSkpPPXUU6SnpyesTkmSpPoW\nBAGxWCw42jo73EiSJEmSJCkhFi9ezEMPPfSFrv2v//qvE1yNJEknRiQSoUWLEPtCLABNad48nd/+\n9rd069aN7Oxsnn32WSZPnpzAKg9XZybNm6dz8cUX8/bbb1NaWsry5csN20iSJB2BHW4kSZIkSZLU\n6KSkpLB9+/ZElyFJ0iGO1DmmvHwjaWlpiS4vrrHUKUmSVN/scCNJkiRJkqSTZsiQIYTDYTIyMnji\niScAKCgooGPHjvTs2ZObb76Z22+/HYAlS5bQs2dPcnJyGDRoENFoFID58+czadIkAMaOHcvkyZPp\n06cPHTp04IUXXgBg27Zt9O/fn+zsbDIzM1m1ahVTp06lurqa7OxsxowZk4Ddnzzl5eVkZGTE38+c\nOZNp06bxyCOP0KVLF7Kyshg5ciQAO3fuJD8/P/63Xbx4caLKliQdIC0tjYKCOSQn55Gamk1ych4F\nBXMaXIilsdQpSZLUUNnhRpIkSZIkScft008/5cwzz6SmpoZwOMx///d/06dPH9auXUvr1q3Jy8sj\nKyuL2bNnU1FRQZs2bYB9oZw///nPzJgxg/nz57N69Wpmz57N2LFj2blzJwsXLuTPf/4zV199Ne+9\n9x6zZs1i165dTJ06lVgsxs6dO2nVqhWpqalUVlYm+K9w4pWXl3PVVVdRVlYG7AvcVFVV8fjjj7Nl\nyxaaN29OZWUlqamp3HPPPXTp0oWRI0dSUVFBjx49WLt2LcnJyQnehSQJ9nWQiUQihEKhBh1iaSx1\nSpIk1Zdj7XDTrD6KkSRJkiRJOtmmTZtGSkoKd955Z6JLO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B49mgsvvJDrrruO6upqfvSj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\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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1068158d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(40, 40))\n",
    "plt.scatter(weights_mds[:, 0], weights_mds[:, 1])\n",
    "\n",
    "for x, y, s in zip(weights_mds[:, 0], weights_mds[:, 1], vocab.values[:,0]):\n",
    "    plt.annotate(s, xy=(x, y), xytext=(0, 0), textcoords='offset points', arrowprops=dict())\n",
    "    \n",
    "plt.savefig('vocab_mds.pdf', format='pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}

embed.csv

vocab.csv

allall
set
just
show
being
money
over
both
years
four
through
during
go
still
children
before
police
office
million
also
less
had
,
including
should
to
only
going
under
has
might
do
them
good
around
get
very
big
dr.
game
every
know
they
not
world
now
him
school
several
like
did
university
companies
these
she
team
found
where
right
says
people
house
national
some
back
see
street
are
year
home
best
out
even
what
said
for
federal
since
its
may
state
does
john
between
new
;
three
public
?
be
we
after
business
never
use
here
york
members
percent
put
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