interpretability/explain_text_prediction.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_20newsgroups\n",
    "categories = [\n",
    "    'alt.atheism',\n",
    "    'talk.religion.misc',\n",
    "    'comp.graphics',\n",
    "    'sci.space',\n",
    "]\n",
    "fetch_subset = lambda subset: fetch_20newsgroups(\n",
    "    subset=subset, categories=categories,\n",
    "    shuffle=True, random_state=42,\n",
    "    remove=('headers', 'footers', 'quotes'))\n",
    "train = fetch_subset('train')\n",
    "test = fetch_subset('test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('vec', TfidfVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
       "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
       "        ngram_range=(1, 1), norm='l2', preprocessor=None, smooth_idf=True,\n",
       "   ...2', random_state=None,\n",
       "           refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0))])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "vec = TfidfVectorizer()\n",
    "clf = LogisticRegressionCV()\n",
    "pipeline = Pipeline([('vec', vec), ('clf', clf)])\n",
    "pipeline.fit(train['data'], train['target'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import eli5\n",
    "from eli5 import explain_weights, explain_prediction\n",
    "from eli5.formatters import format_as_html, format_as_text, format_html_styles, fields\n",
    "\n",
    "# print(format_as_text(explain_weights(clf, vec, target_names=train['target_names'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "    table.eli5-weights tr:hover {\n",
       "        filter: brightness(85%);\n",
       "    }\n",
       "</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "show_html = lambda html: display(HTML(html))\n",
    "show_html_expl = lambda expl, **kwargs: show_html(format_as_html(expl, include_styles=False, **kwargs))\n",
    "show_html(format_html_styles())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
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       "        filter: brightness(85%);\n",
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       "\n",
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       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +18.117\n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atheism\n",
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       "        +14.393\n",
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       "        religion\n",
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       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.48%); border: none;\">\n",
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       "        +14.380\n",
       "    </td>\n",
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       "        bobby\n",
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       "    \n",
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       "        \n",
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       "        +14.325\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        matthew\n",
       "    </td>\n",
       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.99%); border: none;\">\n",
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       "        +13.389\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        motto\n",
       "    </td>\n",
       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +13.215\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atheist\n",
       "    </td>\n",
       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +13.010\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        islam\n",
       "    </td>\n",
       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.30%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.800\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nanci\n",
       "    </td>\n",
       "    \n",
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       "        \n",
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       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.216\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        enviroleague\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.109\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        loans\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.672\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        satan\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.488\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        posting\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.173\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        enlightening\n",
       "    </td>\n",
       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.108\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        natural\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.22%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 6382 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.13%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 20478 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -11.259\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        fake\n",
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       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -11.526\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        order\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -12.169\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christian\n",
       "    </td>\n",
       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -12.253\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hudson\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -18.551\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        space\n",
       "    </td>\n",
       "    \n",
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       "        \n",
       "\n",
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       "\n",
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       "\n",
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       "                \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +25.897\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.23%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +18.957\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        image\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +17.298\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        computer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +16.843\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        3d\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +16.190\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        file\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +14.020\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        points\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +13.269\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sgi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +13.180\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        42\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.428\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.835\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        3do\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.175\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        animation\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.146\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        using\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.877\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        code\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.39%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.792\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        package\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.681\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        video\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.585\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        screen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.571\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sphere\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.570\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        68070\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.553\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        files\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.53%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 7893 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.62%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 18967 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -18.127\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        space\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "            \n",
       "        \n",
       "\n",
       "        \n",
       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "        \n",
       "            \n",
       "                \n",
       "                \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +35.983\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        space\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +17.907\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        orbit\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +15.269\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nasa\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +15.173\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        launch\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +13.235\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        spacecraft\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.26%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.872\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        mars\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.53%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.369\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        nick\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.117\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        moon\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.064\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        allen\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.800\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        shuttle\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.84%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.799\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.934\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sci\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.726\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        solar\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.716\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        earth\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.43%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 10083 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.29%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 16777 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -10.976\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        file\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -11.109\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        wrong\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -11.886\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        image\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.67%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -12.109\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        religion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -13.500\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        god\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 87.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -18.002\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "            \n",
       "        \n",
       "\n",
       "        \n",
       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "        \n",
       "            \n",
       "                \n",
       "                \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\">\n",
       "                    Weight<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +19.215\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christian\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +16.667\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        blood\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +14.907\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        fbi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 89.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +14.185\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christians\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.783\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hudson\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.746\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        order\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.338\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        christ\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +12.126\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        ekr\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.972\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        terrorist\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.608\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        koresh\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.549\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        dead\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.185\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        cult\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 91.17%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 6600 more positive &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.16%); border: none;\">\n",
       "                <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
       "                    <i>&hellip; 20260 more negative &hellip;</i>\n",
       "                </td>\n",
       "            </tr>\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -11.206\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        anyone\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -11.567\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        could\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -11.699\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        get\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.61%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -12.212\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        thanks\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -12.230\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        edu\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -12.319\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        it\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -13.026\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        atheists\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 88.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -17.289\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        space\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "            \n",
       "        \n",
       "\n",
       "        \n",
       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
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       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       "\n",
       "\n"
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      "text/plain": [
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eli5.show_weights(clf, vec=vec, target_names=train['target_names'], horizontal_layout=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "    \n",
       "        <p>Explained as: linear model</p>\n",
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       "        \n",
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       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-16.171</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.394\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -14.777\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 86.67%); opacity: 0.84\" title=\"-0.649\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.83%); opacity: 0.81\" title=\"-0.216\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 89.98%); opacity: 0.83\" title=\"-0.432\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.99%); opacity: 0.82\" title=\"-0.371\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.35%); opacity: 0.86\" title=\"-0.892\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.27%); opacity: 0.82\" title=\"-0.244\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.77%); opacity: 0.83\" title=\"0.445\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.57%); opacity: 0.85\" title=\"-0.800\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.12%); opacity: 0.81\" title=\"-0.111\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.19%); opacity: 0.85\" title=\"-0.755\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.59%); opacity: 0.81\" title=\"0.093\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 99.54%); opacity: 0.80\" title=\"-0.005\">interior</span><span style=\"opacity: 0.80\"> decor </span><span style=\"background-color: hsl(120, 100.00%, 93.66%); opacity: 0.81\" title=\"0.225\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 95.59%); opacity: 0.81\" title=\"-0.133\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.59%); opacity: 0.81\" title=\"0.093\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.49%); opacity: 0.83\" title=\"-0.462\">from</span><span style=\"opacity: 0.80\"> thailand. </span><span style=\"background-color: hsl(0, 100.00%, 95.59%); opacity: 0.81\" title=\"-0.133\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.59%); opacity: 0.81\" title=\"0.093\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.107\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.72%); opacity: 0.81\" title=\"-0.128\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.76%); opacity: 0.81\" title=\"-0.171\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.77%); opacity: 0.83\" title=\"0.445\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.70%); opacity: 0.88\" title=\"-1.269\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-1.150\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.332\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.17%); opacity: 0.84\" title=\"-0.615\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 97.47%); opacity: 0.80\" title=\"-0.060\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.93%); opacity: 0.82\" title=\"-0.317\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.332\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.87%); opacity: 0.82\" title=\"0.266\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-1.150\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.72%); opacity: 0.81\" title=\"-0.128\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.44%); opacity: 0.83\" title=\"-0.465\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 87.29%); opacity: 0.84\" title=\"-0.606\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.72%); opacity: 0.81\" title=\"-0.128\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.44%); opacity: 0.83\" title=\"-0.465\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.68%); opacity: 0.82\" title=\"-0.390\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.38%); opacity: 0.83\" title=\"-0.407\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.29%); opacity: 0.83\" title=\"0.539\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.17%); opacity: 0.81\" title=\"0.109\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.85%); opacity: 0.85\" title=\"-0.854\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(0, 100.00%, 95.59%); opacity: 0.81\" title=\"-0.133\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.70%); opacity: 0.80\" title=\"-0.053\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.50%); opacity: 0.81\" title=\"-0.233\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.97%); opacity: 0.81\" title=\"0.161\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 97.53%); opacity: 0.80\" title=\"-0.058\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-1.150\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 93.50%); opacity: 0.81\" title=\"-0.233\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.68%); opacity: 0.82\" title=\"-0.276\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.75%); opacity: 0.83\" title=\"-0.509\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.17%); opacity: 0.81\" title=\"0.109\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.34%); opacity: 0.80\" title=\"-0.009\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 93.50%); opacity: 0.81\" title=\"-0.233\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.55%); opacity: 0.83\" title=\"-0.397\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.999</b>, score <b>8.616</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +9.631\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.015\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(120, 100.00%, 73.78%); opacity: 0.91\" title=\"1.707\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.04%); opacity: 0.82\" title=\"0.311\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(120, 100.00%, 91.41%); opacity: 0.82\" title=\"0.347\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.55%); opacity: 0.80\" title=\"-0.058\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.74%); opacity: 0.88\" title=\"1.180\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.50%); opacity: 0.81\" title=\"0.233\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.18%); opacity: 0.81\" title=\"-0.109\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.34%); opacity: 0.84\" title=\"0.672\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 98.58%); opacity: 0.80\" title=\"-0.026\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.90%); opacity: 0.80\" title=\"0.046\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.57%); opacity: 0.80\" title=\"-0.057\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 98.53%); opacity: 0.80\" title=\"0.028\">interior</span><span style=\"opacity: 0.80\"> decor </span><span style=\"background-color: hsl(0, 100.00%, 96.33%); opacity: 0.81\" title=\"-0.103\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 84.63%); opacity: 0.85\" title=\"-0.796\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.57%); opacity: 0.80\" title=\"-0.057\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.98%); opacity: 0.80\" title=\"0.078\">from</span><span style=\"opacity: 0.80\"> thailand. </span><span style=\"background-color: hsl(0, 100.00%, 84.63%); opacity: 0.85\" title=\"-0.796\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.57%); opacity: 0.80\" title=\"-0.057\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 98.32%); opacity: 0.80\" title=\"0.034\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.084\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.55%); opacity: 0.83\" title=\"0.459\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.18%); opacity: 0.81\" title=\"-0.109\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"3.120\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.42%); opacity: 0.86\" title=\"0.887\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.41%); opacity: 0.82\" title=\"0.237\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.90%); opacity: 0.85\" title=\"0.850\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 88.44%); opacity: 0.83\" title=\"0.530\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.760\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.41%); opacity: 0.82\" title=\"0.237\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.66%); opacity: 0.81\" title=\"0.225\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 83.42%); opacity: 0.86\" title=\"0.887\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.084\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.93%); opacity: 0.84\" title=\"0.563\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 91.42%); opacity: 0.82\" title=\"0.346\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.084\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.93%); opacity: 0.84\" title=\"0.563\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.12%); opacity: 0.81\" title=\"-0.155\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.28%); opacity: 0.82\" title=\"-0.244\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.38%); opacity: 0.83\" title=\"-0.534\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.260\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.58%); opacity: 0.80\" title=\"0.005\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(0, 100.00%, 84.63%); opacity: 0.85\" title=\"-0.796\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.91%); opacity: 0.80\" title=\"-0.018\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.288\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.08%); opacity: 0.82\" title=\"-0.254\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.18%); opacity: 0.81\" title=\"-0.109\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 83.42%); opacity: 0.86\" title=\"0.887\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.288\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.01%); opacity: 0.82\" title=\"-0.370\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.17%); opacity: 0.86\" title=\"0.906\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.260\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.99%); opacity: 0.82\" title=\"0.314\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.288\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.88%); opacity: 0.80\" title=\"-0.019\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.001</b>, score <b>-6.824</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.016\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -5.808\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 82.46%); opacity: 0.86\" title=\"-0.961\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.97%); opacity: 0.81\" title=\"0.118\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 91.95%); opacity: 0.82\" title=\"-0.316\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.80%); opacity: 0.80\" title=\"0.049\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.88%); opacity: 0.84\" title=\"-0.567\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.47%); opacity: 0.82\" title=\"-0.234\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.140\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.33%); opacity: 0.82\" title=\"-0.295\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 88.45%); opacity: 0.83\" title=\"-0.529\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.66%); opacity: 0.81\" title=\"0.176\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.84%); opacity: 0.82\" title=\"-0.380\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 99.13%); opacity: 0.80\" title=\"-0.013\">interior</span><span style=\"opacity: 0.80\"> decor </span><span style=\"background-color: hsl(0, 100.00%, 98.08%); opacity: 0.80\" title=\"-0.041\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 88.55%); opacity: 0.83\" title=\"-0.523\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.84%); opacity: 0.82\" title=\"-0.380\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.122\">from</span><span style=\"opacity: 0.80\"> thailand. </span><span style=\"background-color: hsl(0, 100.00%, 88.55%); opacity: 0.83\" title=\"-0.523\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.84%); opacity: 0.82\" title=\"-0.380\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.327\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.50%); opacity: 0.80\" title=\"0.006\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.60%); opacity: 0.83\" title=\"-0.519\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.140\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 68.99%); opacity: 0.94\" title=\"-2.169\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.202\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.36%); opacity: 0.81\" title=\"0.144\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.80%); opacity: 0.83\" title=\"-0.506\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 91.24%); opacity: 0.82\" title=\"-0.356\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.10%); opacity: 0.81\" title=\"-0.203\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.36%); opacity: 0.81\" title=\"0.144\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.21%); opacity: 0.83\" title=\"-0.418\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.202\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.50%); opacity: 0.80\" title=\"0.006\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.91%); opacity: 0.82\" title=\"0.318\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 97.75%); opacity: 0.80\" title=\"-0.051\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.50%); opacity: 0.80\" title=\"0.006\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.91%); opacity: 0.82\" title=\"0.318\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.52%); opacity: 0.80\" title=\"0.028\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.01%); opacity: 0.80\" title=\"0.016\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.183\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.93%); opacity: 0.80\" title=\"-0.045\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.870\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(0, 100.00%, 88.55%); opacity: 0.83\" title=\"-0.523\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.18%); opacity: 0.82\" title=\"0.249\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.131\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.90%); opacity: 0.83\" title=\"0.500\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 93.33%); opacity: 0.82\" title=\"0.241\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.202\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.131\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.89%); opacity: 0.81\" title=\"0.213\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.654\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.93%); opacity: 0.80\" title=\"-0.045\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.56%); opacity: 0.81\" title=\"-0.094\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.131\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.00%); opacity: 0.82\" title=\"0.259\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-11.885</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.019\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 83.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -10.865\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 80.74%); opacity: 0.87\" title=\"-1.098\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.60%); opacity: 0.83\" title=\"-0.394\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 97.71%); opacity: 0.80\" title=\"-0.052\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.15%); opacity: 0.81\" title=\"0.110\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.68%); opacity: 0.83\" title=\"-0.514\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.04%); opacity: 0.84\" title=\"-0.556\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.30%); opacity: 0.84\" title=\"-0.606\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.58%); opacity: 0.80\" title=\"-0.057\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 88.46%); opacity: 0.83\" title=\"0.528\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.00%); opacity: 0.82\" title=\"0.313\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.207\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 99.88%); opacity: 0.80\" title=\"-0.001\">interior</span><span style=\"opacity: 0.80\"> decor </span><span style=\"background-color: hsl(0, 100.00%, 98.53%); opacity: 0.80\" title=\"-0.028\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 85.57%); opacity: 0.85\" title=\"0.727\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.207\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.29%); opacity: 0.81\" title=\"0.104\">from</span><span style=\"opacity: 0.80\"> thailand. </span><span style=\"background-color: hsl(120, 100.00%, 85.57%); opacity: 0.85\" title=\"0.727\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.207\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 93.59%); opacity: 0.81\" title=\"0.228\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.27%); opacity: 0.80\" title=\"-0.067\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.52%); opacity: 0.81\" title=\"0.137\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.30%); opacity: 0.84\" title=\"-0.606\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.39%); opacity: 0.88\" title=\"-1.295\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.99%); opacity: 0.85\" title=\"-0.769\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.85%); opacity: 0.83\" title=\"-0.503\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.32%); opacity: 0.83\" title=\"-0.473\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 86.06%); opacity: 0.84\" title=\"-0.692\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.48%); opacity: 0.82\" title=\"0.287\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.85%); opacity: 0.83\" title=\"-0.503\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.53%); opacity: 0.81\" title=\"-0.231\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 84.99%); opacity: 0.85\" title=\"-0.769\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.27%); opacity: 0.80\" title=\"-0.067\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.47%); opacity: 0.81\" title=\"-0.139\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 93.80%); opacity: 0.81\" title=\"-0.218\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.27%); opacity: 0.80\" title=\"-0.067\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.47%); opacity: 0.81\" title=\"-0.139\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.44%); opacity: 0.82\" title=\"0.345\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.96%); opacity: 0.80\" title=\"-0.044\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.90%); opacity: 0.83\" title=\"-0.500\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.26%); opacity: 0.84\" title=\"-0.609\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.52%); opacity: 0.83\" title=\"-0.399\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(120, 100.00%, 85.57%); opacity: 0.85\" title=\"0.727\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.40%); opacity: 0.80\" title=\"-0.032\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.25%); opacity: 0.80\" title=\"-0.068\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.50%); opacity: 0.85\" title=\"-0.732\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 95.47%); opacity: 0.81\" title=\"-0.139\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 84.99%); opacity: 0.85\" title=\"-0.769\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 97.25%); opacity: 0.80\" title=\"-0.068\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.20%); opacity: 0.83\" title=\"0.481\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.44%); opacity: 0.82\" title=\"-0.236\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.26%); opacity: 0.84\" title=\"-0.609\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.96%); opacity: 0.84\" title=\"-0.699\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 97.25%); opacity: 0.80\" title=\"-0.068\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.45%); opacity: 0.81\" title=\"-0.140\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_html_expl(\n",
    "    explain_prediction(clf, test['data'][2], vec, target_names=train['target_names']),\n",
    "    force_weights=False, horizontal_layout=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "``dense_multitarget=True`` is supported for prediction explanations too, and shows just the top prediction highlighting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "    \n",
       "        <p>Explained as: linear model</p>\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
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       "        <table class=\"eli5-weights-wrapper\" style=\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\">\n",
       "            <tr>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-16.171</b>)\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.999</b>, score <b>8.616</b>)\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.001</b>, score <b>-6.824</b>)\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
       "                    <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n",
       "                        <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-11.885</b>)\n",
       "\n",
       "top features\n",
       "                    </td>\n",
       "                \n",
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       "                            \n",
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       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
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       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
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       "        </thead>\n",
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       "        \n",
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       "        +0.889\n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.539\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        much\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.57%); border: none;\">\n",
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       "        +0.278\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        is\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.266\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        which\n",
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       "    \n",
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       "        \n",
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       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        designer\n",
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       "    \n",
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       "        \n",
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       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.24%); border: none;\">\n",
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       "        trying\n",
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       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
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       "        \n",
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       "        has\n",
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       "    \n",
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       "        \n",
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       "        -0.053\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        likes\n",
       "    </td>\n",
       "    \n",
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       "        \n",
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       "        -0.058\n",
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       "        sophisticated\n",
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       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.171\n",
       "    </td>\n",
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       "    \n",
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       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.12%); border: none;\">\n",
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       "        -0.216\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        there\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
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       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.244\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        for\n",
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       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.276\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
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       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.24%); border: none;\">\n",
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       "        -0.317\n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        suggestion\n",
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       "    \n",
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       "        here\n",
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       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.385\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        to\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.66%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.390\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        and\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.397\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        better\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.400\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        he\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.52%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.407\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        how\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.432\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        am\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.462\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        from\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.509\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        features\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.606\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        where\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.615\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.649\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.664\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        on\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.47%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.698\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.755\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        friend\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.800\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        help\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.854\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        costs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.892\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        looking\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.931\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        buy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.269\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.394\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -3.451\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        software\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 81.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +3.120\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.33%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.661\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        software\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 87.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.707\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.180\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        looking\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 90.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +1.127\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        buy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.906\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        features\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.850\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.64%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.672\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        help\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.530\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        any\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.68%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.520\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        it\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.474\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        on\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.459\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        find\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.347\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        am\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.346\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        where\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.314\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        has\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.311\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        there\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.233\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        for\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.225\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        which\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.078\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        from\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.046\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        friend\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.034\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        trying\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.028\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        interior\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.80%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.005\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        costs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.018\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        likes\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.019\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        better\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.34%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.026\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        my\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.86%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.058\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        here\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.29%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.103\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        designer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.22%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.109\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sophisticated\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.155\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        and\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.172\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        is\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.217\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        some\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.244\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        how\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.251\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        to\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.254\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        most\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.81%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.370\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        more\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.534\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        much\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.760\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        suggestion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.42%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.863\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.015\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 84.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -2.388\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        he\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 92.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.870\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        costs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 93.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.637\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        buy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.606\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        software\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.500\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        most\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 95.63%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.393\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.287\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        on\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.281\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        some\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.74%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.259\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        better\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.82%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.249\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        likes\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.241\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sophisticated\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.213\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        more\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.45%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.183\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        much\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.51%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.176\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        friend\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.08%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.122\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        from\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.12%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.118\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        there\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.049\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        here\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.028\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        and\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.018\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        to\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 99.54%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.016\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        how\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.013\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        interior\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.041\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        designer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.95%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.051\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        where\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.090\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        it\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.40%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.094\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        has\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.203\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        suggestion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.96%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.234\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        for\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.295\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        help\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.316\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        am\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.16%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.327\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        trying\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.356\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        any\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.418\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        which\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.78%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.506\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.69%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.519\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        find\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.529\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        my\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.35%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.567\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        looking\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.76%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.654\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        features\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.961\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.016\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.79%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.140\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        is\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 88.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.568\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        he\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 85.55%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -2.169\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                        <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n",
       "                            \n",
       "                                \n",
       "                                    \n",
       "                                    \n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; width: 100%;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +2.181\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        he\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.528\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        my\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 94.97%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.481\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        more\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.345\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        and\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.313\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        friend\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 96.49%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.287\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        suggestion\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.01%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.228\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        trying\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 97.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.137\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        find\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.21%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.110\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        here\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 98.27%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.104\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        from\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.001\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        interior\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.31%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.028\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        designer\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.032\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        likes\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 99.05%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.044\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        how\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.052\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        am\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 98.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.057\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        help\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.89%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.139\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        sophisticated\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.88%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.140\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        better\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.25%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.202\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        to\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.204\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        the\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 97.11%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.218\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        where\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.99%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.231\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        which\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.94%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.236\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        features\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.57%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.278\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        buy\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.62%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.394\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        there\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.399\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        costs\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.02%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.473\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        pc\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.83%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.500\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        much\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.73%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.514\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        looking\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.43%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.556\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        for\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.98%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.621\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        is\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.50%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.692\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        any\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.46%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.699\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        has\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 93.24%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -0.732\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        most\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.56%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.006\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        on\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.48%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.019\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 91.03%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.098\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        hi\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.38%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.212\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        some\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 90.36%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.218\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        it\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.295\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        graphics\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 84.91%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -2.308\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        software\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "                                \n",
       "                            \n",
       "                        </td>\n",
       "                    \n",
       "                \n",
       "            </tr>\n",
       "        </table>\n",
       "    \n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-16.171</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.17%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.394\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -14.777\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 86.67%); opacity: 0.84\" title=\"-0.649\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.83%); opacity: 0.81\" title=\"-0.216\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 89.98%); opacity: 0.83\" title=\"-0.432\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.99%); opacity: 0.82\" title=\"-0.371\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.35%); opacity: 0.86\" title=\"-0.892\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.27%); opacity: 0.82\" title=\"-0.244\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.77%); opacity: 0.83\" title=\"0.445\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.57%); opacity: 0.85\" title=\"-0.800\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.12%); opacity: 0.81\" title=\"-0.111\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.19%); opacity: 0.85\" title=\"-0.755\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.59%); opacity: 0.81\" title=\"0.093\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 99.54%); opacity: 0.80\" title=\"-0.005\">interior</span><span style=\"opacity: 0.80\"> decor </span><span style=\"background-color: hsl(120, 100.00%, 93.66%); opacity: 0.81\" title=\"0.225\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 95.59%); opacity: 0.81\" title=\"-0.133\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.59%); opacity: 0.81\" title=\"0.093\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.49%); opacity: 0.83\" title=\"-0.462\">from</span><span style=\"opacity: 0.80\"> thailand. </span><span style=\"background-color: hsl(0, 100.00%, 95.59%); opacity: 0.81\" title=\"-0.133\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.59%); opacity: 0.81\" title=\"0.093\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.107\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.72%); opacity: 0.81\" title=\"-0.128\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.76%); opacity: 0.81\" title=\"-0.171\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.77%); opacity: 0.83\" title=\"0.445\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.70%); opacity: 0.88\" title=\"-1.269\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-1.150\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.332\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.17%); opacity: 0.84\" title=\"-0.615\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 97.47%); opacity: 0.80\" title=\"-0.060\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.93%); opacity: 0.82\" title=\"-0.317\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.332\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.87%); opacity: 0.82\" title=\"0.266\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-1.150\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.72%); opacity: 0.81\" title=\"-0.128\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.44%); opacity: 0.83\" title=\"-0.465\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 87.29%); opacity: 0.84\" title=\"-0.606\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.72%); opacity: 0.81\" title=\"-0.128\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.44%); opacity: 0.83\" title=\"-0.465\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.68%); opacity: 0.82\" title=\"-0.390\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.38%); opacity: 0.83\" title=\"-0.407\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.29%); opacity: 0.83\" title=\"0.539\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.17%); opacity: 0.81\" title=\"0.109\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.85%); opacity: 0.85\" title=\"-0.854\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(0, 100.00%, 95.59%); opacity: 0.81\" title=\"-0.133\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.70%); opacity: 0.80\" title=\"-0.053\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.50%); opacity: 0.81\" title=\"-0.233\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.97%); opacity: 0.81\" title=\"0.161\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 97.53%); opacity: 0.80\" title=\"-0.058\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-1.150\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 93.50%); opacity: 0.81\" title=\"-0.233\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.68%); opacity: 0.82\" title=\"-0.276\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.75%); opacity: 0.83\" title=\"-0.509\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.17%); opacity: 0.81\" title=\"0.109\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.34%); opacity: 0.80\" title=\"-0.009\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 93.50%); opacity: 0.81\" title=\"-0.233\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.55%); opacity: 0.83\" title=\"-0.397\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.999</b>, score <b>8.616</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 85.18%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +9.631\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.015\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(120, 100.00%, 73.78%); opacity: 0.91\" title=\"1.707\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.04%); opacity: 0.82\" title=\"0.311\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(120, 100.00%, 91.41%); opacity: 0.82\" title=\"0.347\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.55%); opacity: 0.80\" title=\"-0.058\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.74%); opacity: 0.88\" title=\"1.180\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.50%); opacity: 0.81\" title=\"0.233\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.18%); opacity: 0.81\" title=\"-0.109\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.34%); opacity: 0.84\" title=\"0.672\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 98.58%); opacity: 0.80\" title=\"-0.026\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.90%); opacity: 0.80\" title=\"0.046\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.57%); opacity: 0.80\" title=\"-0.057\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 98.53%); opacity: 0.80\" title=\"0.028\">interior</span><span style=\"opacity: 0.80\"> decor </span><span style=\"background-color: hsl(0, 100.00%, 96.33%); opacity: 0.81\" title=\"-0.103\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 84.63%); opacity: 0.85\" title=\"-0.796\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.57%); opacity: 0.80\" title=\"-0.057\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.98%); opacity: 0.80\" title=\"0.078\">from</span><span style=\"opacity: 0.80\"> thailand. </span><span style=\"background-color: hsl(0, 100.00%, 84.63%); opacity: 0.85\" title=\"-0.796\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.57%); opacity: 0.80\" title=\"-0.057\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 98.32%); opacity: 0.80\" title=\"0.034\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.084\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.55%); opacity: 0.83\" title=\"0.459\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.18%); opacity: 0.81\" title=\"-0.109\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"3.120\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.42%); opacity: 0.86\" title=\"0.887\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.41%); opacity: 0.82\" title=\"0.237\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.90%); opacity: 0.85\" title=\"0.850\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 88.44%); opacity: 0.83\" title=\"0.530\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.760\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.41%); opacity: 0.82\" title=\"0.237\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.66%); opacity: 0.81\" title=\"0.225\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 83.42%); opacity: 0.86\" title=\"0.887\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.084\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.93%); opacity: 0.84\" title=\"0.563\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 91.42%); opacity: 0.82\" title=\"0.346\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.084\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.93%); opacity: 0.84\" title=\"0.563\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.12%); opacity: 0.81\" title=\"-0.155\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.28%); opacity: 0.82\" title=\"-0.244\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.38%); opacity: 0.83\" title=\"-0.534\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.260\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.58%); opacity: 0.80\" title=\"0.005\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(0, 100.00%, 84.63%); opacity: 0.85\" title=\"-0.796\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.91%); opacity: 0.80\" title=\"-0.018\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.288\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.08%); opacity: 0.82\" title=\"-0.254\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.18%); opacity: 0.81\" title=\"-0.109\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 83.42%); opacity: 0.86\" title=\"0.887\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.288\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.01%); opacity: 0.82\" title=\"-0.370\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.17%); opacity: 0.86\" title=\"0.906\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.260\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.99%); opacity: 0.82\" title=\"0.314\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.288\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.88%); opacity: 0.80\" title=\"-0.019\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.001</b>, score <b>-6.824</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.016\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 89.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -5.808\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 82.46%); opacity: 0.86\" title=\"-0.961\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.97%); opacity: 0.81\" title=\"0.118\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 91.95%); opacity: 0.82\" title=\"-0.316\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.80%); opacity: 0.80\" title=\"0.049\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.88%); opacity: 0.84\" title=\"-0.567\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.47%); opacity: 0.82\" title=\"-0.234\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.140\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.33%); opacity: 0.82\" title=\"-0.295\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 88.45%); opacity: 0.83\" title=\"-0.529\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.66%); opacity: 0.81\" title=\"0.176\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.84%); opacity: 0.82\" title=\"-0.380\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 99.13%); opacity: 0.80\" title=\"-0.013\">interior</span><span style=\"opacity: 0.80\"> decor </span><span style=\"background-color: hsl(0, 100.00%, 98.08%); opacity: 0.80\" title=\"-0.041\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 88.55%); opacity: 0.83\" title=\"-0.523\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.84%); opacity: 0.82\" title=\"-0.380\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.122\">from</span><span style=\"opacity: 0.80\"> thailand. </span><span style=\"background-color: hsl(0, 100.00%, 88.55%); opacity: 0.83\" title=\"-0.523\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.84%); opacity: 0.82\" title=\"-0.380\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.327\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.50%); opacity: 0.80\" title=\"0.006\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.60%); opacity: 0.83\" title=\"-0.519\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.140\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 68.99%); opacity: 0.94\" title=\"-2.169\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.202\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.36%); opacity: 0.81\" title=\"0.144\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.80%); opacity: 0.83\" title=\"-0.506\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 91.24%); opacity: 0.82\" title=\"-0.356\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.10%); opacity: 0.81\" title=\"-0.203\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.36%); opacity: 0.81\" title=\"0.144\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.21%); opacity: 0.83\" title=\"-0.418\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.202\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.50%); opacity: 0.80\" title=\"0.006\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.91%); opacity: 0.82\" title=\"0.318\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 97.75%); opacity: 0.80\" title=\"-0.051\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.50%); opacity: 0.80\" title=\"0.006\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.91%); opacity: 0.82\" title=\"0.318\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.52%); opacity: 0.80\" title=\"0.028\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.01%); opacity: 0.80\" title=\"0.016\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.183\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.93%); opacity: 0.80\" title=\"-0.045\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.870\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(0, 100.00%, 88.55%); opacity: 0.83\" title=\"-0.523\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.18%); opacity: 0.82\" title=\"0.249\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.131\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.90%); opacity: 0.83\" title=\"0.500\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 93.33%); opacity: 0.82\" title=\"0.241\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.202\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.131\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.89%); opacity: 0.81\" title=\"0.213\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.654\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.93%); opacity: 0.80\" title=\"-0.045\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.56%); opacity: 0.81\" title=\"-0.094\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.131\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.00%); opacity: 0.82\" title=\"0.259\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-11.885</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.92%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.019\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 83.87%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -10.865\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 80.74%); opacity: 0.87\" title=\"-1.098\">hi</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.60%); opacity: 0.83\" title=\"-0.394\">there</span><span style=\"opacity: 0.80\">,\n",
       "\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 97.71%); opacity: 0.80\" title=\"-0.052\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.15%); opacity: 0.81\" title=\"0.110\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.68%); opacity: 0.83\" title=\"-0.514\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.04%); opacity: 0.84\" title=\"-0.556\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.30%); opacity: 0.84\" title=\"-0.606\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.58%); opacity: 0.80\" title=\"-0.057\">help</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 88.46%); opacity: 0.83\" title=\"0.528\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.00%); opacity: 0.82\" title=\"0.313\">friend</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.207\">is</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 99.88%); opacity: 0.80\" title=\"-0.001\">interior</span><span style=\"opacity: 0.80\"> decor </span><span style=\"background-color: hsl(0, 100.00%, 98.53%); opacity: 0.80\" title=\"-0.028\">designer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 85.57%); opacity: 0.85\" title=\"0.727\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.207\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.29%); opacity: 0.81\" title=\"0.104\">from</span><span style=\"opacity: 0.80\"> thailand. </span><span style=\"background-color: hsl(120, 100.00%, 85.57%); opacity: 0.85\" title=\"0.727\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.207\">is</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 93.59%); opacity: 0.81\" title=\"0.228\">trying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.27%); opacity: 0.80\" title=\"-0.067\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.52%); opacity: 0.81\" title=\"0.137\">find</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.30%); opacity: 0.84\" title=\"-0.606\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.39%); opacity: 0.88\" title=\"-1.295\">graphics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.99%); opacity: 0.85\" title=\"-0.769\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.85%); opacity: 0.83\" title=\"-0.503\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.32%); opacity: 0.83\" title=\"-0.473\">pc</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 86.06%); opacity: 0.84\" title=\"-0.692\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.48%); opacity: 0.82\" title=\"0.287\">suggestion</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.85%); opacity: 0.83\" title=\"-0.503\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.53%); opacity: 0.81\" title=\"-0.231\">which</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 84.99%); opacity: 0.85\" title=\"-0.769\">software</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.27%); opacity: 0.80\" title=\"-0.067\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.47%); opacity: 0.81\" title=\"-0.139\">buy</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 93.80%); opacity: 0.81\" title=\"-0.218\">where</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.27%); opacity: 0.80\" title=\"-0.067\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.47%); opacity: 0.81\" title=\"-0.139\">buy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.44%); opacity: 0.82\" title=\"0.345\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.96%); opacity: 0.80\" title=\"-0.044\">how</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.90%); opacity: 0.83\" title=\"-0.500\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.26%); opacity: 0.84\" title=\"-0.609\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.52%); opacity: 0.83\" title=\"-0.399\">costs</span><span style=\"opacity: 0.80\"> ? </span><span style=\"background-color: hsl(120, 100.00%, 85.57%); opacity: 0.85\" title=\"0.727\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.40%); opacity: 0.80\" title=\"-0.032\">likes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.25%); opacity: 0.80\" title=\"-0.068\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.50%); opacity: 0.85\" title=\"-0.732\">most</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 95.47%); opacity: 0.81\" title=\"-0.139\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 84.99%); opacity: 0.85\" title=\"-0.769\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 97.25%); opacity: 0.80\" title=\"-0.068\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.20%); opacity: 0.83\" title=\"0.481\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.44%); opacity: 0.82\" title=\"-0.236\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.26%); opacity: 0.84\" title=\"-0.609\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.96%); opacity: 0.84\" title=\"-0.699\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 97.25%); opacity: 0.80\" title=\"-0.068\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.45%); opacity: 0.81\" title=\"-0.140\">better</span><span style=\"opacity: 0.80\">)</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_html_expl(explain_prediction(clf, test['data'][2], vec, target_names=train['target_names']),\n",
    "               force_weights=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can hide weights by passing ``force_weights=False`` (they still will be shown if it's impossible to highlight text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
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       "    \n",
       "        <p>Explained as: linear model</p>\n",
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       "\n",
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       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.001</b>, score <b>-7.516</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.19%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.394\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 86.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -6.122\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i </span><span style=\"background-color: hsl(0, 100.00%, 88.28%); opacity: 0.83\" title=\"-0.516\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.26%); opacity: 0.89\" title=\"-1.331\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.86%); opacity: 0.80\" title=\"0.046\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.30%); opacity: 0.81\" title=\"-0.100\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.58%); opacity: 0.87\" title=\"-0.985\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.75%); opacity: 0.83\" title=\"-0.487\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.89%); opacity: 0.81\" title=\"-0.204\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.14%); opacity: 0.82\" title=\"-0.292\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.278\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.87%); opacity: 0.80\" title=\"0.018\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 88.28%); opacity: 0.83\" title=\"-0.516\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.51%); opacity: 0.81\" title=\"-0.092\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.26%); opacity: 0.89\" title=\"-1.331\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.86%); opacity: 0.80\" title=\"0.046\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.04%); opacity: 0.80\" title=\"-0.072\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.89%); opacity: 0.81\" title=\"-0.204\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.08%); opacity: 0.80\" title=\"0.014\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.97%); opacity: 0.85\" title=\"0.737\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 77.10%); opacity: 0.89\" title=\"1.344\">exist</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 97.86%); opacity: 0.80\" title=\"0.046\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 85.00%); opacity: 0.85\" title=\"-0.735\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.37%); opacity: 0.83\" title=\"-0.511\">port</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.10%); opacity: 0.83\" title=\"-0.465\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.28%); opacity: 0.82\" title=\"0.284\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.18%); opacity: 0.81\" title=\"0.190\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.86%); opacity: 0.85\" title=\"-0.675\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.08%); opacity: 0.80\" title=\"0.014\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.90%); opacity: 0.82\" title=\"-0.305\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.67%); opacity: 0.83\" title=\"-0.431\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.46%); opacity: 0.83\" title=\"-0.505\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.16%); opacity: 0.81\" title=\"-0.105\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.38%); opacity: 0.84\" title=\"0.640\">go</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.66%); opacity: 0.84\" title=\"-0.556\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(120, 100.00%, 98.87%); opacity: 0.80\" title=\"0.018\">mac</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.166\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.04%); opacity: 0.80\" title=\"-0.072\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.75%); opacity: 0.82\" title=\"-0.260\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.10%); opacity: 0.89\" title=\"1.344\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.999</b>, score <b>6.432</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 84.44%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +7.447\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.15%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.015\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i </span><span style=\"background-color: hsl(120, 100.00%, 89.95%); opacity: 0.83\" title=\"0.414\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.66%); opacity: 0.87\" title=\"1.056\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.080\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.04%); opacity: 0.82\" title=\"0.245\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"2.982\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 67.29%); opacity: 0.95\" title=\"2.237\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.29%); opacity: 0.81\" title=\"0.100\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.40%); opacity: 0.82\" title=\"0.278\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.18%); opacity: 0.82\" title=\"-0.344\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.38%); opacity: 0.83\" title=\"0.449\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i </span><span style=\"background-color: hsl(120, 100.00%, 89.95%); opacity: 0.83\" title=\"0.414\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.28%); opacity: 0.82\" title=\"-0.284\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.66%); opacity: 0.87\" title=\"1.056\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.080\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.49%); opacity: 0.84\" title=\"0.633\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.29%); opacity: 0.81\" title=\"0.100\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.62%); opacity: 0.83\" title=\"-0.434\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.02%); opacity: 0.81\" title=\"-0.152\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 84.25%); opacity: 0.85\" title=\"-0.788\">exist</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.080\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 81.18%); opacity: 0.87\" title=\"1.016\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.55%); opacity: 0.85\" title=\"0.766\">port</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.29%); opacity: 0.81\" title=\"-0.185\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.22%); opacity: 0.83\" title=\"-0.399\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.83%); opacity: 0.80\" title=\"0.019\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.83%); opacity: 0.80\" title=\"0.046\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.62%); opacity: 0.83\" title=\"-0.434\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.54%); opacity: 0.85\" title=\"-0.767\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.73%); opacity: 0.81\" title=\"-0.083\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.47%); opacity: 0.81\" title=\"-0.177\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.62%); opacity: 0.81\" title=\"0.127\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.75%); opacity: 0.82\" title=\"-0.368\">go</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.89%); opacity: 0.85\" title=\"0.673\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(120, 100.00%, 89.38%); opacity: 0.83\" title=\"0.449\">mac</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 94.04%); opacity: 0.81\" title=\"-0.196\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.49%); opacity: 0.84\" title=\"0.633\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.86%); opacity: 0.84\" title=\"-0.608\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.25%); opacity: 0.85\" title=\"-0.788\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-10.113</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.016\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 82.10%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -9.098\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i </span><span style=\"background-color: hsl(0, 100.00%, 90.59%); opacity: 0.83\" title=\"-0.378\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.113\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.68%); opacity: 0.81\" title=\"-0.214\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.81%); opacity: 0.81\" title=\"0.119\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 70.89%); opacity: 0.93\" title=\"-1.894\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 70.82%); opacity: 0.93\" title=\"-1.901\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.74%); opacity: 0.81\" title=\"-0.122\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.37%); opacity: 0.82\" title=\"-0.280\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.92%); opacity: 0.81\" title=\"0.156\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.17%); opacity: 0.82\" title=\"-0.345\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 90.59%); opacity: 0.83\" title=\"-0.378\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.93%); opacity: 0.80\" title=\"0.044\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.113\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.68%); opacity: 0.81\" title=\"-0.214\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.76%); opacity: 0.83\" title=\"-0.426\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.74%); opacity: 0.81\" title=\"-0.122\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.31%); opacity: 0.82\" title=\"-0.232\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.57%); opacity: 0.82\" title=\"-0.323\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 92.05%); opacity: 0.82\" title=\"-0.297\">exist</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 93.68%); opacity: 0.81\" title=\"-0.214\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 86.90%); opacity: 0.84\" title=\"-0.605\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.47%); opacity: 0.82\" title=\"-0.275\">port</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.28%); opacity: 0.80\" title=\"0.033\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.91%); opacity: 0.80\" title=\"0.017\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.20%); opacity: 0.82\" title=\"-0.237\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.367\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.31%); opacity: 0.82\" title=\"-0.232\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.35%); opacity: 0.83\" title=\"0.450\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.70%); opacity: 0.82\" title=\"0.316\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.00%); opacity: 0.86\" title=\"0.953\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.25%); opacity: 0.84\" title=\"-0.649\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.58%); opacity: 0.80\" title=\"-0.054\">go</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.54%); opacity: 0.83\" title=\"0.380\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(0, 100.00%, 91.17%); opacity: 0.82\" title=\"-0.345\">mac</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 88.04%); opacity: 0.84\" title=\"-0.531\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.76%); opacity: 0.83\" title=\"-0.426\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.22%); opacity: 0.80\" title=\"0.011\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.05%); opacity: 0.82\" title=\"-0.297\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-11.681</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.13%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.019\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -10.662\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i </span><span style=\"background-color: hsl(0, 100.00%, 97.32%); opacity: 0.80\" title=\"-0.063\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.169\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.88%); opacity: 0.82\" title=\"-0.361\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.06%); opacity: 0.82\" title=\"-0.351\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.02%); opacity: 0.87\" title=\"-1.028\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.42%); opacity: 0.83\" title=\"-0.507\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.03%); opacity: 0.83\" title=\"-0.469\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.02%); opacity: 0.84\" title=\"-0.664\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.79%); opacity: 0.81\" title=\"-0.081\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.05%); opacity: 0.86\" title=\"-0.874\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i </span><span style=\"background-color: hsl(0, 100.00%, 97.32%); opacity: 0.80\" title=\"-0.063\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.96%); opacity: 0.81\" title=\"0.200\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.169\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.88%); opacity: 0.82\" title=\"-0.361\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.70%); opacity: 0.86\" title=\"-0.827\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.03%); opacity: 0.83\" title=\"-0.469\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.47%); opacity: 0.83\" title=\"0.443\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.03%); opacity: 0.83\" title=\"-0.410\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 77.26%); opacity: 0.89\" title=\"-1.331\">exist</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 90.88%); opacity: 0.82\" title=\"-0.361\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 87.51%); opacity: 0.84\" title=\"-0.565\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.68%); opacity: 0.80\" title=\"0.023\">port</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.99%); opacity: 0.83\" title=\"0.412\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.84%); opacity: 0.82\" title=\"-0.363\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.79%); opacity: 0.80\" title=\"-0.048\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.13%); opacity: 0.84\" title=\"0.590\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.47%); opacity: 0.83\" title=\"0.443\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.51%); opacity: 0.80\" title=\"0.056\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.29%); opacity: 0.81\" title=\"-0.140\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.52%); opacity: 0.81\" title=\"-0.174\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.67%); opacity: 0.84\" title=\"0.620\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.72%); opacity: 0.86\" title=\"-0.899\">go</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.166\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(0, 100.00%, 83.05%); opacity: 0.86\" title=\"-0.874\">mac</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 96.13%); opacity: 0.81\" title=\"-0.106\">do</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.70%); opacity: 0.86\" title=\"-0.827\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.00%); opacity: 0.80\" title=\"-0.074\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.26%); opacity: 0.89\" title=\"-1.331\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
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    "show_html_expl(explain_prediction(clf, test['data'][4], vec, target_names=train['target_names']), force_weights=False)"
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   "metadata": {},
   "source": [
    "Show explanations for the winning class for first 10 documents from test data"
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  },
  {
   "cell_type": "code",
   "execution_count": 9,
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       "</span><span style=\"background-color: hsl(0, 100.00%, 96.18%); opacity: 0.81\" title=\"-0.109\">sophisticated</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 83.42%); opacity: 0.86\" title=\"0.887\">software</span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.288\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.01%); opacity: 0.82\" title=\"-0.370\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.17%); opacity: 0.86\" title=\"0.906\">features</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.260\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.99%); opacity: 0.82\" title=\"0.314\">has</span><span style=\"opacity: 0.80\">,</span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.288\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.88%); opacity: 0.80\" title=\"-0.019\">better</span><span style=\"opacity: 0.80\">)</span>\n",
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       "\n",
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       "    \n",
       "        <p>Explained as: linear model</p>\n",
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       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.994</b>, score <b>3.280</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +4.294\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 92.71%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.015\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(120, 100.00%, 93.83%); opacity: 0.81\" title=\"0.062\">rfd</span><span style=\"opacity: 0.80\">\n",
       "                          </span><span style=\"background-color: hsl(0, 100.00%, 99.60%); opacity: 0.80\" title=\"-0.001\">request</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.50%); opacity: 0.81\" title=\"0.066\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.89%); opacity: 0.84\" title=\"-0.162\">discussion</span><span style=\"opacity: 0.80\">\n",
       "                                </span><span style=\"background-color: hsl(120, 100.00%, 93.50%); opacity: 0.81\" title=\"0.066\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.082\">the</span><span style=\"opacity: 0.80\">\n",
       "                          </span><span style=\"background-color: hsl(120, 100.00%, 92.96%); opacity: 0.82\" title=\"0.074\">open</span><span style=\"opacity: 0.80\">  </span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">telematic</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.57%); opacity: 0.84\" title=\"0.168\">group</span><span style=\"opacity: 0.80\">\n",
       "\n",
       "                                  </span><span style=\"background-color: hsl(120, 100.00%, 85.68%); opacity: 0.85\" title=\"0.206\">otg</span><span style=\"opacity: 0.80\">\n",
       "\n",
       "i </span><span style=\"background-color: hsl(120, 100.00%, 93.00%); opacity: 0.82\" title=\"0.074\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.054\">proposed</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.082\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.68%); opacity: 0.80\" title=\"-0.007\">forming</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.72%); opacity: 0.82\" title=\"-0.094\">of</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 97.58%); opacity: 0.80\" title=\"-0.016\">consortium</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(120, 100.00%, 99.38%); opacity: 0.80\" title=\"0.002\">task</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.71%); opacity: 0.81\" title=\"-0.063\">force</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.50%); opacity: 0.81\" title=\"0.066\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.082\">the</span><span style=\"opacity: 0.80\">\n",
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       "</span><span style=\"background-color: hsl(120, 100.00%, 93.47%); opacity: 0.82\" title=\"0.067\">naplps</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.049\">jpeg</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.89%); opacity: 0.82\" title=\"-0.108\">standards</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 89.56%); opacity: 0.83\" title=\"-0.131\">these</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.89%); opacity: 0.82\" title=\"-0.108\">standards</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.99%); opacity: 0.82\" title=\"0.074\">should</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.05%); opacity: 0.82\" title=\"0.073\">facilitate</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.082\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.29%); opacity: 0.86\" title=\"-0.256\">creation</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 91.72%); opacity: 0.82\" title=\"-0.094\">of</span><span style=\"opacity: 0.80\"> real_time </span><span style=\"background-color: hsl(120, 100.00%, 93.09%); opacity: 0.82\" title=\"0.073\">online</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.067\">applications</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.12%); opacity: 0.82\" title=\"-0.104\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.27%); opacity: 0.81\" title=\"-0.042\">make</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.36%); opacity: 0.84\" title=\"0.192\">use</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.72%); opacity: 0.82\" title=\"-0.094\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.089\">voice</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 74.49%); opacity: 0.91\" title=\"0.469\">video</span><span style=\"opacity: 0.80\">,\n",
       "telecommuting, </span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">hires</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.891\">graphics</span><span style=\"opacity: 0.80\">, conferencing, </span><span style=\"background-color: hsl(120, 100.00%, 87.86%); opacity: 0.84\" title=\"0.162\">distant</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.99%); opacity: 0.82\" title=\"0.074\">learning</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 93.09%); opacity: 0.82\" title=\"0.073\">online</span><span style=\"opacity: 0.80\">\n",
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       "</span><span style=\"background-color: hsl(0, 100.00%, 98.88%); opacity: 0.80\" title=\"-0.005\">better</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.53%); opacity: 0.81\" title=\"0.052\">understand</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.28%); opacity: 0.82\" title=\"-0.070\">how</span><span style=\"opacity: 0.80\"> sgml, </span><span style=\"background-color: hsl(0, 100.00%, 97.78%); opacity: 0.80\" title=\"-0.014\">cals</span><span style=\"opacity: 0.80\">, oda, mime, oodbms, </span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.049\">jpeg</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 86.45%); opacity: 0.84\" title=\"0.190\">mpeg</span><span style=\"opacity: 0.80\">,\n",
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       "</span><span style=\"background-color: hsl(0, 100.00%, 96.14%); opacity: 0.81\" title=\"-0.032\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.20%); opacity: 0.80\" title=\"-0.020\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.72%); opacity: 0.82\" title=\"-0.111\">be</span><span style=\"opacity: 0.80\"> a not_for_profit </span><span style=\"background-color: hsl(120, 100.00%, 87.57%); opacity: 0.84\" title=\"0.168\">group</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.30%); opacity: 0.84\" title=\"0.173\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.80%); opacity: 0.80\" title=\"-0.006\">bylaws</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.12%); opacity: 0.81\" title=\"-0.044\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.17%); opacity: 0.81\" title=\"-0.043\">charter</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 95.60%); opacity: 0.81\" title=\"0.038\">already</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 94.47%); opacity: 0.81\" title=\"-0.053\">many</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.31%); opacity: 0.80\" title=\"-0.003\">corporations</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.00%); opacity: 0.82\" title=\"0.074\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.14%); opacity: 0.80\" title=\"-0.021\">decided</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.024\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.67%); opacity: 0.82\" title=\"0.079\">support</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.68%); opacity: 0.85\" title=\"0.206\">otg</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(120, 100.00%, 92.96%); opacity: 0.82\" title=\"0.074\">open</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">telematic</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.57%); opacity: 0.84\" title=\"0.168\">group</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(120, 100.00%, 99.00%); opacity: 0.80\" title=\"0.005\">so</span><span style=\"opacity: 0.80\">\n",
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       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 89.71%); opacity: 0.83\" title=\"-0.128\">an</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.83%); opacity: 0.81\" title=\"0.062\">rfd</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.99%); opacity: 0.82\" title=\"0.090\">has</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.94%); opacity: 0.82\" title=\"-0.075\">been</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.55%); opacity: 0.83\" title=\"-0.114\">posted</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.024\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.97%); opacity: 0.82\" title=\"0.106\">form</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 85.43%); opacity: 0.85\" title=\"-0.211\">usenet</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.69%); opacity: 0.82\" title=\"0.079\">newsgroup</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.12%); opacity: 0.81\" title=\"-0.044\">and</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 86.85%); opacity: 0.84\" title=\"-0.182\">faq</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.79%); opacity: 0.80\" title=\"-0.006\">will</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.69%); opacity: 0.81\" title=\"0.025\">soon</span><span style=\"opacity: 0.80\">\n",
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       "</span><span style=\"background-color: hsl(0, 100.00%, 86.86%); opacity: 0.84\" title=\"-0.182\">see</span><span style=\"opacity: 0.80\"> cmcs </span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">hires</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.23%); opacity: 0.82\" title=\"-0.086\">based</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.067\">applications</span><span style=\"opacity: 0.80\"> &amp; </span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.082\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.47%); opacity: 0.82\" title=\"0.067\">naplps</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.049\">jpeg</span><span style=\"opacity: 0.80\"> g r o w, </span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.011\">decide</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.024\">to</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 95.99%); opacity: 0.81\" title=\"-0.033\">join</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.12%); opacity: 0.81\" title=\"-0.044\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.011\">mutually</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.46%); opacity: 0.80\" title=\"-0.009\">benefit</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.98%); opacity: 0.80\" title=\"0.022\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.14%); opacity: 0.81\" title=\"-0.032\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.53%); opacity: 0.83\" title=\"-0.114\">not</span><span style=\"opacity: 0.80\">-for_profit endeavor.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 88.01%); opacity: 0.84\" title=\"-0.159\">note</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">telematic</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.99%); opacity: 0.82\" title=\"0.090\">has</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.94%); opacity: 0.82\" title=\"-0.075\">been</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.06%); opacity: 0.80\" title=\"-0.021\">defined</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.91%); opacity: 0.81\" title=\"-0.034\">by</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.20%); opacity: 0.83\" title=\"-0.156\">mr</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 97.66%); opacity: 0.80\" title=\"0.015\">james</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.38%); opacity: 0.80\" title=\"-0.002\">martin</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.76%); opacity: 0.82\" title=\"-0.078\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.46%); opacity: 0.82\" title=\"-0.082\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.82%); opacity: 0.81\" title=\"-0.062\">marriage</span><span style=\"opacity: 0.80\">\n",
       "      </span><span style=\"background-color: hsl(0, 100.00%, 91.72%); opacity: 0.82\" title=\"-0.094\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.089\">voice</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 74.49%); opacity: 0.91\" title=\"0.469\">video</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 73.78%); opacity: 0.91\" title=\"0.488\">hi</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 91.29%); opacity: 0.82\" title=\"0.101\">res</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.891\">graphics</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.038\">fax</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">ivr</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 94.87%); opacity: 0.81\" title=\"-0.047\">music</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.14%); opacity: 0.80\" title=\"-0.004\">over</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.90%); opacity: 0.81\" title=\"0.061\">telephone</span><span style=\"opacity: 0.80\">\n",
       "      </span><span style=\"background-color: hsl(120, 100.00%, 85.63%); opacity: 0.85\" title=\"0.206\">lines</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(0, 100.00%, 91.44%); opacity: 0.82\" title=\"-0.099\">lan</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 97.09%); opacity: 0.80\" title=\"0.021\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.49%); opacity: 0.82\" title=\"-0.098\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.20%); opacity: 0.80\" title=\"-0.020\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.72%); opacity: 0.81\" title=\"-0.063\">like</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.024\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.08%); opacity: 0.80\" title=\"-0.021\">get</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.037\">involve</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.10%); opacity: 0.85\" title=\"0.239\">write</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.024\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.25%); opacity: 0.81\" title=\"0.030\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.24%); opacity: 0.80\" title=\"-0.020\">at</span><span style=\"opacity: 0.80\">:\n",
       "\n",
       "  </span><span style=\"background-color: hsl(120, 100.00%, 98.22%); opacity: 0.80\" title=\"0.010\">img</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.39%); opacity: 0.80\" title=\"-0.002\">inter</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 89.58%); opacity: 0.83\" title=\"0.130\">multimedia</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.57%); opacity: 0.84\" title=\"0.168\">group</span><span style=\"opacity: 0.80\">| </span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.104\">internet</span><span style=\"opacity: 0.80\">:  </span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">epimntl</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 86.84%); opacity: 0.84\" title=\"-0.182\">world</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 97.48%); opacity: 0.80\" title=\"-0.017\">std</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 92.85%); opacity: 0.82\" title=\"-0.076\">com</span><span style=\"opacity: 0.80\">\n",
       "  p.o. </span><span style=\"background-color: hsl(120, 100.00%, 99.24%); opacity: 0.80\" title=\"0.003\">box</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">95901</span><span style=\"opacity: 0.80\">            |            </span><span style=\"background-color: hsl(120, 100.00%, 90.24%); opacity: 0.83\" title=\"0.119\">ed</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">pimentel</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">gisatl</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 94.96%); opacity: 0.81\" title=\"0.046\">fidonet</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 92.66%); opacity: 0.82\" title=\"-0.079\">org</span><span style=\"opacity: 0.80\">\n",
       "  </span><span style=\"background-color: hsl(120, 100.00%, 97.64%); opacity: 0.80\" title=\"0.016\">atlanta</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 99.98%); opacity: 0.80\" title=\"-0.000\">georgia</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 87.17%); opacity: 0.84\" title=\"-0.176\">us</span><span style=\"opacity: 0.80\">      | </span><span style=\"background-color: hsl(0, 100.00%, 97.66%); opacity: 0.80\" title=\"-0.015\">cis</span><span style=\"opacity: 0.80\">     :  70611,3703\n",
       "                            | </span><span style=\"background-color: hsl(120, 100.00%, 94.96%); opacity: 0.81\" title=\"0.046\">fidonet</span><span style=\"opacity: 0.80\"> :  1:</span><span style=\"background-color: hsl(120, 100.00%, 98.78%); opacity: 0.80\" title=\"0.006\">133</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">407</span><span style=\"opacity: 0.80\">\n",
       "                            | </span><span style=\"background-color: hsl(0, 100.00%, 94.31%); opacity: 0.81\" title=\"-0.055\">bbs</span><span style=\"opacity: 0.80\">     :  +1-</span><span style=\"background-color: hsl(120, 100.00%, 94.66%); opacity: 0.81\" title=\"0.050\">404</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">985</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 93.36%); opacity: 0.82\" title=\"0.069\">1198</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.83%); opacity: 0.81\" title=\"0.062\">zyxel</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.22%); opacity: 0.83\" title=\"-0.119\">14</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">4k</span>\n",
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       "\n",
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       "    \n",
       "        <p>Explained as: linear model</p>\n",
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       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.999</b>, score <b>6.432</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +7.447\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.04%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.015\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i </span><span style=\"background-color: hsl(120, 100.00%, 89.95%); opacity: 0.83\" title=\"0.414\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.66%); opacity: 0.87\" title=\"1.056\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.080\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.04%); opacity: 0.82\" title=\"0.245\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"2.982\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 67.29%); opacity: 0.95\" title=\"2.237\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.29%); opacity: 0.81\" title=\"0.100\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.40%); opacity: 0.82\" title=\"0.278\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.18%); opacity: 0.82\" title=\"-0.344\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.38%); opacity: 0.83\" title=\"0.449\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i </span><span style=\"background-color: hsl(120, 100.00%, 89.95%); opacity: 0.83\" title=\"0.414\">am</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.28%); opacity: 0.82\" title=\"-0.284\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.66%); opacity: 0.87\" title=\"1.056\">interested</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.080\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.49%); opacity: 0.84\" title=\"0.633\">any</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.29%); opacity: 0.81\" title=\"0.100\">programs</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.62%); opacity: 0.83\" title=\"-0.434\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.02%); opacity: 0.81\" title=\"-0.152\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 84.25%); opacity: 0.85\" title=\"-0.788\">exist</span><span style=\"opacity: 0.80\">\n",
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       "        <p>Explained as: linear model</p>\n",
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       "            <b>\n",
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       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.643</b>, score <b>0.494</b>)\n",
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       "top features\n",
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       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
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       "        &lt;BIAS&gt;\n",
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       "</span><span style=\"background-color: hsl(0, 100.00%, 90.68%); opacity: 0.82\" title=\"-0.137\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.07%); opacity: 0.80\" title=\"-0.026\">will</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.56%); opacity: 0.89\" title=\"-0.480\">be</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.09%); opacity: 0.81\" title=\"0.055\">beyond</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.77%); opacity: 0.87\" title=\"-0.357\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.51%); opacity: 0.83\" title=\"-0.140\">limit</span><span style=\"opacity: 0.80\"> !!!</span>\n",
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       "top features\n",
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       "    &quot;</span><span style=\"background-color: hsl(120, 100.00%, 69.76%); opacity: 0.93\" title=\"0.687\">end</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.32%); opacity: 0.90\" title=\"-0.514\">light</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.91%); opacity: 0.81\" title=\"-0.070\">pollution</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 71.39%); opacity: 0.92\" title=\"-0.634\">now</span><span style=\"opacity: 0.80\">!!&quot;\n",
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       "</span><span style=\"background-color: hsl(0, 100.00%, 86.72%); opacity: 0.84\" title=\"-0.212\">your</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">banner</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.09%); opacity: 0.82\" title=\"-0.101\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.24%); opacity: 0.87\" title=\"0.374\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-1.024\">no</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.33%); opacity: 0.87\" title=\"0.345\">effect</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.40%); opacity: 0.87\" title=\"0.343\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 73.16%); opacity: 0.91\" title=\"0.579\">its</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.44%); opacity: 0.83\" title=\"0.174\">subject</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 80.96%); opacity: 0.87\" title=\"0.355\">but</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.00%); opacity: 0.81\" title=\"-0.038\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">banner</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.09%); opacity: 0.82\" title=\"-0.101\">would</span><span style=\"opacity: 0.80\">.\n",
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       "\n",
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       "    \n",
       "        <p>Explained as: linear model</p>\n",
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       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>1.000</b>, score <b>10.393</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +11.409\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 96.32%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.016\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.180\">while</span><span style=\"opacity: 0.80\"> i'm </span><span style=\"background-color: hsl(0, 100.00%, 97.45%); opacity: 0.80\" title=\"-0.031\">sure</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.17%); opacity: 0.80\" title=\"0.006\">sagan</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.43%); opacity: 0.81\" title=\"0.051\">considers</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.020\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.004\">sacrilegious</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 94.90%); opacity: 0.81\" title=\"-0.085\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.17%); opacity: 0.86\" title=\"-0.506\">wouldn</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 95.80%); opacity: 0.81\" title=\"0.064\">be</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(0, 100.00%, 89.40%); opacity: 0.83\" title=\"-0.241\">because</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.36%); opacity: 0.81\" title=\"-0.052\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.42%); opacity: 0.83\" title=\"0.208\">his</span><span style=\"opacity: 0.80\"> doubtfull </span><span style=\"background-color: hsl(0, 100.00%, 99.21%); opacity: 0.80\" title=\"-0.006\">credibility</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.77%); opacity: 0.80\" title=\"0.026\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.27%); opacity: 0.81\" title=\"-0.100\">an</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.70%); opacity: 0.81\" title=\"0.114\">astronomer</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 93.70%); opacity: 0.81\" title=\"-0.114\">modern</span><span style=\"opacity: 0.80\">, \n",
       ": </span><span style=\"background-color: hsl(120, 100.00%, 92.38%); opacity: 0.82\" title=\"0.150\">ground</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 95.07%); opacity: 0.81\" title=\"0.081\">based</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 90.89%); opacity: 0.82\" title=\"0.194\">visible</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.69%); opacity: 0.85\" title=\"0.369\">light</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.89%); opacity: 0.85\" title=\"0.437\">astronomy</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(0, 100.00%, 95.07%); opacity: 0.81\" title=\"-0.081\">what</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.59%); opacity: 0.80\" title=\"0.013\">these</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.09%); opacity: 0.85\" title=\"0.391\">proposed</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(120, 100.00%, 91.91%); opacity: 0.82\" title=\"0.163\">orbiting</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.38%); opacity: 0.81\" title=\"0.097\">billboards</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.66%); opacity: 0.81\" title=\"0.115\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.01%); opacity: 0.80\" title=\"-0.008\">upset</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.166\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.73%); opacity: 0.83\" title=\"0.230\">already</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 94.79%); opacity: 0.81\" title=\"-0.087\">dying</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.48%); opacity: 0.82\" title=\"0.147\">field</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\">\n",
       ": opacity </span><span style=\"background-color: hsl(120, 100.00%, 98.68%); opacity: 0.80\" title=\"0.012\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.64%); opacity: 0.80\" title=\"-0.013\">distortions</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.134\">caused</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.67%); opacity: 0.81\" title=\"-0.090\">by</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.84%); opacity: 0.85\" title=\"0.364\">atmosphere</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.55%); opacity: 0.81\" title=\"0.118\">itself</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.67%); opacity: 0.82\" title=\"-0.142\">have</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(0, 100.00%, 94.18%); opacity: 0.81\" title=\"-0.102\">driven</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.09%); opacity: 0.83\" title=\"0.218\">most</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.36%); opacity: 0.81\" title=\"-0.052\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.48%); opacity: 0.82\" title=\"0.147\">field</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.55%); opacity: 0.80\" title=\"0.003\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.10%); opacity: 0.80\" title=\"-0.021\">use</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.28%); opacity: 0.83\" title=\"0.244\">radio</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 89.20%); opacity: 0.83\" title=\"0.247\">far</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.82%); opacity: 0.80\" title=\"0.001\">infrared</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.41%); opacity: 0.80\" title=\"0.016\">or</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.604\">space</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 95.07%); opacity: 0.81\" title=\"0.081\">based</span><span style=\"opacity: 0.80\">\n",
       ": </span><span style=\"background-color: hsl(120, 100.00%, 99.34%); opacity: 0.80\" title=\"0.005\">telescopes</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 99.52%); opacity: 0.80\" title=\"-0.003\">hardly</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.26%); opacity: 0.80\" title=\"0.005\">keck</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.75%); opacity: 0.85\" title=\"0.404\">telescope</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.17%); opacity: 0.81\" title=\"-0.078\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.71%); opacity: 0.81\" title=\"0.066\">hawaii</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.93%); opacity: 0.81\" title=\"-0.041\">has</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.46%); opacity: 0.81\" title=\"0.072\">taken</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.69%); opacity: 0.81\" title=\"-0.090\">its</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.024\">first</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.64%); opacity: 0.84\" title=\"0.300\">pictures</span><span style=\"opacity: 0.80\">; </span><span style=\"background-color: hsl(120, 100.00%, 91.87%); opacity: 0.82\" title=\"0.165\">they</span><span style=\"opacity: 0.80\">'</span><span style=\"background-color: hsl(0, 100.00%, 97.03%); opacity: 0.80\" title=\"-0.039\">re</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 98.26%); opacity: 0.80\" title=\"-0.018\">nearly</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.77%); opacity: 0.80\" title=\"0.026\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.96%); opacity: 0.82\" title=\"-0.134\">good</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.77%); opacity: 0.80\" title=\"0.026\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.06%); opacity: 0.81\" title=\"0.058\">hubble</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.18%); opacity: 0.81\" title=\"-0.102\">for</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(120, 100.00%, 96.24%); opacity: 0.81\" title=\"0.055\">tiny</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.80%); opacity: 0.81\" title=\"0.087\">fraction</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.36%); opacity: 0.81\" title=\"-0.052\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.77%); opacity: 0.87\" title=\"0.522\">cost</span><span style=\"opacity: 0.80\">.\n",
       "\n",
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       ": </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.48%); opacity: 0.82\" title=\"0.147\">field</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.07%); opacity: 0.82\" title=\"-0.159\">doesn</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 95.34%); opacity: 0.81\" title=\"0.074\">ruin</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.62%); opacity: 0.82\" title=\"0.143\">observations</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 98.62%); opacity: 0.80\" title=\"-0.013\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.90%); opacity: 0.81\" title=\"-0.085\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.66%); opacity: 0.83\" title=\"-0.201\">were</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.91%); opacity: 0.81\" title=\"-0.084\">case</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\">\n",
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       "\n",
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       "</span><span style=\"background-color: hsl(120, 100.00%, 94.54%); opacity: 0.81\" title=\"0.093\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.02%); opacity: 0.84\" title=\"0.286\">like</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.70%); opacity: 0.81\" title=\"-0.114\">full</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.72%); opacity: 0.89\" title=\"0.740\">moon</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.72%); opacity: 0.89\" title=\"0.740\">moon</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.73%); opacity: 0.81\" title=\"-0.066\">upsets</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.62%); opacity: 0.81\" title=\"0.047\">deep</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 77.22%); opacity: 0.89\" title=\"0.718\">sky</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.95%); opacity: 0.80\" title=\"-0.009\">observation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.06%); opacity: 0.81\" title=\"-0.105\">all</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 91.95%); opacity: 0.82\" title=\"-0.162\">over</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.12%); opacity: 0.81\" title=\"0.057\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.22%); opacity: 0.89\" title=\"0.718\">sky</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(120, 100.00%, 98.68%); opacity: 0.80\" title=\"0.012\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.65%); opacity: 0.81\" title=\"-0.090\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.45%); opacity: 0.81\" title=\"-0.095\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.18%); opacity: 0.83\" title=\"-0.248\">looking</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.26%); opacity: 0.82\" title=\"0.183\">at</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.020\">it</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(0, 100.00%, 89.40%); opacity: 0.83\" title=\"-0.241\">because</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.36%); opacity: 0.81\" title=\"-0.052\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.49%); opacity: 0.80\" title=\"0.031\">scattered</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.69%); opacity: 0.85\" title=\"0.369\">light</span><span style=\"opacity: 0.80\">.\n",
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       "</span><span style=\"background-color: hsl(120, 100.00%, 91.72%); opacity: 0.82\" title=\"0.169\">ok</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 95.07%); opacity: 0.81\" title=\"-0.081\">what</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.81%); opacity: 0.80\" title=\"-0.011\">happens</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.18%); opacity: 0.82\" title=\"-0.128\">when</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.61%); opacity: 0.80\" title=\"0.029\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.31%); opacity: 0.85\" title=\"0.383\">billboard</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.48%); opacity: 0.81\" title=\"-0.050\">circles</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.21%); opacity: 0.80\" title=\"0.019\">every</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.59%); opacity: 0.82\" title=\"0.173\">90</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.10%); opacity: 0.81\" title=\"-0.058\">minutes</span><span style=\"opacity: 0.80\">?  </span><span style=\"background-color: hsl(0, 100.00%, 95.07%); opacity: 0.81\" title=\"-0.081\">what</span><span style=\"opacity: 0.80\">\n",
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       "\n",
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       "\n",
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       "    \n",
       "        <p>Explained as: linear model</p>\n",
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       "\n",
       "        \n",
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       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.991</b>, score <b>8.925</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +10.319\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.07%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.394\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 92.40%); opacity: 0.82\" title=\"0.261\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.63%); opacity: 0.81\" title=\"0.118\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.52%); opacity: 0.80\" title=\"0.005\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.54%); opacity: 0.80\" title=\"0.052\">show</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.13%); opacity: 0.80\" title=\"0.012\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.033\">these</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.09%); opacity: 0.82\" title=\"0.227\">hypothetical</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 61.03%); opacity: 0.99\" title=\"2.692\">atheists</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.62%); opacity: 0.82\" title=\"0.250\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.90%); opacity: 0.83\" title=\"0.391\">gullible</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 93.46%); opacity: 0.82\" title=\"0.210\">excitable</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 89.59%); opacity: 0.83\" title=\"-0.408\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.39%); opacity: 0.82\" title=\"-0.213\">easily</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.450\">led</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.27%); opacity: 0.83\" title=\"-0.484\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.58%); opacity: 0.83\" title=\"0.466\">some</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.80%); opacity: 0.80\" title=\"0.044\">concrete</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.53%); opacity: 0.84\" title=\"0.529\">cause</span><span style=\"opacity: 0.80\">.   </span><span style=\"background-color: hsl(120, 100.00%, 97.95%); opacity: 0.80\" title=\"0.040\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.13%); opacity: 0.80\" title=\"0.012\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.96%); opacity: 0.84\" title=\"0.503\">case</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.43%); opacity: 0.80\" title=\"0.055\">we</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.379\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.52%); opacity: 0.86\" title=\"-0.856\">also</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 92.27%); opacity: 0.82\" title=\"0.267\">have</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.22%); opacity: 0.81\" title=\"-0.134\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.89%); opacity: 0.87\" title=\"0.973\">discuss</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.63%); opacity: 0.81\" title=\"0.118\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.13%); opacity: 0.80\" title=\"0.012\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.80%); opacity: 0.80\" title=\"0.044\">concrete</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.53%); opacity: 0.84\" title=\"0.529\">cause</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 96.20%); opacity: 0.81\" title=\"0.097\">rather</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.28%); opacity: 0.81\" title=\"0.094\">than</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"2.794\">atheism</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 96.38%); opacity: 0.81\" title=\"0.090\">was</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.74%); opacity: 0.82\" title=\"-0.244\">the</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 96.86%); opacity: 0.81\" title=\"0.074\">factor</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.13%); opacity: 0.80\" title=\"0.012\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.71%); opacity: 0.80\" title=\"0.021\">caused</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.03%); opacity: 0.83\" title=\"0.384\">their</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.70%); opacity: 0.83\" title=\"0.402\">subsequent</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.70%); opacity: 0.86\" title=\"0.844\">behaviour</span><span style=\"opacity: 0.80\">.</span>\n",
       "    </p>\n",
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       "\n",
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       "    \n",
       "        <p>Explained as: linear model</p>\n",
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       "        \n",
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       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.850</b>, score <b>-0.580</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 88.93%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +0.436\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.016\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"background-color: hsl(0, 100.00%, 83.54%); opacity: 0.86\" title=\"-0.145\">picture</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.49%); opacity: 0.81\" title=\"-0.030\">our</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.08%); opacity: 0.85\" title=\"0.126\">universe</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.31%); opacity: 0.80\" title=\"-0.006\">floating</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.52%); opacity: 0.91\" title=\"0.270\">like</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 95.57%); opacity: 0.81\" title=\"-0.022\">log</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 89.73%); opacity: 0.83\" title=\"-0.074\">in</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.053\">river</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 95.26%); opacity: 0.81\" title=\"0.024\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.57%); opacity: 0.81\" title=\"-0.022\">log</span><span style=\"opacity: 0.80\"> floats </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.514\">down</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.053\">river</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 96.08%); opacity: 0.81\" title=\"-0.019\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.92%); opacity: 0.88\" title=\"0.206\">occasionally</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.08%); opacity: 0.82\" title=\"0.060\">strikes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.20%); opacity: 0.81\" title=\"0.033\">rocks</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 71.95%); opacity: 0.92\" title=\"-0.309\">bank</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.13%); opacity: 0.87\" title=\"-0.189\">bottom</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 90.15%); opacity: 0.83\" title=\"0.069\">other</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.95%); opacity: 0.83\" title=\"0.071\">logs</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 85.50%); opacity: 0.85\" title=\"-0.121\">when</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.92%); opacity: 0.81\" title=\"0.027\">this</span><span style=\"opacity: 0.80\"> collission\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 87.53%); opacity: 0.84\" title=\"0.097\">occurs</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 96.95%); opacity: 0.81\" title=\"0.013\">kinetic</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.80%); opacity: 0.93\" title=\"0.328\">energy</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.156\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.54%); opacity: 0.86\" title=\"-0.157\">translated</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.12%); opacity: 0.80\" title=\"0.002\">into</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.62%); opacity: 0.86\" title=\"0.144\">heat</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 95.57%); opacity: 0.81\" title=\"-0.022\">log</span><span style=\"opacity: 0.80\"> degrades, </span><span style=\"background-color: hsl(120, 100.00%, 66.04%); opacity: 0.96\" title=\"0.407\">gets</span><span style=\"opacity: 0.80\"> scraped </span><span style=\"background-color: hsl(0, 100.00%, 75.95%); opacity: 0.90\" title=\"-0.248\">up</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 97.20%); opacity: 0.80\" title=\"0.012\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.15%); opacity: 0.83\" title=\"0.069\">other</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.80%); opacity: 0.93\" title=\"0.328\">energy</span><span style=\"opacity: 0.80\"> \n",
       "translaions </span><span style=\"background-color: hsl(120, 100.00%, 93.41%); opacity: 0.82\" title=\"0.039\">occur</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.42%); opacity: 0.88\" title=\"0.199\">distribution</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.049\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.01%); opacity: 0.89\" title=\"0.219\">damage</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.05%); opacity: 0.80\" title=\"0.002\">to</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.57%); opacity: 0.81\" title=\"-0.022\">log</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.83%); opacity: 0.80\" title=\"-0.003\">depends</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.20%); opacity: 0.82\" title=\"0.059\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.82%); opacity: 0.84\" title=\"0.105\">shape</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.049\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.57%); opacity: 0.81\" title=\"-0.022\">log</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 85.51%); opacity: 0.85\" title=\"0.121\">however</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 99.05%); opacity: 0.80\" title=\"0.002\">to</span><span style=\"opacity: 0.80\"> a </span><span style=\"background-color: hsl(0, 100.00%, 96.44%); opacity: 0.81\" title=\"-0.016\">very</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.30%); opacity: 0.85\" title=\"0.135\">small</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.22%); opacity: 0.82\" title=\"-0.059\">virus</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.73%); opacity: 0.83\" title=\"-0.074\">in</span><span style=\"opacity: 0.80\"> a mite </span><span style=\"background-color: hsl(120, 100.00%, 91.20%); opacity: 0.82\" title=\"0.059\">on</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.53%); opacity: 0.83\" title=\"-0.086\">head</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.049\">of</span><span style=\"opacity: 0.80\"> a\n",
       "termite </span><span style=\"background-color: hsl(0, 100.00%, 89.73%); opacity: 0.83\" title=\"-0.074\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.70%); opacity: 0.86\" title=\"-0.155\">center</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.049\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.57%); opacity: 0.81\" title=\"-0.022\">log</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.77%); opacity: 0.81\" title=\"0.036\">shock</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.06%); opacity: 0.82\" title=\"0.042\">waves</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.17%); opacity: 0.82\" title=\"0.050\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\">\n",
       "collissions </span><span style=\"background-color: hsl(120, 100.00%, 86.52%); opacity: 0.84\" title=\"0.109\">would</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 70.27%); opacity: 0.93\" title=\"-0.336\">appear</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.45%); opacity: 0.80\" title=\"0.005\">uniformly</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.44%); opacity: 0.84\" title=\"0.098\">random</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.73%); opacity: 0.83\" title=\"-0.074\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.46%); opacity: 0.88\" title=\"0.198\">direction</span><span style=\"opacity: 0.80\">.\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 94.92%); opacity: 0.81\" title=\"0.027\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.156\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.06%); opacity: 0.88\" title=\"-0.218\">my</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.262\">theory</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.61%); opacity: 0.84\" title=\"-0.096\">for</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.32%); opacity: 0.85\" title=\"0.123\">grb</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(120, 100.00%, 82.71%); opacity: 0.86\" title=\"0.155\">they</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.24%); opacity: 0.80\" title=\"0.006\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.82%); opacity: 0.89\" title=\"-0.221\">evidence</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.049\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.49%); opacity: 0.81\" title=\"-0.030\">our</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.08%); opacity: 0.85\" title=\"0.126\">universe</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 100.00%); opacity: 0.80\" title=\"0.000\">interacting</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.64%); opacity: 0.85\" title=\"-0.131\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.15%); opacity: 0.83\" title=\"0.069\">other</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.012\">universes</span><span style=\"opacity: 0.80\">!  </span><span style=\"background-color: hsl(120, 100.00%, 96.96%); opacity: 0.81\" title=\"0.013\">why</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.63%); opacity: 0.83\" title=\"-0.085\">not</span><span style=\"opacity: 0.80\">!  </span><span style=\"background-color: hsl(0, 100.00%, 78.64%); opacity: 0.88\" title=\"-0.210\">makes</span><span style=\"opacity: 0.80\">\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 88.20%); opacity: 0.83\" title=\"-0.090\">just</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.26%); opacity: 0.81\" title=\"0.024\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.59%); opacity: 0.83\" title=\"0.075\">much</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.00%); opacity: 0.89\" title=\"-0.233\">sense</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.26%); opacity: 0.81\" title=\"0.024\">as</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.32%); opacity: 0.85\" title=\"0.123\">grb</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.80%); opacity: 0.87\" title=\"-0.180\">coming</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.17%); opacity: 0.82\" title=\"0.050\">from</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.63%); opacity: 0.84\" title=\"0.096\">oort</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.35%); opacity: 0.82\" title=\"0.048\">cloud</span><span style=\"opacity: 0.80\">!\n",
       "\n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.57%); opacity: 0.81\" title=\"-0.022\">log</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.262\">theory</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.049\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.012\">universes</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.06%); opacity: 0.80\" title=\"0.007\">can</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 91.06%); opacity: 0.82\" title=\"0.060\">be</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.86%); opacity: 0.81\" title=\"0.020\">ruled</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.44%); opacity: 0.92\" title=\"-0.302\">out</span><span style=\"opacity: 0.80\">!\n",
       "\n",
       "</span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.049\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.40%); opacity: 0.84\" title=\"-0.099\">course</span><span style=\"opacity: 0.80\">, i'm a </span><span style=\"background-color: hsl(120, 100.00%, 96.95%); opacity: 0.81\" title=\"0.013\">layman</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.73%); opacity: 0.83\" title=\"-0.074\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.75%); opacity: 0.82\" title=\"0.054\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.45%); opacity: 0.92\" title=\"0.302\">physics</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.34%); opacity: 0.82\" title=\"0.058\">world</span><span style=\"opacity: 0.80\">.  </span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.156\">you</span><span style=\"opacity: 0.80\"> \n",
       "</span><span style=\"background-color: hsl(120, 100.00%, 89.99%); opacity: 0.83\" title=\"0.071\">physicists</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.44%); opacity: 0.92\" title=\"-0.302\">out</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.35%); opacity: 0.82\" title=\"0.048\">there</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 88.18%); opacity: 0.84\" title=\"-0.090\">tell</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.67%); opacity: 0.89\" title=\"-0.223\">me</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.55%); opacity: 0.80\" title=\"0.004\">about</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.92%); opacity: 0.81\" title=\"0.027\">this</span><span style=\"opacity: 0.80\"> !!!!\n",
       "</span>\n",
       "    </p>\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
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       "\n",
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       "\n",
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       "\n",
       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "for doc in test['data'][:10]:\n",
    "    expl = explain_prediction(clf, doc, vec, target_names=train['target_names'], top_targets=1)\n",
    "    show_html_expl(expl, force_weights=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now use a vectorizer that skips stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('vec', TfidfVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
       "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
       "        ngram_range=(1, 1), norm='l2', preprocessor=None, smooth_idf=True,\n",
       "   ...2', random_state=None,\n",
       "           refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0))])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vec_stop = TfidfVectorizer(stop_words='english')\n",
    "clf_stop = LogisticRegressionCV()\n",
    "pipeline_stop = Pipeline([('vec', vec_stop), ('clf', clf_stop)])\n",
    "pipeline_stop.fit(train['data'], train['target'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Words such as \"the\", \"in\", \"of\" are not used as features and are not highlighted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "    \n",
       "        <p>Explained as: linear model</p>\n",
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       "        \n",
       "\n",
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       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=alt.atheism\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-7.794</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 94.70%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.395\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 84.60%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -6.399\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i am </span><span style=\"background-color: hsl(0, 100.00%, 71.90%); opacity: 0.92\" title=\"-1.777\">interested</span><span style=\"opacity: 0.80\"> in </span><span style=\"background-color: hsl(120, 100.00%, 99.04%); opacity: 0.80\" title=\"0.014\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.43%); opacity: 0.88\" title=\"-1.138\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.96%); opacity: 0.84\" title=\"-0.660\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.76%); opacity: 0.82\" title=\"-0.308\">programs</span><span style=\"opacity: 0.80\"> for the </span><span style=\"background-color: hsl(0, 100.00%, 99.50%); opacity: 0.80\" title=\"-0.006\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i am </span><span style=\"background-color: hsl(0, 100.00%, 93.81%); opacity: 0.81\" title=\"-0.205\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 71.90%); opacity: 0.92\" title=\"-1.777\">interested</span><span style=\"opacity: 0.80\"> in any </span><span style=\"background-color: hsl(0, 100.00%, 91.76%); opacity: 0.82\" title=\"-0.308\">programs</span><span style=\"opacity: 0.80\"> that </span><span style=\"background-color: hsl(120, 100.00%, 84.94%); opacity: 0.85\" title=\"0.729\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 76.07%); opacity: 0.90\" title=\"1.413\">exist</span><span style=\"opacity: 0.80\">\n",
       "in a </span><span style=\"background-color: hsl(0, 100.00%, 80.16%); opacity: 0.87\" title=\"-1.081\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.41%); opacity: 0.85\" title=\"-0.697\">port</span><span style=\"opacity: 0.80\"> and are so </span><span style=\"background-color: hsl(0, 100.00%, 84.91%); opacity: 0.85\" title=\"-0.731\">good</span><span style=\"opacity: 0.80\"> that they would </span><span style=\"background-color: hsl(0, 100.00%, 85.09%); opacity: 0.85\" title=\"-0.719\">make</span><span style=\"opacity: 0.80\"> me go </span><span style=\"background-color: hsl(0, 100.00%, 87.54%); opacity: 0.84\" title=\"-0.556\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(0, 100.00%, 99.50%); opacity: 0.80\" title=\"-0.006\">mac</span><span style=\"opacity: 0.80\">.  do any such </span><span style=\"background-color: hsl(120, 100.00%, 76.07%); opacity: 0.90\" title=\"1.413\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=comp.graphics\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.999</b>, score <b>5.992</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(120, 100.00%, 83.58%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        +7.011\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.018\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i am </span><span style=\"background-color: hsl(120, 100.00%, 83.44%); opacity: 0.86\" title=\"0.836\">interested</span><span style=\"opacity: 0.80\"> in </span><span style=\"background-color: hsl(120, 100.00%, 94.85%); opacity: 0.81\" title=\"0.157\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"2.944\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 66.91%); opacity: 0.95\" title=\"2.245\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.01%); opacity: 0.81\" title=\"0.109\">programs</span><span style=\"opacity: 0.80\"> for the </span><span style=\"background-color: hsl(120, 100.00%, 92.11%); opacity: 0.82\" title=\"0.290\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i am </span><span style=\"background-color: hsl(0, 100.00%, 87.93%); opacity: 0.84\" title=\"-0.531\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.44%); opacity: 0.86\" title=\"0.836\">interested</span><span style=\"opacity: 0.80\"> in any </span><span style=\"background-color: hsl(120, 100.00%, 96.01%); opacity: 0.81\" title=\"0.109\">programs</span><span style=\"opacity: 0.80\"> that </span><span style=\"background-color: hsl(0, 100.00%, 89.51%); opacity: 0.83\" title=\"-0.435\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 79.58%); opacity: 0.88\" title=\"-1.127\">exist</span><span style=\"opacity: 0.80\">\n",
       "in a </span><span style=\"background-color: hsl(120, 100.00%, 75.37%); opacity: 0.90\" title=\"1.473\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.86%); opacity: 0.86\" title=\"0.951\">port</span><span style=\"opacity: 0.80\"> and are so </span><span style=\"background-color: hsl(0, 100.00%, 97.60%); opacity: 0.80\" title=\"-0.053\">good</span><span style=\"opacity: 0.80\"> that they would </span><span style=\"background-color: hsl(0, 100.00%, 87.35%); opacity: 0.84\" title=\"-0.568\">make</span><span style=\"opacity: 0.80\"> me go </span><span style=\"background-color: hsl(120, 100.00%, 86.68%); opacity: 0.84\" title=\"0.612\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(120, 100.00%, 92.11%); opacity: 0.82\" title=\"0.290\">mac</span><span style=\"opacity: 0.80\">.  do any such </span><span style=\"background-color: hsl(0, 100.00%, 79.58%); opacity: 0.88\" title=\"-1.127\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=sci.space\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-7.692</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.75%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.017\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 84.14%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -6.675\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i am </span><span style=\"background-color: hsl(120, 100.00%, 99.19%); opacity: 0.80\" title=\"0.011\">interested</span><span style=\"opacity: 0.80\"> in </span><span style=\"background-color: hsl(120, 100.00%, 96.75%); opacity: 0.81\" title=\"0.082\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.08%); opacity: 0.94\" title=\"-2.038\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.94%); opacity: 0.93\" title=\"-1.957\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.11%); opacity: 0.80\" title=\"-0.038\">programs</span><span style=\"opacity: 0.80\"> for the </span><span style=\"background-color: hsl(0, 100.00%, 91.63%); opacity: 0.82\" title=\"-0.315\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i am </span><span style=\"background-color: hsl(0, 100.00%, 96.41%); opacity: 0.81\" title=\"-0.094\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.19%); opacity: 0.80\" title=\"0.011\">interested</span><span style=\"opacity: 0.80\"> in any </span><span style=\"background-color: hsl(0, 100.00%, 98.11%); opacity: 0.80\" title=\"-0.038\">programs</span><span style=\"opacity: 0.80\"> that </span><span style=\"background-color: hsl(0, 100.00%, 86.28%); opacity: 0.84\" title=\"-0.639\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 90.82%); opacity: 0.82\" title=\"-0.359\">exist</span><span style=\"opacity: 0.80\">\n",
       "in a </span><span style=\"background-color: hsl(0, 100.00%, 83.92%); opacity: 0.85\" title=\"-0.801\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.89%); opacity: 0.81\" title=\"-0.201\">port</span><span style=\"opacity: 0.80\"> and are so </span><span style=\"background-color: hsl(0, 100.00%, 86.09%); opacity: 0.84\" title=\"-0.651\">good</span><span style=\"opacity: 0.80\"> that they would </span><span style=\"background-color: hsl(120, 100.00%, 85.99%); opacity: 0.84\" title=\"0.658\">make</span><span style=\"opacity: 0.80\"> me go </span><span style=\"background-color: hsl(120, 100.00%, 90.66%); opacity: 0.83\" title=\"0.369\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(0, 100.00%, 91.63%); opacity: 0.82\" title=\"-0.315\">mac</span><span style=\"opacity: 0.80\">.  do any such </span><span style=\"background-color: hsl(0, 100.00%, 90.82%); opacity: 0.82\" title=\"-0.359\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "        \n",
       "    \n",
       "        \n",
       "        \n",
       "    \n",
       "        <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
       "            <b>\n",
       "    \n",
       "        y=talk.religion.misc\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>0.000</b>, score <b>-10.365</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
       "    <table class=\"eli5-weights\"\n",
       "           style=\"border-collapse: collapse; border: none; margin-top: 0em; margin-bottom: 2em;\">\n",
       "        <thead>\n",
       "        <tr style=\"border: none;\">\n",
       "            \n",
       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "            \n",
       "        </tr>\n",
       "        </thead>\n",
       "        <tbody>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 95.59%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -1.070\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "            <tr style=\"background-color: hsl(0, 100.00%, 80.00%); border: none;\">\n",
       "    <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "        -9.294\n",
       "    </td>\n",
       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
       "    </td>\n",
       "    \n",
       "</tr>\n",
       "        \n",
       "\n",
       "        </tbody>\n",
       "    </table>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n",
       "    <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
       "        <span style=\"opacity: 0.80\">i am </span><span style=\"background-color: hsl(0, 100.00%, 94.52%); opacity: 0.81\" title=\"-0.172\">interested</span><span style=\"opacity: 0.80\"> in </span><span style=\"background-color: hsl(0, 100.00%, 89.98%); opacity: 0.83\" title=\"-0.408\">finding</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.39%); opacity: 0.87\" title=\"-0.987\">3d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.92%); opacity: 0.84\" title=\"-0.596\">animation</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.31%); opacity: 0.84\" title=\"-0.571\">programs</span><span style=\"opacity: 0.80\"> for the </span><span style=\"background-color: hsl(0, 100.00%, 82.80%); opacity: 0.86\" title=\"-0.882\">mac</span><span style=\"opacity: 0.80\">.\n",
       "i am </span><span style=\"background-color: hsl(0, 100.00%, 97.14%); opacity: 0.80\" title=\"-0.068\">especially</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.52%); opacity: 0.81\" title=\"-0.172\">interested</span><span style=\"opacity: 0.80\"> in any </span><span style=\"background-color: hsl(0, 100.00%, 87.31%); opacity: 0.84\" title=\"-0.571\">programs</span><span style=\"opacity: 0.80\"> that </span><span style=\"background-color: hsl(0, 100.00%, 89.11%); opacity: 0.83\" title=\"-0.459\">don</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 79.82%); opacity: 0.88\" title=\"-1.108\">exist</span><span style=\"opacity: 0.80\">\n",
       "in a </span><span style=\"background-color: hsl(0, 100.00%, 85.24%); opacity: 0.85\" title=\"-0.709\">pc</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.42%); opacity: 0.80\" title=\"-0.029\">port</span><span style=\"opacity: 0.80\"> and are so </span><span style=\"background-color: hsl(120, 100.00%, 94.62%); opacity: 0.81\" title=\"0.168\">good</span><span style=\"opacity: 0.80\"> that they would </span><span style=\"background-color: hsl(0, 100.00%, 91.20%); opacity: 0.82\" title=\"-0.339\">make</span><span style=\"opacity: 0.80\"> me go </span><span style=\"background-color: hsl(0, 100.00%, 90.06%); opacity: 0.83\" title=\"-0.403\">buy</span><span style=\"opacity: 0.80\">\n",
       "a </span><span style=\"background-color: hsl(0, 100.00%, 82.80%); opacity: 0.86\" title=\"-0.882\">mac</span><span style=\"opacity: 0.80\">.  do any such </span><span style=\"background-color: hsl(0, 100.00%, 79.82%); opacity: 0.88\" title=\"-1.108\">exist</span><span style=\"opacity: 0.80\">?</span>\n",
       "    </p>\n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_html_expl(explain_prediction(clf_stop, test['data'][4], vec_stop, target_names=train['target_names']), force_weights=False)"
   ]
  }
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