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kmike/sklearn-text-example-7.ipynb

Created May 24, 2017 22:27
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sklearn-text-example-7.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <style>\n",
" table.eli5-weights tr:hover {\n",
" filter: brightness(85%);\n",
" }\n",
"</style>\n",
"\n",
"\n",
"\n",
" \n",
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" \n",
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" \n",
"\n",
" \n",
"\n",
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" \n",
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"\n",
" \n",
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" \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=alt.atheism\n",
" \n",
"</b>\n",
"\n",
" \n",
" (score <b>-0.312</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
" <table class=\"eli5-weights\"\n",
" style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; 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%, 85.68%); 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",
" 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",
" -0.821\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",
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opacity: 0.84\" title=\"0.002\">o</span><span style=\"background-color: hsl(120, 100.00%, 90.14%); opacity: 0.83\" title=\"0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.83%); opacity: 0.82\" title=\"-0.001\">s</span><span style=\"background-color: hsl(0, 100.00%, 83.86%); opacity: 0.85\" title=\"-0.003\">u</span><span style=\"background-color: hsl(0, 100.00%, 78.55%); opacity: 0.88\" title=\"-0.004\">r</span><span style=\"background-color: hsl(0, 100.00%, 80.04%); opacity: 0.87\" title=\"-0.004\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.10%); opacity: 0.86\" title=\"-0.003\">.</span><span style=\"background-color: hsl(0, 100.00%, 83.89%); opacity: 0.85\" title=\"-0.003\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.95%); opacity: 0.85\" title=\"-0.002\">l</span><span style=\"background-color: hsl(0, 100.00%, 85.20%); opacity: 0.85\" title=\"-0.002\">o</span><span style=\"background-color: hsl(0, 100.00%, 89.14%); opacity: 0.83\" title=\"-0.001\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.37%); opacity: 0.81\" title=\"-0.001\">k</span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.002\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.90%); opacity: 0.90\" title=\"0.005\">w</span><span style=\"background-color: hsl(120, 100.00%, 71.28%); opacity: 0.92\" title=\"0.006\">h</span><span style=\"background-color: hsl(120, 100.00%, 71.99%); opacity: 0.92\" title=\"0.006\">a</span><span style=\"background-color: hsl(120, 100.00%, 79.74%); opacity: 0.88\" title=\"0.004\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.58%); opacity: 0.81\" title=\"0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.80%); opacity: 0.83\" title=\"-0.002\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.31%); opacity: 0.85\" title=\"-0.002\">a</span><span style=\"background-color: hsl(0, 100.00%, 77.72%); opacity: 0.89\" title=\"-0.004\">p</span><span style=\"background-color: hsl(0, 100.00%, 78.71%); opacity: 0.88\" title=\"-0.004\">p</span><span style=\"background-color: hsl(0, 100.00%, 81.28%); 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opacity: 0.80\" title=\"-0.000\">a</span><span style=\"background-color: hsl(0, 100.00%, 86.71%); opacity: 0.84\" title=\"-0.002\">n</span><span style=\"background-color: hsl(0, 100.00%, 86.42%); opacity: 0.84\" title=\"-0.002\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.59%); opacity: 0.83\" title=\"-0.002\">s</span><span style=\"background-color: hsl(0, 100.00%, 95.22%); opacity: 0.81\" title=\"-0.000\">e</span><span style=\"background-color: hsl(120, 100.00%, 90.39%); opacity: 0.83\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.14%); opacity: 0.84\" title=\"0.002\">c</span><span style=\"background-color: hsl(120, 100.00%, 82.80%); opacity: 0.86\" title=\"0.003\">i</span><span style=\"background-color: hsl(120, 100.00%, 85.91%); opacity: 0.85\" title=\"0.002\">t</span><span style=\"background-color: hsl(120, 100.00%, 85.35%); opacity: 0.85\" title=\"0.002\">i</span><span style=\"background-color: hsl(120, 100.00%, 87.91%); opacity: 0.84\" title=\"0.002\">z</span><span style=\"background-color: hsl(0, 100.00%, 97.59%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.51%); opacity: 0.81\" title=\"0.000\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.08%); opacity: 0.80\" title=\"-0.000\">s</span><span style=\"background-color: hsl(120, 100.00%, 98.04%); opacity: 0.80\" title=\"0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.000\">i</span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.001\">n</span><span style=\"background-color: hsl(120, 100.00%, 93.50%); opacity: 0.81\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.23%); opacity: 0.83\" title=\"0.001\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.16%); opacity: 0.83\" title=\"0.001\">h</span><span style=\"background-color: hsl(120, 100.00%, 91.45%); opacity: 0.82\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.87%); opacity: 0.84\" title=\"0.002\">u</span><span style=\"background-color: hsl(120, 100.00%, 85.08%); opacity: 0.85\" title=\"0.002\">s</span><span style=\"background-color: hsl(120, 100.00%, 89.05%); opacity: 0.83\" title=\"0.002\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.80%); opacity: 0.82\" title=\"-0.001\">d</span><span style=\"background-color: hsl(0, 100.00%, 86.85%); opacity: 0.84\" title=\"-0.002\">u</span><span style=\"background-color: hsl(0, 100.00%, 80.32%); opacity: 0.87\" title=\"-0.003\">r</span><span style=\"background-color: hsl(0, 100.00%, 82.00%); opacity: 0.86\" title=\"-0.003\">i</span><span style=\"background-color: hsl(0, 100.00%, 86.46%); opacity: 0.84\" title=\"-0.002\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.17%); opacity: 0.80\" title=\"-0.000\">g</span><span style=\"background-color: hsl(120, 100.00%, 92.54%); opacity: 0.82\" title=\"0.001\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 91.58%); opacity: 0.82\" title=\"0.001\">w</span><span style=\"background-color: hsl(120, 100.00%, 91.58%); opacity: 0.82\" title=\"0.001\">o</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.001\">r</span><span style=\"background-color: hsl(120, 100.00%, 99.76%); opacity: 0.80\" title=\"0.000\">l</span><span style=\"background-color: hsl(0, 100.00%, 92.10%); opacity: 0.82\" title=\"-0.001\">d</span><span style=\"background-color: hsl(0, 100.00%, 89.71%); opacity: 0.83\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.44%); opacity: 0.84\" title=\"-0.002\">w</span><span style=\"background-color: hsl(0, 100.00%, 92.33%); opacity: 0.82\" title=\"-0.001\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.43%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"background-color: hsl(120, 100.00%, 90.66%); opacity: 0.83\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.08%); opacity: 0.82\" title=\"0.001\">i</span><span style=\"background-color: hsl(120, 100.00%, 88.56%); opacity: 0.83\" title=\"0.002\">i</span><span style=\"background-color: hsl(120, 100.00%, 99.24%); opacity: 0.80\" title=\"0.000\">.</span><span style=\"background-color: hsl(0, 100.00%, 93.75%); opacity: 0.81\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.51%); opacity: 0.84\" title=\"-0.002\">i</span><span style=\"background-color: hsl(0, 100.00%, 84.47%); opacity: 0.85\" title=\"-0.002\">f</span><span style=\"background-color: hsl(120, 100.00%, 96.48%); opacity: 0.81\" title=\"0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.42%); opacity: 0.87\" title=\"0.003\">y</span><span style=\"background-color: hsl(120, 100.00%, 68.15%); opacity: 0.94\" title=\"0.007\">o</span><span style=\"background-color: hsl(120, 100.00%, 64.95%); opacity: 0.97\" title=\"0.008\">u</span><span style=\"background-color: hsl(120, 100.00%, 69.21%); opacity: 0.94\" title=\"0.007\">'</span><span style=\"background-color: hsl(120, 100.00%, 80.94%); opacity: 0.87\" title=\"0.003\">r</span><span style=\"background-color: hsl(120, 100.00%, 90.52%); opacity: 0.83\" title=\"0.001\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.45%); opacity: 0.81\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.30%); opacity: 0.82\" title=\"-0.001\">p</span><span style=\"background-color: hsl(0, 100.00%, 90.11%); opacity: 0.83\" title=\"-0.001\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.91%); opacity: 0.81\" title=\"-0.000\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.001\">p</span><span style=\"background-color: hsl(120, 100.00%, 90.59%); opacity: 0.83\" title=\"0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 83.57%); opacity: 0.86\" title=\"0.003\">r</span><span style=\"background-color: hsl(120, 100.00%, 83.91%); opacity: 0.85\" title=\"0.003\">e</span><span style=\"background-color: hsl(120, 100.00%, 84.51%); opacity: 0.85\" title=\"0.002\">d</span><span style=\"background-color: hsl(120, 100.00%, 93.16%); opacity: 0.82\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.22%); opacity: 0.80\" title=\"0.000\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.80%); opacity: 0.83\" title=\"0.001\">o</span><span style=\"background-color: hsl(120, 100.00%, 81.97%); opacity: 0.86\" title=\"0.003\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.16%); opacity: 0.92\" title=\"0.006\">s</span><span style=\"background-color: hsl(120, 100.00%, 72.40%); opacity: 0.92\" title=\"0.006\">a</span><span style=\"background-color: hsl(120, 100.00%, 71.90%); opacity: 0.92\" title=\"0.006\">y</span><span style=\"background-color: hsl(120, 100.00%, 74.81%); opacity: 0.90\" title=\"0.005\"> </span><span style=\"background-color: hsl(120, 100.00%, 73.23%); opacity: 0.91\" title=\"0.005\">&quot;</span><span style=\"background-color: hsl(120, 100.00%, 73.84%); opacity: 0.91\" title=\"0.005\">l</span><span style=\"background-color: hsl(120, 100.00%, 70.57%); opacity: 0.93\" title=\"0.006\">e</span><span style=\"background-color: hsl(120, 100.00%, 70.76%); opacity: 0.93\" title=\"0.006\">t</span><span style=\"background-color: hsl(120, 100.00%, 77.90%); opacity: 0.89\" title=\"0.004\">'</span><span style=\"background-color: hsl(120, 100.00%, 84.47%); opacity: 0.85\" title=\"0.002\">s</span><span style=\"background-color: hsl(120, 100.00%, 96.42%); opacity: 0.81\" title=\"0.000\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.50%); opacity: 0.81\" title=\"-0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.77%); opacity: 0.83\" title=\"-0.002\">o</span><span style=\"background-color: hsl(0, 100.00%, 96.75%); opacity: 0.81\" title=\"-0.000\">u</span><span style=\"background-color: hsl(0, 100.00%, 94.07%); opacity: 0.81\" title=\"-0.001\">n</span><span style=\"background-color: hsl(0, 100.00%, 94.99%); opacity: 0.81\" title=\"-0.000\">d</span><span style=\"background-color: hsl(120, 100.00%, 96.58%); opacity: 0.81\" title=\"0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.07%); opacity: 0.84\" title=\"0.002\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.51%); opacity: 0.83\" title=\"0.001\">h</span><span style=\"background-color: hsl(120, 100.00%, 91.55%); opacity: 0.82\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.93%); opacity: 0.81\" title=\"0.000\">s</span><span style=\"background-color: hsl(120, 100.00%, 92.86%); opacity: 0.82\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 85.20%); opacity: 0.85\" title=\"0.002\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.48%); opacity: 0.88\" title=\"0.004\">p</span><span style=\"background-color: hsl(120, 100.00%, 74.47%); opacity: 0.91\" title=\"0.005\">e</span><span style=\"background-color: hsl(120, 100.00%, 72.70%); opacity: 0.92\" title=\"0.006\">o</span><span style=\"background-color: hsl(120, 100.00%, 73.83%); opacity: 0.91\" title=\"0.005\">p</span><span style=\"background-color: hsl(120, 100.00%, 76.89%); opacity: 0.89\" title=\"0.004\">l</span><span style=\"background-color: hsl(120, 100.00%, 83.86%); opacity: 0.85\" title=\"0.003\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.83%); opacity: 0.83\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.94%); opacity: 0.81\" title=\"0.000\">u</span><span style=\"background-color: hsl(120, 100.00%, 94.80%); opacity: 0.81\" title=\"0.001\">p</span><span style=\"background-color: hsl(0, 100.00%, 92.22%); opacity: 0.82\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.46%); opacity: 0.83\" title=\"-0.002\">a</span><span style=\"background-color: hsl(0, 100.00%, 86.10%); opacity: 0.84\" title=\"-0.002\">n</span><span style=\"background-color: hsl(0, 100.00%, 85.04%); opacity: 0.85\" title=\"-0.002\">d</span><span style=\"background-color: hsl(0, 100.00%, 97.28%); opacity: 0.80\" title=\"-0.000\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 90.45%); opacity: 0.83\" title=\"0.001\">s</span><span style=\"background-color: hsl(120, 100.00%, 80.13%); opacity: 0.87\" title=\"0.004\">t</span><span style=\"background-color: hsl(120, 100.00%, 80.46%); opacity: 0.87\" title=\"0.003\">i</span><span style=\"background-color: hsl(120, 100.00%, 79.63%); opacity: 0.88\" title=\"0.004\">c</span><span style=\"background-color: hsl(120, 100.00%, 79.84%); opacity: 0.88\" title=\"0.004\">k</span><span style=\"background-color: hsl(120, 100.00%, 82.44%); opacity: 0.86\" title=\"0.003\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.42%); opacity: 0.88\" title=\"0.004\">t</span><span style=\"background-color: hsl(120, 100.00%, 77.03%); opacity: 0.89\" title=\"0.004\">h</span><span style=\"background-color: hsl(120, 100.00%, 77.41%); opacity: 0.89\" title=\"0.004\">e</span><span style=\"background-color: hsl(120, 100.00%, 76.53%); opacity: 0.89\" title=\"0.004\">m</span><span style=\"background-color: hsl(120, 100.00%, 82.92%); opacity: 0.86\" title=\"0.003\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.00%); opacity: 0.84\" title=\"0.002\">i</span><span style=\"background-color: hsl(120, 100.00%, 88.24%); opacity: 0.83\" title=\"0.002\">n</span><span style=\"background-color: hsl(120, 100.00%, 91.18%); opacity: 0.82\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.52%); opacity: 0.82\" title=\"0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 98.94%); opacity: 0.80\" title=\"0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.000\">c</span><span style=\"background-color: hsl(120, 100.00%, 93.33%); opacity: 0.82\" title=\"0.001\">o</span><span style=\"background-color: hsl(120, 100.00%, 90.00%); opacity: 0.83\" title=\"0.001\">n</span><span style=\"background-color: hsl(120, 100.00%, 88.77%); opacity: 0.83\" title=\"0.002\">c</span><span style=\"background-color: hsl(120, 100.00%, 82.50%); opacity: 0.86\" title=\"0.003\">e</span><span style=\"background-color: hsl(120, 100.00%, 70.41%); opacity: 0.93\" title=\"0.006\">n</span><span style=\"background-color: hsl(120, 100.00%, 71.11%); opacity: 0.93\" title=\"0.006\">t</span><span style=\"background-color: hsl(120, 100.00%, 80.62%); opacity: 0.87\" title=\"0.003\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.31%); opacity: 0.81\" title=\"-0.001\">a</span><span style=\"background-color: hsl(0, 100.00%, 84.62%); opacity: 0.85\" title=\"-0.002\">t</span><span style=\"background-color: hsl(0, 100.00%, 86.98%); opacity: 0.84\" title=\"-0.002\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.22%); opacity: 0.83\" title=\"-0.001\">o</span><span style=\"background-color: hsl(0, 100.00%, 96.26%); opacity: 0.81\" title=\"-0.000\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.28%); opacity: 0.80\" title=\"-0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.42%); opacity: 0.82\" title=\"0.001\">c</span><span style=\"background-color: hsl(120, 100.00%, 82.64%); opacity: 0.86\" title=\"0.003\">a</span><span style=\"background-color: hsl(120, 100.00%, 79.26%); opacity: 0.88\" title=\"0.004\">m</span><span style=\"background-color: hsl(120, 100.00%, 79.63%); opacity: 0.88\" title=\"0.004\">p</span><span style=\"background-color: hsl(120, 100.00%, 96.19%); opacity: 0.81\" title=\"0.000\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.40%); opacity: 0.85\" title=\"-0.003\">w</span><span style=\"background-color: hsl(0, 100.00%, 77.76%); opacity: 0.89\" title=\"-0.004\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.16%); opacity: 0.88\" title=\"-0.004\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.04%); opacity: 0.85\" title=\"-0.003\">h</span><span style=\"background-color: hsl(0, 100.00%, 90.19%); opacity: 0.83\" title=\"-0.001\">o</span><span style=\"background-color: hsl(0, 100.00%, 92.75%); opacity: 0.82\" title=\"-0.001\">u</span><span style=\"background-color: hsl(0, 100.00%, 93.66%); opacity: 0.81\" title=\"-0.001\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.11%); opacity: 0.82\" title=\"-0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.98%); opacity: 0.81\" title=\"0.000\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.88%); opacity: 0.81\" title=\"0.001\">r</span><span style=\"background-color: hsl(120, 100.00%, 89.02%); opacity: 0.83\" title=\"0.002\">i</span><span style=\"background-color: hsl(120, 100.00%, 83.70%); opacity: 0.86\" title=\"0.003\">a</span><span style=\"background-color: hsl(120, 100.00%, 81.10%); opacity: 0.87\" title=\"0.003\">l</span><span style=\"background-color: hsl(120, 100.00%, 78.82%); opacity: 0.88\" title=\"0.004\">&quot;</span><span style=\"background-color: hsl(120, 100.00%, 75.52%); opacity: 0.90\" title=\"0.005\">,</span><span style=\"background-color: hsl(120, 100.00%, 78.66%); opacity: 0.88\" title=\"0.004\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.002\">i</span><span style=\"background-color: hsl(120, 100.00%, 88.01%); opacity: 0.84\" title=\"0.002\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.97%); opacity: 0.80\" title=\"-0.000\">'</span><span style=\"background-color: hsl(120, 100.00%, 98.00%); opacity: 0.80\" title=\"0.000\">s</span><span style=\"background-color: hsl(120, 100.00%, 98.59%); opacity: 0.80\" title=\"0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.41%); opacity: 0.80\" title=\"0.000\">o</span><span style=\"background-color: hsl(120, 100.00%, 94.63%); opacity: 0.81\" title=\"0.001\">n</span><span style=\"background-color: hsl(120, 100.00%, 90.30%); opacity: 0.83\" title=\"0.001\">l</span><span style=\"background-color: hsl(120, 100.00%, 90.09%); opacity: 0.83\" title=\"0.001\">y</span><span style=\"background-color: hsl(120, 100.00%, 91.30%); opacity: 0.82\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.69%); opacity: 0.81\" title=\"0.000\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.18%); opacity: 0.83\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.66%); opacity: 0.86\" title=\"-0.003\">s</span><span style=\"background-color: hsl(0, 100.00%, 78.63%); opacity: 0.88\" title=\"-0.004\">h</span><span style=\"background-color: hsl(0, 100.00%, 80.06%); opacity: 0.87\" title=\"-0.004\">o</span><span style=\"background-color: hsl(0, 100.00%, 83.80%); opacity: 0.85\" title=\"-0.003\">r</span><span style=\"background-color: hsl(120, 100.00%, 99.50%); opacity: 0.80\" title=\"0.000\">t</span><span style=\"background-color: hsl(120, 100.00%, 96.54%); opacity: 0.81\" title=\"0.000\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.92%); opacity: 0.81\" title=\"-0.001\">s</span><span style=\"background-color: hsl(0, 100.00%, 89.22%); opacity: 0.83\" title=\"-0.001\">t</span><span style=\"background-color: hsl(0, 100.00%, 86.30%); opacity: 0.84\" title=\"-0.002\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.001\">p</span><span style=\"background-color: hsl(0, 100.00%, 91.27%); opacity: 0.82\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.73%); opacity: 0.81\" title=\"-0.000\">t</span><span style=\"background-color: hsl(120, 100.00%, 97.13%); opacity: 0.80\" title=\"0.000\">o</span><span style=\"background-color: hsl(120, 100.00%, 90.36%); opacity: 0.83\" title=\"0.001\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 86.95%); opacity: 0.84\" title=\"0.002\">g</span><span style=\"background-color: hsl(120, 100.00%, 89.78%); opacity: 0.83\" title=\"0.001\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.36%); opacity: 0.80\" title=\"-0.000\">s</span><span style=\"background-color: hsl(0, 100.00%, 85.92%); opacity: 0.84\" title=\"-0.002\">s</span><span style=\"background-color: hsl(0, 100.00%, 86.42%); opacity: 0.84\" title=\"-0.002\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.38%); opacity: 0.83\" title=\"-0.002\">n</span><span style=\"background-color: hsl(0, 100.00%, 95.84%); opacity: 0.81\" title=\"-0.000\">g</span><span style=\"background-color: hsl(120, 100.00%, 90.24%); opacity: 0.83\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.35%); opacity: 0.86\" title=\"0.003\">t</span><span style=\"background-color: hsl(120, 100.00%, 79.14%); opacity: 0.88\" title=\"0.004\">h</span><span style=\"background-color: hsl(120, 100.00%, 77.98%); opacity: 0.89\" title=\"0.004\">e</span><span style=\"background-color: hsl(120, 100.00%, 77.95%); opacity: 0.89\" title=\"0.004\">m</span><span style=\"background-color: hsl(120, 100.00%, 94.57%); opacity: 0.81\" title=\"0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.69%); opacity: 0.85\" title=\"-0.002\">w</span><span style=\"background-color: hsl(0, 100.00%, 78.26%); opacity: 0.88\" title=\"-0.004\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.63%); opacity: 0.88\" title=\"-0.004\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.04%); opacity: 0.85\" title=\"-0.003\">h</span><span style=\"background-color: hsl(0, 100.00%, 90.19%); opacity: 0.83\" title=\"-0.001\">o</span><span style=\"background-color: hsl(0, 100.00%, 92.75%); opacity: 0.82\" title=\"-0.001\">u</span><span style=\"background-color: hsl(0, 100.00%, 93.66%); opacity: 0.81\" title=\"-0.001\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.11%); opacity: 0.82\" title=\"-0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.98%); opacity: 0.81\" title=\"0.000\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.18%); opacity: 0.81\" title=\"0.001\">r</span><span style=\"background-color: hsl(120, 100.00%, 89.18%); opacity: 0.83\" title=\"0.001\">i</span><span style=\"background-color: hsl(120, 100.00%, 81.83%); opacity: 0.86\" title=\"0.003\">a</span><span style=\"background-color: hsl(120, 100.00%, 75.08%); opacity: 0.90\" title=\"0.005\">l</span><span style=\"background-color: hsl(120, 100.00%, 75.89%); opacity: 0.90\" title=\"0.005\">.</span><span style=\"background-color: hsl(120, 100.00%, 81.24%); opacity: 0.87\" title=\"0.003\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.17%); opacity: 0.80\" title=\"0.000\">a</span><span style=\"background-color: hsl(0, 100.00%, 85.47%); opacity: 0.85\" title=\"-0.002\">f</span><span style=\"background-color: hsl(0, 100.00%, 80.68%); opacity: 0.87\" title=\"-0.003\">t</span><span style=\"background-color: hsl(0, 100.00%, 82.15%); opacity: 0.86\" title=\"-0.003\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.04%); opacity: 0.86\" title=\"-0.003\">r</span><span style=\"background-color: hsl(0, 100.00%, 87.23%); opacity: 0.84\" title=\"-0.002\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.58%); opacity: 0.82\" title=\"-0.001\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.30%); opacity: 0.81\" title=\"-0.000\">l</span><span style=\"background-color: hsl(120, 100.00%, 91.52%); opacity: 0.82\" title=\"0.001\">l</span><span style=\"background-color: hsl(120, 100.00%, 80.71%); opacity: 0.87\" title=\"0.003\">,</span><span style=\"background-color: hsl(120, 100.00%, 77.98%); opacity: 0.89\" title=\"0.004\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.57%); opacity: 0.89\" title=\"0.004\">i</span><span style=\"background-color: hsl(120, 100.00%, 79.34%); opacity: 0.88\" title=\"0.004\">t</span><span style=\"background-color: hsl(120, 100.00%, 83.87%); opacity: 0.85\" title=\"0.003\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.12%); opacity: 0.85\" title=\"0.002\">s</span><span style=\"background-color: hsl(120, 100.00%, 80.91%); opacity: 0.87\" title=\"0.003\">e</span><span style=\"background-color: hsl(120, 100.00%, 78.65%); opacity: 0.88\" title=\"0.004\">e</span><span style=\"background-color: hsl(120, 100.00%, 76.86%); opacity: 0.89\" title=\"0.004\">m</span><span style=\"background-color: hsl(120, 100.00%, 82.26%); opacity: 0.86\" title=\"0.003\">s</span><span style=\"background-color: hsl(120, 100.00%, 83.63%); opacity: 0.86\" title=\"0.003\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.08%); opacity: 0.85\" title=\"0.002\">t</span><span style=\"background-color: hsl(120, 100.00%, 80.41%); opacity: 0.87\" title=\"0.003\">h</span><span style=\"background-color: hsl(120, 100.00%, 83.35%); opacity: 0.86\" title=\"0.003\">a</span><span style=\"background-color: hsl(120, 100.00%, 85.26%); opacity: 0.85\" title=\"0.002\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.26%); opacity: 0.83\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.40%); opacity: 0.82\" title=\"0.001\">t</span><span style=\"background-color: hsl(120, 100.00%, 92.11%); opacity: 0.82\" title=\"0.001\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.72%); opacity: 0.83\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.95%); opacity: 0.85\" title=\"0.003\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.58%); opacity: 0.90\" title=\"0.005\">n</span><span style=\"background-color: hsl(120, 100.00%, 72.56%); opacity: 0.92\" title=\"0.006\">a</span><span style=\"background-color: hsl(120, 100.00%, 78.00%); opacity: 0.89\" title=\"0.004\">z</span><span style=\"background-color: hsl(120, 100.00%, 84.37%); opacity: 0.85\" title=\"0.003\">i</span><span style=\"background-color: hsl(120, 100.00%, 90.97%); opacity: 0.82\" title=\"0.001\">s</span><span style=\"background-color: hsl(120, 100.00%, 95.45%); opacity: 0.81\" title=\"0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.81%); opacity: 0.82\" title=\"0.001\">o</span><span style=\"background-color: hsl(120, 100.00%, 87.14%); opacity: 0.84\" title=\"0.002\">r</span><span style=\"background-color: hsl(120, 100.00%, 75.57%); opacity: 0.90\" title=\"0.005\">i</span><span style=\"background-color: hsl(120, 100.00%, 72.83%); opacity: 0.92\" title=\"0.006\">g</span><span style=\"background-color: hsl(120, 100.00%, 76.91%); opacity: 0.89\" title=\"0.004\">i</span><span style=\"background-color: hsl(120, 100.00%, 93.09%); opacity: 0.82\" title=\"0.001\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.000\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.25%); opacity: 0.80\" title=\"-0.000\">l</span><span style=\"background-color: hsl(120, 100.00%, 95.10%); opacity: 0.81\" title=\"0.000\">l</span><span style=\"background-color: hsl(120, 100.00%, 90.55%); opacity: 0.83\" title=\"0.001\">y</span><span style=\"background-color: hsl(120, 100.00%, 96.82%); opacity: 0.81\" title=\"0.000\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 99.35%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 98.31%); opacity: 0.80\" title=\"-0.000\">n</span><span style=\"background-color: hsl(120, 100.00%, 93.72%); opacity: 0.81\" title=\"0.001\">l</span><span style=\"background-color: hsl(120, 100.00%, 88.95%); opacity: 0.83\" title=\"0.002\">y</span><span style=\"background-color: hsl(120, 100.00%, 87.79%); opacity: 0.84\" title=\"0.002\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.56%); opacity: 0.83\" title=\"0.001\">i</span><span style=\"background-color: hsl(120, 100.00%, 95.86%); opacity: 0.81\" title=\"0.000\">n</span><span style=\"background-color: hsl(120, 100.00%, 93.57%); opacity: 0.81\" title=\"0.001\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.75%); opacity: 0.81\" title=\"0.000\">e</span><span style=\"background-color: hsl(120, 100.00%, 91.00%); opacity: 0.82\" title=\"0.001\">n</span><span style=\"background-color: hsl(120, 100.00%, 91.94%); opacity: 0.82\" title=\"0.001\">d</span><span style=\"background-color: hsl(120, 100.00%, 90.64%); opacity: 0.83\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 91.64%); opacity: 0.82\" title=\"0.001\">d</span><span style=\"background-color: hsl(0, 100.00%, 95.33%); opacity: 0.81\" title=\"-0.000\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.52%); opacity: 0.80\" title=\"-0.000\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.16%); opacity: 0.82\" title=\"0.001\">o</span><span style=\"background-color: hsl(120, 100.00%, 86.13%); opacity: 0.84\" title=\"0.002\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.33%); opacity: 0.89\" title=\"0.005\">i</span><span style=\"background-color: hsl(120, 100.00%, 77.39%); opacity: 0.89\" title=\"0.004\">m</span><span style=\"background-color: hsl(120, 100.00%, 75.26%); opacity: 0.90\" title=\"0.005\">p</span><span style=\"background-color: hsl(120, 100.00%, 82.73%); opacity: 0.86\" title=\"0.003\">r</span><span style=\"background-color: hsl(120, 100.00%, 85.05%); opacity: 0.85\" title=\"0.002\">i</span><span style=\"background-color: hsl(120, 100.00%, 91.09%); opacity: 0.82\" title=\"0.001\">s</span><span style=\"background-color: hsl(120, 100.00%, 88.31%); opacity: 0.83\" title=\"0.002\">o</span><span style=\"background-color: hsl(120, 100.00%, 90.66%); opacity: 0.83\" title=\"0.001\">n</span><span style=\"background-color: hsl(120, 100.00%, 92.38%); opacity: 0.82\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.62%); opacity: 0.83\" title=\"0.001\">t</span><span style=\"background-color: hsl(120, 100.00%, 96.56%); opacity: 0.81\" title=\"0.000\">h</span><span style=\"background-color: hsl(0, 100.00%, 90.73%); opacity: 0.82\" title=\"-0.001\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.06%); opacity: 0.86\" title=\"-0.003\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.95%); opacity: 0.84\" title=\"-0.002\">j</span><span style=\"background-color: hsl(0, 100.00%, 93.19%); opacity: 0.82\" title=\"-0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 87.67%); opacity: 0.84\" title=\"0.002\">w</span><span style=\"background-color: hsl(120, 100.00%, 80.72%); opacity: 0.87\" title=\"0.003\">s</span><span style=\"background-color: hsl(120, 100.00%, 79.86%); opacity: 0.88\" title=\"0.004\">;</span><span style=\"background-color: hsl(120, 100.00%, 81.69%); opacity: 0.87\" title=\"0.003\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.60%); opacity: 0.86\" title=\"0.003\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.91%); opacity: 0.83\" title=\"0.002\">h</span><span style=\"background-color: hsl(120, 100.00%, 93.26%); opacity: 0.82\" title=\"0.001\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.002\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.29%); opacity: 0.81\" title=\"-0.001\">f</span><span style=\"background-color: hsl(0, 100.00%, 88.06%); opacity: 0.84\" title=\"-0.002\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.13%); opacity: 0.84\" title=\"-0.002\">n</span><span style=\"background-color: hsl(0, 100.00%, 83.55%); opacity: 0.86\" title=\"-0.003\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.76%); opacity: 0.84\" title=\"-0.002\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.01%); opacity: 0.80\" title=\"-0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.03%); opacity: 0.81\" title=\"0.000\">s</span><span style=\"background-color: hsl(120, 100.00%, 85.20%); opacity: 0.85\" title=\"0.002\">o</span><span style=\"background-color: hsl(120, 100.00%, 82.18%); opacity: 0.86\" title=\"0.003\">l</span><span style=\"background-color: hsl(120, 100.00%, 72.36%); opacity: 0.92\" title=\"0.006\">u</span><span style=\"background-color: hsl(120, 100.00%, 73.99%); opacity: 0.91\" title=\"0.005\">t</span><span style=\"background-color: hsl(120, 100.00%, 74.16%); opacity: 0.91\" title=\"0.005\">i</span><span style=\"background-color: hsl(120, 100.00%, 86.24%); opacity: 0.84\" title=\"0.002\">o</span><span style=\"background-color: hsl(120, 100.00%, 94.14%); opacity: 0.81\" title=\"0.001\">n</span><span style=\"background-color: hsl(0, 100.00%, 91.85%); opacity: 0.82\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.79%); opacity: 0.81\" title=\"-0.000\">w</span><span style=\"background-color: hsl(0, 100.00%, 96.99%); opacity: 0.80\" title=\"-0.000\">a</span><span style=\"background-color: hsl(120, 100.00%, 97.52%); opacity: 0.80\" title=\"0.000\">s</span><span style=\"background-color: hsl(0, 100.00%, 92.99%); opacity: 0.82\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.002\">d</span><span style=\"background-color: hsl(0, 100.00%, 85.41%); opacity: 0.85\" title=\"-0.002\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.44%); opacity: 0.83\" title=\"-0.002\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.74%); opacity: 0.81\" title=\"-0.000\">a</span><span style=\"background-color: hsl(120, 100.00%, 89.75%); opacity: 0.83\" title=\"0.001\">m</span><span style=\"background-color: hsl(120, 100.00%, 88.41%); opacity: 0.83\" title=\"0.002\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.50%); opacity: 0.83\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.80%); opacity: 0.81\" title=\"0.001\">u</span><span style=\"background-color: hsl(120, 100.00%, 95.98%); opacity: 0.81\" title=\"0.000\">p</span><span style=\"background-color: hsl(0, 100.00%, 87.75%); opacity: 0.84\" title=\"-0.002\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.03%); opacity: 0.83\" title=\"-0.001\">p</span><span style=\"background-color: hsl(0, 100.00%, 90.78%); opacity: 0.82\" title=\"-0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.81%); opacity: 0.81\" title=\"0.001\">r</span><span style=\"background-color: hsl(120, 100.00%, 87.42%); opacity: 0.84\" title=\"0.002\">t</span><span style=\"background-color: hsl(120, 100.00%, 86.38%); opacity: 0.84\" title=\"0.002\">l</span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.002\">y</span><span style=\"background-color: hsl(120, 100.00%, 90.68%); opacity: 0.82\" title=\"0.001\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 94.89%); opacity: 0.81\" title=\"0.001\">b</span><span style=\"background-color: hsl(120, 100.00%, 95.41%); opacity: 0.81\" title=\"0.000\">e</span><span style=\"background-color: hsl(120, 100.00%, 91.99%); opacity: 0.82\" title=\"0.001\">c</span><span style=\"background-color: hsl(120, 100.00%, 90.16%); opacity: 0.83\" title=\"0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.000\">u</span><span style=\"background-color: hsl(0, 100.00%, 95.59%); opacity: 0.81\" title=\"-0.000\">s</span><span style=\"background-color: hsl(0, 100.00%, 86.92%); opacity: 0.84\" title=\"-0.002\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.88%); opacity: 0.83\" title=\"-0.002\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.28%); opacity: 0.82\" title=\"-0.001\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.16%); opacity: 0.81\" title=\"0.000\">h</span><span style=\"background-color: hsl(120, 100.00%, 93.33%); opacity: 0.82\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 93.92%); opacity: 0.81\" title=\"0.001\">y</span><span style=\"background-color: hsl(120, 100.00%, 88.37%); opacity: 0.83\" title=\"0.002\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.98%); opacity: 0.86\" title=\"0.003\">c</span><span style=\"background-color: hsl(120, 100.00%, 80.13%); opacity: 0.87\" title=\"0.004\">o</span><span style=\"background-color: hsl(120, 100.00%, 77.36%); opacity: 0.89\" title=\"0.004\">u</span><span style=\"background-color: hsl(120, 100.00%, 73.42%); opacity: 0.91\" title=\"0.005\">l</span><span style=\"background-color: hsl(120, 100.00%, 67.77%); opacity: 0.95\" title=\"0.007\">d</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.010\">n</span><span style=\"background-color: hsl(120, 100.00%, 61.40%); opacity: 0.99\" title=\"0.009\">'</span><span style=\"background-color: hsl(120, 100.00%, 68.87%); opacity: 0.94\" title=\"0.007\">t</span><span style=\"background-color: hsl(120, 100.00%, 78.29%); opacity: 0.88\" title=\"0.004\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.001\">f</span><span style=\"background-color: hsl(120, 100.00%, 91.70%); opacity: 0.82\" title=\"0.001\">f</span><span style=\"background-color: hsl(120, 100.00%, 93.38%); opacity: 0.82\" title=\"0.001\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.43%); opacity: 0.81\" title=\"-0.001\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.60%); opacity: 0.80\" title=\"-0.000\">d</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.30%); opacity: 0.83\" title=\"-0.002\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.14%); opacity: 0.84\" title=\"-0.002\">o</span><span style=\"background-color: hsl(0, 100.00%, 93.49%); opacity: 0.81\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.09%); opacity: 0.82\" title=\"-0.001\">r</span><span style=\"background-color: hsl(120, 100.00%, 99.66%); opacity: 0.80\" title=\"0.000\">u</span><span style=\"background-color: hsl(0, 100.00%, 93.56%); opacity: 0.81\" title=\"-0.001\">n</span><span style=\"background-color: hsl(120, 100.00%, 93.22%); opacity: 0.82\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.78%); opacity: 0.84\" title=\"0.002\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.87%); opacity: 0.81\" title=\"0.001\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.61%); opacity: 0.81\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.72%); opacity: 0.82\" title=\"-0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.41%); opacity: 0.80\" title=\"0.000\">c</span><span style=\"background-color: hsl(120, 100.00%, 88.29%); opacity: 0.83\" title=\"0.002\">a</span><span style=\"background-color: hsl(120, 100.00%, 81.45%); opacity: 0.87\" title=\"0.003\">m</span><span style=\"background-color: hsl(120, 100.00%, 75.25%); opacity: 0.90\" title=\"0.005\">p</span><span style=\"background-color: hsl(120, 100.00%, 81.00%); opacity: 0.87\" title=\"0.003\">s</span><span style=\"background-color: hsl(120, 100.00%, 84.32%); opacity: 0.85\" title=\"0.003\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.38%); opacity: 0.84\" title=\"0.002\">b</span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.51%); opacity: 0.81\" title=\"0.001\">c</span><span style=\"background-color: hsl(120, 100.00%, 91.78%); opacity: 0.82\" title=\"0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 91.74%); opacity: 0.82\" title=\"0.001\">u</span><span style=\"background-color: hsl(120, 100.00%, 91.67%); opacity: 0.82\" title=\"0.001\">s</span><span style=\"background-color: hsl(120, 100.00%, 97.34%); opacity: 0.80\" title=\"0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.94%); opacity: 0.80\" title=\"-0.000\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.56%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 92.57%); opacity: 0.82\" title=\"-0.001\">f</span><span style=\"background-color: hsl(0, 100.00%, 96.24%); opacity: 0.81\" title=\"-0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.63%); opacity: 0.80\" title=\"0.000\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.79%); opacity: 0.80\" title=\"-0.000\">h</span><span style=\"background-color: hsl(0, 100.00%, 99.09%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.38%); opacity: 0.81\" title=\"-0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.17%); opacity: 0.80\" title=\"0.000\">d</span><span style=\"background-color: hsl(120, 100.00%, 92.29%); opacity: 0.82\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.73%); opacity: 0.81\" title=\"0.000\">v</span><span style=\"background-color: hsl(120, 100.00%, 89.59%); opacity: 0.83\" title=\"0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 84.42%); opacity: 0.85\" title=\"0.003\">s</span><span style=\"background-color: hsl(120, 100.00%, 83.80%); opacity: 0.85\" title=\"0.003\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.86%); opacity: 0.82\" title=\"0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 92.83%); opacity: 0.82\" title=\"0.001\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.73%); opacity: 0.82\" title=\"-0.001\">i</span><span style=\"background-color: hsl(0, 100.00%, 94.07%); opacity: 0.81\" title=\"-0.001\">o</span><span style=\"background-color: hsl(0, 100.00%, 96.55%); opacity: 0.81\" title=\"-0.000\">n</span><span style=\"background-color: hsl(0, 100.00%, 94.54%); opacity: 0.81\" title=\"-0.001\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 96.80%); opacity: 0.81\" title=\"-0.000\">c</span><span style=\"background-color: hsl(120, 100.00%, 91.30%); opacity: 0.82\" title=\"0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 92.12%); opacity: 0.82\" title=\"0.001\">u</span><span style=\"background-color: hsl(0, 100.00%, 93.59%); opacity: 0.81\" title=\"-0.001\">s</span><span style=\"background-color: hsl(0, 100.00%, 87.65%); opacity: 0.84\" title=\"-0.002\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.01%); opacity: 0.85\" title=\"-0.002\">d</span><span style=\"background-color: hsl(0, 100.00%, 87.07%); opacity: 0.84\" title=\"-0.002\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.20%); opacity: 0.81\" title=\"-0.000\">b</span><span style=\"background-color: hsl(120, 100.00%, 90.37%); opacity: 0.83\" title=\"0.001\">y</span><span style=\"background-color: hsl(120, 100.00%, 85.21%); opacity: 0.85\" title=\"0.002\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.93%); opacity: 0.85\" title=\"0.003\">g</span><span style=\"background-color: hsl(120, 100.00%, 81.79%); opacity: 0.86\" title=\"0.003\">o</span><span style=\"background-color: hsl(120, 100.00%, 90.39%); opacity: 0.83\" title=\"0.001\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.19%); opacity: 0.81\" title=\"-0.001\">r</span><span style=\"background-color: hsl(0, 100.00%, 91.17%); opacity: 0.82\" title=\"-0.001\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.84%); opacity: 0.82\" title=\"-0.001\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.000\">g</span><span style=\"background-color: hsl(120, 100.00%, 93.85%); opacity: 0.81\" title=\"0.001\">'</span><span style=\"background-color: hsl(120, 100.00%, 95.08%); opacity: 0.81\" title=\"0.000\">s</span><span style=\"background-color: hsl(120, 100.00%, 95.35%); opacity: 0.81\" title=\"0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.87%); opacity: 0.84\" title=\"0.002\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.34%); opacity: 0.83\" title=\"0.001\">o</span><span style=\"background-color: hsl(120, 100.00%, 81.24%); opacity: 0.87\" title=\"0.003\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.08%); opacity: 0.84\" title=\"0.002\">a</span><span style=\"background-color: hsl(120, 100.00%, 89.13%); opacity: 0.83\" title=\"0.001\">l</span><span style=\"background-color: hsl(120, 100.00%, 95.24%); opacity: 0.81\" title=\"0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.60%); opacity: 0.81\" title=\"0.001\">w</span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.001\">a</span><span style=\"background-color: hsl(120, 100.00%, 93.48%); opacity: 0.81\" title=\"0.001\">r</span><span style=\"background-color: hsl(120, 100.00%, 92.55%); opacity: 0.82\" title=\"0.001\">.</span><span style=\"background-color: hsl(0, 100.00%, 99.78%); opacity: 0.80\" title=\"-0.000\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.12%); opacity: 0.82\" title=\"-0.001\">t</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.000\">h</span><span style=\"background-color: hsl(0, 100.00%, 91.41%); opacity: 0.82\" title=\"-0.001\">o</span><span style=\"background-color: hsl(0, 100.00%, 93.80%); opacity: 0.81\" title=\"-0.001\">s</span><span style=\"background-color: hsl(120, 100.00%, 95.55%); opacity: 0.81\" title=\"0.000\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.51%); opacity: 0.83\" title=\"0.002\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.54%); opacity: 0.83\" title=\"0.002\">w</span><span style=\"background-color: hsl(120, 100.00%, 94.87%); opacity: 0.81\" title=\"0.001\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.98%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(120, 100.00%, 96.79%); opacity: 0.81\" title=\"0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.97%); opacity: 0.85\" title=\"0.002\">w</span><span style=\"background-color: hsl(120, 100.00%, 81.11%); opacity: 0.87\" title=\"0.003\">e</span><span style=\"background-color: hsl(120, 100.00%, 76.47%); opacity: 0.89\" title=\"0.005\">r</span><span style=\"background-color: hsl(120, 100.00%, 73.77%); opacity: 0.91\" title=\"0.005\">e</span><span style=\"background-color: hsl(120, 100.00%, 66.16%); opacity: 0.96\" title=\"0.008\">n</span><span style=\"background-color: hsl(120, 100.00%, 61.82%); opacity: 0.99\" title=\"0.009\">'</span><span style=\"background-color: hsl(120, 100.00%, 65.46%); opacity: 0.96\" title=\"0.008\">t</span><span style=\"background-color: hsl(120, 100.00%, 72.94%); opacity: 0.91\" title=\"0.006\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.003\">g</span><span style=\"background-color: hsl(120, 100.00%, 95.67%); opacity: 0.81\" title=\"0.000\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.30%); opacity: 0.83\" title=\"-0.001\">s</span><span style=\"background-color: hsl(0, 100.00%, 85.20%); opacity: 0.85\" title=\"-0.002\">s</span><span style=\"background-color: hsl(0, 100.00%, 85.65%); opacity: 0.85\" title=\"-0.002\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.96%); opacity: 0.86\" title=\"-0.003\">d</span><span style=\"background-color: hsl(0, 100.00%, 82.90%); opacity: 0.86\" title=\"-0.003\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.08%); opacity: 0.86\" title=\"-0.003\">g</span><span style=\"background-color: hsl(0, 100.00%, 84.04%); opacity: 0.85\" title=\"-0.003\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.87%); opacity: 0.86\" title=\"-0.003\">n</span><span style=\"background-color: hsl(0, 100.00%, 82.12%); opacity: 0.86\" title=\"-0.003\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.90%); opacity: 0.81\" title=\"-0.001\">r</span><span style=\"background-color: hsl(120, 100.00%, 98.74%); opacity: 0.80\" title=\"0.000\">a</span><span style=\"background-color: hsl(120, 100.00%, 90.20%); opacity: 0.83\" title=\"0.001\">l</span><span style=\"background-color: hsl(0, 100.00%, 93.74%); opacity: 0.81\" title=\"-0.001\">l</span><span style=\"background-color: hsl(0, 100.00%, 94.00%); opacity: 0.81\" title=\"-0.001\">y</span><span style=\"background-color: hsl(0, 100.00%, 90.20%); opacity: 0.83\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.30%); opacity: 0.82\" title=\"-0.001\">d</span><span style=\"background-color: hsl(0, 100.00%, 91.37%); opacity: 0.82\" title=\"-0.001\">i</span><span style=\"background-color: hsl(120, 100.00%, 94.47%); opacity: 0.81\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.25%); opacity: 0.83\" title=\"0.001\">d</span><span style=\"background-color: hsl(120, 100.00%, 89.89%); opacity: 0.83\" title=\"0.001\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.56%); opacity: 0.84\" title=\"0.002\">o</span><span style=\"background-color: hsl(120, 100.00%, 86.47%); opacity: 0.84\" title=\"0.002\">f</span><span style=\"background-color: hsl(120, 100.00%, 84.07%); opacity: 0.85\" title=\"0.003\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 82.16%); opacity: 0.86\" title=\"0.003\">m</span><span style=\"background-color: hsl(120, 100.00%, 83.20%); opacity: 0.86\" title=\"0.003\">a</span><span style=\"background-color: hsl(120, 100.00%, 84.75%); opacity: 0.85\" title=\"0.002\">l</span><span style=\"background-color: hsl(120, 100.00%, 89.55%); opacity: 0.83\" title=\"0.001\">n</span><span style=\"background-color: hsl(120, 100.00%, 92.57%); opacity: 0.82\" title=\"0.001\">u</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.000\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.53%); opacity: 0.81\" title=\"0.001\">r</span><span style=\"background-color: hsl(120, 100.00%, 88.41%); opacity: 0.83\" title=\"0.002\">i</span><span style=\"background-color: hsl(120, 100.00%, 89.56%); opacity: 0.83\" title=\"0.001\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.14%); opacity: 0.83\" title=\"0.001\">i</span><span style=\"background-color: hsl(120, 100.00%, 95.70%); opacity: 0.81\" title=\"0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 98.14%); opacity: 0.80\" title=\"-0.000\">n</span><span style=\"background-color: hsl(0, 100.00%, 99.07%); opacity: 0.80\" title=\"-0.000\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.23%); opacity: 0.81\" title=\"0.000\">o</span><span style=\"background-color: hsl(120, 100.00%, 95.87%); opacity: 0.81\" title=\"0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.87%); opacity: 0.81\" title=\"-0.001\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.62%); opacity: 0.81\" title=\"-0.001\">d</span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.002\">i</span><span style=\"background-color: hsl(0, 100.00%, 85.65%); opacity: 0.85\" title=\"-0.002\">s</span><span style=\"background-color: hsl(0, 100.00%, 84.34%); opacity: 0.85\" title=\"-0.003\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.003\">a</span><span style=\"background-color: hsl(0, 100.00%, 92.84%); opacity: 0.82\" title=\"-0.001\">s</span><span style=\"background-color: hsl(120, 100.00%, 96.87%); opacity: 0.81\" title=\"0.000\">e</span><span style=\"background-color: hsl(120, 100.00%, 91.91%); opacity: 0.82\" title=\"0.001\">.</span><span style=\"background-color: hsl(120, 100.00%, 94.72%); opacity: 0.81\" title=\"0.001\">\n",
"</span>\n",
" </p>\n",
"\n",
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]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eli5.explain_prediction(clf, doc, vec=vec, top_targets=1,\n",
" target_names=twenty_train.target_names)"
]
}
],
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