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kmike/Debugging+scikit-learn+text+classification+pipeline(1).ipynb

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Debugging+scikit-learn+text+classification+pipeline(1).ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Debugging scikit-learn text classification pipeline\n",
"\n",
"There is a text classification [tutorial](http://scikit-learn.org/stable/tutorial/text_analytics/working_with_text_data.html) in scikit-learn docs. Let's do something similar to it, but keep an eye on classifier weights and predictions.\n",
"\n",
"## 1. Baseline model\n",
"\n",
"First, load some data:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn.datasets import fetch_20newsgroups\n",
"\n",
"categories = ['alt.atheism', 'soc.religion.christian', 'comp.graphics', 'sci.med']\n",
"twenty_train = fetch_20newsgroups(\n",
" subset='train',\n",
" categories=categories,\n",
" shuffle=True,\n",
" random_state=42\n",
")\n",
"twenty_test = fetch_20newsgroups(\n",
" subset='test',\n",
" categories=categories,\n",
" shuffle=True,\n",
" random_state=42\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Build a basic text processing pipeline: bag of words + logistic regression:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.linear_model import LogisticRegressionCV\n",
"from sklearn.pipeline import make_pipeline\n",
"\n",
"vec = CountVectorizer()\n",
"clf = LogisticRegressionCV()\n",
"pipe = make_pipeline(vec, clf)\n",
"pipe.fit(twenty_train.data, twenty_train.target);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and check its quality:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" alt.atheism 0.93 0.80 0.86 319\n",
" comp.graphics 0.87 0.96 0.91 389\n",
" sci.med 0.94 0.81 0.87 396\n",
"soc.religion.christian 0.85 0.98 0.91 398\n",
"\n",
" avg / total 0.90 0.89 0.89 1502\n",
"\n",
"accuracy: 0.891478029294\n"
]
}
],
"source": [
"from sklearn import metrics\n",
"\n",
"def print_report(pipe):\n",
" y_test = twenty_test.target\n",
" y_pred = pipe.predict(twenty_test.data)\n",
" report = metrics.classification_report(y_test, y_pred, target_names=twenty_test.target_names)\n",
" print(report)\n",
" print(\"accuracy:\", metrics.accuracy_score(y_test, y_pred))\n",
" \n",
"print_report(pipe)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The quality is not bad. We can try other classifiers and preprocessing methods, but let's check first what the model learned:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"\n",
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" \n",
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" +0.627\n",
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" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x2221\n",
" </td>\n",
"</tr>\n",
" \n",
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" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.613\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x32392\n",
" </td>\n",
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" \n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.25%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 11702 more positive &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.27%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 24067 more negative &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.27%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.609\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x19218\n",
" </td>\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",
" -0.658\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x24784\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.16%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.379\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\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",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <td colspan=\"2\" style=\"text-align: center; padding: 0.5em; border: none; border-bottom: 1px solid black;\">\n",
" <b>\n",
" \n",
" y=2\n",
" \n",
"</b>\n",
"\n",
"top features\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 93.68%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +2.016\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x25234\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 93.82%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.951\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x12026\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.26%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.758\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x17854\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.40%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.697\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x11729\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.50%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.655\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x32847\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.522\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x22379\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.82%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.518\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x16328\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.90%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.484\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x26801\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.27%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.333\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x7781\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.41%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.277\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x18716\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.49%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.244\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x12661\n",
" </td>\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",
" +1.191\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x31610\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.66%); 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",
" x18850\n",
" </td>\n",
"</tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.66%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 15001 more positive &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.72%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 20768 more negative &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.72%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.155\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x7005\n",
" </td>\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",
" -1.167\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x17366\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.43%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.268\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x8559\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.28%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.330\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x8553\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 94.24%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.764\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x15521\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 93.34%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -2.171\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x15699\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 88.04%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -5.013\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\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",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <td colspan=\"2\" style=\"text-align: center; padding: 0.5em; border: none; border-bottom: 1px solid black;\">\n",
" <b>\n",
" \n",
" y=3\n",
" \n",
"</b>\n",
"\n",
"top features\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.62%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.193\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x28473\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.05%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.030\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x8609\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.07%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.021\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x8559\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.28%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.946\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x8798\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.41%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.899\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x8544\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.70%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.797\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x8553\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.83%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.754\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x5730\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.09%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.666\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x24943\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.10%); 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",
" x20537\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.10%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.663\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x1102\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.44%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.553\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x6239\n",
" </td>\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",
" +0.551\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x21209\n",
" </td>\n",
"</tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.45%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 11116 more positive &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.41%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 24653 more negative &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.41%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.565\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x12026\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.19%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.633\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x22960\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.14%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.650\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x17854\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.09%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.666\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x5529\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 96.54%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.852\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x15699\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 96.42%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.894\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x25663\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.65%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.181\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x23122\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.50%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.243\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" x16881\n",
" </td>\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",
" \n",
" \n",
" \n",
"\n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
"\n",
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"\n",
" \n",
"\n",
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"\n",
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"\n",
" \n",
"\n",
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"\n",
"\n",
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],
"text/plain": [
"Explanation(estimator=\"LogisticRegressionCV(Cs=10, class_weight=None, cv=None, dual=False,\\n fit_intercept=True, intercept_scaling=1.0, max_iter=100,\\n multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\\n refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0)\", description=\"\\nFeatures with largest coefficients per class.\\nCaveats:\\n1. Be careful with features which are not\\n independent - weights don't show their importance.\\n2. If scale of input features is different then scale of coefficients\\n will also be different, making direct comparison between coefficient values\\n incorrect.\\n3. Depending on regularization, rare features sometimes may have high\\n coefficients; this doesn't mean they contribute much to the\\n classification result for most examples.\\n\", error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target=0, feature_weights=FeatureWeights(pos=[FeatureWeight(feature='x21167', weight=1.9913874089700465, std=None), FeatureWeight(feature='x19218', weight=1.9246200045966999, std=None), FeatureWeight(feature='x5714', weight=1.8342044762229246, std=None), FeatureWeight(feature='x23677', weight=1.8132954104985863, std=None), FeatureWeight(feature='x15511', weight=1.6971355589877903, std=None), FeatureWeight(feature='x26415', weight=1.6959151064421698, std=None), FeatureWeight(feature='x6440', weight=1.617482489999843, std=None), FeatureWeight(feature='x26412', weight=1.5935095786431324, std=None), FeatureWeight(feature='x6472', weight=1.5593483522774514, std=None), FeatureWeight(feature='x5718', weight=1.5542443266712385, std=None), FeatureWeight(feature='x35107', weight=1.5306714093656515, std=None), FeatureWeight(feature='x20965', weight=1.5051662373101553, std=None), FeatureWeight(feature='x33302', weight=1.5028488482643407, std=None), FeatureWeight(feature='x18501', weight=1.4507827013094827, std=None), FeatureWeight(feature='x24768', weight=1.4374715503755584, std=None), FeatureWeight(feature='x20928', weight=1.4358707424165724, std=None), FeatureWeight(feature='x10141', weight=1.4070481248514568, std=None), FeatureWeight(feature='x18992', weight=1.3959543709118827, std=None)], neg=[FeatureWeight(feature='<BIAS>', weight=-10.452679661739383, std=None), FeatureWeight(feature='x28473', weight=-1.68605055687886, std=None)], pos_remaining=10164, neg_remaining=25605), proba=None, score=None, weighted_spans=None), TargetExplanation(target=1, feature_weights=FeatureWeights(pos=[FeatureWeight(feature='x15699', weight=1.7015909636743556, std=None), FeatureWeight(feature='x17366', weight=0.82509541849799761, std=None), FeatureWeight(feature='x14281', weight=0.79767325900407582, std=None), FeatureWeight(feature='x30117', weight=0.78626612548967689, std=None), FeatureWeight(feature='x14277', weight=0.77870707477276635, std=None), FeatureWeight(feature='x17356', weight=0.77291881847879196, std=None), FeatureWeight(feature='x24267', weight=0.72909661816870341, std=None), FeatureWeight(feature='x7874', weight=0.72424030940699147, std=None), FeatureWeight(feature='x2148', weight=0.7024458565736913, std=None), FeatureWeight(feature='x8945', weight=0.67346161943703664, std=None), FeatureWeight(feature='x9338', weight=0.65601603369113282, std=None), FeatureWeight(feature='x1586', weight=0.65248799949989988, std=None), FeatureWeight(feature='x14926', weight=0.6428951049621453, std=None), FeatureWeight(feature='x15351', weight=0.6283249730425049, std=None), FeatureWeight(feature='x2221', weight=0.6267720459541618, std=None), FeatureWeight(feature='x25448', weight=0.61661197345479579, std=None), FeatureWeight(feature='x32392', weight=0.6131476784812715, std=None)], neg=[FeatureWeight(feature='<BIAS>', weight=-1.3787488993070751, std=None), FeatureWeight(feature='x24784', weight=-0.65774453247479403, std=None), FeatureWeight(feature='x19218', weight=-0.60917152613546544, std=None)], pos_remaining=11702, neg_remaining=24067), proba=None, score=None, weighted_spans=None), TargetExplanation(target=2, feature_weights=FeatureWeights(pos=[FeatureWeight(feature='x25234', weight=2.0156519386230851, std=None), FeatureWeight(feature='x12026', weight=1.9510879311806237, std=None), FeatureWeight(feature='x17854', weight=1.7582913242082159, std=None), FeatureWeight(feature='x11729', weight=1.6970297014890874, std=None), FeatureWeight(feature='x32847', weight=1.6548284065436876, std=None), FeatureWeight(feature='x22379', weight=1.5223415043834094, std=None), FeatureWeight(feature='x16328', weight=1.5182910331759258, std=None), FeatureWeight(feature='x26801', weight=1.4835273791404291, std=None), FeatureWeight(feature='x7781', weight=1.33276721690751, std=None), FeatureWeight(feature='x18716', weight=1.2774688048121545, std=None), FeatureWeight(feature='x12661', weight=1.2435604019852819, std=None), FeatureWeight(feature='x31610', weight=1.1909120959716946, std=None), FeatureWeight(feature='x18850', weight=1.1796009847579563, std=None)], neg=[FeatureWeight(feature='<BIAS>', weight=-5.012815833941537, std=None), FeatureWeight(feature='x15699', weight=-2.1705331812754349, std=None), FeatureWeight(feature='x15521', weight=-1.7637394419424461, std=None), FeatureWeight(feature='x8553', weight=-1.329692494257144, std=None), FeatureWeight(feature='x8559', weight=-1.2677546034264895, std=None), FeatureWeight(feature='x17366', weight=-1.1668386260052204, std=None), FeatureWeight(feature='x7005', weight=-1.1552980544428764, std=None)], pos_remaining=15001, neg_remaining=20768), proba=None, score=None, weighted_spans=None), TargetExplanation(target=3, feature_weights=FeatureWeights(pos=[FeatureWeight(feature='x28473', weight=1.1933581281233412, std=None), FeatureWeight(feature='x8609', weight=1.0299533608714988, std=None), FeatureWeight(feature='x8559', weight=1.0214428133992981, std=None), FeatureWeight(feature='x8798', weight=0.94568841384121582, std=None), FeatureWeight(feature='x8544', weight=0.89888735105870832, std=None), FeatureWeight(feature='x8553', weight=0.79678024883367982, std=None), FeatureWeight(feature='x5730', weight=0.75354954908121985, std=None), FeatureWeight(feature='x24943', weight=0.66579194735715364, std=None), FeatureWeight(feature='x20537', weight=0.66398773849899473, std=None), FeatureWeight(feature='x1102', weight=0.66323262612874212, std=None), FeatureWeight(feature='x6239', weight=0.55327450760338825, std=None), FeatureWeight(feature='x21209', weight=0.55103749208526942, std=None)], neg=[FeatureWeight(feature='x16881', weight=-1.2426442931528534, std=None), FeatureWeight(feature='x23122', weight=-1.1814191930334603, std=None), FeatureWeight(feature='x25663', weight=-0.89377628145329335, std=None), FeatureWeight(feature='x15699', weight=-0.85190263553049284, std=None), FeatureWeight(feature='x5529', weight=-0.66554889786241178, std=None), FeatureWeight(feature='x17854', weight=-0.64987204037993995, std=None), FeatureWeight(feature='x22960', weight=-0.6326751143927879, std=None), FeatureWeight(feature='x12026', weight=-0.56482913906025867, std=None)], pos_remaining=11116, neg_remaining=24653), proba=None, score=None, weighted_spans=None)], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import eli5\n",
"eli5.explain_weights(clf)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The table above doesn't make any sense; the problem is that eli5 was not able to get feature and class names from the classifier object alone. We can provide feature and target names explicitly:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# eli5.explain_weights(clf, \n",
"# feature_names=vec.get_feature_names(), \n",
"# target_names=twenty_test.target_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The code above works, but a better way is to provide vectorizer instead and let eli5 figure out the details automatically:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
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"</tr>\n",
" \n",
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" +1.436\n",
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" mangoe\n",
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"</tr>\n",
" \n",
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"</tr>\n",
" \n",
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" <i>&hellip; 10164 more positive &hellip;</i>\n",
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" \n",
"\n",
" \n",
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" \n",
" \n",
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" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
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"</tr>\n",
" \n",
"\n",
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"\n",
" \n",
" \n",
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" \n",
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" \n",
" \n",
"\n",
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"\n",
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" <b>\n",
" \n",
" y=comp.graphics\n",
" \n",
"</b>\n",
"\n",
"top features\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
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" <tbody>\n",
" \n",
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" card\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.98%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.702\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" 3d\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.07%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.673\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" code\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.12%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.656\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" computer\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.13%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.652\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" 24\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.16%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.643\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" ftp\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.21%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.628\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" gif\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.21%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.627\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" 42\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.24%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.617\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" points\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.25%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.613\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" tiff\n",
" </td>\n",
"</tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.25%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 11702 more positive &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.27%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 24067 more negative &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.27%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.609\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" keith\n",
" </td>\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",
" -0.658\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" people\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.16%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.379\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\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",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <td colspan=\"2\" style=\"text-align: center; padding: 0.5em; border: none; border-bottom: 1px solid black;\">\n",
" <b>\n",
" \n",
" y=sci.med\n",
" \n",
"</b>\n",
"\n",
"top features\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 93.68%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +2.016\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" pitt\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 93.82%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.951\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" doctor\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.26%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.758\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" information\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.40%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.697\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" disease\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.50%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.655\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" treatment\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.81%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.522\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" msg\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.82%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.518\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" health\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 94.90%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.484\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" radford\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.27%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.333\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" cancer\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.41%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.277\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" jeeves\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.49%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.244\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" effects\n",
" </td>\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",
" +1.191\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" syndrome\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.66%); 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",
" jmetz\n",
" </td>\n",
"</tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.66%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 15001 more positive &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.72%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 20768 more negative &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.72%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.155\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" book\n",
" </td>\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",
" -1.167\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" images\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.43%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.268\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" christians\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 95.28%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.330\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" christian\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 94.24%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.764\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" god\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 93.34%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -2.171\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" graphics\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 88.04%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -5.013\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\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",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <td colspan=\"2\" style=\"text-align: center; padding: 0.5em; border: none; border-bottom: 1px solid black;\">\n",
" <b>\n",
" \n",
" y=soc.religion.christian\n",
" \n",
"</b>\n",
"\n",
"top features\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 95.62%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.193\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" rutgers\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.05%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.030\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" church\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.07%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.021\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" christians\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.28%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.946\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" clh\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.41%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.899\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" christ\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.70%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.797\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" christian\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.83%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.754\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" athos\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.09%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.666\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" petch\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.10%); 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",
" love\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.10%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.663\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" 1993\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.44%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.553\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" bassili\n",
" </td>\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",
" +0.551\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" may\n",
" </td>\n",
"</tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.45%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 11116 more positive &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.41%); border: none;\">\n",
" <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none;\">\n",
" <i>&hellip; 24653 more negative &hellip;</i>\n",
" </td>\n",
" </tr>\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.41%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.565\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" doctor\n",
" </td>\n",
"</tr>\n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.19%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.633\n",
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"text/plain": [
"Explanation(estimator=\"LogisticRegressionCV(Cs=10, class_weight=None, cv=None, dual=False,\\n fit_intercept=True, intercept_scaling=1.0, max_iter=100,\\n multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\\n refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0)\", description=\"\\nFeatures with largest coefficients per class.\\nCaveats:\\n1. Be careful with features which are not\\n independent - weights don't show their importance.\\n2. If scale of input features is different then scale of coefficients\\n will also be different, making direct comparison between coefficient values\\n incorrect.\\n3. Depending on regularization, rare features sometimes may have high\\n coefficients; this doesn't mean they contribute much to the\\n classification result for most examples.\\n\", error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='alt.atheism', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='mathew', weight=1.9913874089700465, std=None), FeatureWeight(feature='keith', weight=1.9246200045966999, std=None), FeatureWeight(feature='atheism', weight=1.8342044762229246, std=None), FeatureWeight(feature='okcforum', weight=1.8132954104985863, std=None), FeatureWeight(feature='go', weight=1.6971355589877903, std=None), FeatureWeight(feature='psuvm', weight=1.6959151064421698, std=None), FeatureWeight(feature='believing', weight=1.617482489999843, std=None), FeatureWeight(feature='psu', weight=1.5935095786431324, std=None), FeatureWeight(feature='benedikt', weight=1.5593483522774514, std=None), FeatureWeight(feature='atheists', weight=1.5542443266712385, std=None), FeatureWeight(feature='wingate', weight=1.5306714093656515, std=None), FeatureWeight(feature='mantis', weight=1.5051662373101553, std=None), FeatureWeight(feature='umd', weight=1.5028488482643407, std=None), FeatureWeight(feature='islamic', weight=1.4507827013094827, std=None), FeatureWeight(feature='penn', weight=1.4374715503755584, std=None), FeatureWeight(feature='mangoe', weight=1.4358707424165724, std=None), FeatureWeight(feature='crchh410', weight=1.4070481248514568, std=None), FeatureWeight(feature='jsn104', weight=1.3959543709118827, std=None)], neg=[FeatureWeight(feature='<BIAS>', weight=-10.452679661739383, std=None), FeatureWeight(feature='rutgers', weight=-1.68605055687886, std=None)], pos_remaining=10164, neg_remaining=25605), proba=None, score=None, weighted_spans=None), TargetExplanation(target='comp.graphics', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='graphics', weight=1.7015909636743556, std=None), FeatureWeight(feature='images', weight=0.82509541849799761, std=None), FeatureWeight(feature='files', weight=0.79767325900407582, std=None), FeatureWeight(feature='software', weight=0.78626612548967689, std=None), FeatureWeight(feature='file', weight=0.77870707477276635, std=None), FeatureWeight(feature='image', weight=0.77291881847879196, std=None), FeatureWeight(feature='package', weight=0.72909661816870341, std=None), FeatureWeight(feature='card', weight=0.72424030940699147, std=None), FeatureWeight(feature='3d', weight=0.7024458565736913, std=None), FeatureWeight(feature='code', weight=0.67346161943703664, std=None), FeatureWeight(feature='computer', weight=0.65601603369113282, std=None), FeatureWeight(feature='24', weight=0.65248799949989988, std=None), FeatureWeight(feature='ftp', weight=0.6428951049621453, std=None), FeatureWeight(feature='gif', weight=0.6283249730425049, std=None), FeatureWeight(feature='42', weight=0.6267720459541618, std=None), FeatureWeight(feature='points', weight=0.61661197345479579, std=None), FeatureWeight(feature='tiff', weight=0.6131476784812715, std=None)], neg=[FeatureWeight(feature='<BIAS>', weight=-1.3787488993070751, std=None), FeatureWeight(feature='people', weight=-0.65774453247479403, std=None), FeatureWeight(feature='keith', weight=-0.60917152613546544, std=None)], pos_remaining=11702, neg_remaining=24067), proba=None, score=None, weighted_spans=None), TargetExplanation(target='sci.med', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='pitt', weight=2.0156519386230851, std=None), FeatureWeight(feature='doctor', weight=1.9510879311806237, std=None), FeatureWeight(feature='information', weight=1.7582913242082159, std=None), FeatureWeight(feature='disease', weight=1.6970297014890874, std=None), FeatureWeight(feature='treatment', weight=1.6548284065436876, std=None), FeatureWeight(feature='msg', weight=1.5223415043834094, std=None), FeatureWeight(feature='health', weight=1.5182910331759258, std=None), FeatureWeight(feature='radford', weight=1.4835273791404291, std=None), FeatureWeight(feature='cancer', weight=1.33276721690751, std=None), FeatureWeight(feature='jeeves', weight=1.2774688048121545, std=None), FeatureWeight(feature='effects', weight=1.2435604019852819, std=None), FeatureWeight(feature='syndrome', weight=1.1909120959716946, std=None), FeatureWeight(feature='jmetz', weight=1.1796009847579563, std=None)], neg=[FeatureWeight(feature='<BIAS>', weight=-5.012815833941537, std=None), FeatureWeight(feature='graphics', weight=-2.1705331812754349, std=None), FeatureWeight(feature='god', weight=-1.7637394419424461, std=None), FeatureWeight(feature='christian', weight=-1.329692494257144, std=None), FeatureWeight(feature='christians', weight=-1.2677546034264895, std=None), FeatureWeight(feature='images', weight=-1.1668386260052204, std=None), FeatureWeight(feature='book', weight=-1.1552980544428764, std=None)], pos_remaining=15001, neg_remaining=20768), proba=None, score=None, weighted_spans=None), TargetExplanation(target='soc.religion.christian', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='rutgers', weight=1.1933581281233412, std=None), FeatureWeight(feature='church', weight=1.0299533608714988, std=None), FeatureWeight(feature='christians', weight=1.0214428133992981, std=None), FeatureWeight(feature='clh', weight=0.94568841384121582, std=None), FeatureWeight(feature='christ', weight=0.89888735105870832, std=None), FeatureWeight(feature='christian', weight=0.79678024883367982, std=None), FeatureWeight(feature='athos', weight=0.75354954908121985, std=None), FeatureWeight(feature='petch', weight=0.66579194735715364, std=None), FeatureWeight(feature='love', weight=0.66398773849899473, std=None), FeatureWeight(feature='1993', weight=0.66323262612874212, std=None), FeatureWeight(feature='bassili', weight=0.55327450760338825, std=None), FeatureWeight(feature='may', weight=0.55103749208526942, std=None)], neg=[FeatureWeight(feature='host', weight=-1.2426442931528534, std=None), FeatureWeight(feature='nntp', weight=-1.1814191930334603, std=None), FeatureWeight(feature='posting', weight=-0.89377628145329335, std=None), FeatureWeight(feature='graphics', weight=-0.85190263553049284, std=None), FeatureWeight(feature='article', weight=-0.66554889786241178, std=None), FeatureWeight(feature='information', weight=-0.64987204037993995, std=None), FeatureWeight(feature='newsreader', weight=-0.6326751143927879, std=None), FeatureWeight(feature='doctor', weight=-0.56482913906025867, std=None)], pos_remaining=11116, neg_remaining=24653), proba=None, score=None, weighted_spans=None)], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eli5.explain_weights(clf, vec=vec, target_names=twenty_test.target_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This starts to make more sense. Some features look good, but some don't. It seems model learned some names specific to a dataset (email parts, etc.) though, instead of learning topic-specific words. Let's check prediction results on an example:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" &lt;BIAS&gt;\n",
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"</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">g</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">n</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">z</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.191\">n</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">-</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.78%); opacity: 0.81\" title=\"-0.032\">o</span><span style=\"background-color: hsl(0, 100.00%, 96.78%); opacity: 0.81\" title=\"-0.032\">f</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.01%); opacity: 0.89\" title=\"0.524\">n</span><span style=\"background-color: hsl(120, 100.00%, 77.01%); opacity: 0.89\" title=\"0.524\">o</span><span style=\"background-color: hsl(120, 100.00%, 77.01%); opacity: 0.89\" title=\"0.524\">w</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.016\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.016\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.016\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 74.02%); opacity: 0.91\" title=\"0.624\">l</span><span style=\"background-color: hsl(120, 100.00%, 74.02%); opacity: 0.91\" title=\"0.624\">i</span><span style=\"background-color: hsl(120, 100.00%, 74.02%); opacity: 0.91\" title=\"0.624\">n</span><span style=\"background-color: hsl(120, 100.00%, 74.02%); opacity: 0.91\" title=\"0.624\">e</span><span style=\"background-color: hsl(120, 100.00%, 74.02%); opacity: 0.91\" title=\"0.624\">s</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.156\">1</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.156\">2</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 87.91%); opacity: 0.84\" title=\"0.209\">n</span><span style=\"background-color: hsl(120, 100.00%, 87.91%); opacity: 0.84\" title=\"0.209\">n</span><span style=\"background-color: hsl(120, 100.00%, 87.91%); opacity: 0.84\" title=\"0.209\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.91%); opacity: 0.84\" title=\"0.209\">p</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 78.92%); opacity: 0.88\" title=\"0.463\">p</span><span style=\"background-color: hsl(120, 100.00%, 78.92%); opacity: 0.88\" title=\"0.463\">o</span><span style=\"background-color: hsl(120, 100.00%, 78.92%); opacity: 0.88\" title=\"0.463\">s</span><span style=\"background-color: hsl(120, 100.00%, 78.92%); opacity: 0.88\" title=\"0.463\">t</span><span style=\"background-color: hsl(120, 100.00%, 78.92%); opacity: 0.88\" title=\"0.463\">i</span><span style=\"background-color: hsl(120, 100.00%, 78.92%); opacity: 0.88\" title=\"0.463\">n</span><span style=\"background-color: hsl(120, 100.00%, 78.92%); opacity: 0.88\" title=\"0.463\">g</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.303\">h</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.303\">o</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.303\">s</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.303\">t</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.24%); opacity: 0.87\" title=\"-0.392\">u</span><span style=\"background-color: hsl(0, 100.00%, 81.24%); opacity: 0.87\" title=\"-0.392\">c</span><span style=\"background-color: hsl(0, 100.00%, 81.24%); opacity: 0.87\" title=\"-0.392\">s</span><span style=\"background-color: hsl(0, 100.00%, 81.24%); opacity: 0.87\" title=\"-0.392\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 75.92%); opacity: 0.90\" title=\"0.560\">e</span><span style=\"background-color: hsl(120, 100.00%, 75.92%); opacity: 0.90\" title=\"0.560\">d</span><span style=\"background-color: hsl(120, 100.00%, 75.92%); opacity: 0.90\" title=\"0.560\">u</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 96.33%); opacity: 0.81\" title=\"-0.038\">a</span><span style=\"background-color: hsl(0, 100.00%, 96.33%); opacity: 0.81\" title=\"-0.038\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.54%); opacity: 0.84\" title=\"-0.244\">r</span><span style=\"background-color: hsl(0, 100.00%, 86.54%); opacity: 0.84\" title=\"-0.244\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.54%); opacity: 0.84\" title=\"-0.244\">c</span><span style=\"background-color: hsl(0, 100.00%, 86.54%); opacity: 0.84\" title=\"-0.244\">a</span><span style=\"background-color: hsl(0, 100.00%, 86.54%); opacity: 0.84\" title=\"-0.244\">l</span><span style=\"background-color: hsl(0, 100.00%, 86.54%); opacity: 0.84\" title=\"-0.244\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.98%); opacity: 0.83\" title=\"0.183\">f</span><span style=\"background-color: hsl(120, 100.00%, 88.98%); opacity: 0.83\" title=\"0.183\">r</span><span style=\"background-color: hsl(120, 100.00%, 88.98%); opacity: 0.83\" title=\"0.183\">o</span><span style=\"background-color: hsl(120, 100.00%, 88.98%); opacity: 0.83\" title=\"0.183\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.98%); opacity: 0.83\" title=\"-0.160\">m</span><span style=\"background-color: hsl(0, 100.00%, 89.98%); opacity: 0.83\" title=\"-0.160\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.73%); opacity: 0.80\" title=\"0.001\">b</span><span style=\"background-color: hsl(120, 100.00%, 99.73%); opacity: 0.80\" title=\"0.001\">o</span><span style=\"background-color: hsl(120, 100.00%, 99.73%); opacity: 0.80\" title=\"0.001\">u</span><span style=\"background-color: hsl(120, 100.00%, 99.73%); opacity: 0.80\" title=\"0.001\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 74.92%); opacity: 0.90\" title=\"-0.593\">w</span><span style=\"background-color: hsl(0, 100.00%, 74.92%); opacity: 0.90\" title=\"-0.593\">i</span><span style=\"background-color: hsl(0, 100.00%, 74.92%); opacity: 0.90\" title=\"-0.593\">t</span><span style=\"background-color: hsl(0, 100.00%, 74.92%); opacity: 0.90\" title=\"-0.593\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">k</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">d</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">n</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">s</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">o</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">n</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.44%); opacity: 0.89\" title=\"0.510\">t</span><span style=\"background-color: hsl(120, 100.00%, 77.44%); opacity: 0.89\" title=\"0.510\">h</span><span style=\"background-color: hsl(120, 100.00%, 77.44%); opacity: 0.89\" title=\"0.510\">e</span><span style=\"background-color: hsl(120, 100.00%, 77.44%); opacity: 0.89\" title=\"0.510\">r</span><span style=\"background-color: hsl(120, 100.00%, 77.44%); opacity: 0.89\" title=\"0.510\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.76%); opacity: 0.90\" title=\"0.565\">i</span><span style=\"background-color: hsl(120, 100.00%, 75.76%); opacity: 0.90\" title=\"0.565\">s</span><span style=\"background-color: hsl(120, 100.00%, 75.76%); opacity: 0.90\" title=\"0.565\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">n</span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">m</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">d</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">c</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">o</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.125\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.053\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.053\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.053\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.053\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.14%); opacity: 0.85\" title=\"-0.281\">c</span><span style=\"background-color: hsl(0, 100.00%, 85.14%); opacity: 0.85\" title=\"-0.281\">a</span><span style=\"background-color: hsl(0, 100.00%, 85.14%); opacity: 0.85\" title=\"-0.281\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.62%); opacity: 0.83\" title=\"0.146\">d</span><span style=\"background-color: hsl(120, 100.00%, 90.62%); opacity: 0.83\" title=\"0.146\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.046\">a</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.046\">n</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.046\">y</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.046\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.046\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.046\">i</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.046\">n</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.046\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 65.95%); opacity: 0.96\" title=\"-0.918\">a</span><span style=\"background-color: hsl(0, 100.00%, 65.95%); opacity: 0.96\" title=\"-0.918\">b</span><span style=\"background-color: hsl(0, 100.00%, 65.95%); opacity: 0.96\" title=\"-0.918\">o</span><span style=\"background-color: hsl(0, 100.00%, 65.95%); opacity: 0.96\" title=\"-0.918\">u</span><span style=\"background-color: hsl(0, 100.00%, 65.95%); opacity: 0.96\" title=\"-0.918\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.44%); opacity: 0.86\" title=\"-0.328\">t</span><span style=\"background-color: hsl(0, 100.00%, 83.44%); opacity: 0.86\" title=\"-0.328\">h</span><span style=\"background-color: hsl(0, 100.00%, 83.44%); opacity: 0.86\" title=\"-0.328\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.44%); opacity: 0.86\" title=\"-0.328\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.57%); opacity: 0.80\" title=\"0.021\">e</span><span style=\"background-color: hsl(120, 100.00%, 97.57%); opacity: 0.80\" title=\"0.021\">x</span><span style=\"background-color: hsl(120, 100.00%, 97.57%); opacity: 0.80\" title=\"0.021\">c</span><span style=\"background-color: hsl(120, 100.00%, 97.57%); opacity: 0.80\" title=\"0.021\">e</span><span style=\"background-color: hsl(120, 100.00%, 97.57%); opacity: 0.80\" title=\"0.021\">p</span><span style=\"background-color: hsl(120, 100.00%, 97.57%); opacity: 0.80\" title=\"0.021\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.97%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.97%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.97%); opacity: 0.80\" title=\"-0.000\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.97%); opacity: 0.80\" title=\"-0.000\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.97%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.97%); opacity: 0.80\" title=\"-0.000\">v</span><span style=\"background-color: hsl(0, 100.00%, 99.97%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.36%); opacity: 0.86\" title=\"-0.359\">p</span><span style=\"background-color: hsl(0, 100.00%, 82.36%); opacity: 0.86\" title=\"-0.359\">a</span><span style=\"background-color: hsl(0, 100.00%, 82.36%); opacity: 0.86\" title=\"-0.359\">i</span><span style=\"background-color: hsl(0, 100.00%, 82.36%); opacity: 0.86\" title=\"-0.359\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.186\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.186\">i</span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.186\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.186\">h</span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.186\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.86%); opacity: 0.83\" title=\"0.186\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.33%); opacity: 0.82\" title=\"0.089\">p</span><span style=\"background-color: hsl(120, 100.00%, 93.33%); opacity: 0.82\" title=\"0.089\">a</span><span style=\"background-color: hsl(120, 100.00%, 93.33%); opacity: 0.82\" title=\"0.089\">s</span><span style=\"background-color: hsl(120, 100.00%, 93.33%); opacity: 0.82\" title=\"0.089\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.333\">o</span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.333\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.38%); opacity: 0.84\" title=\"-0.248\">h</span><span style=\"background-color: hsl(0, 100.00%, 86.38%); opacity: 0.84\" title=\"-0.248\">a</span><span style=\"background-color: hsl(0, 100.00%, 86.38%); opacity: 0.84\" title=\"-0.248\">v</span><span style=\"background-color: hsl(0, 100.00%, 86.38%); opacity: 0.84\" title=\"-0.248\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.65%); opacity: 0.85\" title=\"-0.267\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.65%); opacity: 0.85\" title=\"-0.267\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.68%); opacity: 0.82\" title=\"0.123\">b</span><span style=\"background-color: hsl(120, 100.00%, 91.68%); opacity: 0.82\" title=\"0.123\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.97%); opacity: 0.82\" title=\"-0.096\">b</span><span style=\"background-color: hsl(0, 100.00%, 92.97%); opacity: 0.82\" title=\"-0.096\">r</span><span style=\"background-color: hsl(0, 100.00%, 92.97%); opacity: 0.82\" title=\"-0.096\">o</span><span style=\"background-color: hsl(0, 100.00%, 92.97%); opacity: 0.82\" title=\"-0.096\">k</span><span style=\"background-color: hsl(0, 100.00%, 92.97%); opacity: 0.82\" title=\"-0.096\">e</span><span style=\"background-color: hsl(0, 100.00%, 92.97%); opacity: 0.82\" title=\"-0.096\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.20%); opacity: 0.93\" title=\"0.759\">u</span><span style=\"background-color: hsl(120, 100.00%, 70.20%); opacity: 0.93\" title=\"0.759\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 74.92%); opacity: 0.90\" title=\"-0.593\">w</span><span style=\"background-color: hsl(0, 100.00%, 74.92%); opacity: 0.90\" title=\"-0.593\">i</span><span style=\"background-color: hsl(0, 100.00%, 74.92%); opacity: 0.90\" title=\"-0.593\">t</span><span style=\"background-color: hsl(0, 100.00%, 74.92%); opacity: 0.90\" title=\"-0.593\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.50%); opacity: 0.83\" title=\"-0.171\">s</span><span style=\"background-color: hsl(0, 100.00%, 89.50%); opacity: 0.83\" title=\"-0.171\">o</span><span style=\"background-color: hsl(0, 100.00%, 89.50%); opacity: 0.83\" title=\"-0.171\">u</span><span style=\"background-color: hsl(0, 100.00%, 89.50%); opacity: 0.83\" title=\"-0.171\">n</span><span style=\"background-color: hsl(0, 100.00%, 89.50%); opacity: 0.83\" title=\"-0.171\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.333\">o</span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.333\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.71%); opacity: 0.85\" title=\"-0.266\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.38%); opacity: 0.84\" title=\"-0.248\">h</span><span style=\"background-color: hsl(0, 100.00%, 86.38%); opacity: 0.84\" title=\"-0.248\">a</span><span style=\"background-color: hsl(0, 100.00%, 86.38%); opacity: 0.84\" title=\"-0.248\">v</span><span style=\"background-color: hsl(0, 100.00%, 86.38%); opacity: 0.84\" title=\"-0.248\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 85.65%); opacity: 0.85\" title=\"-0.267\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.65%); opacity: 0.85\" title=\"-0.267\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.68%); opacity: 0.82\" title=\"0.123\">b</span><span style=\"background-color: hsl(120, 100.00%, 91.68%); opacity: 0.82\" title=\"0.123\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.063\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.063\">x</span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.063\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.063\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.063\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.063\">c</span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.063\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.063\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.81%); opacity: 0.81\" title=\"-0.063\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">s</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">u</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">g</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">c</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">a</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">w</span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">h</span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.28%); opacity: 0.84\" title=\"0.225\">w</span><span style=\"background-color: hsl(120, 100.00%, 87.28%); opacity: 0.84\" title=\"0.225\">a</span><span style=\"background-color: hsl(120, 100.00%, 87.28%); opacity: 0.84\" title=\"0.225\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.07%); opacity: 0.80\" title=\"-0.028\">i</span><span style=\"background-color: hsl(0, 100.00%, 97.07%); opacity: 0.80\" title=\"-0.028\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 97.19%); opacity: 0.80\" title=\"-0.026\">r</span><span style=\"background-color: hsl(0, 100.00%, 97.19%); opacity: 0.80\" title=\"-0.026\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.19%); opacity: 0.80\" title=\"-0.026\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.94%); opacity: 0.82\" title=\"0.097\">t</span><span style=\"background-color: hsl(120, 100.00%, 92.94%); opacity: 0.82\" title=\"0.097\">e</span><span style=\"background-color: hsl(120, 100.00%, 92.94%); opacity: 0.82\" title=\"0.097\">c</span><span style=\"background-color: hsl(120, 100.00%, 92.94%); opacity: 0.82\" title=\"0.097\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.40%); opacity: 0.83\" title=\"-0.151\">h</span><span style=\"background-color: hsl(0, 100.00%, 90.40%); opacity: 0.83\" title=\"-0.151\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.40%); opacity: 0.83\" title=\"-0.151\">p</span><span style=\"background-color: hsl(0, 100.00%, 90.40%); opacity: 0.83\" title=\"-0.151\">p</span><span style=\"background-color: hsl(0, 100.00%, 90.40%); opacity: 0.83\" title=\"-0.151\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.40%); opacity: 0.83\" title=\"-0.151\">n</span><span style=\"background-color: hsl(0, 100.00%, 90.40%); opacity: 0.83\" title=\"-0.151\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.40%); opacity: 0.83\" title=\"-0.151\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.65%); opacity: 0.85\" title=\"-0.267\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.65%); opacity: 0.85\" title=\"-0.267\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.257\">m</span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.257\">e</span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.257\">n</span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.257\">t</span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.257\">i</span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.257\">o</span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.257\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.053\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.053\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.053\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.39%); opacity: 0.81\" title=\"-0.053\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.75%); opacity: 0.83\" title=\"0.165\">s</span><span style=\"background-color: hsl(120, 100.00%, 89.75%); opacity: 0.83\" title=\"0.165\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.75%); opacity: 0.83\" title=\"0.165\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.04%); opacity: 0.86\" title=\"-0.368\">h</span><span style=\"background-color: hsl(0, 100.00%, 82.04%); opacity: 0.86\" title=\"-0.368\">a</span><span style=\"background-color: hsl(0, 100.00%, 82.04%); opacity: 0.86\" title=\"-0.368\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">k</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">d</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">n</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.46%); opacity: 0.83\" title=\"-0.149\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">s</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">o</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">n</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.77%); opacity: 0.82\" title=\"-0.142\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.76%); opacity: 0.81\" title=\"-0.081\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.76%); opacity: 0.81\" title=\"-0.081\">n</span><span style=\"background-color: hsl(0, 100.00%, 93.76%); opacity: 0.81\" title=\"-0.081\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.25%); opacity: 0.82\" title=\"-0.091\">c</span><span style=\"background-color: hsl(0, 100.00%, 93.25%); opacity: 0.82\" title=\"-0.091\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.25%); opacity: 0.82\" title=\"-0.091\">i</span><span style=\"background-color: hsl(0, 100.00%, 93.25%); opacity: 0.82\" title=\"-0.091\">l</span><span style=\"background-color: hsl(0, 100.00%, 93.25%); opacity: 0.82\" title=\"-0.091\">d</span><span style=\"background-color: hsl(0, 100.00%, 93.25%); opacity: 0.82\" title=\"-0.091\">r</span><span style=\"background-color: hsl(0, 100.00%, 93.25%); opacity: 0.82\" title=\"-0.091\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.25%); opacity: 0.82\" title=\"-0.091\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.76%); opacity: 0.81\" title=\"-0.081\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.76%); opacity: 0.81\" title=\"-0.081\">n</span><span style=\"background-color: hsl(0, 100.00%, 93.76%); opacity: 0.81\" title=\"-0.081\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">c</span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">d</span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">b</span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.16%); opacity: 0.80\" title=\"-0.014\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.17%); opacity: 0.83\" title=\"-0.179\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.17%); opacity: 0.83\" title=\"-0.179\">u</span><span style=\"background-color: hsl(0, 100.00%, 89.17%); opacity: 0.83\" title=\"-0.179\">r</span><span style=\"background-color: hsl(0, 100.00%, 89.17%); opacity: 0.83\" title=\"-0.179\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.82%); opacity: 0.81\" title=\"-0.080\">l</span><span style=\"background-color: hsl(0, 100.00%, 93.82%); opacity: 0.81\" title=\"-0.080\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.82%); opacity: 0.81\" title=\"-0.080\">s</span><span style=\"background-color: hsl(0, 100.00%, 93.82%); opacity: 0.81\" title=\"-0.080\">s</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">d</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">m</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.039\">w</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.039\">o</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.039\">r</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.039\">k</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.039\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.039\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.41%); opacity: 0.84\" title=\"-0.222\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.41%); opacity: 0.84\" title=\"-0.222\">l</span><span style=\"background-color: hsl(0, 100.00%, 87.41%); opacity: 0.84\" title=\"-0.222\">t</span><span style=\"background-color: hsl(0, 100.00%, 87.41%); opacity: 0.84\" title=\"-0.222\">h</span><span style=\"background-color: hsl(0, 100.00%, 87.41%); opacity: 0.84\" title=\"-0.222\">o</span><span style=\"background-color: hsl(0, 100.00%, 87.41%); opacity: 0.84\" title=\"-0.222\">u</span><span style=\"background-color: hsl(0, 100.00%, 87.41%); opacity: 0.84\" title=\"-0.222\">g</span><span style=\"background-color: hsl(0, 100.00%, 87.41%); opacity: 0.84\" title=\"-0.222\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.019\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.019\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.019\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.019\">r</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.019\">l</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.019\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.26%); opacity: 0.81\" title=\"-0.072\">g</span><span style=\"background-color: hsl(0, 100.00%, 94.26%); opacity: 0.81\" title=\"-0.072\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.26%); opacity: 0.81\" title=\"-0.072\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.74%); opacity: 0.81\" title=\"-0.032\">o</span><span style=\"background-color: hsl(0, 100.00%, 96.74%); opacity: 0.81\" title=\"-0.032\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.98%); opacity: 0.83\" title=\"-0.160\">m</span><span style=\"background-color: hsl(0, 100.00%, 89.98%); opacity: 0.83\" title=\"-0.160\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.41%); opacity: 0.81\" title=\"0.037\">w</span><span style=\"background-color: hsl(120, 100.00%, 96.41%); opacity: 0.81\" title=\"0.037\">a</span><span style=\"background-color: hsl(120, 100.00%, 96.41%); opacity: 0.81\" title=\"0.037\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.88%); opacity: 0.81\" title=\"-0.061\">h</span><span style=\"background-color: hsl(0, 100.00%, 94.88%); opacity: 0.81\" title=\"-0.061\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.88%); opacity: 0.81\" title=\"-0.061\">m</span><span style=\"background-color: hsl(0, 100.00%, 94.88%); opacity: 0.81\" title=\"-0.061\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">w</span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">h</span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.67%); opacity: 0.88\" title=\"-0.471\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 69.85%); opacity: 0.93\" title=\"0.772\">a</span><span style=\"background-color: hsl(120, 100.00%, 69.85%); opacity: 0.93\" title=\"0.772\">l</span><span style=\"background-color: hsl(120, 100.00%, 69.85%); opacity: 0.93\" title=\"0.772\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.28%); opacity: 0.83\" title=\"0.176\">o</span><span style=\"background-color: hsl(120, 100.00%, 89.28%); opacity: 0.83\" title=\"0.176\">v</span><span style=\"background-color: hsl(120, 100.00%, 89.28%); opacity: 0.83\" title=\"0.176\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.28%); opacity: 0.83\" title=\"0.176\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.02%); opacity: 0.81\" title=\"0.043\">p</span><span style=\"background-color: hsl(120, 100.00%, 96.02%); opacity: 0.81\" title=\"0.043\">o</span><span style=\"background-color: hsl(120, 100.00%, 96.02%); opacity: 0.81\" title=\"0.043\">l</span><span style=\"background-color: hsl(120, 100.00%, 96.02%); opacity: 0.81\" title=\"0.043\">i</span><span style=\"background-color: hsl(120, 100.00%, 96.02%); opacity: 0.81\" title=\"0.043\">c</span><span style=\"background-color: hsl(120, 100.00%, 96.02%); opacity: 0.81\" title=\"0.043\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.31%); opacity: 0.84\" title=\"0.224\">c</span><span style=\"background-color: hsl(120, 100.00%, 87.31%); opacity: 0.84\" title=\"0.224\">a</span><span style=\"background-color: hsl(120, 100.00%, 87.31%); opacity: 0.84\" title=\"0.224\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">k</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.64%); opacity: 0.86\" title=\"-0.351\">j</span><span style=\"background-color: hsl(0, 100.00%, 82.64%); opacity: 0.86\" title=\"-0.351\">u</span><span style=\"background-color: hsl(0, 100.00%, 82.64%); opacity: 0.86\" title=\"-0.351\">s</span><span style=\"background-color: hsl(0, 100.00%, 82.64%); opacity: 0.86\" title=\"-0.351\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.85%); opacity: 0.84\" title=\"0.211\">o</span><span style=\"background-color: hsl(120, 100.00%, 87.85%); opacity: 0.84\" title=\"0.211\">u</span><span style=\"background-color: hsl(120, 100.00%, 87.85%); opacity: 0.84\" title=\"0.211\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.85%); opacity: 0.84\" title=\"0.211\">s</span><span style=\"background-color: hsl(120, 100.00%, 87.85%); opacity: 0.84\" title=\"0.211\">i</span><span style=\"background-color: hsl(120, 100.00%, 87.85%); opacity: 0.84\" title=\"0.211\">d</span><span style=\"background-color: hsl(120, 100.00%, 87.85%); opacity: 0.84\" title=\"0.211\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.55%); opacity: 0.80\" title=\"-0.010\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.51%); opacity: 0.81\" title=\"0.051\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.51%); opacity: 0.81\" title=\"0.051\">r</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\t</span><span style=\"opacity: 0.80\">-</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 62.73%); opacity: 0.98\" title=\"1.045\">b</span><span style=\"background-color: hsl(120, 100.00%, 62.73%); opacity: 0.98\" title=\"1.045\">r</span><span style=\"background-color: hsl(120, 100.00%, 62.73%); opacity: 0.98\" title=\"1.045\">i</span><span style=\"background-color: hsl(120, 100.00%, 62.73%); opacity: 0.98\" title=\"1.045\">a</span><span style=\"background-color: hsl(120, 100.00%, 62.73%); opacity: 0.98\" title=\"1.045\">n</span><span style=\"opacity: 0.80\">\n",
"</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=comp.graphics\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.010</b>, score <b>-4.592</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 88.94%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.379\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\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",
" -3.213\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",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"background-color: hsl(120, 100.00%, 84.95%); opacity: 0.85\" title=\"0.129\">f</span><span style=\"background-color: hsl(120, 100.00%, 84.95%); opacity: 0.85\" title=\"0.129\">r</span><span style=\"background-color: hsl(120, 100.00%, 84.95%); opacity: 0.85\" title=\"0.129\">o</span><span style=\"background-color: hsl(120, 100.00%, 84.95%); opacity: 0.85\" title=\"0.129\">m</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">b</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">r</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">i</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">a</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">n</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 78.78%); opacity: 0.88\" title=\"-0.211\">u</span><span style=\"background-color: hsl(0, 100.00%, 78.78%); opacity: 0.88\" title=\"-0.211\">c</span><span style=\"background-color: hsl(0, 100.00%, 78.78%); opacity: 0.88\" title=\"-0.211\">s</span><span style=\"background-color: hsl(0, 100.00%, 78.78%); opacity: 0.88\" title=\"-0.211\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.159\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.159\">d</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.159\">u</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">b</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">r</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">i</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">a</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">k</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">)</span><span style=\"opacity: 0.80\">\n",
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"</span><span style=\"background-color: hsl(120, 100.00%, 83.53%); opacity: 0.86\" title=\"0.147\">l</span><span style=\"background-color: hsl(120, 100.00%, 83.53%); opacity: 0.86\" title=\"0.147\">i</span><span style=\"background-color: hsl(120, 100.00%, 83.53%); opacity: 0.86\" title=\"0.147\">n</span><span style=\"background-color: hsl(120, 100.00%, 83.53%); opacity: 0.86\" title=\"0.147\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.53%); opacity: 0.86\" title=\"0.147\">s</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.274\">1</span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.274\">2</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 66.47%); opacity: 0.96\" title=\"0.406\">n</span><span style=\"background-color: hsl(120, 100.00%, 66.47%); opacity: 0.96\" title=\"0.406\">n</span><span style=\"background-color: hsl(120, 100.00%, 66.47%); opacity: 0.96\" title=\"0.406\">t</span><span style=\"background-color: hsl(120, 100.00%, 66.47%); opacity: 0.96\" title=\"0.406\">p</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 79.37%); opacity: 0.88\" title=\"0.203\">p</span><span style=\"background-color: hsl(120, 100.00%, 79.37%); opacity: 0.88\" title=\"0.203\">o</span><span style=\"background-color: hsl(120, 100.00%, 79.37%); opacity: 0.88\" title=\"0.203\">s</span><span style=\"background-color: hsl(120, 100.00%, 79.37%); opacity: 0.88\" title=\"0.203\">t</span><span style=\"background-color: hsl(120, 100.00%, 79.37%); opacity: 0.88\" title=\"0.203\">i</span><span style=\"background-color: hsl(120, 100.00%, 79.37%); opacity: 0.88\" title=\"0.203\">n</span><span style=\"background-color: hsl(120, 100.00%, 79.37%); opacity: 0.88\" title=\"0.203\">g</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 64.92%); opacity: 0.97\" title=\"0.433\">h</span><span style=\"background-color: hsl(120, 100.00%, 64.92%); opacity: 0.97\" title=\"0.433\">o</span><span style=\"background-color: hsl(120, 100.00%, 64.92%); opacity: 0.97\" title=\"0.433\">s</span><span style=\"background-color: hsl(120, 100.00%, 64.92%); opacity: 0.97\" title=\"0.433\">t</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.78%); opacity: 0.88\" title=\"-0.211\">u</span><span style=\"background-color: hsl(0, 100.00%, 78.78%); opacity: 0.88\" title=\"-0.211\">c</span><span style=\"background-color: hsl(0, 100.00%, 78.78%); opacity: 0.88\" title=\"-0.211\">s</span><span style=\"background-color: hsl(0, 100.00%, 78.78%); opacity: 0.88\" title=\"-0.211\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.159\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.159\">d</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.159\">u</span><span style=\"opacity: 0.80\">\n",
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"</span><span style=\"background-color: hsl(0, 100.00%, 77.23%); opacity: 0.89\" title=\"-0.233\">a</span><span style=\"background-color: hsl(0, 100.00%, 77.23%); opacity: 0.89\" title=\"-0.233\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.008\">r</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.008\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.008\">c</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.008\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.008\">l</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.008\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.95%); opacity: 0.85\" title=\"0.129\">f</span><span style=\"background-color: hsl(120, 100.00%, 84.95%); opacity: 0.85\" title=\"0.129\">r</span><span style=\"background-color: hsl(120, 100.00%, 84.95%); opacity: 0.85\" title=\"0.129\">o</span><span style=\"background-color: hsl(120, 100.00%, 84.95%); opacity: 0.85\" title=\"0.129\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 60.31%); opacity: 1.00\" title=\"-0.516\">m</span><span style=\"background-color: hsl(0, 100.00%, 60.31%); opacity: 1.00\" title=\"-0.516\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 100.00%); opacity: 0.80\" title=\"-0.000\">b</span><span style=\"background-color: hsl(0, 100.00%, 100.00%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 100.00%); opacity: 0.80\" title=\"-0.000\">u</span><span style=\"background-color: hsl(0, 100.00%, 100.00%); opacity: 0.80\" title=\"-0.000\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.137\">w</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.137\">i</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.137\">t</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.137\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">k</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">i</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">d</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">n</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">s</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">t</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">o</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">n</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.45%); opacity: 0.87\" title=\"0.174\">t</span><span style=\"background-color: hsl(120, 100.00%, 81.45%); opacity: 0.87\" title=\"0.174\">h</span><span style=\"background-color: hsl(120, 100.00%, 81.45%); opacity: 0.87\" title=\"0.174\">e</span><span style=\"background-color: hsl(120, 100.00%, 81.45%); opacity: 0.87\" title=\"0.174\">r</span><span style=\"background-color: hsl(120, 100.00%, 81.45%); opacity: 0.87\" title=\"0.174\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.82%); opacity: 0.82\" title=\"-0.054\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.82%); opacity: 0.82\" title=\"-0.054\">s</span><span style=\"background-color: hsl(0, 100.00%, 91.82%); opacity: 0.82\" title=\"-0.054\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.61%); opacity: 0.82\" title=\"-0.056\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.61%); opacity: 0.82\" title=\"-0.056\">n</span><span style=\"background-color: hsl(0, 100.00%, 91.61%); opacity: 0.82\" title=\"-0.056\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">m</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">d</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">c</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">o</span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.068\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.009\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.009\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.009\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.009\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.29%); opacity: 0.85\" title=\"0.137\">c</span><span style=\"background-color: hsl(120, 100.00%, 84.29%); opacity: 0.85\" title=\"0.137\">a</span><span style=\"background-color: hsl(120, 100.00%, 84.29%); opacity: 0.85\" title=\"0.137\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.50%); opacity: 0.82\" title=\"-0.057\">d</span><span style=\"background-color: hsl(0, 100.00%, 91.50%); opacity: 0.82\" title=\"-0.057\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.68%); opacity: 0.88\" title=\"0.198\">a</span><span style=\"background-color: hsl(120, 100.00%, 79.68%); opacity: 0.88\" title=\"0.198\">n</span><span style=\"background-color: hsl(120, 100.00%, 79.68%); opacity: 0.88\" title=\"0.198\">y</span><span style=\"background-color: hsl(120, 100.00%, 79.68%); opacity: 0.88\" title=\"0.198\">t</span><span style=\"background-color: hsl(120, 100.00%, 79.68%); opacity: 0.88\" title=\"0.198\">h</span><span style=\"background-color: hsl(120, 100.00%, 79.68%); opacity: 0.88\" title=\"0.198\">i</span><span style=\"background-color: hsl(120, 100.00%, 79.68%); opacity: 0.88\" title=\"0.198\">n</span><span style=\"background-color: hsl(120, 100.00%, 79.68%); opacity: 0.88\" title=\"0.198\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.23%); opacity: 0.90\" title=\"0.248\">a</span><span style=\"background-color: hsl(120, 100.00%, 76.23%); opacity: 0.90\" title=\"0.248\">b</span><span style=\"background-color: hsl(120, 100.00%, 76.23%); opacity: 0.90\" title=\"0.248\">o</span><span style=\"background-color: hsl(120, 100.00%, 76.23%); opacity: 0.90\" title=\"0.248\">u</span><span style=\"background-color: hsl(120, 100.00%, 76.23%); opacity: 0.90\" title=\"0.248\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.079\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.079\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.079\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.079\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.35%); opacity: 0.82\" title=\"-0.040\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.35%); opacity: 0.82\" title=\"-0.040\">x</span><span style=\"background-color: hsl(0, 100.00%, 93.35%); opacity: 0.82\" title=\"-0.040\">c</span><span style=\"background-color: hsl(0, 100.00%, 93.35%); opacity: 0.82\" title=\"-0.040\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.35%); opacity: 0.82\" title=\"-0.040\">p</span><span style=\"background-color: hsl(0, 100.00%, 93.35%); opacity: 0.82\" title=\"-0.040\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.28%); opacity: 0.80\" title=\"-0.006\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.28%); opacity: 0.80\" title=\"-0.006\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.28%); opacity: 0.80\" title=\"-0.006\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.28%); opacity: 0.80\" title=\"-0.006\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.28%); opacity: 0.80\" title=\"-0.006\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.28%); opacity: 0.80\" title=\"-0.006\">v</span><span style=\"background-color: hsl(0, 100.00%, 98.28%); opacity: 0.80\" title=\"-0.006\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.27%); opacity: 0.89\" title=\"-0.248\">p</span><span style=\"background-color: hsl(0, 100.00%, 76.27%); opacity: 0.89\" title=\"-0.248\">a</span><span style=\"background-color: hsl(0, 100.00%, 76.27%); opacity: 0.89\" title=\"-0.248\">i</span><span style=\"background-color: hsl(0, 100.00%, 76.27%); opacity: 0.89\" title=\"-0.248\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 91.95%); opacity: 0.82\" title=\"0.053\">e</span><span style=\"background-color: hsl(120, 100.00%, 91.95%); opacity: 0.82\" title=\"0.053\">i</span><span style=\"background-color: hsl(120, 100.00%, 91.95%); opacity: 0.82\" title=\"0.053\">t</span><span style=\"background-color: hsl(120, 100.00%, 91.95%); opacity: 0.82\" title=\"0.053\">h</span><span style=\"background-color: hsl(120, 100.00%, 91.95%); opacity: 0.82\" title=\"0.053\">e</span><span style=\"background-color: hsl(120, 100.00%, 91.95%); opacity: 0.82\" title=\"0.053\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">h</span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">e</span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.89%); opacity: 0.81\" title=\"-0.028\">p</span><span style=\"background-color: hsl(0, 100.00%, 94.89%); opacity: 0.81\" title=\"-0.028\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.89%); opacity: 0.81\" title=\"-0.028\">s</span><span style=\"background-color: hsl(0, 100.00%, 94.89%); opacity: 0.81\" title=\"-0.028\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.12%); opacity: 0.87\" title=\"0.192\">o</span><span style=\"background-color: hsl(120, 100.00%, 80.12%); opacity: 0.87\" title=\"0.192\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">h</span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">e</span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.32%); opacity: 0.89\" title=\"0.247\">h</span><span style=\"background-color: hsl(120, 100.00%, 76.32%); opacity: 0.89\" title=\"0.247\">a</span><span style=\"background-color: hsl(120, 100.00%, 76.32%); opacity: 0.89\" title=\"0.247\">v</span><span style=\"background-color: hsl(120, 100.00%, 76.32%); opacity: 0.89\" title=\"0.247\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.65%); opacity: 0.83\" title=\"-0.065\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.65%); opacity: 0.83\" title=\"-0.065\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.64%); opacity: 0.89\" title=\"-0.228\">b</span><span style=\"background-color: hsl(0, 100.00%, 77.64%); opacity: 0.89\" title=\"-0.228\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.24%); opacity: 0.82\" title=\"-0.041\">b</span><span style=\"background-color: hsl(0, 100.00%, 93.24%); opacity: 0.82\" title=\"-0.041\">r</span><span style=\"background-color: hsl(0, 100.00%, 93.24%); opacity: 0.82\" title=\"-0.041\">o</span><span style=\"background-color: hsl(0, 100.00%, 93.24%); opacity: 0.82\" title=\"-0.041\">k</span><span style=\"background-color: hsl(0, 100.00%, 93.24%); opacity: 0.82\" title=\"-0.041\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.24%); opacity: 0.82\" title=\"-0.041\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.65%); opacity: 0.82\" title=\"-0.056\">u</span><span style=\"background-color: hsl(0, 100.00%, 91.65%); opacity: 0.82\" title=\"-0.056\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.137\">w</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.137\">i</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.137\">t</span><span style=\"background-color: hsl(120, 100.00%, 84.33%); opacity: 0.85\" title=\"0.137\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.76%); opacity: 0.85\" title=\"-0.119\">s</span><span style=\"background-color: hsl(0, 100.00%, 85.76%); opacity: 0.85\" title=\"-0.119\">o</span><span style=\"background-color: hsl(0, 100.00%, 85.76%); opacity: 0.85\" title=\"-0.119\">u</span><span style=\"background-color: hsl(0, 100.00%, 85.76%); opacity: 0.85\" title=\"-0.119\">n</span><span style=\"background-color: hsl(0, 100.00%, 85.76%); opacity: 0.85\" title=\"-0.119\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.12%); opacity: 0.87\" title=\"0.192\">o</span><span style=\"background-color: hsl(120, 100.00%, 80.12%); opacity: 0.87\" title=\"0.192\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">h</span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">e</span><span style=\"background-color: hsl(0, 100.00%, 81.33%); opacity: 0.87\" title=\"-0.176\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.32%); opacity: 0.89\" title=\"0.247\">h</span><span style=\"background-color: hsl(120, 100.00%, 76.32%); opacity: 0.89\" title=\"0.247\">a</span><span style=\"background-color: hsl(120, 100.00%, 76.32%); opacity: 0.89\" title=\"0.247\">v</span><span style=\"background-color: hsl(120, 100.00%, 76.32%); opacity: 0.89\" title=\"0.247\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 90.65%); opacity: 0.83\" title=\"-0.065\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.65%); opacity: 0.83\" title=\"-0.065\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.64%); opacity: 0.89\" title=\"-0.228\">b</span><span style=\"background-color: hsl(0, 100.00%, 77.64%); opacity: 0.89\" title=\"-0.228\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.028\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.028\">x</span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.028\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.028\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.028\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.028\">c</span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.028\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.028\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.86%); opacity: 0.81\" title=\"-0.028\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">s</span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">u</span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">g</span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">i</span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">c</span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">l</span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">l</span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.027\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 85.03%); opacity: 0.85\" title=\"-0.128\">w</span><span style=\"background-color: hsl(0, 100.00%, 85.03%); opacity: 0.85\" title=\"-0.128\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.03%); opacity: 0.85\" title=\"-0.128\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.03%); opacity: 0.85\" title=\"-0.128\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.72%); opacity: 0.85\" title=\"-0.120\">w</span><span style=\"background-color: hsl(0, 100.00%, 85.72%); opacity: 0.85\" title=\"-0.120\">a</span><span style=\"background-color: hsl(0, 100.00%, 85.72%); opacity: 0.85\" title=\"-0.120\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.48%); opacity: 0.87\" title=\"-0.187\">i</span><span style=\"background-color: hsl(0, 100.00%, 80.48%); opacity: 0.87\" title=\"-0.187\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 73.79%); opacity: 0.91\" title=\"0.285\">r</span><span style=\"background-color: hsl(120, 100.00%, 73.79%); opacity: 0.91\" title=\"0.285\">a</span><span style=\"background-color: hsl(120, 100.00%, 73.79%); opacity: 0.91\" title=\"0.285\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.017\">t</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.017\">e</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.017\">c</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.017\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.061\">h</span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.061\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.061\">p</span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.061\">p</span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.061\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.061\">n</span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.061\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.10%); opacity: 0.82\" title=\"-0.061\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.65%); opacity: 0.83\" title=\"-0.065\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.65%); opacity: 0.83\" title=\"-0.065\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.019\">m</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.019\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.019\">n</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.019\">t</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.019\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.019\">o</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.019\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.009\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.009\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.009\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.62%); opacity: 0.80\" title=\"-0.009\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.522\">s</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.522\">h</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.522\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.24%); opacity: 0.81\" title=\"-0.025\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.24%); opacity: 0.81\" title=\"-0.025\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.24%); opacity: 0.81\" title=\"-0.025\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">k</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">i</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">d</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">n</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.08%); opacity: 0.85\" title=\"-0.128\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">s</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">t</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">o</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">n</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.60%); opacity: 0.84\" title=\"-0.110\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.70%); opacity: 0.88\" title=\"-0.212\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.70%); opacity: 0.88\" title=\"-0.212\">n</span><span style=\"background-color: hsl(0, 100.00%, 78.70%); opacity: 0.88\" title=\"-0.212\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.074\">c</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.074\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.074\">i</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.074\">l</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.074\">d</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.074\">r</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.074\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.074\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.70%); opacity: 0.88\" title=\"-0.212\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.70%); opacity: 0.88\" title=\"-0.212\">n</span><span style=\"background-color: hsl(0, 100.00%, 78.70%); opacity: 0.88\" title=\"-0.212\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.59%); opacity: 0.81\" title=\"-0.030\">h</span><span style=\"background-color: hsl(0, 100.00%, 94.59%); opacity: 0.81\" title=\"-0.030\">u</span><span style=\"background-color: hsl(0, 100.00%, 94.59%); opacity: 0.81\" title=\"-0.030\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.59%); opacity: 0.81\" title=\"-0.030\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.52%); opacity: 0.84\" title=\"-0.099\">l</span><span style=\"background-color: hsl(0, 100.00%, 87.52%); opacity: 0.84\" title=\"-0.099\">e</span><span style=\"background-color: hsl(0, 100.00%, 87.52%); opacity: 0.84\" title=\"-0.099\">s</span><span style=\"background-color: hsl(0, 100.00%, 87.52%); opacity: 0.84\" title=\"-0.099\">s</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">d</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">m</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.23%); opacity: 0.83\" title=\"-0.070\">w</span><span style=\"background-color: hsl(0, 100.00%, 90.23%); opacity: 0.83\" title=\"-0.070\">o</span><span style=\"background-color: hsl(0, 100.00%, 90.23%); opacity: 0.83\" title=\"-0.070\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.23%); opacity: 0.83\" title=\"-0.070\">k</span><span style=\"background-color: hsl(0, 100.00%, 90.23%); opacity: 0.83\" title=\"-0.070\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.23%); opacity: 0.83\" title=\"-0.070\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.105\">a</span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.105\">l</span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.105\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.105\">h</span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.105\">o</span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.105\">u</span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.105\">g</span><span style=\"background-color: hsl(120, 100.00%, 87.02%); opacity: 0.84\" title=\"0.105\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.59%); opacity: 0.83\" title=\"0.076\">n</span><span style=\"background-color: hsl(120, 100.00%, 89.59%); opacity: 0.83\" title=\"0.076\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.59%); opacity: 0.83\" title=\"0.076\">a</span><span style=\"background-color: hsl(120, 100.00%, 89.59%); opacity: 0.83\" title=\"0.076\">r</span><span style=\"background-color: hsl(120, 100.00%, 89.59%); opacity: 0.83\" title=\"0.076\">l</span><span style=\"background-color: hsl(120, 100.00%, 89.59%); opacity: 0.83\" title=\"0.076\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.58%); opacity: 0.89\" title=\"0.228\">g</span><span style=\"background-color: hsl(120, 100.00%, 77.58%); opacity: 0.89\" title=\"0.228\">o</span><span style=\"background-color: hsl(120, 100.00%, 77.58%); opacity: 0.89\" title=\"0.228\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.06%); opacity: 0.88\" title=\"0.207\">o</span><span style=\"background-color: hsl(120, 100.00%, 79.06%); opacity: 0.88\" title=\"0.207\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 60.31%); opacity: 1.00\" title=\"-0.516\">m</span><span style=\"background-color: hsl(0, 100.00%, 60.31%); opacity: 1.00\" title=\"-0.516\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.07%); opacity: 0.80\" title=\"-0.007\">w</span><span style=\"background-color: hsl(0, 100.00%, 98.07%); opacity: 0.80\" title=\"-0.007\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.07%); opacity: 0.80\" title=\"-0.007\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.079\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.079\">o</span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.079\">m</span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.079\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.03%); opacity: 0.85\" title=\"-0.128\">w</span><span style=\"background-color: hsl(0, 100.00%, 85.03%); opacity: 0.85\" title=\"-0.128\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.03%); opacity: 0.85\" title=\"-0.128\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.03%); opacity: 0.85\" title=\"-0.128\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 90.57%); opacity: 0.83\" title=\"0.066\">a</span><span style=\"background-color: hsl(120, 100.00%, 90.57%); opacity: 0.83\" title=\"0.066\">l</span><span style=\"background-color: hsl(120, 100.00%, 90.57%); opacity: 0.83\" title=\"0.066\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.29%); opacity: 0.83\" title=\"0.069\">o</span><span style=\"background-color: hsl(120, 100.00%, 90.29%); opacity: 0.83\" title=\"0.069\">v</span><span style=\"background-color: hsl(120, 100.00%, 90.29%); opacity: 0.83\" title=\"0.069\">e</span><span style=\"background-color: hsl(120, 100.00%, 90.29%); opacity: 0.83\" title=\"0.069\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.72%); opacity: 0.80\" title=\"0.004\">p</span><span style=\"background-color: hsl(120, 100.00%, 98.72%); opacity: 0.80\" title=\"0.004\">o</span><span style=\"background-color: hsl(120, 100.00%, 98.72%); opacity: 0.80\" title=\"0.004\">l</span><span style=\"background-color: hsl(120, 100.00%, 98.72%); opacity: 0.80\" title=\"0.004\">i</span><span style=\"background-color: hsl(120, 100.00%, 98.72%); opacity: 0.80\" title=\"0.004\">c</span><span style=\"background-color: hsl(120, 100.00%, 98.72%); opacity: 0.80\" title=\"0.004\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">c</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">a</span><span style=\"background-color: hsl(0, 100.00%, 99.95%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">k</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.08%); opacity: 0.83\" title=\"0.082\">j</span><span style=\"background-color: hsl(120, 100.00%, 89.08%); opacity: 0.83\" title=\"0.082\">u</span><span style=\"background-color: hsl(120, 100.00%, 89.08%); opacity: 0.83\" title=\"0.082\">s</span><span style=\"background-color: hsl(120, 100.00%, 89.08%); opacity: 0.83\" title=\"0.082\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.050\">o</span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.050\">u</span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.050\">t</span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.050\">s</span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.050\">i</span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.050\">d</span><span style=\"background-color: hsl(0, 100.00%, 92.26%); opacity: 0.82\" title=\"-0.050\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.22%); opacity: 0.82\" title=\"-0.041\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.85%); opacity: 0.81\" title=\"0.028\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.85%); opacity: 0.81\" title=\"0.028\">r</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\t</span><span style=\"opacity: 0.80\">-</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">b</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">r</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">i</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">a</span><span style=\"background-color: hsl(0, 100.00%, 73.70%); opacity: 0.91\" title=\"-0.287\">n</span><span style=\"opacity: 0.80\">\n",
"</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=sci.med\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.989</b>, score <b>3.945</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\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",
" +8.958\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",
"</tr>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 86.68%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -5.013\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\n",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"background-color: hsl(0, 100.00%, 93.79%); opacity: 0.81\" title=\"-0.075\">f</span><span style=\"background-color: hsl(0, 100.00%, 93.79%); opacity: 0.81\" title=\"-0.075\">r</span><span style=\"background-color: hsl(0, 100.00%, 93.79%); opacity: 0.81\" title=\"-0.075\">o</span><span style=\"background-color: hsl(0, 100.00%, 93.79%); opacity: 0.81\" title=\"-0.075\">m</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">b</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">r</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">i</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">a</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">n</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.080\">u</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.080\">c</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.080\">s</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.080\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 92.54%); opacity: 0.82\" title=\"0.098\">e</span><span style=\"background-color: hsl(120, 100.00%, 92.54%); opacity: 0.82\" title=\"0.098\">d</span><span style=\"background-color: hsl(120, 100.00%, 92.54%); opacity: 0.82\" title=\"0.098\">u</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">b</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">r</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">i</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">a</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">k</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">)</span><span style=\"opacity: 0.80\">\n",
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"</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">o</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">r</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">g</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">a</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">n</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">i</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">z</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">a</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">t</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">i</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">o</span><span style=\"background-color: hsl(120, 100.00%, 79.36%); opacity: 0.88\" title=\"0.420\">n</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">-</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.28%); opacity: 0.83\" title=\"0.165\">o</span><span style=\"background-color: hsl(120, 100.00%, 89.28%); opacity: 0.83\" title=\"0.165\">f</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.87%); opacity: 0.86\" title=\"-0.349\">n</span><span style=\"background-color: hsl(0, 100.00%, 81.87%); opacity: 0.86\" title=\"-0.349\">o</span><span style=\"background-color: hsl(0, 100.00%, 81.87%); opacity: 0.86\" title=\"-0.349\">w</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.40%); opacity: 0.83\" title=\"0.141\">l</span><span style=\"background-color: hsl(120, 100.00%, 90.40%); opacity: 0.83\" title=\"0.141\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.40%); opacity: 0.83\" title=\"0.141\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 73.81%); opacity: 0.91\" title=\"-0.589\">l</span><span style=\"background-color: hsl(0, 100.00%, 73.81%); opacity: 0.91\" title=\"-0.589\">i</span><span style=\"background-color: hsl(0, 100.00%, 73.81%); opacity: 0.91\" title=\"-0.589\">n</span><span style=\"background-color: hsl(0, 100.00%, 73.81%); opacity: 0.91\" title=\"-0.589\">e</span><span style=\"background-color: hsl(0, 100.00%, 73.81%); opacity: 0.91\" title=\"-0.589\">s</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.46%); opacity: 0.81\" title=\"-0.048\">1</span><span style=\"background-color: hsl(0, 100.00%, 95.46%); opacity: 0.81\" title=\"-0.048\">2</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 75.93%); opacity: 0.90\" title=\"0.523\">n</span><span style=\"background-color: hsl(120, 100.00%, 75.93%); opacity: 0.90\" title=\"0.523\">n</span><span style=\"background-color: hsl(120, 100.00%, 75.93%); opacity: 0.90\" title=\"0.523\">t</span><span style=\"background-color: hsl(120, 100.00%, 75.93%); opacity: 0.90\" title=\"0.523\">p</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 87.51%); opacity: 0.84\" title=\"0.205\">p</span><span style=\"background-color: hsl(120, 100.00%, 87.51%); opacity: 0.84\" title=\"0.205\">o</span><span style=\"background-color: hsl(120, 100.00%, 87.51%); opacity: 0.84\" title=\"0.205\">s</span><span style=\"background-color: hsl(120, 100.00%, 87.51%); opacity: 0.84\" title=\"0.205\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.51%); opacity: 0.84\" title=\"0.205\">i</span><span style=\"background-color: hsl(120, 100.00%, 87.51%); opacity: 0.84\" title=\"0.205\">n</span><span style=\"background-color: hsl(120, 100.00%, 87.51%); opacity: 0.84\" title=\"0.205\">g</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 74.26%); opacity: 0.91\" title=\"0.575\">h</span><span style=\"background-color: hsl(120, 100.00%, 74.26%); opacity: 0.91\" title=\"0.575\">o</span><span style=\"background-color: hsl(120, 100.00%, 74.26%); opacity: 0.91\" title=\"0.575\">s</span><span style=\"background-color: hsl(120, 100.00%, 74.26%); opacity: 0.91\" title=\"0.575\">t</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.080\">u</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.080\">c</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.080\">s</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.080\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 92.54%); opacity: 0.82\" title=\"0.098\">e</span><span style=\"background-color: hsl(120, 100.00%, 92.54%); opacity: 0.82\" title=\"0.098\">d</span><span style=\"background-color: hsl(120, 100.00%, 92.54%); opacity: 0.82\" title=\"0.098\">u</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 86.93%); opacity: 0.84\" title=\"0.218\">a</span><span style=\"background-color: hsl(120, 100.00%, 86.93%); opacity: 0.84\" title=\"0.218\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.14%); opacity: 0.88\" title=\"0.426\">r</span><span style=\"background-color: hsl(120, 100.00%, 79.14%); opacity: 0.88\" title=\"0.426\">e</span><span style=\"background-color: hsl(120, 100.00%, 79.14%); opacity: 0.88\" title=\"0.426\">c</span><span style=\"background-color: hsl(120, 100.00%, 79.14%); opacity: 0.88\" title=\"0.426\">a</span><span style=\"background-color: hsl(120, 100.00%, 79.14%); opacity: 0.88\" title=\"0.426\">l</span><span style=\"background-color: hsl(120, 100.00%, 79.14%); opacity: 0.88\" title=\"0.426\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.79%); opacity: 0.81\" title=\"-0.075\">f</span><span style=\"background-color: hsl(0, 100.00%, 93.79%); opacity: 0.81\" title=\"-0.075\">r</span><span style=\"background-color: hsl(0, 100.00%, 93.79%); opacity: 0.81\" title=\"-0.075\">o</span><span style=\"background-color: hsl(0, 100.00%, 93.79%); opacity: 0.81\" title=\"-0.075\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.49%); opacity: 0.92\" title=\"0.666\">m</span><span style=\"background-color: hsl(120, 100.00%, 71.49%); opacity: 0.92\" title=\"0.666\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">u</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.115\">w</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.115\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.115\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.115\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">k</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">i</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">d</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">n</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">e</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">s</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">t</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">o</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">n</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">e</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.28%); opacity: 0.82\" title=\"-0.085\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.28%); opacity: 0.82\" title=\"-0.085\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.28%); opacity: 0.82\" title=\"-0.085\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.28%); opacity: 0.82\" title=\"-0.085\">r</span><span style=\"background-color: hsl(0, 100.00%, 93.28%); opacity: 0.82\" title=\"-0.085\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.65%); opacity: 0.89\" title=\"-0.470\">i</span><span style=\"background-color: hsl(0, 100.00%, 77.65%); opacity: 0.89\" title=\"-0.470\">s</span><span style=\"background-color: hsl(0, 100.00%, 77.65%); opacity: 0.89\" title=\"-0.470\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.86%); opacity: 0.81\" title=\"0.074\">a</span><span style=\"background-color: hsl(120, 100.00%, 93.86%); opacity: 0.81\" title=\"0.074\">n</span><span style=\"background-color: hsl(120, 100.00%, 93.86%); opacity: 0.81\" title=\"0.074\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">m</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">e</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">d</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">i</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">c</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">a</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">t</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">i</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">o</span><span style=\"background-color: hsl(120, 100.00%, 71.08%); opacity: 0.93\" title=\"0.679\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.74%); opacity: 0.82\" title=\"-0.134\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.74%); opacity: 0.82\" title=\"-0.134\">h</span><span style=\"background-color: hsl(0, 100.00%, 90.74%); opacity: 0.82\" title=\"-0.134\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.74%); opacity: 0.82\" title=\"-0.134\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.35%); opacity: 0.87\" title=\"0.363\">c</span><span style=\"background-color: hsl(120, 100.00%, 81.35%); opacity: 0.87\" title=\"0.363\">a</span><span style=\"background-color: hsl(120, 100.00%, 81.35%); opacity: 0.87\" title=\"0.363\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 67.77%); opacity: 0.95\" title=\"-0.793\">d</span><span style=\"background-color: hsl(0, 100.00%, 67.77%); opacity: 0.95\" title=\"-0.793\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 74.63%); opacity: 0.90\" title=\"-0.563\">a</span><span style=\"background-color: hsl(0, 100.00%, 74.63%); opacity: 0.90\" title=\"-0.563\">n</span><span style=\"background-color: hsl(0, 100.00%, 74.63%); opacity: 0.90\" title=\"-0.563\">y</span><span style=\"background-color: hsl(0, 100.00%, 74.63%); opacity: 0.90\" title=\"-0.563\">t</span><span style=\"background-color: hsl(0, 100.00%, 74.63%); opacity: 0.90\" title=\"-0.563\">h</span><span style=\"background-color: hsl(0, 100.00%, 74.63%); opacity: 0.90\" title=\"-0.563\">i</span><span style=\"background-color: hsl(0, 100.00%, 74.63%); opacity: 0.90\" title=\"-0.563\">n</span><span style=\"background-color: hsl(0, 100.00%, 74.63%); opacity: 0.90\" title=\"-0.563\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.25%); opacity: 0.84\" title=\"0.235\">a</span><span style=\"background-color: hsl(120, 100.00%, 86.25%); opacity: 0.84\" title=\"0.235\">b</span><span style=\"background-color: hsl(120, 100.00%, 86.25%); opacity: 0.84\" title=\"0.235\">o</span><span style=\"background-color: hsl(120, 100.00%, 86.25%); opacity: 0.84\" title=\"0.235\">u</span><span style=\"background-color: hsl(120, 100.00%, 86.25%); opacity: 0.84\" title=\"0.235\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.80%); opacity: 0.80\" title=\"-0.017\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.80%); opacity: 0.80\" title=\"-0.017\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.80%); opacity: 0.80\" title=\"-0.017\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.80%); opacity: 0.80\" title=\"-0.017\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.48%); opacity: 0.81\" title=\"-0.048\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.48%); opacity: 0.81\" title=\"-0.048\">x</span><span style=\"background-color: hsl(0, 100.00%, 95.48%); opacity: 0.81\" title=\"-0.048\">c</span><span style=\"background-color: hsl(0, 100.00%, 95.48%); opacity: 0.81\" title=\"-0.048\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.48%); opacity: 0.81\" title=\"-0.048\">p</span><span style=\"background-color: hsl(0, 100.00%, 95.48%); opacity: 0.81\" title=\"-0.048\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.93%); opacity: 0.80\" title=\"0.006\">r</span><span style=\"background-color: hsl(120, 100.00%, 98.93%); opacity: 0.80\" title=\"0.006\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.93%); opacity: 0.80\" title=\"0.006\">l</span><span style=\"background-color: hsl(120, 100.00%, 98.93%); opacity: 0.80\" title=\"0.006\">i</span><span style=\"background-color: hsl(120, 100.00%, 98.93%); opacity: 0.80\" title=\"0.006\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.93%); opacity: 0.80\" title=\"0.006\">v</span><span style=\"background-color: hsl(120, 100.00%, 98.93%); opacity: 0.80\" title=\"0.006\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.06%); opacity: 0.93\" title=\"0.680\">p</span><span style=\"background-color: hsl(120, 100.00%, 71.06%); opacity: 0.93\" title=\"0.680\">a</span><span style=\"background-color: hsl(120, 100.00%, 71.06%); opacity: 0.93\" title=\"0.680\">i</span><span style=\"background-color: hsl(120, 100.00%, 71.06%); opacity: 0.93\" title=\"0.680\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 84.88%); opacity: 0.85\" title=\"-0.269\">e</span><span style=\"background-color: hsl(0, 100.00%, 84.88%); opacity: 0.85\" title=\"-0.269\">i</span><span style=\"background-color: hsl(0, 100.00%, 84.88%); opacity: 0.85\" title=\"-0.269\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.88%); opacity: 0.85\" title=\"-0.269\">h</span><span style=\"background-color: hsl(0, 100.00%, 84.88%); opacity: 0.85\" title=\"-0.269\">e</span><span style=\"background-color: hsl(0, 100.00%, 84.88%); opacity: 0.85\" title=\"-0.269\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">t</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">h</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">e</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.50%); opacity: 0.83\" title=\"-0.182\">p</span><span style=\"background-color: hsl(0, 100.00%, 88.50%); opacity: 0.83\" title=\"-0.182\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.50%); opacity: 0.83\" title=\"-0.182\">s</span><span style=\"background-color: hsl(0, 100.00%, 88.50%); opacity: 0.83\" title=\"-0.182\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.20%); opacity: 0.86\" title=\"-0.313\">o</span><span style=\"background-color: hsl(0, 100.00%, 83.20%); opacity: 0.86\" title=\"-0.313\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">t</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">h</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">e</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.216\">h</span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.216\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.216\">v</span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.216\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.56%); opacity: 0.80\" title=\"-0.002\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.56%); opacity: 0.80\" title=\"-0.002\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.54%); opacity: 0.81\" title=\"0.063\">b</span><span style=\"background-color: hsl(120, 100.00%, 94.54%); opacity: 0.81\" title=\"0.063\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.045\">b</span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.045\">r</span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.045\">o</span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.045\">k</span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.045\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.045\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.011\">u</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.011\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.115\">w</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.115\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.115\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.115\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.89%); opacity: 0.87\" title=\"0.404\">s</span><span style=\"background-color: hsl(120, 100.00%, 79.89%); opacity: 0.87\" title=\"0.404\">o</span><span style=\"background-color: hsl(120, 100.00%, 79.89%); opacity: 0.87\" title=\"0.404\">u</span><span style=\"background-color: hsl(120, 100.00%, 79.89%); opacity: 0.87\" title=\"0.404\">n</span><span style=\"background-color: hsl(120, 100.00%, 79.89%); opacity: 0.87\" title=\"0.404\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.20%); opacity: 0.86\" title=\"-0.313\">o</span><span style=\"background-color: hsl(0, 100.00%, 83.20%); opacity: 0.86\" title=\"-0.313\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">t</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">h</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">e</span><span style=\"background-color: hsl(120, 100.00%, 96.39%); opacity: 0.81\" title=\"0.035\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.216\">h</span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.216\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.216\">v</span><span style=\"background-color: hsl(0, 100.00%, 87.05%); opacity: 0.84\" title=\"-0.216\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 99.56%); opacity: 0.80\" title=\"-0.002\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.56%); opacity: 0.80\" title=\"-0.002\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.54%); opacity: 0.81\" title=\"0.063\">b</span><span style=\"background-color: hsl(120, 100.00%, 94.54%); opacity: 0.81\" title=\"0.063\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.061\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.061\">x</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.061\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.061\">r</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.061\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.061\">c</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.061\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.061\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.061\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">s</span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">u</span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">r</span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">g</span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">i</span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">c</span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">l</span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">l</span><span style=\"background-color: hsl(120, 100.00%, 94.02%); opacity: 0.81\" title=\"0.071\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.312\">w</span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.312\">h</span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.312\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.312\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.18%); opacity: 0.82\" title=\"-0.125\">w</span><span style=\"background-color: hsl(0, 100.00%, 91.18%); opacity: 0.82\" title=\"-0.125\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.18%); opacity: 0.82\" title=\"-0.125\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.19%); opacity: 0.81\" title=\"-0.038\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.19%); opacity: 0.81\" title=\"-0.038\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 92.10%); opacity: 0.82\" title=\"0.106\">r</span><span style=\"background-color: hsl(120, 100.00%, 92.10%); opacity: 0.82\" title=\"0.106\">a</span><span style=\"background-color: hsl(120, 100.00%, 92.10%); opacity: 0.82\" title=\"0.106\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.23%); opacity: 0.82\" title=\"0.123\">t</span><span style=\"background-color: hsl(120, 100.00%, 91.23%); opacity: 0.82\" title=\"0.123\">e</span><span style=\"background-color: hsl(120, 100.00%, 91.23%); opacity: 0.82\" title=\"0.123\">c</span><span style=\"background-color: hsl(120, 100.00%, 91.23%); opacity: 0.82\" title=\"0.123\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.00%); opacity: 0.85\" title=\"0.292\">h</span><span style=\"background-color: hsl(120, 100.00%, 84.00%); opacity: 0.85\" title=\"0.292\">a</span><span style=\"background-color: hsl(120, 100.00%, 84.00%); opacity: 0.85\" title=\"0.292\">p</span><span style=\"background-color: hsl(120, 100.00%, 84.00%); opacity: 0.85\" title=\"0.292\">p</span><span style=\"background-color: hsl(120, 100.00%, 84.00%); opacity: 0.85\" title=\"0.292\">e</span><span style=\"background-color: hsl(120, 100.00%, 84.00%); opacity: 0.85\" title=\"0.292\">n</span><span style=\"background-color: hsl(120, 100.00%, 84.00%); opacity: 0.85\" title=\"0.292\">e</span><span style=\"background-color: hsl(120, 100.00%, 84.00%); opacity: 0.85\" title=\"0.292\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.56%); opacity: 0.80\" title=\"-0.002\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.56%); opacity: 0.80\" title=\"-0.002\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.33%); opacity: 0.82\" title=\"-0.084\">m</span><span style=\"background-color: hsl(0, 100.00%, 93.33%); opacity: 0.82\" title=\"-0.084\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.33%); opacity: 0.82\" title=\"-0.084\">n</span><span style=\"background-color: hsl(0, 100.00%, 93.33%); opacity: 0.82\" title=\"-0.084\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.33%); opacity: 0.82\" title=\"-0.084\">i</span><span style=\"background-color: hsl(0, 100.00%, 93.33%); opacity: 0.82\" title=\"-0.084\">o</span><span style=\"background-color: hsl(0, 100.00%, 93.33%); opacity: 0.82\" title=\"-0.084\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.74%); opacity: 0.82\" title=\"-0.134\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.74%); opacity: 0.82\" title=\"-0.134\">h</span><span style=\"background-color: hsl(0, 100.00%, 90.74%); opacity: 0.82\" title=\"-0.134\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.74%); opacity: 0.82\" title=\"-0.134\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.50%); opacity: 0.92\" title=\"0.665\">s</span><span style=\"background-color: hsl(120, 100.00%, 71.50%); opacity: 0.92\" title=\"0.665\">h</span><span style=\"background-color: hsl(120, 100.00%, 71.50%); opacity: 0.92\" title=\"0.665\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 73.23%); opacity: 0.91\" title=\"0.608\">h</span><span style=\"background-color: hsl(120, 100.00%, 73.23%); opacity: 0.91\" title=\"0.608\">a</span><span style=\"background-color: hsl(120, 100.00%, 73.23%); opacity: 0.91\" title=\"0.608\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">k</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">i</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">d</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">n</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">e</span><span style=\"background-color: hsl(120, 100.00%, 78.54%); opacity: 0.88\" title=\"0.444\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">s</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">t</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">o</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">n</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">e</span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.355\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.89%); opacity: 0.84\" title=\"0.219\">a</span><span style=\"background-color: hsl(120, 100.00%, 86.89%); opacity: 0.84\" title=\"0.219\">n</span><span style=\"background-color: hsl(120, 100.00%, 86.89%); opacity: 0.84\" title=\"0.219\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.101\">c</span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.101\">h</span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.101\">i</span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.101\">l</span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.101\">d</span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.101\">r</span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.101\">e</span><span style=\"background-color: hsl(0, 100.00%, 92.40%); opacity: 0.82\" title=\"-0.101\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.89%); opacity: 0.84\" title=\"0.219\">a</span><span style=\"background-color: hsl(120, 100.00%, 86.89%); opacity: 0.84\" title=\"0.219\">n</span><span style=\"background-color: hsl(120, 100.00%, 86.89%); opacity: 0.84\" title=\"0.219\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">c</span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">h</span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">i</span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">l</span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">d</span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">b</span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">i</span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">r</span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">t</span><span style=\"background-color: hsl(120, 100.00%, 99.94%); opacity: 0.80\" title=\"0.000\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.007\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.007\">u</span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.007\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.007\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.61%); opacity: 0.87\" title=\"0.356\">l</span><span style=\"background-color: hsl(120, 100.00%, 81.61%); opacity: 0.87\" title=\"0.356\">e</span><span style=\"background-color: hsl(120, 100.00%, 81.61%); opacity: 0.87\" title=\"0.356\">s</span><span style=\"background-color: hsl(120, 100.00%, 81.61%); opacity: 0.87\" title=\"0.356\">s</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.26%); opacity: 0.85\" title=\"0.285\">w</span><span style=\"background-color: hsl(120, 100.00%, 84.26%); opacity: 0.85\" title=\"0.285\">o</span><span style=\"background-color: hsl(120, 100.00%, 84.26%); opacity: 0.85\" title=\"0.285\">r</span><span style=\"background-color: hsl(120, 100.00%, 84.26%); opacity: 0.85\" title=\"0.285\">k</span><span style=\"background-color: hsl(120, 100.00%, 84.26%); opacity: 0.85\" title=\"0.285\">e</span><span style=\"background-color: hsl(120, 100.00%, 84.26%); opacity: 0.85\" title=\"0.285\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.46%); opacity: 0.81\" title=\"-0.064\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.46%); opacity: 0.81\" title=\"-0.064\">l</span><span style=\"background-color: hsl(0, 100.00%, 94.46%); opacity: 0.81\" title=\"-0.064\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.46%); opacity: 0.81\" title=\"-0.064\">h</span><span style=\"background-color: hsl(0, 100.00%, 94.46%); opacity: 0.81\" title=\"-0.064\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.46%); opacity: 0.81\" title=\"-0.064\">u</span><span style=\"background-color: hsl(0, 100.00%, 94.46%); opacity: 0.81\" title=\"-0.064\">g</span><span style=\"background-color: hsl(0, 100.00%, 94.46%); opacity: 0.81\" title=\"-0.064\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.07%); opacity: 0.81\" title=\"-0.071\">n</span><span style=\"background-color: hsl(0, 100.00%, 94.07%); opacity: 0.81\" title=\"-0.071\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.07%); opacity: 0.81\" title=\"-0.071\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.07%); opacity: 0.81\" title=\"-0.071\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.07%); opacity: 0.81\" title=\"-0.071\">l</span><span style=\"background-color: hsl(0, 100.00%, 94.07%); opacity: 0.81\" title=\"-0.071\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.68%); opacity: 0.88\" title=\"-0.440\">g</span><span style=\"background-color: hsl(0, 100.00%, 78.68%); opacity: 0.88\" title=\"-0.440\">o</span><span style=\"background-color: hsl(0, 100.00%, 78.68%); opacity: 0.88\" title=\"-0.440\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.80%); opacity: 0.80\" title=\"0.007\">o</span><span style=\"background-color: hsl(120, 100.00%, 98.80%); opacity: 0.80\" title=\"0.007\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.49%); opacity: 0.92\" title=\"0.666\">m</span><span style=\"background-color: hsl(120, 100.00%, 71.49%); opacity: 0.92\" title=\"0.666\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.96%); opacity: 0.83\" title=\"-0.172\">w</span><span style=\"background-color: hsl(0, 100.00%, 88.96%); opacity: 0.83\" title=\"-0.172\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.96%); opacity: 0.83\" title=\"-0.172\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.02%); opacity: 0.81\" title=\"-0.072\">h</span><span style=\"background-color: hsl(0, 100.00%, 94.02%); opacity: 0.81\" title=\"-0.072\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.02%); opacity: 0.81\" title=\"-0.072\">m</span><span style=\"background-color: hsl(0, 100.00%, 94.02%); opacity: 0.81\" title=\"-0.072\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.312\">w</span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.312\">h</span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.312\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.24%); opacity: 0.86\" title=\"0.312\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 98.55%); opacity: 0.80\" title=\"0.009\">a</span><span style=\"background-color: hsl(120, 100.00%, 98.55%); opacity: 0.80\" title=\"0.009\">l</span><span style=\"background-color: hsl(120, 100.00%, 98.55%); opacity: 0.80\" title=\"0.009\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.14%); opacity: 0.84\" title=\"-0.213\">o</span><span style=\"background-color: hsl(0, 100.00%, 87.14%); opacity: 0.84\" title=\"-0.213\">v</span><span style=\"background-color: hsl(0, 100.00%, 87.14%); opacity: 0.84\" title=\"-0.213\">e</span><span style=\"background-color: hsl(0, 100.00%, 87.14%); opacity: 0.84\" title=\"-0.213\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.13%); opacity: 0.80\" title=\"-0.005\">p</span><span style=\"background-color: hsl(0, 100.00%, 99.13%); opacity: 0.80\" title=\"-0.005\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.13%); opacity: 0.80\" title=\"-0.005\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.13%); opacity: 0.80\" title=\"-0.005\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.13%); opacity: 0.80\" title=\"-0.005\">c</span><span style=\"background-color: hsl(0, 100.00%, 99.13%); opacity: 0.80\" title=\"-0.005\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.21%); opacity: 0.81\" title=\"0.052\">c</span><span style=\"background-color: hsl(120, 100.00%, 95.21%); opacity: 0.81\" title=\"0.052\">a</span><span style=\"background-color: hsl(120, 100.00%, 95.21%); opacity: 0.81\" title=\"0.052\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">k</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.59%); opacity: 0.84\" title=\"0.227\">j</span><span style=\"background-color: hsl(120, 100.00%, 86.59%); opacity: 0.84\" title=\"0.227\">u</span><span style=\"background-color: hsl(120, 100.00%, 86.59%); opacity: 0.84\" title=\"0.227\">s</span><span style=\"background-color: hsl(120, 100.00%, 86.59%); opacity: 0.84\" title=\"0.227\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.081\">o</span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.081\">u</span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.081\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.081\">s</span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.081\">i</span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.081\">d</span><span style=\"background-color: hsl(120, 100.00%, 93.45%); opacity: 0.82\" title=\"0.081\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.81%); opacity: 0.83\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.48%); opacity: 0.81\" title=\"-0.081\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.48%); opacity: 0.81\" title=\"-0.081\">r</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\t</span><span style=\"opacity: 0.80\">-</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">b</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">r</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">i</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">a</span><span style=\"background-color: hsl(120, 100.00%, 91.37%); opacity: 0.82\" title=\"0.121\">n</span><span style=\"opacity: 0.80\">\n",
"</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=soc.religion.christian\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.001</b>, score <b>-7.157</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 98.00%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.258\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\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",
" -6.899\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",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.171\">f</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.171\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.171\">o</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.171\">m</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">b</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">n</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.058\">u</span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.058\">c</span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.058\">s</span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.058\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.270\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.270\">d</span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.270\">u</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">(</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">b</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">k</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">)</span><span style=\"opacity: 0.80\">\n",
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"</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">o</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">r</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">g</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">a</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">n</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">i</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">z</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">a</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">t</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">i</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">o</span><span style=\"background-color: hsl(0, 100.00%, 83.61%); opacity: 0.86\" title=\"-0.347\">n</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">-</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.48%); opacity: 0.80\" title=\"0.012\">o</span><span style=\"background-color: hsl(120, 100.00%, 98.48%); opacity: 0.80\" title=\"0.012\">f</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.68%); opacity: 0.80\" title=\"0.021\">n</span><span style=\"background-color: hsl(120, 100.00%, 97.68%); opacity: 0.80\" title=\"0.021\">o</span><span style=\"background-color: hsl(120, 100.00%, 97.68%); opacity: 0.80\" title=\"0.021\">w</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.09%); opacity: 0.82\" title=\"-0.101\">l</span><span style=\"background-color: hsl(0, 100.00%, 93.09%); opacity: 0.82\" title=\"-0.101\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.09%); opacity: 0.82\" title=\"-0.101\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.164\">l</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.164\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.164\">n</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.164\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.164\">s</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.30%); opacity: 0.83\" title=\"-0.164\">1</span><span style=\"background-color: hsl(0, 100.00%, 90.30%); opacity: 0.83\" title=\"-0.164\">2</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 61.39%); opacity: 0.99\" title=\"-1.181\">n</span><span style=\"background-color: hsl(0, 100.00%, 61.39%); opacity: 0.99\" title=\"-1.181\">n</span><span style=\"background-color: hsl(0, 100.00%, 61.39%); opacity: 0.99\" title=\"-1.181\">t</span><span style=\"background-color: hsl(0, 100.00%, 61.39%); opacity: 0.99\" title=\"-1.181\">p</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 68.24%); opacity: 0.94\" title=\"-0.894\">p</span><span style=\"background-color: hsl(0, 100.00%, 68.24%); opacity: 0.94\" title=\"-0.894\">o</span><span style=\"background-color: hsl(0, 100.00%, 68.24%); opacity: 0.94\" title=\"-0.894\">s</span><span style=\"background-color: hsl(0, 100.00%, 68.24%); opacity: 0.94\" title=\"-0.894\">t</span><span style=\"background-color: hsl(0, 100.00%, 68.24%); opacity: 0.94\" title=\"-0.894\">i</span><span style=\"background-color: hsl(0, 100.00%, 68.24%); opacity: 0.94\" title=\"-0.894\">n</span><span style=\"background-color: hsl(0, 100.00%, 68.24%); opacity: 0.94\" title=\"-0.894\">g</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-1.243\">h</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-1.243\">o</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-1.243\">s</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-1.243\">t</span><span style=\"opacity: 0.80\">:</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.058\">u</span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.058\">c</span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.058\">s</span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.058\">d</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.270\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.270\">d</span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.270\">u</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 91.95%); opacity: 0.82\" title=\"0.126\">a</span><span style=\"background-color: hsl(120, 100.00%, 91.95%); opacity: 0.82\" title=\"0.126\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.41%); opacity: 0.82\" title=\"-0.116\">r</span><span style=\"background-color: hsl(0, 100.00%, 92.41%); opacity: 0.82\" title=\"-0.116\">e</span><span style=\"background-color: hsl(0, 100.00%, 92.41%); opacity: 0.82\" title=\"-0.116\">c</span><span style=\"background-color: hsl(0, 100.00%, 92.41%); opacity: 0.82\" title=\"-0.116\">a</span><span style=\"background-color: hsl(0, 100.00%, 92.41%); opacity: 0.82\" title=\"-0.116\">l</span><span style=\"background-color: hsl(0, 100.00%, 92.41%); opacity: 0.82\" title=\"-0.116\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.171\">f</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.171\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.171\">o</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.171\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.14%); opacity: 0.81\" title=\"0.080\">m</span><span style=\"background-color: hsl(120, 100.00%, 94.14%); opacity: 0.81\" title=\"0.080\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.96%); opacity: 0.80\" title=\"-0.000\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.96%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.96%); opacity: 0.80\" title=\"-0.000\">u</span><span style=\"background-color: hsl(0, 100.00%, 99.96%); opacity: 0.80\" title=\"-0.000\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.57%); opacity: 0.80\" title=\"-0.011\">w</span><span style=\"background-color: hsl(0, 100.00%, 98.57%); opacity: 0.80\" title=\"-0.011\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.57%); opacity: 0.80\" title=\"-0.011\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.57%); opacity: 0.80\" title=\"-0.011\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">k</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">i</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">d</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">n</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.39%); opacity: 0.80\" title=\"-0.025\">s</span><span style=\"background-color: hsl(0, 100.00%, 97.39%); opacity: 0.80\" title=\"-0.025\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.39%); opacity: 0.80\" title=\"-0.025\">o</span><span style=\"background-color: hsl(0, 100.00%, 97.39%); opacity: 0.80\" title=\"-0.025\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.39%); opacity: 0.80\" title=\"-0.025\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.39%); opacity: 0.80\" title=\"-0.025\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.40%); opacity: 0.83\" title=\"-0.212\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.40%); opacity: 0.83\" title=\"-0.212\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.40%); opacity: 0.83\" title=\"-0.212\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.40%); opacity: 0.83\" title=\"-0.212\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.40%); opacity: 0.83\" title=\"-0.212\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.65%); opacity: 0.81\" title=\"0.036\">i</span><span style=\"background-color: hsl(120, 100.00%, 96.65%); opacity: 0.81\" title=\"0.036\">s</span><span style=\"background-color: hsl(120, 100.00%, 96.65%); opacity: 0.81\" title=\"0.036\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.87%); opacity: 0.81\" title=\"-0.085\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.87%); opacity: 0.81\" title=\"-0.085\">n</span><span style=\"background-color: hsl(0, 100.00%, 93.87%); opacity: 0.81\" title=\"-0.085\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">m</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">d</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">c</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">o</span><span style=\"background-color: hsl(0, 100.00%, 91.68%); opacity: 0.82\" title=\"-0.132\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.078\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.078\">h</span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.078\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.078\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.85%); opacity: 0.85\" title=\"-0.310\">c</span><span style=\"background-color: hsl(0, 100.00%, 84.85%); opacity: 0.85\" title=\"-0.310\">a</span><span style=\"background-color: hsl(0, 100.00%, 84.85%); opacity: 0.85\" title=\"-0.310\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.188\">d</span><span style=\"background-color: hsl(120, 100.00%, 89.34%); opacity: 0.83\" title=\"0.188\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.005\">a</span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.005\">n</span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.005\">y</span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.005\">t</span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.005\">h</span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.005\">i</span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.005\">n</span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.005\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.99%); opacity: 0.80\" title=\"-0.007\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.99%); opacity: 0.80\" title=\"-0.007\">b</span><span style=\"background-color: hsl(0, 100.00%, 98.99%); opacity: 0.80\" title=\"-0.007\">o</span><span style=\"background-color: hsl(0, 100.00%, 98.99%); opacity: 0.80\" title=\"-0.007\">u</span><span style=\"background-color: hsl(0, 100.00%, 98.99%); opacity: 0.80\" title=\"-0.007\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.20%); opacity: 0.80\" title=\"-0.005\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.20%); opacity: 0.80\" title=\"-0.005\">h</span><span style=\"background-color: hsl(0, 100.00%, 99.20%); opacity: 0.80\" title=\"-0.005\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.20%); opacity: 0.80\" title=\"-0.005\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.48%); opacity: 0.80\" title=\"0.012\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.48%); opacity: 0.80\" title=\"0.012\">x</span><span style=\"background-color: hsl(120, 100.00%, 98.48%); opacity: 0.80\" title=\"0.012\">c</span><span style=\"background-color: hsl(120, 100.00%, 98.48%); opacity: 0.80\" title=\"0.012\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.48%); opacity: 0.80\" title=\"0.012\">p</span><span style=\"background-color: hsl(120, 100.00%, 98.48%); opacity: 0.80\" title=\"0.012\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.76%); opacity: 0.80\" title=\"-0.009\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.76%); opacity: 0.80\" title=\"-0.009\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.76%); opacity: 0.80\" title=\"-0.009\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.76%); opacity: 0.80\" title=\"-0.009\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.76%); opacity: 0.80\" title=\"-0.009\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.76%); opacity: 0.80\" title=\"-0.009\">v</span><span style=\"background-color: hsl(0, 100.00%, 98.76%); opacity: 0.80\" title=\"-0.009\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.36%); opacity: 0.81\" title=\"-0.057\">p</span><span style=\"background-color: hsl(0, 100.00%, 95.36%); opacity: 0.81\" title=\"-0.057\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.36%); opacity: 0.81\" title=\"-0.057\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.36%); opacity: 0.81\" title=\"-0.057\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 97.85%); opacity: 0.80\" title=\"-0.019\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.85%); opacity: 0.80\" title=\"-0.019\">i</span><span style=\"background-color: hsl(0, 100.00%, 97.85%); opacity: 0.80\" title=\"-0.019\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.85%); opacity: 0.80\" title=\"-0.019\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.85%); opacity: 0.80\" title=\"-0.019\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.85%); opacity: 0.80\" title=\"-0.019\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">h</span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">e</span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.26%); opacity: 0.81\" title=\"0.042\">p</span><span style=\"background-color: hsl(120, 100.00%, 96.26%); opacity: 0.81\" title=\"0.042\">a</span><span style=\"background-color: hsl(120, 100.00%, 96.26%); opacity: 0.81\" title=\"0.042\">s</span><span style=\"background-color: hsl(120, 100.00%, 96.26%); opacity: 0.81\" title=\"0.042\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.99%); opacity: 0.83\" title=\"-0.197\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.99%); opacity: 0.83\" title=\"-0.197\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">h</span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">e</span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">v</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.74%); opacity: 0.81\" title=\"0.051\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.74%); opacity: 0.81\" title=\"0.051\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.43%); opacity: 0.80\" title=\"-0.003\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.43%); opacity: 0.80\" title=\"-0.003\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.05%); opacity: 0.81\" title=\"0.063\">b</span><span style=\"background-color: hsl(120, 100.00%, 95.05%); opacity: 0.81\" title=\"0.063\">r</span><span style=\"background-color: hsl(120, 100.00%, 95.05%); opacity: 0.81\" title=\"0.063\">o</span><span style=\"background-color: hsl(120, 100.00%, 95.05%); opacity: 0.81\" title=\"0.063\">k</span><span style=\"background-color: hsl(120, 100.00%, 95.05%); opacity: 0.81\" title=\"0.063\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.05%); opacity: 0.81\" title=\"0.063\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.209\">u</span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.209\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.57%); opacity: 0.80\" title=\"-0.011\">w</span><span style=\"background-color: hsl(0, 100.00%, 98.57%); opacity: 0.80\" title=\"-0.011\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.57%); opacity: 0.80\" title=\"-0.011\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.57%); opacity: 0.80\" title=\"-0.011\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.67%); opacity: 0.80\" title=\"-0.021\">s</span><span style=\"background-color: hsl(0, 100.00%, 97.67%); opacity: 0.80\" title=\"-0.021\">o</span><span style=\"background-color: hsl(0, 100.00%, 97.67%); opacity: 0.80\" title=\"-0.021\">u</span><span style=\"background-color: hsl(0, 100.00%, 97.67%); opacity: 0.80\" title=\"-0.021\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.67%); opacity: 0.80\" title=\"-0.021\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.99%); opacity: 0.83\" title=\"-0.197\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.99%); opacity: 0.83\" title=\"-0.197\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">h</span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">e</span><span style=\"background-color: hsl(120, 100.00%, 90.28%); opacity: 0.83\" title=\"0.165\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">v</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 95.74%); opacity: 0.81\" title=\"0.051\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.74%); opacity: 0.81\" title=\"0.051\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.43%); opacity: 0.80\" title=\"-0.003\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.43%); opacity: 0.80\" title=\"-0.003\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.003\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.003\">x</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.003\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.003\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.003\">a</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.003\">c</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.003\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.003\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.003\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">s</span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">u</span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">g</span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">c</span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">a</span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.16%); opacity: 0.80\" title=\"-0.005\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 97.97%); opacity: 0.80\" title=\"0.018\">w</span><span style=\"background-color: hsl(120, 100.00%, 97.97%); opacity: 0.80\" title=\"0.018\">h</span><span style=\"background-color: hsl(120, 100.00%, 97.97%); opacity: 0.80\" title=\"0.018\">e</span><span style=\"background-color: hsl(120, 100.00%, 97.97%); opacity: 0.80\" title=\"0.018\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.78%); opacity: 0.81\" title=\"0.034\">w</span><span style=\"background-color: hsl(120, 100.00%, 96.78%); opacity: 0.81\" title=\"0.034\">a</span><span style=\"background-color: hsl(120, 100.00%, 96.78%); opacity: 0.81\" title=\"0.034\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.98%); opacity: 0.81\" title=\"0.047\">i</span><span style=\"background-color: hsl(120, 100.00%, 95.98%); opacity: 0.81\" title=\"0.047\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 89.70%); opacity: 0.83\" title=\"-0.179\">r</span><span style=\"background-color: hsl(0, 100.00%, 89.70%); opacity: 0.83\" title=\"-0.179\">a</span><span style=\"background-color: hsl(0, 100.00%, 89.70%); opacity: 0.83\" title=\"-0.179\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.02%); opacity: 0.82\" title=\"-0.124\">t</span><span style=\"background-color: hsl(0, 100.00%, 92.02%); opacity: 0.82\" title=\"-0.124\">e</span><span style=\"background-color: hsl(0, 100.00%, 92.02%); opacity: 0.82\" title=\"-0.124\">c</span><span style=\"background-color: hsl(0, 100.00%, 92.02%); opacity: 0.82\" title=\"-0.124\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">p</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">p</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.82%); opacity: 0.80\" title=\"-0.019\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.74%); opacity: 0.81\" title=\"0.051\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.74%); opacity: 0.81\" title=\"0.051\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.082\">m</span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.082\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.082\">n</span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.082\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.082\">i</span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.082\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.082\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.078\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.078\">h</span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.078\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.078\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.74%); opacity: 0.82\" title=\"-0.109\">s</span><span style=\"background-color: hsl(0, 100.00%, 92.74%); opacity: 0.82\" title=\"-0.109\">h</span><span style=\"background-color: hsl(0, 100.00%, 92.74%); opacity: 0.82\" title=\"-0.109\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.49%); opacity: 0.82\" title=\"-0.114\">h</span><span style=\"background-color: hsl(0, 100.00%, 92.49%); opacity: 0.82\" title=\"-0.114\">a</span><span style=\"background-color: hsl(0, 100.00%, 92.49%); opacity: 0.82\" title=\"-0.114\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">k</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">i</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">d</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">n</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.98%); opacity: 0.81\" title=\"-0.064\">y</span><span style=\"opacity: 0.80\">\n",
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"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">d</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">m</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.85%); opacity: 0.80\" title=\"-0.000\">w</span><span style=\"background-color: hsl(0, 100.00%, 99.85%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.85%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.85%); opacity: 0.80\" title=\"-0.000\">k</span><span style=\"background-color: hsl(0, 100.00%, 99.85%); opacity: 0.80\" title=\"-0.000\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.85%); opacity: 0.80\" title=\"-0.000\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.42%); opacity: 0.81\" title=\"0.074\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.42%); opacity: 0.81\" title=\"0.074\">l</span><span style=\"background-color: hsl(120, 100.00%, 94.42%); opacity: 0.81\" title=\"0.074\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.42%); opacity: 0.81\" title=\"0.074\">h</span><span style=\"background-color: hsl(120, 100.00%, 94.42%); opacity: 0.81\" title=\"0.074\">o</span><span style=\"background-color: hsl(120, 100.00%, 94.42%); opacity: 0.81\" title=\"0.074\">u</span><span style=\"background-color: hsl(120, 100.00%, 94.42%); opacity: 0.81\" title=\"0.074\">g</span><span style=\"background-color: hsl(120, 100.00%, 94.42%); opacity: 0.81\" title=\"0.074\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.51%); opacity: 0.80\" title=\"-0.011\">n</span><span style=\"background-color: hsl(0, 100.00%, 98.51%); opacity: 0.80\" title=\"-0.011\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.51%); opacity: 0.80\" title=\"-0.011\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.51%); opacity: 0.80\" title=\"-0.011\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.51%); opacity: 0.80\" title=\"-0.011\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.51%); opacity: 0.80\" title=\"-0.011\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.61%); opacity: 0.81\" title=\"0.053\">g</span><span style=\"background-color: hsl(120, 100.00%, 95.61%); opacity: 0.81\" title=\"0.053\">o</span><span style=\"background-color: hsl(120, 100.00%, 95.61%); opacity: 0.81\" title=\"0.053\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.11%); opacity: 0.84\" title=\"-0.246\">o</span><span style=\"background-color: hsl(0, 100.00%, 87.11%); opacity: 0.84\" title=\"-0.246\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.14%); opacity: 0.81\" title=\"0.080\">m</span><span style=\"background-color: hsl(120, 100.00%, 94.14%); opacity: 0.81\" title=\"0.080\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.82%); opacity: 0.81\" title=\"0.033\">w</span><span style=\"background-color: hsl(120, 100.00%, 96.82%); opacity: 0.81\" title=\"0.033\">a</span><span style=\"background-color: hsl(120, 100.00%, 96.82%); opacity: 0.81\" title=\"0.033\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.96%); opacity: 0.80\" title=\"-0.018\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.96%); opacity: 0.80\" title=\"-0.018\">o</span><span style=\"background-color: hsl(0, 100.00%, 97.96%); opacity: 0.80\" title=\"-0.018\">m</span><span style=\"background-color: hsl(0, 100.00%, 97.96%); opacity: 0.80\" title=\"-0.018\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.97%); opacity: 0.80\" title=\"0.018\">w</span><span style=\"background-color: hsl(120, 100.00%, 97.97%); opacity: 0.80\" title=\"0.018\">h</span><span style=\"background-color: hsl(120, 100.00%, 97.97%); opacity: 0.80\" title=\"0.018\">e</span><span style=\"background-color: hsl(120, 100.00%, 97.97%); opacity: 0.80\" title=\"0.018\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 86.85%); opacity: 0.84\" title=\"-0.254\">a</span><span style=\"background-color: hsl(0, 100.00%, 86.85%); opacity: 0.84\" title=\"-0.254\">l</span><span style=\"background-color: hsl(0, 100.00%, 86.85%); opacity: 0.84\" title=\"-0.254\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.70%); opacity: 0.81\" title=\"-0.069\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.70%); opacity: 0.81\" title=\"-0.069\">v</span><span style=\"background-color: hsl(0, 100.00%, 94.70%); opacity: 0.81\" title=\"-0.069\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.70%); opacity: 0.81\" title=\"-0.069\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.020\">p</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.020\">o</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.020\">l</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.020\">i</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.020\">c</span><span style=\"background-color: hsl(0, 100.00%, 97.77%); opacity: 0.80\" title=\"-0.020\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.38%); opacity: 0.80\" title=\"-0.025\">c</span><span style=\"background-color: hsl(0, 100.00%, 97.38%); opacity: 0.80\" title=\"-0.025\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.38%); opacity: 0.80\" title=\"-0.025\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">k</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.139\">j</span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.139\">u</span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.139\">s</span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.139\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.008\">o</span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.008\">u</span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.008\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.008\">s</span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.008\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.008\">d</span><span style=\"background-color: hsl(0, 100.00%, 98.84%); opacity: 0.80\" title=\"-0.008\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.063\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.017\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.017\">r</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\t</span><span style=\"opacity: 0.80\">-</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">b</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.168\">n</span><span style=\"opacity: 0.80\">\n",
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"text/plain": [
"Explanation(estimator=\"LogisticRegressionCV(Cs=10, class_weight=None, cv=None, dual=False,\\n fit_intercept=True, intercept_scaling=1.0, max_iter=100,\\n multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\\n refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0)\", description=None, error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='alt.atheism', feature_weights=FeatureWeights(pos=[FeatureWeight(feature='brian', weight=3.1344667693177488, std=None), FeatureWeight(feature='12', weight=1.1558717762730575, std=None), FeatureWeight(feature='edu', weight=1.1194270769521071, std=None), FeatureWeight(feature='all', weight=0.77181474427645325, std=None), FeatureWeight(feature='up', weight=0.75914142519639949, std=None), FeatureWeight(feature='or', weight=0.66693057179928605, std=None), FeatureWeight(feature='lines', weight=0.62404632697766727, std=None), FeatureWeight(feature='isn', weight=0.56501878647597881, std=None), 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-0.075646386083922906), ('there', [(218, 223)], -0.21192293590880648), ('isn', [(224, 227)], 0.03600807179894517), ('any', [(230, 233)], -0.085169629333552238), ('medication', [(234, 244)], -0.13197782261974483), ('that', [(245, 249)], 0.15650556165251647), ('can', [(250, 253)], -0.31033560031523882), ('do', [(254, 256)], 0.18781717438515369), ('anything', [(257, 265)], 0.0048320907070964992), ('about', [(266, 271)], -0.0065012200137827252), ('them', [(272, 276)], -0.0046845540422726208), ('except', [(277, 283)], 0.011630009458276984), ('relieve', [(284, 291)], -0.0087282670282595124), ('the', [(292, 295)], 0.44109531704336391), ('pain', [(296, 300)], -0.057197091126674142), ('either', [(303, 309)], -0.019044324181918999), ('they', [(310, 314)], 0.49438713671741624), ('pass', [(315, 319)], 0.042093241006977235), ('or', [(321, 323)], -0.39350254595118445), ('they', [(324, 328)], 0.49438713671741624), ('have', [(329, 333)], -0.038830162209283106), ('to', [(334, 336)], 0.15188179518437431), ('be', [(337, 339)], -0.0056974098634137004), ('broken', [(340, 346)], 0.062788433568010629), ('up', [(347, 349)], -0.20879294785536986), ('with', [(350, 354)], -0.021330189134930698), ('sound', [(355, 360)], -0.021371032438698655), ('or', [(362, 364)], -0.39350254595118445), ('they', [(365, 369)], 0.49438713671741624), ('have', [(370, 374)], -0.038830162209283106), ('to', [(375, 377)], 0.15188179518437431), ('be', [(378, 380)], -0.0056974098634137004), ('extracted', [(381, 390)], -0.002700809431627219), ('surgically', [(391, 401)], -0.0049543185055206706), ('when', [(404, 408)], 0.03526701840383703), ('was', [(411, 414)], 0.033928763827873167), ('in', [(415, 417)], 0.04658948751190236), ('the', [(419, 422)], 0.44109531704336391), ('ray', [(425, 428)], -0.17886740152904218), ('tech', [(429, 433)], -0.12416834423997523), ('happened', [(434, 442)], -0.019495027888158486), ('to', [(443, 445)], 0.15188179518437431), ('mention', [(446, 453)], -0.082388914465700958), ('that', [(454, 458)], 0.15650556165251647), ('she', [(459, 462)], -0.10854900582243371), ('had', [(465, 468)], -0.11393957594104179), ('kidney', [(469, 475)], -0.19203664632042322), ('stones', [(476, 482)], -0.075646386083922906), ('and', [(483, 486)], -0.077971827636186639), ('children', [(487, 495)], 0.12593338547145), ('and', [(497, 500)], -0.077971827636186639), ('the', [(501, 504)], 0.44109531704336391), ('childbirth', [(505, 515)], -6.8062945485618536e-05), ('hurt', [(516, 520)], 0.0476396741857276), ('less', [(521, 525)], -0.034969553810500306), ('demerol', [(528, 535)], -6.8317335847378894e-06), ('worked', [(536, 542)], -0.00042449946581058607), ('although', [(544, 552)], 0.074483458254672383), ('nearly', [(555, 561)], -0.011275825158430671), ('got', [(562, 565)], 0.052892872406611287), ('on', [(575, 577)], -0.24637010063089959), ('my', [(578, 580)], 0.1599896021339314), ('way', [(581, 584)], 0.033321461671081368), ('home', [(585, 589)], -0.017755599697879865), ('when', [(590, 594)], 0.03526701840383703), ('all', [(604, 607)], -0.25367482109321376), ('over', [(608, 612)], -0.069254991280265132), ('the', [(613, 616)], 0.44109531704336391), ('police', [(617, 623)], -0.020064953793109977), ('car', [(624, 627)], -0.025308792306581507), ('just', [(635, 639)], 0.13911092247900181), ('outside', [(640, 647)], -0.0079172538127047203), ('the', [(648, 651)], 0.44109531704336391), ('er', [(652, 654)], -0.017298711211094196), ('brian', [(659, 664)], -0.50507768216236593)], other=FeatureWeights(pos=[], neg=[FeatureWeight(feature=<FormattedFeatureName 'Highlighted in text (sum)'>, weight=-6.8991563725406806, std=None), FeatureWeight(feature='<BIAS>', weight=-0.25778912659749303, std=None)], pos_remaining=0, neg_remaining=0)))], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eli5.explain_prediction(clf, twenty_test.data[0], vec=vec, target_names=twenty_test.target_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aha, so classifier learned some non-interesting stuff indeed, e.g. it remembered parts of email addresses. We should probably clean the data first to make it more interesting, instead of trying other classification approaches. \n",
"\n",
"In practice we'd have to do cleaning yourselves; in this example 20 newsgroups dataset provides an option to remove footers and headers from the messages. Nice. Let's clean up the data and re-train a classifier."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"twenty_train = fetch_20newsgroups(\n",
" subset='train',\n",
" categories=categories,\n",
" shuffle=True,\n",
" random_state=42,\n",
" remove=['headers', 'footers'],\n",
")\n",
"twenty_test = fetch_20newsgroups(\n",
" subset='test',\n",
" categories=categories,\n",
" shuffle=True,\n",
" random_state=42,\n",
" remove=['headers', 'footers'],\n",
")\n",
"\n",
"vec = CountVectorizer()\n",
"clf = LogisticRegressionCV()\n",
"pipe = make_pipeline(vec, clf)\n",
"pipe.fit(twenty_train.data, twenty_train.target);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We just made the task harder and more realistic; as expected, quality drops:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" alt.atheism 0.83 0.78 0.80 319\n",
" comp.graphics 0.82 0.96 0.88 389\n",
" sci.med 0.89 0.80 0.84 396\n",
"soc.religion.christian 0.88 0.86 0.87 398\n",
"\n",
" avg / total 0.85 0.85 0.85 1502\n",
"\n",
"accuracy: 0.852197070573\n"
]
}
],
"source": [
"print_report(pipe)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, how's the updated classifier?"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
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opacity: 0.81\" title=\"-0.012\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.012\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.012\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.72%); opacity: 0.90\" title=\"-0.153\">p</span><span style=\"background-color: hsl(0, 100.00%, 75.72%); opacity: 0.90\" title=\"-0.153\">a</span><span style=\"background-color: hsl(0, 100.00%, 75.72%); opacity: 0.90\" title=\"-0.153\">i</span><span style=\"background-color: hsl(0, 100.00%, 75.72%); opacity: 0.90\" title=\"-0.153\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 89.33%); opacity: 0.83\" title=\"0.047\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.33%); opacity: 0.83\" title=\"0.047\">i</span><span style=\"background-color: hsl(120, 100.00%, 89.33%); opacity: 0.83\" title=\"0.047\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.33%); opacity: 0.83\" title=\"0.047\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.33%); opacity: 0.83\" title=\"0.047\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.33%); opacity: 0.83\" title=\"0.047\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">t</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">h</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.32%); opacity: 0.81\" title=\"0.019\">p</span><span style=\"background-color: hsl(120, 100.00%, 94.32%); opacity: 0.81\" title=\"0.019\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.32%); opacity: 0.81\" title=\"0.019\">s</span><span style=\"background-color: hsl(120, 100.00%, 94.32%); opacity: 0.81\" title=\"0.019\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.37%); opacity: 0.83\" title=\"0.053\">o</span><span style=\"background-color: hsl(120, 100.00%, 88.37%); opacity: 0.83\" title=\"0.053\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">t</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">h</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.051\">h</span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.051\">a</span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.051\">v</span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.051\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.83%); opacity: 0.86\" title=\"-0.093\">t</span><span style=\"background-color: hsl(0, 100.00%, 82.83%); opacity: 0.86\" title=\"-0.093\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.73%); opacity: 0.81\" title=\"-0.009\">b</span><span style=\"background-color: hsl(0, 100.00%, 96.73%); opacity: 0.81\" title=\"-0.009\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.16%); opacity: 0.81\" title=\"0.015\">b</span><span style=\"background-color: hsl(120, 100.00%, 95.16%); opacity: 0.81\" title=\"0.015\">r</span><span style=\"background-color: hsl(120, 100.00%, 95.16%); opacity: 0.81\" title=\"0.015\">o</span><span style=\"background-color: hsl(120, 100.00%, 95.16%); opacity: 0.81\" title=\"0.015\">k</span><span style=\"background-color: hsl(120, 100.00%, 95.16%); opacity: 0.81\" title=\"0.015\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.16%); opacity: 0.81\" title=\"0.015\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 68.63%); opacity: 0.94\" title=\"0.220\">u</span><span style=\"background-color: hsl(120, 100.00%, 68.63%); opacity: 0.94\" title=\"0.220\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 63.01%); opacity: 0.98\" title=\"-0.279\">w</span><span style=\"background-color: hsl(0, 100.00%, 63.01%); opacity: 0.98\" title=\"-0.279\">i</span><span style=\"background-color: hsl(0, 100.00%, 63.01%); opacity: 0.98\" title=\"-0.279\">t</span><span style=\"background-color: hsl(0, 100.00%, 63.01%); opacity: 0.98\" title=\"-0.279\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.49%); opacity: 0.88\" title=\"-0.120\">s</span><span style=\"background-color: hsl(0, 100.00%, 79.49%); opacity: 0.88\" title=\"-0.120\">o</span><span style=\"background-color: hsl(0, 100.00%, 79.49%); opacity: 0.88\" title=\"-0.120\">u</span><span style=\"background-color: hsl(0, 100.00%, 79.49%); opacity: 0.88\" title=\"-0.120\">n</span><span style=\"background-color: hsl(0, 100.00%, 79.49%); opacity: 0.88\" title=\"-0.120\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.37%); opacity: 0.83\" title=\"0.053\">o</span><span style=\"background-color: hsl(120, 100.00%, 88.37%); opacity: 0.83\" title=\"0.053\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">t</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">h</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.17%); opacity: 0.86\" title=\"-0.091\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.051\">h</span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.051\">a</span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.051\">v</span><span style=\"background-color: hsl(120, 100.00%, 88.78%); opacity: 0.83\" title=\"0.051\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 82.83%); opacity: 0.86\" title=\"-0.093\">t</span><span style=\"background-color: hsl(0, 100.00%, 82.83%); opacity: 0.86\" title=\"-0.093\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.73%); opacity: 0.81\" title=\"-0.009\">b</span><span style=\"background-color: hsl(0, 100.00%, 96.73%); opacity: 0.81\" title=\"-0.009\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.012\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.012\">x</span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.012\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.012\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.012\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.012\">c</span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.012\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.012\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.012\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">s</span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">u</span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">g</span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">c</span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.002\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 64.61%); opacity: 0.97\" title=\"-0.262\">w</span><span style=\"background-color: hsl(0, 100.00%, 64.61%); opacity: 0.97\" title=\"-0.262\">h</span><span style=\"background-color: hsl(0, 100.00%, 64.61%); opacity: 0.97\" title=\"-0.262\">e</span><span style=\"background-color: hsl(0, 100.00%, 64.61%); opacity: 0.97\" title=\"-0.262\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.11%); opacity: 0.80\" title=\"0.007\">w</span><span style=\"background-color: hsl(120, 100.00%, 97.11%); opacity: 0.80\" title=\"0.007\">a</span><span style=\"background-color: hsl(120, 100.00%, 97.11%); opacity: 0.80\" title=\"0.007\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.93%); opacity: 0.88\" title=\"-0.125\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.93%); opacity: 0.88\" title=\"-0.125\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.012\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.012\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.012\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 96.71%); opacity: 0.81\" title=\"0.009\">r</span><span style=\"background-color: hsl(120, 100.00%, 96.71%); opacity: 0.81\" title=\"0.009\">a</span><span style=\"background-color: hsl(120, 100.00%, 96.71%); opacity: 0.81\" title=\"0.009\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.69%); opacity: 0.84\" title=\"-0.065\">t</span><span style=\"background-color: hsl(0, 100.00%, 86.69%); opacity: 0.84\" title=\"-0.065\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.69%); opacity: 0.84\" title=\"-0.065\">c</span><span style=\"background-color: hsl(0, 100.00%, 86.69%); opacity: 0.84\" title=\"-0.065\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.26%); opacity: 0.84\" title=\"0.068\">h</span><span style=\"background-color: hsl(120, 100.00%, 86.26%); opacity: 0.84\" title=\"0.068\">a</span><span style=\"background-color: hsl(120, 100.00%, 86.26%); opacity: 0.84\" title=\"0.068\">p</span><span style=\"background-color: hsl(120, 100.00%, 86.26%); opacity: 0.84\" title=\"0.068\">p</span><span style=\"background-color: hsl(120, 100.00%, 86.26%); opacity: 0.84\" title=\"0.068\">e</span><span style=\"background-color: hsl(120, 100.00%, 86.26%); opacity: 0.84\" title=\"0.068\">n</span><span style=\"background-color: hsl(120, 100.00%, 86.26%); opacity: 0.84\" title=\"0.068\">e</span><span style=\"background-color: hsl(120, 100.00%, 86.26%); opacity: 0.84\" title=\"0.068\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.83%); opacity: 0.86\" title=\"-0.093\">t</span><span style=\"background-color: hsl(0, 100.00%, 82.83%); opacity: 0.86\" title=\"-0.093\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.80%); opacity: 0.88\" title=\"0.126\">m</span><span style=\"background-color: hsl(120, 100.00%, 78.80%); opacity: 0.88\" title=\"0.126\">e</span><span style=\"background-color: hsl(120, 100.00%, 78.80%); opacity: 0.88\" title=\"0.126\">n</span><span style=\"background-color: hsl(120, 100.00%, 78.80%); opacity: 0.88\" title=\"0.126\">t</span><span style=\"background-color: hsl(120, 100.00%, 78.80%); opacity: 0.88\" title=\"0.126\">i</span><span style=\"background-color: hsl(120, 100.00%, 78.80%); opacity: 0.88\" title=\"0.126\">o</span><span style=\"background-color: hsl(120, 100.00%, 78.80%); opacity: 0.88\" title=\"0.126\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.07%); opacity: 0.81\" title=\"0.016\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.07%); opacity: 0.81\" title=\"0.016\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.07%); opacity: 0.81\" title=\"0.016\">a</span><span style=\"background-color: hsl(120, 100.00%, 95.07%); opacity: 0.81\" title=\"0.016\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.88%); opacity: 0.84\" title=\"0.063\">s</span><span style=\"background-color: hsl(120, 100.00%, 86.88%); opacity: 0.84\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 86.88%); opacity: 0.84\" title=\"0.063\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.79%); opacity: 0.87\" title=\"-0.109\">h</span><span style=\"background-color: hsl(0, 100.00%, 80.79%); opacity: 0.87\" title=\"-0.109\">a</span><span style=\"background-color: hsl(0, 100.00%, 80.79%); opacity: 0.87\" title=\"-0.109\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.94%); opacity: 0.82\" title=\"-0.032\">k</span><span style=\"background-color: hsl(0, 100.00%, 91.94%); opacity: 0.82\" title=\"-0.032\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.94%); opacity: 0.82\" title=\"-0.032\">d</span><span style=\"background-color: hsl(0, 100.00%, 91.94%); opacity: 0.82\" title=\"-0.032\">n</span><span style=\"background-color: hsl(0, 100.00%, 91.94%); opacity: 0.82\" title=\"-0.032\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.94%); opacity: 0.82\" title=\"-0.032\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 91.87%); opacity: 0.82\" title=\"-0.032\">s</span><span style=\"background-color: hsl(0, 100.00%, 91.87%); opacity: 0.82\" title=\"-0.032\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.87%); opacity: 0.82\" title=\"-0.032\">o</span><span style=\"background-color: hsl(0, 100.00%, 91.87%); opacity: 0.82\" title=\"-0.032\">n</span><span style=\"background-color: hsl(0, 100.00%, 91.87%); opacity: 0.82\" title=\"-0.032\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.87%); opacity: 0.82\" title=\"-0.032\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.39%); opacity: 0.84\" title=\"-0.060\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.39%); opacity: 0.84\" title=\"-0.060\">n</span><span style=\"background-color: hsl(0, 100.00%, 87.39%); opacity: 0.84\" title=\"-0.060\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.048\">c</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.048\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.048\">i</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.048\">l</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.048\">d</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.048\">r</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.048\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.048\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.39%); opacity: 0.84\" title=\"-0.060\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.39%); opacity: 0.84\" title=\"-0.060\">n</span><span style=\"background-color: hsl(0, 100.00%, 87.39%); opacity: 0.84\" title=\"-0.060\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.012\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.012\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.96%); opacity: 0.81\" title=\"-0.012\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">c</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">h</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">l</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">d</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">b</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">r</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">t</span><span style=\"background-color: hsl(0, 100.00%, 96.83%); opacity: 0.81\" title=\"-0.008\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.89%); opacity: 0.84\" title=\"-0.063\">h</span><span style=\"background-color: hsl(0, 100.00%, 86.89%); opacity: 0.84\" title=\"-0.063\">u</span><span style=\"background-color: hsl(0, 100.00%, 86.89%); opacity: 0.84\" title=\"-0.063\">r</span><span style=\"background-color: hsl(0, 100.00%, 86.89%); opacity: 0.84\" title=\"-0.063\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.22%); opacity: 0.84\" title=\"-0.061\">l</span><span style=\"background-color: hsl(0, 100.00%, 87.22%); opacity: 0.84\" title=\"-0.061\">e</span><span style=\"background-color: hsl(0, 100.00%, 87.22%); opacity: 0.84\" title=\"-0.061\">s</span><span style=\"background-color: hsl(0, 100.00%, 87.22%); opacity: 0.84\" title=\"-0.061\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=comp.graphics\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.072</b>, score <b>-2.943</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 97.56%); 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",
" &lt;BIAS&gt;\n",
" </td>\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",
" -2.804\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",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.184\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.184\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.048\">r</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.048\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.048\">c</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.048\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.048\">l</span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.048\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.42%); opacity: 0.89\" title=\"0.199\">f</span><span style=\"background-color: hsl(120, 100.00%, 77.42%); opacity: 0.89\" title=\"0.199\">r</span><span style=\"background-color: hsl(120, 100.00%, 77.42%); opacity: 0.89\" title=\"0.199\">o</span><span style=\"background-color: hsl(120, 100.00%, 77.42%); opacity: 0.89\" title=\"0.199\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.451\">m</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.451\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">u</span><span style=\"background-color: hsl(0, 100.00%, 99.99%); opacity: 0.80\" title=\"-0.000\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.109\">w</span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.109\">i</span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.109\">t</span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.109\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">k</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">d</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">n</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">s</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">t</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">o</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">n</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">e</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.82%); opacity: 0.89\" title=\"0.194\">t</span><span style=\"background-color: hsl(120, 100.00%, 77.82%); opacity: 0.89\" title=\"0.194\">h</span><span style=\"background-color: hsl(120, 100.00%, 77.82%); opacity: 0.89\" title=\"0.194\">e</span><span style=\"background-color: hsl(120, 100.00%, 77.82%); opacity: 0.89\" title=\"0.194\">r</span><span style=\"background-color: hsl(120, 100.00%, 77.82%); opacity: 0.89\" title=\"0.194\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.46%); opacity: 0.81\" title=\"-0.020\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.46%); opacity: 0.81\" title=\"-0.020\">s</span><span style=\"background-color: hsl(0, 100.00%, 95.46%); opacity: 0.81\" title=\"-0.020\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.68%); opacity: 0.80\" title=\"0.003\">a</span><span style=\"background-color: hsl(120, 100.00%, 98.68%); opacity: 0.80\" title=\"0.003\">n</span><span style=\"background-color: hsl(120, 100.00%, 98.68%); opacity: 0.80\" title=\"0.003\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">m</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">d</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">c</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.95%); opacity: 0.83\" title=\"-0.072\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.91%); opacity: 0.83\" title=\"-0.072\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.91%); opacity: 0.83\" title=\"-0.072\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.91%); opacity: 0.83\" title=\"-0.072\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.91%); opacity: 0.83\" title=\"-0.072\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.67%); opacity: 0.85\" title=\"0.115\">c</span><span style=\"background-color: hsl(120, 100.00%, 84.67%); opacity: 0.85\" title=\"0.115\">a</span><span style=\"background-color: hsl(120, 100.00%, 84.67%); opacity: 0.85\" title=\"0.115\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.67%); opacity: 0.88\" title=\"-0.171\">d</span><span style=\"background-color: hsl(0, 100.00%, 79.67%); opacity: 0.88\" title=\"-0.171\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.76%); opacity: 0.80\" title=\"0.003\">a</span><span style=\"background-color: hsl(120, 100.00%, 98.76%); opacity: 0.80\" title=\"0.003\">n</span><span style=\"background-color: hsl(120, 100.00%, 98.76%); opacity: 0.80\" title=\"0.003\">y</span><span style=\"background-color: hsl(120, 100.00%, 98.76%); opacity: 0.80\" title=\"0.003\">t</span><span style=\"background-color: hsl(120, 100.00%, 98.76%); opacity: 0.80\" title=\"0.003\">h</span><span style=\"background-color: hsl(120, 100.00%, 98.76%); opacity: 0.80\" title=\"0.003\">i</span><span style=\"background-color: hsl(120, 100.00%, 98.76%); opacity: 0.80\" title=\"0.003\">n</span><span style=\"background-color: hsl(120, 100.00%, 98.76%); opacity: 0.80\" title=\"0.003\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.18%); opacity: 0.82\" title=\"0.052\">a</span><span style=\"background-color: hsl(120, 100.00%, 91.18%); opacity: 0.82\" title=\"0.052\">b</span><span style=\"background-color: hsl(120, 100.00%, 91.18%); opacity: 0.82\" title=\"0.052\">o</span><span style=\"background-color: hsl(120, 100.00%, 91.18%); opacity: 0.82\" title=\"0.052\">u</span><span style=\"background-color: hsl(120, 100.00%, 91.18%); opacity: 0.82\" title=\"0.052\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.04%); opacity: 0.82\" title=\"0.037\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.04%); opacity: 0.82\" title=\"0.037\">h</span><span style=\"background-color: hsl(120, 100.00%, 93.04%); opacity: 0.82\" title=\"0.037\">e</span><span style=\"background-color: hsl(120, 100.00%, 93.04%); opacity: 0.82\" title=\"0.037\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.137\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.137\">x</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.137\">c</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.137\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.137\">p</span><span style=\"background-color: hsl(0, 100.00%, 82.61%); opacity: 0.86\" title=\"-0.137\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.005\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.005\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.005\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.005\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.005\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.005\">v</span><span style=\"background-color: hsl(0, 100.00%, 98.20%); opacity: 0.80\" title=\"-0.005\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.031\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.031\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.031\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.18%); opacity: 0.89\" title=\"-0.202\">p</span><span style=\"background-color: hsl(0, 100.00%, 77.18%); opacity: 0.89\" title=\"-0.202\">a</span><span style=\"background-color: hsl(0, 100.00%, 77.18%); opacity: 0.89\" title=\"-0.202\">i</span><span style=\"background-color: hsl(0, 100.00%, 77.18%); opacity: 0.89\" title=\"-0.202\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 86.13%); opacity: 0.84\" title=\"0.099\">e</span><span style=\"background-color: hsl(120, 100.00%, 86.13%); opacity: 0.84\" title=\"0.099\">i</span><span style=\"background-color: hsl(120, 100.00%, 86.13%); opacity: 0.84\" title=\"0.099\">t</span><span style=\"background-color: hsl(120, 100.00%, 86.13%); opacity: 0.84\" title=\"0.099\">h</span><span style=\"background-color: hsl(120, 100.00%, 86.13%); opacity: 0.84\" title=\"0.099\">e</span><span style=\"background-color: hsl(120, 100.00%, 86.13%); opacity: 0.84\" title=\"0.099\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">t</span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">h</span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.61%); opacity: 0.81\" title=\"-0.013\">p</span><span style=\"background-color: hsl(0, 100.00%, 96.61%); opacity: 0.81\" title=\"-0.013\">a</span><span style=\"background-color: hsl(0, 100.00%, 96.61%); opacity: 0.81\" title=\"-0.013\">s</span><span style=\"background-color: hsl(0, 100.00%, 96.61%); opacity: 0.81\" title=\"-0.013\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.41%); opacity: 0.85\" title=\"0.117\">o</span><span style=\"background-color: hsl(120, 100.00%, 84.41%); opacity: 0.85\" title=\"0.117\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">t</span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">h</span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.59%); opacity: 0.82\" title=\"0.041\">h</span><span style=\"background-color: hsl(120, 100.00%, 92.59%); opacity: 0.82\" title=\"0.041\">a</span><span style=\"background-color: hsl(120, 100.00%, 92.59%); opacity: 0.82\" title=\"0.041\">v</span><span style=\"background-color: hsl(120, 100.00%, 92.59%); opacity: 0.82\" title=\"0.041\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.63%); opacity: 0.83\" title=\"-0.075\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.63%); opacity: 0.83\" title=\"-0.075\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.67%); opacity: 0.85\" title=\"-0.115\">b</span><span style=\"background-color: hsl(0, 100.00%, 84.67%); opacity: 0.85\" title=\"-0.115\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.50%); opacity: 0.81\" title=\"-0.026\">b</span><span style=\"background-color: hsl(0, 100.00%, 94.50%); opacity: 0.81\" title=\"-0.026\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.50%); opacity: 0.81\" title=\"-0.026\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.50%); opacity: 0.81\" title=\"-0.026\">k</span><span style=\"background-color: hsl(0, 100.00%, 94.50%); opacity: 0.81\" title=\"-0.026\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.50%); opacity: 0.81\" title=\"-0.026\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.33%); opacity: 0.85\" title=\"-0.108\">u</span><span style=\"background-color: hsl(0, 100.00%, 85.33%); opacity: 0.85\" title=\"-0.108\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.109\">w</span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.109\">i</span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.109\">t</span><span style=\"background-color: hsl(120, 100.00%, 85.18%); opacity: 0.85\" title=\"0.109\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.074\">s</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.074\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.074\">u</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.074\">n</span><span style=\"background-color: hsl(0, 100.00%, 88.66%); opacity: 0.83\" title=\"-0.074\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.41%); opacity: 0.85\" title=\"0.117\">o</span><span style=\"background-color: hsl(120, 100.00%, 84.41%); opacity: 0.85\" title=\"0.117\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">t</span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">h</span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.66%); opacity: 0.87\" title=\"-0.160\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.59%); opacity: 0.82\" title=\"0.041\">h</span><span style=\"background-color: hsl(120, 100.00%, 92.59%); opacity: 0.82\" title=\"0.041\">a</span><span style=\"background-color: hsl(120, 100.00%, 92.59%); opacity: 0.82\" title=\"0.041\">v</span><span style=\"background-color: hsl(120, 100.00%, 92.59%); opacity: 0.82\" title=\"0.041\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 88.63%); opacity: 0.83\" title=\"-0.075\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.63%); opacity: 0.83\" title=\"-0.075\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.67%); opacity: 0.85\" title=\"-0.115\">b</span><span style=\"background-color: hsl(0, 100.00%, 84.67%); opacity: 0.85\" title=\"-0.115\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">x</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">c</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">s</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">u</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">g</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">c</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">l</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">l</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.018\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 78.28%); opacity: 0.88\" title=\"-0.188\">w</span><span style=\"background-color: hsl(0, 100.00%, 78.28%); opacity: 0.88\" title=\"-0.188\">h</span><span style=\"background-color: hsl(0, 100.00%, 78.28%); opacity: 0.88\" title=\"-0.188\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.28%); opacity: 0.88\" title=\"-0.188\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.05%); opacity: 0.83\" title=\"-0.071\">w</span><span style=\"background-color: hsl(0, 100.00%, 89.05%); opacity: 0.83\" title=\"-0.071\">a</span><span style=\"background-color: hsl(0, 100.00%, 89.05%); opacity: 0.83\" title=\"-0.071\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.12%); opacity: 0.85\" title=\"-0.120\">i</span><span style=\"background-color: hsl(0, 100.00%, 84.12%); opacity: 0.85\" title=\"-0.120\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.031\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.031\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.031\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 75.45%); opacity: 0.90\" title=\"0.224\">r</span><span style=\"background-color: hsl(120, 100.00%, 75.45%); opacity: 0.90\" title=\"0.224\">a</span><span style=\"background-color: hsl(120, 100.00%, 75.45%); opacity: 0.90\" title=\"0.224\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.78%); opacity: 0.82\" title=\"0.055\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.78%); opacity: 0.82\" title=\"0.055\">e</span><span style=\"background-color: hsl(120, 100.00%, 90.78%); opacity: 0.82\" title=\"0.055\">c</span><span style=\"background-color: hsl(120, 100.00%, 90.78%); opacity: 0.82\" title=\"0.055\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.080\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.080\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.080\">p</span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.080\">p</span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.080\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.080\">n</span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.080\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.07%); opacity: 0.84\" title=\"-0.080\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.63%); opacity: 0.83\" title=\"-0.075\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.63%); opacity: 0.83\" title=\"-0.075\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.82%); opacity: 0.81\" title=\"-0.012\">m</span><span style=\"background-color: hsl(0, 100.00%, 96.82%); opacity: 0.81\" title=\"-0.012\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.82%); opacity: 0.81\" title=\"-0.012\">n</span><span style=\"background-color: hsl(0, 100.00%, 96.82%); opacity: 0.81\" title=\"-0.012\">t</span><span style=\"background-color: hsl(0, 100.00%, 96.82%); opacity: 0.81\" title=\"-0.012\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.82%); opacity: 0.81\" title=\"-0.012\">o</span><span style=\"background-color: hsl(0, 100.00%, 96.82%); opacity: 0.81\" title=\"-0.012\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.91%); opacity: 0.83\" title=\"-0.072\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.91%); opacity: 0.83\" title=\"-0.072\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.91%); opacity: 0.83\" title=\"-0.072\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.91%); opacity: 0.83\" title=\"-0.072\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 61.32%); opacity: 0.99\" title=\"-0.430\">s</span><span style=\"background-color: hsl(0, 100.00%, 61.32%); opacity: 0.99\" title=\"-0.430\">h</span><span style=\"background-color: hsl(0, 100.00%, 61.32%); opacity: 0.99\" title=\"-0.430\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.47%); opacity: 0.83\" title=\"-0.076\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.47%); opacity: 0.83\" title=\"-0.076\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.47%); opacity: 0.83\" title=\"-0.076\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">k</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">d</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">n</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.31%); opacity: 0.82\" title=\"-0.051\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">s</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">t</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">o</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">n</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">e</span><span style=\"background-color: hsl(0, 100.00%, 92.44%); opacity: 0.82\" title=\"-0.042\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.28%); opacity: 0.85\" title=\"-0.108\">a</span><span style=\"background-color: hsl(0, 100.00%, 85.28%); opacity: 0.85\" title=\"-0.108\">n</span><span style=\"background-color: hsl(0, 100.00%, 85.28%); opacity: 0.85\" title=\"-0.108\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.78%); opacity: 0.85\" title=\"-0.113\">c</span><span style=\"background-color: hsl(0, 100.00%, 84.78%); opacity: 0.85\" title=\"-0.113\">h</span><span style=\"background-color: hsl(0, 100.00%, 84.78%); opacity: 0.85\" title=\"-0.113\">i</span><span style=\"background-color: hsl(0, 100.00%, 84.78%); opacity: 0.85\" title=\"-0.113\">l</span><span style=\"background-color: hsl(0, 100.00%, 84.78%); opacity: 0.85\" title=\"-0.113\">d</span><span style=\"background-color: hsl(0, 100.00%, 84.78%); opacity: 0.85\" title=\"-0.113\">r</span><span style=\"background-color: hsl(0, 100.00%, 84.78%); opacity: 0.85\" title=\"-0.113\">e</span><span style=\"background-color: hsl(0, 100.00%, 84.78%); opacity: 0.85\" title=\"-0.113\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.28%); opacity: 0.85\" title=\"-0.108\">a</span><span style=\"background-color: hsl(0, 100.00%, 85.28%); opacity: 0.85\" title=\"-0.108\">n</span><span style=\"background-color: hsl(0, 100.00%, 85.28%); opacity: 0.85\" title=\"-0.108\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.031\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.031\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.031\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.69%); opacity: 0.81\" title=\"-0.032\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.69%); opacity: 0.81\" title=\"-0.032\">u</span><span style=\"background-color: hsl(0, 100.00%, 93.69%); opacity: 0.81\" title=\"-0.032\">r</span><span style=\"background-color: hsl(0, 100.00%, 93.69%); opacity: 0.81\" title=\"-0.032\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.15%); opacity: 0.84\" title=\"-0.079\">l</span><span style=\"background-color: hsl(0, 100.00%, 88.15%); opacity: 0.84\" title=\"-0.079\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.15%); opacity: 0.84\" title=\"-0.079\">s</span><span style=\"background-color: hsl(0, 100.00%, 88.15%); opacity: 0.84\" title=\"-0.079\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=sci.med\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.732</b>, score <b>0.031</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\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",
" +1.747\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",
"</tr>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 80.25%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.716\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\n",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"background-color: hsl(120, 100.00%, 94.43%); opacity: 0.81\" title=\"0.027\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.43%); opacity: 0.81\" title=\"0.027\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.22%); opacity: 1.00\" title=\"0.443\">r</span><span style=\"background-color: hsl(120, 100.00%, 60.22%); opacity: 1.00\" title=\"0.443\">e</span><span style=\"background-color: hsl(120, 100.00%, 60.22%); opacity: 1.00\" title=\"0.443\">c</span><span style=\"background-color: hsl(120, 100.00%, 60.22%); opacity: 1.00\" title=\"0.443\">a</span><span style=\"background-color: hsl(120, 100.00%, 60.22%); opacity: 1.00\" title=\"0.443\">l</span><span style=\"background-color: hsl(120, 100.00%, 60.22%); opacity: 1.00\" title=\"0.443\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.32%); 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opacity: 0.83\" title=\"-0.066\">s</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">o</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">n</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.53%); opacity: 0.87\" title=\"-0.148\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.53%); opacity: 0.87\" title=\"-0.148\">h</span><span style=\"background-color: hsl(0, 100.00%, 81.53%); opacity: 0.87\" title=\"-0.148\">e</span><span style=\"background-color: hsl(0, 100.00%, 81.53%); opacity: 0.87\" title=\"-0.148\">r</span><span style=\"background-color: hsl(0, 100.00%, 81.53%); 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"</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">m</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">e</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">d</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">i</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">c</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">a</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">t</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">i</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">o</span><span style=\"background-color: hsl(120, 100.00%, 67.91%); opacity: 0.95\" title=\"0.326\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.045\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.045\">h</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.045\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.045\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 65.61%); opacity: 0.96\" title=\"0.360\">c</span><span style=\"background-color: hsl(120, 100.00%, 65.61%); opacity: 0.96\" title=\"0.360\">a</span><span style=\"background-color: hsl(120, 100.00%, 65.61%); opacity: 0.96\" title=\"0.360\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 60.77%); opacity: 0.99\" title=\"-0.434\">d</span><span style=\"background-color: hsl(0, 100.00%, 60.77%); opacity: 0.99\" title=\"-0.434\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.235\">a</span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.235\">n</span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.235\">y</span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.235\">t</span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.235\">h</span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.235\">i</span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.235\">n</span><span style=\"background-color: hsl(0, 100.00%, 74.50%); opacity: 0.91\" title=\"-0.235\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.30%); opacity: 0.93\" title=\"0.292\">a</span><span style=\"background-color: hsl(120, 100.00%, 70.30%); opacity: 0.93\" title=\"0.292\">b</span><span style=\"background-color: hsl(120, 100.00%, 70.30%); opacity: 0.93\" title=\"0.292\">o</span><span style=\"background-color: hsl(120, 100.00%, 70.30%); opacity: 0.93\" title=\"0.292\">u</span><span style=\"background-color: hsl(120, 100.00%, 70.30%); opacity: 0.93\" title=\"0.292\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.18%); opacity: 0.83\" title=\"-0.060\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.18%); opacity: 0.83\" title=\"-0.060\">h</span><span style=\"background-color: hsl(0, 100.00%, 90.18%); opacity: 0.83\" title=\"-0.060\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.18%); opacity: 0.83\" title=\"-0.060\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.32%); opacity: 0.81\" title=\"-0.015\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.32%); opacity: 0.81\" title=\"-0.015\">x</span><span style=\"background-color: hsl(0, 100.00%, 96.32%); opacity: 0.81\" title=\"-0.015\">c</span><span style=\"background-color: hsl(0, 100.00%, 96.32%); opacity: 0.81\" title=\"-0.015\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.32%); opacity: 0.81\" title=\"-0.015\">p</span><span style=\"background-color: hsl(0, 100.00%, 96.32%); opacity: 0.81\" title=\"-0.015\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.12%); opacity: 0.80\" title=\"0.006\">r</span><span style=\"background-color: hsl(120, 100.00%, 98.12%); opacity: 0.80\" title=\"0.006\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.12%); opacity: 0.80\" title=\"0.006\">l</span><span style=\"background-color: hsl(120, 100.00%, 98.12%); opacity: 0.80\" title=\"0.006\">i</span><span style=\"background-color: hsl(120, 100.00%, 98.12%); opacity: 0.80\" title=\"0.006\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.12%); opacity: 0.80\" title=\"0.006\">v</span><span style=\"background-color: hsl(120, 100.00%, 98.12%); opacity: 0.80\" title=\"0.006\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.09%); opacity: 0.87\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.09%); opacity: 0.87\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 81.09%); opacity: 0.87\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.446\">p</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.446\">a</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.446\">i</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.446\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 80.22%); opacity: 0.87\" title=\"-0.163\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.22%); opacity: 0.87\" title=\"-0.163\">i</span><span style=\"background-color: hsl(0, 100.00%, 80.22%); opacity: 0.87\" title=\"-0.163\">t</span><span style=\"background-color: hsl(0, 100.00%, 80.22%); opacity: 0.87\" title=\"-0.163\">h</span><span style=\"background-color: hsl(0, 100.00%, 80.22%); opacity: 0.87\" title=\"-0.163\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.22%); opacity: 0.87\" title=\"-0.163\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.82%); opacity: 0.86\" title=\"-0.133\">p</span><span style=\"background-color: hsl(0, 100.00%, 82.82%); opacity: 0.86\" title=\"-0.133\">a</span><span style=\"background-color: hsl(0, 100.00%, 82.82%); opacity: 0.86\" title=\"-0.133\">s</span><span style=\"background-color: hsl(0, 100.00%, 82.82%); opacity: 0.86\" title=\"-0.133\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.35%); opacity: 0.89\" title=\"-0.211\">o</span><span style=\"background-color: hsl(0, 100.00%, 76.35%); opacity: 0.89\" title=\"-0.211\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.23%); opacity: 0.80\" title=\"-0.005\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.23%); opacity: 0.80\" title=\"-0.005\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.23%); opacity: 0.80\" title=\"-0.005\">v</span><span style=\"background-color: hsl(0, 100.00%, 98.23%); opacity: 0.80\" title=\"-0.005\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.67%); opacity: 0.86\" title=\"0.135\">t</span><span style=\"background-color: hsl(120, 100.00%, 82.67%); opacity: 0.86\" title=\"0.135\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.34%); opacity: 0.83\" title=\"-0.077\">b</span><span style=\"background-color: hsl(0, 100.00%, 88.34%); opacity: 0.83\" title=\"-0.077\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.05%); opacity: 0.82\" title=\"-0.044\">b</span><span style=\"background-color: hsl(0, 100.00%, 92.05%); opacity: 0.82\" title=\"-0.044\">r</span><span style=\"background-color: hsl(0, 100.00%, 92.05%); opacity: 0.82\" title=\"-0.044\">o</span><span style=\"background-color: hsl(0, 100.00%, 92.05%); opacity: 0.82\" title=\"-0.044\">k</span><span style=\"background-color: hsl(0, 100.00%, 92.05%); opacity: 0.82\" title=\"-0.044\">e</span><span style=\"background-color: hsl(0, 100.00%, 92.05%); opacity: 0.82\" title=\"-0.044\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.45%); opacity: 0.80\" title=\"0.001\">u</span><span style=\"background-color: hsl(120, 100.00%, 99.45%); opacity: 0.80\" title=\"0.001\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.097\">w</span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.097\">i</span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.097\">t</span><span style=\"background-color: hsl(0, 100.00%, 86.24%); opacity: 0.84\" title=\"-0.097\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 61.87%); opacity: 0.99\" title=\"0.417\">s</span><span style=\"background-color: hsl(120, 100.00%, 61.87%); opacity: 0.99\" title=\"0.417\">o</span><span style=\"background-color: hsl(120, 100.00%, 61.87%); opacity: 0.99\" title=\"0.417\">u</span><span style=\"background-color: hsl(120, 100.00%, 61.87%); opacity: 0.99\" title=\"0.417\">n</span><span style=\"background-color: hsl(120, 100.00%, 61.87%); opacity: 0.99\" title=\"0.417\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.35%); opacity: 0.89\" title=\"-0.211\">o</span><span style=\"background-color: hsl(0, 100.00%, 76.35%); opacity: 0.89\" title=\"-0.211\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.84%); opacity: 0.83\" title=\"0.063\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.23%); opacity: 0.80\" title=\"-0.005\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.23%); opacity: 0.80\" title=\"-0.005\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.23%); opacity: 0.80\" title=\"-0.005\">v</span><span style=\"background-color: hsl(0, 100.00%, 98.23%); opacity: 0.80\" title=\"-0.005\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 82.67%); opacity: 0.86\" title=\"0.135\">t</span><span style=\"background-color: hsl(120, 100.00%, 82.67%); opacity: 0.86\" title=\"0.135\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.34%); opacity: 0.83\" title=\"-0.077\">b</span><span style=\"background-color: hsl(0, 100.00%, 88.34%); opacity: 0.83\" title=\"-0.077\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.24%); opacity: 0.81\" title=\"0.028\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.24%); opacity: 0.81\" title=\"0.028\">x</span><span style=\"background-color: hsl(120, 100.00%, 94.24%); opacity: 0.81\" title=\"0.028\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.24%); opacity: 0.81\" title=\"0.028\">r</span><span style=\"background-color: hsl(120, 100.00%, 94.24%); opacity: 0.81\" title=\"0.028\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.24%); opacity: 0.81\" title=\"0.028\">c</span><span style=\"background-color: hsl(120, 100.00%, 94.24%); opacity: 0.81\" title=\"0.028\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.24%); opacity: 0.81\" title=\"0.028\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.24%); opacity: 0.81\" title=\"0.028\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">s</span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">u</span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">r</span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">g</span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">i</span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">c</span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">a</span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">l</span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">l</span><span style=\"background-color: hsl(120, 100.00%, 95.78%); opacity: 0.81\" title=\"0.018\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 70.41%); opacity: 0.93\" title=\"0.290\">w</span><span style=\"background-color: hsl(120, 100.00%, 70.41%); opacity: 0.93\" title=\"0.290\">h</span><span style=\"background-color: hsl(120, 100.00%, 70.41%); opacity: 0.93\" title=\"0.290\">e</span><span style=\"background-color: hsl(120, 100.00%, 70.41%); opacity: 0.93\" title=\"0.290\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.192\">w</span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.192\">a</span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.192\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.09%); opacity: 0.84\" title=\"0.089\">i</span><span style=\"background-color: hsl(120, 100.00%, 87.09%); opacity: 0.84\" title=\"0.089\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.09%); opacity: 0.87\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.09%); opacity: 0.87\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 81.09%); opacity: 0.87\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 77.94%); opacity: 0.89\" title=\"-0.191\">r</span><span style=\"background-color: hsl(0, 100.00%, 77.94%); opacity: 0.89\" title=\"-0.191\">a</span><span style=\"background-color: hsl(0, 100.00%, 77.94%); opacity: 0.89\" title=\"-0.191\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.09%); opacity: 0.81\" title=\"0.029\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.09%); opacity: 0.81\" title=\"0.029\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.09%); opacity: 0.81\" title=\"0.029\">c</span><span style=\"background-color: hsl(120, 100.00%, 94.09%); opacity: 0.81\" title=\"0.029\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.21%); opacity: 0.84\" title=\"0.088\">h</span><span style=\"background-color: hsl(120, 100.00%, 87.21%); opacity: 0.84\" title=\"0.088\">a</span><span style=\"background-color: hsl(120, 100.00%, 87.21%); opacity: 0.84\" title=\"0.088\">p</span><span style=\"background-color: hsl(120, 100.00%, 87.21%); opacity: 0.84\" title=\"0.088\">p</span><span style=\"background-color: hsl(120, 100.00%, 87.21%); opacity: 0.84\" title=\"0.088\">e</span><span style=\"background-color: hsl(120, 100.00%, 87.21%); opacity: 0.84\" title=\"0.088\">n</span><span style=\"background-color: hsl(120, 100.00%, 87.21%); opacity: 0.84\" title=\"0.088\">e</span><span style=\"background-color: hsl(120, 100.00%, 87.21%); opacity: 0.84\" title=\"0.088\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.67%); opacity: 0.86\" title=\"0.135\">t</span><span style=\"background-color: hsl(120, 100.00%, 82.67%); opacity: 0.86\" title=\"0.135\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.025\">m</span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.025\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.025\">n</span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.025\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.025\">i</span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.025\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.025\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.045\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.045\">h</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.045\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.045\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.52%); opacity: 1.00\" title=\"0.438\">s</span><span style=\"background-color: hsl(120, 100.00%, 60.52%); opacity: 1.00\" title=\"0.438\">h</span><span style=\"background-color: hsl(120, 100.00%, 60.52%); opacity: 1.00\" title=\"0.438\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 64.83%); opacity: 0.97\" title=\"0.371\">h</span><span style=\"background-color: hsl(120, 100.00%, 64.83%); opacity: 0.97\" title=\"0.371\">a</span><span style=\"background-color: hsl(120, 100.00%, 64.83%); opacity: 0.97\" title=\"0.371\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.07%); opacity: 0.84\" title=\"0.089\">k</span><span style=\"background-color: hsl(120, 100.00%, 87.07%); opacity: 0.84\" title=\"0.089\">i</span><span style=\"background-color: hsl(120, 100.00%, 87.07%); opacity: 0.84\" title=\"0.089\">d</span><span style=\"background-color: hsl(120, 100.00%, 87.07%); opacity: 0.84\" title=\"0.089\">n</span><span style=\"background-color: hsl(120, 100.00%, 87.07%); opacity: 0.84\" title=\"0.089\">e</span><span style=\"background-color: hsl(120, 100.00%, 87.07%); opacity: 0.84\" title=\"0.089\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">s</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">o</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">n</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.066\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.85%); opacity: 0.83\" title=\"0.063\">a</span><span style=\"background-color: hsl(120, 100.00%, 89.85%); opacity: 0.83\" title=\"0.063\">n</span><span style=\"background-color: hsl(120, 100.00%, 89.85%); opacity: 0.83\" title=\"0.063\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.075\">c</span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.075\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.075\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.075\">l</span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.075\">d</span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.075\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.075\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.52%); opacity: 0.83\" title=\"-0.075\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.85%); opacity: 0.83\" title=\"0.063\">a</span><span style=\"background-color: hsl(120, 100.00%, 89.85%); opacity: 0.83\" title=\"0.063\">n</span><span style=\"background-color: hsl(120, 100.00%, 89.85%); opacity: 0.83\" title=\"0.063\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.09%); opacity: 0.87\" title=\"-0.153\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.09%); opacity: 0.87\" title=\"-0.153\">h</span><span style=\"background-color: hsl(0, 100.00%, 81.09%); opacity: 0.87\" title=\"-0.153\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">c</span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">h</span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">i</span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">l</span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">d</span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">b</span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">i</span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">r</span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">t</span><span style=\"background-color: hsl(120, 100.00%, 99.65%); opacity: 0.80\" title=\"0.001\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.11%); opacity: 0.80\" title=\"-0.006\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.11%); opacity: 0.80\" title=\"-0.006\">u</span><span style=\"background-color: hsl(0, 100.00%, 98.11%); opacity: 0.80\" title=\"-0.006\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.11%); opacity: 0.80\" title=\"-0.006\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.20%); opacity: 0.89\" title=\"0.200\">l</span><span style=\"background-color: hsl(120, 100.00%, 77.20%); opacity: 0.89\" title=\"0.200\">e</span><span style=\"background-color: hsl(120, 100.00%, 77.20%); opacity: 0.89\" title=\"0.200\">s</span><span style=\"background-color: hsl(120, 100.00%, 77.20%); opacity: 0.89\" title=\"0.200\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=soc.religion.christian\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.179</b>, score <b>-1.955</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 96.39%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.156\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",
"</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",
" -1.799\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\n",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"background-color: hsl(120, 100.00%, 92.76%); opacity: 0.82\" title=\"0.039\">a</span><span style=\"background-color: hsl(120, 100.00%, 92.76%); opacity: 0.82\" title=\"0.039\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.09%); opacity: 0.89\" title=\"-0.203\">r</span><span style=\"background-color: hsl(0, 100.00%, 77.09%); opacity: 0.89\" title=\"-0.203\">e</span><span style=\"background-color: hsl(0, 100.00%, 77.09%); opacity: 0.89\" title=\"-0.203\">c</span><span style=\"background-color: hsl(0, 100.00%, 77.09%); opacity: 0.89\" title=\"-0.203\">a</span><span style=\"background-color: hsl(0, 100.00%, 77.09%); opacity: 0.89\" title=\"-0.203\">l</span><span style=\"background-color: hsl(0, 100.00%, 77.09%); opacity: 0.89\" title=\"-0.203\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 70.73%); opacity: 0.93\" title=\"-0.288\">f</span><span style=\"background-color: hsl(0, 100.00%, 70.73%); opacity: 0.93\" title=\"-0.288\">r</span><span style=\"background-color: hsl(0, 100.00%, 70.73%); opacity: 0.93\" title=\"-0.288\">o</span><span style=\"background-color: hsl(0, 100.00%, 70.73%); opacity: 0.93\" title=\"-0.288\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 73.28%); opacity: 0.91\" title=\"0.253\">m</span><span style=\"background-color: hsl(120, 100.00%, 73.28%); opacity: 0.91\" title=\"0.253\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.31%); opacity: 0.80\" title=\"-0.001\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.31%); opacity: 0.80\" title=\"-0.001\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.31%); opacity: 0.80\" title=\"-0.001\">u</span><span style=\"background-color: hsl(0, 100.00%, 99.31%); opacity: 0.80\" title=\"-0.001\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.27%); opacity: 0.82\" title=\"0.051\">w</span><span style=\"background-color: hsl(120, 100.00%, 91.27%); opacity: 0.82\" title=\"0.051\">i</span><span style=\"background-color: hsl(120, 100.00%, 91.27%); opacity: 0.82\" title=\"0.051\">t</span><span style=\"background-color: hsl(120, 100.00%, 91.27%); opacity: 0.82\" title=\"0.051\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">k</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">i</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">d</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">n</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.51%); opacity: 0.86\" title=\"0.138\">s</span><span style=\"background-color: hsl(120, 100.00%, 82.51%); opacity: 0.86\" title=\"0.138\">t</span><span style=\"background-color: hsl(120, 100.00%, 82.51%); opacity: 0.86\" title=\"0.138\">o</span><span style=\"background-color: hsl(120, 100.00%, 82.51%); opacity: 0.86\" title=\"0.138\">n</span><span style=\"background-color: hsl(120, 100.00%, 82.51%); opacity: 0.86\" title=\"0.138\">e</span><span style=\"background-color: hsl(120, 100.00%, 82.51%); opacity: 0.86\" title=\"0.138\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.83%); opacity: 0.93\" title=\"-0.301\">t</span><span style=\"background-color: hsl(0, 100.00%, 69.83%); opacity: 0.93\" title=\"-0.301\">h</span><span style=\"background-color: hsl(0, 100.00%, 69.83%); opacity: 0.93\" title=\"-0.301\">e</span><span style=\"background-color: hsl(0, 100.00%, 69.83%); opacity: 0.93\" title=\"-0.301\">r</span><span style=\"background-color: hsl(0, 100.00%, 69.83%); opacity: 0.93\" title=\"-0.301\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.94%); opacity: 0.93\" title=\"-0.300\">i</span><span style=\"background-color: hsl(0, 100.00%, 69.94%); opacity: 0.93\" title=\"-0.300\">s</span><span style=\"background-color: hsl(0, 100.00%, 69.94%); opacity: 0.93\" title=\"-0.300\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.58%); opacity: 0.82\" title=\"-0.041\">a</span><span style=\"background-color: hsl(0, 100.00%, 92.58%); opacity: 0.82\" title=\"-0.041\">n</span><span style=\"background-color: hsl(0, 100.00%, 92.58%); opacity: 0.82\" title=\"-0.041\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">m</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">e</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">d</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">i</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">c</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">a</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">t</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">i</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">o</span><span style=\"background-color: hsl(0, 100.00%, 76.37%); opacity: 0.89\" title=\"-0.212\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.36%); opacity: 0.84\" title=\"0.087\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.36%); opacity: 0.84\" title=\"0.087\">h</span><span style=\"background-color: hsl(120, 100.00%, 87.36%); opacity: 0.84\" title=\"0.087\">a</span><span style=\"background-color: hsl(120, 100.00%, 87.36%); opacity: 0.84\" title=\"0.087\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.73%); opacity: 0.90\" title=\"-0.221\">c</span><span style=\"background-color: hsl(0, 100.00%, 75.73%); opacity: 0.90\" title=\"-0.221\">a</span><span style=\"background-color: hsl(0, 100.00%, 75.73%); opacity: 0.90\" title=\"-0.221\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 65.50%); opacity: 0.96\" title=\"0.365\">d</span><span style=\"background-color: hsl(120, 100.00%, 65.50%); opacity: 0.96\" title=\"0.365\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.450\">a</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.450\">n</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.450\">y</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.450\">t</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.450\">h</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.450\">i</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.450\">n</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.450\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.05%); opacity: 0.81\" title=\"-0.016\">a</span><span style=\"background-color: hsl(0, 100.00%, 96.05%); opacity: 0.81\" title=\"-0.016\">b</span><span style=\"background-color: hsl(0, 100.00%, 96.05%); opacity: 0.81\" title=\"-0.016\">o</span><span style=\"background-color: hsl(0, 100.00%, 96.05%); opacity: 0.81\" title=\"-0.016\">u</span><span style=\"background-color: hsl(0, 100.00%, 96.05%); opacity: 0.81\" title=\"-0.016\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.61%); opacity: 0.88\" title=\"-0.172\">t</span><span style=\"background-color: hsl(0, 100.00%, 79.61%); opacity: 0.88\" title=\"-0.172\">h</span><span style=\"background-color: hsl(0, 100.00%, 79.61%); opacity: 0.88\" title=\"-0.172\">e</span><span style=\"background-color: hsl(0, 100.00%, 79.61%); opacity: 0.88\" title=\"-0.172\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.69%); opacity: 0.82\" title=\"-0.048\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.69%); opacity: 0.82\" title=\"-0.048\">x</span><span style=\"background-color: hsl(0, 100.00%, 91.69%); opacity: 0.82\" title=\"-0.048\">c</span><span style=\"background-color: hsl(0, 100.00%, 91.69%); opacity: 0.82\" title=\"-0.048\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.69%); opacity: 0.82\" title=\"-0.048\">p</span><span style=\"background-color: hsl(0, 100.00%, 91.69%); opacity: 0.82\" title=\"-0.048\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.015\">r</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.015\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.015\">l</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.015\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.015\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.015\">v</span><span style=\"background-color: hsl(0, 100.00%, 96.25%); opacity: 0.81\" title=\"-0.015\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.30%); opacity: 0.86\" title=\"0.140\">t</span><span style=\"background-color: hsl(120, 100.00%, 82.30%); opacity: 0.86\" title=\"0.140\">h</span><span style=\"background-color: hsl(120, 100.00%, 82.30%); opacity: 0.86\" title=\"0.140\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.96%); opacity: 0.87\" title=\"-0.156\">p</span><span style=\"background-color: hsl(0, 100.00%, 80.96%); opacity: 0.87\" title=\"-0.156\">a</span><span style=\"background-color: hsl(0, 100.00%, 80.96%); opacity: 0.87\" title=\"-0.156\">i</span><span style=\"background-color: hsl(0, 100.00%, 80.96%); opacity: 0.87\" title=\"-0.156\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.007\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.007\">i</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.007\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.007\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.007\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.90%); opacity: 0.80\" title=\"-0.007\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">t</span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">h</span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.38%); opacity: 0.85\" title=\"0.107\">p</span><span style=\"background-color: hsl(120, 100.00%, 85.38%); opacity: 0.85\" title=\"0.107\">a</span><span style=\"background-color: hsl(120, 100.00%, 85.38%); opacity: 0.85\" title=\"0.107\">s</span><span style=\"background-color: hsl(120, 100.00%, 85.38%); opacity: 0.85\" title=\"0.107\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.01%); opacity: 0.90\" title=\"-0.217\">o</span><span style=\"background-color: hsl(0, 100.00%, 76.01%); opacity: 0.90\" title=\"-0.217\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">t</span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">h</span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.087\">h</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.087\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.087\">v</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.087\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.20%); opacity: 0.81\" title=\"0.029\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.20%); opacity: 0.81\" title=\"0.029\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.99%); opacity: 0.93\" title=\"0.285\">b</span><span style=\"background-color: hsl(120, 100.00%, 70.99%); opacity: 0.93\" title=\"0.285\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.72%); opacity: 0.85\" title=\"0.114\">b</span><span style=\"background-color: hsl(120, 100.00%, 84.72%); opacity: 0.85\" title=\"0.114\">r</span><span style=\"background-color: hsl(120, 100.00%, 84.72%); opacity: 0.85\" title=\"0.114\">o</span><span style=\"background-color: hsl(120, 100.00%, 84.72%); opacity: 0.85\" title=\"0.114\">k</span><span style=\"background-color: hsl(120, 100.00%, 84.72%); opacity: 0.85\" title=\"0.114\">e</span><span style=\"background-color: hsl(120, 100.00%, 84.72%); opacity: 0.85\" title=\"0.114\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.171\">u</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.171\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.27%); opacity: 0.82\" title=\"0.051\">w</span><span style=\"background-color: hsl(120, 100.00%, 91.27%); opacity: 0.82\" title=\"0.051\">i</span><span style=\"background-color: hsl(120, 100.00%, 91.27%); opacity: 0.82\" title=\"0.051\">t</span><span style=\"background-color: hsl(120, 100.00%, 91.27%); opacity: 0.82\" title=\"0.051\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.075\">s</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.075\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.075\">u</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.075\">n</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.075\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.01%); opacity: 0.90\" title=\"-0.217\">o</span><span style=\"background-color: hsl(0, 100.00%, 76.01%); opacity: 0.90\" title=\"-0.217\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">t</span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">h</span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.64%); opacity: 0.86\" title=\"0.126\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.087\">h</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.087\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.087\">v</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.087\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 94.20%); opacity: 0.81\" title=\"0.029\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.20%); opacity: 0.81\" title=\"0.029\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.99%); opacity: 0.93\" title=\"0.285\">b</span><span style=\"background-color: hsl(120, 100.00%, 70.99%); opacity: 0.93\" title=\"0.285\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.006\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.006\">x</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.006\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.006\">r</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.006\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.006\">c</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.006\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.006\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.99%); opacity: 0.80\" title=\"-0.006\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">s</span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">u</span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">g</span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">c</span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.43%); opacity: 0.80\" title=\"-0.004\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 98.50%); opacity: 0.80\" title=\"-0.004\">w</span><span style=\"background-color: hsl(0, 100.00%, 98.50%); opacity: 0.80\" title=\"-0.004\">h</span><span style=\"background-color: hsl(0, 100.00%, 98.50%); opacity: 0.80\" title=\"-0.004\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.50%); opacity: 0.80\" title=\"-0.004\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.046\">w</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.046\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.046\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.67%); opacity: 0.84\" title=\"0.084\">i</span><span style=\"background-color: hsl(120, 100.00%, 87.67%); opacity: 0.84\" title=\"0.084\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.30%); opacity: 0.86\" title=\"0.140\">t</span><span style=\"background-color: hsl(120, 100.00%, 82.30%); opacity: 0.86\" title=\"0.140\">h</span><span style=\"background-color: hsl(120, 100.00%, 82.30%); opacity: 0.86\" title=\"0.140\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 78.49%); opacity: 0.88\" title=\"-0.186\">r</span><span style=\"background-color: hsl(0, 100.00%, 78.49%); opacity: 0.88\" title=\"-0.186\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.49%); opacity: 0.88\" title=\"-0.186\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.08%); opacity: 0.82\" title=\"-0.053\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.08%); opacity: 0.82\" title=\"-0.053\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.08%); opacity: 0.82\" title=\"-0.053\">c</span><span style=\"background-color: hsl(0, 100.00%, 91.08%); opacity: 0.82\" title=\"-0.053\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.89%); opacity: 0.81\" title=\"0.017\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.89%); opacity: 0.81\" title=\"0.017\">a</span><span style=\"background-color: hsl(120, 100.00%, 95.89%); opacity: 0.81\" title=\"0.017\">p</span><span style=\"background-color: hsl(120, 100.00%, 95.89%); opacity: 0.81\" title=\"0.017\">p</span><span style=\"background-color: hsl(120, 100.00%, 95.89%); opacity: 0.81\" title=\"0.017\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.89%); opacity: 0.81\" title=\"0.017\">n</span><span style=\"background-color: hsl(120, 100.00%, 95.89%); opacity: 0.81\" title=\"0.017\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.89%); opacity: 0.81\" title=\"0.017\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.20%); opacity: 0.81\" title=\"0.029\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.20%); opacity: 0.81\" title=\"0.029\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-0.166\">m</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-0.166\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-0.166\">n</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-0.166\">t</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-0.166\">i</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-0.166\">o</span><span style=\"background-color: hsl(0, 100.00%, 80.11%); opacity: 0.87\" title=\"-0.166\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.36%); opacity: 0.84\" title=\"0.087\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.36%); opacity: 0.84\" title=\"0.087\">h</span><span style=\"background-color: hsl(120, 100.00%, 87.36%); opacity: 0.84\" title=\"0.087\">a</span><span style=\"background-color: hsl(120, 100.00%, 87.36%); opacity: 0.84\" title=\"0.087\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.08%); opacity: 0.89\" title=\"-0.203\">s</span><span style=\"background-color: hsl(0, 100.00%, 77.08%); opacity: 0.89\" title=\"-0.203\">h</span><span style=\"background-color: hsl(0, 100.00%, 77.08%); opacity: 0.89\" title=\"-0.203\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.69%); opacity: 0.82\" title=\"-0.040\">h</span><span style=\"background-color: hsl(0, 100.00%, 92.69%); opacity: 0.82\" title=\"-0.040\">a</span><span style=\"background-color: hsl(0, 100.00%, 92.69%); opacity: 0.82\" title=\"-0.040\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">k</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">i</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">d</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">n</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.38%); opacity: 0.82\" title=\"-0.034\">y</span><span style=\"opacity: 0.80\">\n",
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" </p>\n",
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"\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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"text/plain": [
"Explanation(estimator=\"LogisticRegressionCV(Cs=10, class_weight=None, cv=None, dual=False,\\n fit_intercept=True, intercept_scaling=1.0, max_iter=100,\\n multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\\n refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0)\", description=None, error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='alt.atheism', feature_weights=FeatureWeights(pos=[('isn', 0.28857090319370859), ('up', 0.22021744350507641), ('mention', 0.12582064087479283), ('except', 0.10999281205512974), ('or', 0.1067397102449041), ('have', 0.10141304180303974), ('do', 0.093626477593314467), ('anything', 0.084147760673301722), ('happened', 0.067728673081397683), ('them', 0.064550785505118016), ('she', 0.063370777934743397), ('either', 0.047169913859276692), ('there', 0.046066243105440663), ('that', 0.031278939181695033), ('from', 0.020518636118718677), ('pass', 0.019192264721117281), ('broken', 0.015231854112031937), 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feature_weights=FeatureWeights(pos=[('pain', 0.44623351608137524), ('recall', 0.4427413388145911), ('she', 0.43801886734393514), ('sound', 0.4166726556770175), ('to', 0.40524093294330421), ('my', 0.38079718302727811), ('had', 0.3713333654737293), ('can', 0.3595367154767114), ('medication', 0.32570911063430441), ('about', 0.29166618636173047), ('when', 0.29006075429218509), ('less', 0.19987520091725694), ('they', 0.18898294464146637), ('kidney', 0.17774694532885379), ('and', 0.1257503333745319), ('in', 0.088656090001833249), ('happened', 0.087528138877418019), ('any', 0.066739837857360457), ('tech', 0.029032406373318127), ('extracted', 0.028014220693600982), ('as', 0.026720766799405299), ('surgically', 0.017950287738160702), ('relieve', 0.0056672678685634626), ('up', 0.00097701663470563661), ('childbirth', 0.00050634074424980966)], neg=[('<BIAS>', -1.7157914726911978), ('the', -0.4590006806599547), ('do', -0.43394194170068845), ('or', -0.4211947899585059), ('anything', 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they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('as', [(0, 2)], 0.026720766799405299), ('recall', [(5, 11)], 0.4427413388145911), ('from', [(12, 16)], -0.067637035518680652), ('my', [(17, 19)], 0.38079718302727811), ('bout', [(20, 24)], -0.0027930081793405524), ('with', [(25, 29)], -0.19442400325218348), ('kidney', [(30, 36)], 0.17774694532885379), ('stones', [(37, 43)], -0.13278531640124505), ('there', [(45, 50)], -0.14793772146763559), ('isn', [(51, 54)], -0.21278515096239514), ('any', [(57, 60)], 0.066739837857360457), ('medication', [(61, 71)], 0.32570911063430441), ('that', [(72, 76)], -0.090231164163909805), ('can', [(77, 80)], 0.3595367154767114), ('do', [(81, 83)], -0.43394194170068845), ('anything', [(84, 92)], -0.23457578435259221), ('about', [(93, 98)], 0.29166618636173047), ('them', [(99, 103)], -0.060031396877020526), ('except', [(104, 110)], -0.014740831238939388), ('relieve', [(111, 118)], 0.0056672678685634626), ('the', [(119, 122)], -0.4590006806599547), ('pain', [(123, 127)], 0.44623351608137524), ('either', [(130, 136)], -0.16322424654058013), ('they', [(137, 141)], 0.18898294464146637), ('pass', [(142, 146)], -0.13339180975874135), ('or', [(148, 150)], -0.4211947899585059), ('they', [(151, 155)], 0.18898294464146637), ('have', [(156, 160)], -0.010345358986759945), ('to', [(161, 163)], 0.40524093294330421), ('be', [(164, 166)], -0.15342096648309894), ('broken', [(167, 173)], -0.044363492527693081), ('up', [(174, 176)], 0.00097701663470563661), ('with', [(177, 181)], -0.19442400325218348), ('sound', [(182, 187)], 0.4166726556770175), ('or', [(189, 191)], -0.4211947899585059), ('they', [(192, 196)], 0.18898294464146637), ('have', [(197, 201)], -0.010345358986759945), ('to', [(202, 204)], 0.40524093294330421), ('be', [(205, 207)], -0.15342096648309894), ('extracted', [(208, 217)], 0.028014220693600982), ('surgically', [(218, 228)], 0.017950287738160702), ('when', [(231, 235)], 0.29006075429218509), ('was', [(238, 241)], -0.1924907837905358), ('in', [(242, 244)], 0.088656090001833249), ('the', [(246, 249)], -0.4590006806599547), ('ray', [(252, 255)], -0.19065443599837142), ('tech', [(256, 260)], 0.029032406373318127), ('happened', [(261, 269)], 0.087528138877418019), ('to', [(270, 272)], 0.40524093294330421), ('mention', [(273, 280)], -0.024518120346061868), ('that', [(281, 285)], -0.090231164163909805), ('she', [(286, 289)], 0.43801886734393514), ('had', [(292, 295)], 0.3713333654737293), ('kidney', [(296, 302)], 0.17774694532885379), ('stones', [(303, 309)], -0.13278531640124505), ('and', [(310, 313)], 0.1257503333745319), ('children', [(314, 322)], -0.075033461779852872), ('and', [(324, 327)], 0.1257503333745319), ('the', [(328, 331)], -0.4590006806599547), ('childbirth', [(332, 342)], 0.00050634074424980966), ('hurt', [(343, 347)], -0.0056954947818521999), ('less', [(348, 352)], 0.19987520091725694)], other=FeatureWeights(pos=[(<FormattedFeatureName 'Highlighted in text (sum)'>, 1.7469414282502471)], neg=[('<BIAS>', -1.7157914726911978)], pos_remaining=0, neg_remaining=0))), TargetExplanation(target='soc.religion.christian', feature_weights=FeatureWeights(pos=[('be', 0.56942452915595931), ('anything', 0.45042115020573525), ('the', 0.42144179339555721), ('they', 0.37680427162829905), ('do', 0.36460550544013715), ('stones', 0.27622020888073856), ('my', 0.25306226804128784), ('children', 0.22470969207034863), ('that', 0.17370707041895364), ('broken', 0.11396079488517018), ('pass', 0.10695907383409756), ('with', 0.10235517933878116), ('hurt', 0.096283316955567938), ('to', 0.085610791183247395), ('in', 0.083831598105255242), ('as', 0.039183571827511671), ('happened', 0.017462005007656219)], neg=[('<BIAS>', -1.7993815055054934), ('or', -0.43407408470970943), ('there', -0.30109904390329084), ('isn', -0.29952738744704838), ('from', -0.28824301208308134), ('can', -0.22063525771356149), ('medication', -0.21231110505567696), ('she', -0.2032521279057736), ('recall', -0.20310743755380847), ('ray', -0.18565337819187785), ('have', -0.17350850392528877), ('them', -0.17204412866544261), ('up', -0.17108236114544476), ('and', -0.16691202510682801), ('mention', -0.16599108721537317), ('pain', -0.15602070239591048), ('less', -0.13336373164204798), ('sound', -0.074842992730663527), ('kidney', -0.068930198616748234), ('tech', -0.052838437766487459), ('except', -0.047739474342249871), ('was', -0.045534005483447326), ('any', -0.040614421438770122), ('had', -0.039720145865625819), ('about', -0.016463989791212795), ('relieve', -0.015338260662011606), ('either', -0.0066838673527637024), ('extracted', -0.0062728107074385437), ('surgically', -0.0043953823220592436), ('when', -0.0041330012222353021), ('bout', -0.001363408093054466), ('childbirth', -1.3907410165850457e-06)], pos_remaining=0, neg_remaining=0), proba=0.17870001796047216, score=-1.9550358469271378, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('as', [(0, 2)], 0.039183571827511671), ('recall', [(5, 11)], -0.20310743755380847), ('from', [(12, 16)], -0.28824301208308134), ('my', [(17, 19)], 0.25306226804128784), ('bout', [(20, 24)], -0.001363408093054466), ('with', [(25, 29)], 0.10235517933878116), ('kidney', [(30, 36)], -0.068930198616748234), ('stones', [(37, 43)], 0.27622020888073856), ('there', [(45, 50)], -0.30109904390329084), ('isn', [(51, 54)], -0.29952738744704838), ('any', [(57, 60)], -0.040614421438770122), ('medication', [(61, 71)], -0.21231110505567696), ('that', [(72, 76)], 0.17370707041895364), ('can', [(77, 80)], -0.22063525771356149), ('do', [(81, 83)], 0.36460550544013715), ('anything', [(84, 92)], 0.45042115020573525), ('about', [(93, 98)], -0.016463989791212795), ('them', [(99, 103)], -0.17204412866544261), ('except', [(104, 110)], -0.047739474342249871), ('relieve', [(111, 118)], -0.015338260662011606), ('the', [(119, 122)], 0.42144179339555721), ('pain', [(123, 127)], -0.15602070239591048), ('either', [(130, 136)], -0.0066838673527637024), ('they', [(137, 141)], 0.37680427162829905), ('pass', [(142, 146)], 0.10695907383409756), ('or', [(148, 150)], -0.43407408470970943), ('they', [(151, 155)], 0.37680427162829905), ('have', [(156, 160)], -0.17350850392528877), ('to', [(161, 163)], 0.085610791183247395), ('be', [(164, 166)], 0.56942452915595931), ('broken', [(167, 173)], 0.11396079488517018), ('up', [(174, 176)], -0.17108236114544476), ('with', [(177, 181)], 0.10235517933878116), ('sound', [(182, 187)], -0.074842992730663527), ('or', [(189, 191)], -0.43407408470970943), ('they', [(192, 196)], 0.37680427162829905), ('have', [(197, 201)], -0.17350850392528877), ('to', [(202, 204)], 0.085610791183247395), ('be', [(205, 207)], 0.56942452915595931), ('extracted', [(208, 217)], -0.0062728107074385437), ('surgically', [(218, 228)], -0.0043953823220592436), ('when', [(231, 235)], -0.0041330012222353021), ('was', [(238, 241)], -0.045534005483447326), ('in', [(242, 244)], 0.083831598105255242), ('the', [(246, 249)], 0.42144179339555721), ('ray', [(252, 255)], -0.18565337819187785), ('tech', [(256, 260)], -0.052838437766487459), ('happened', [(261, 269)], 0.017462005007656219), ('to', [(270, 272)], 0.085610791183247395), ('mention', [(273, 280)], -0.16599108721537317), ('that', [(281, 285)], 0.17370707041895364), ('she', [(286, 289)], -0.2032521279057736), ('had', [(292, 295)], -0.039720145865625819), ('kidney', [(296, 302)], -0.068930198616748234), ('stones', [(303, 309)], 0.27622020888073856), ('and', [(310, 313)], -0.16691202510682801), ('children', [(314, 322)], 0.22470969207034863), ('and', [(324, 327)], -0.16691202510682801), ('the', [(328, 331)], 0.42144179339555721), ('childbirth', [(332, 342)], -1.3907410165850457e-06), ('hurt', [(343, 347)], 0.096283316955567938), ('less', [(348, 352)], -0.13336373164204798)], other=FeatureWeights(pos=[], neg=[('<BIAS>', -1.7993815055054934), (<FormattedFeatureName 'Highlighted in text (sum)'>, -0.15565434142164472)], pos_remaining=0, neg_remaining=0)))], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eli5.explain_prediction(clf, twenty_test.data[0], vec=vec, target_names=twenty_test.target_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hm, it no longer uses email addresses, but it still doesn't look good: classifier assigns high weights to seemingly unrelated words like 'there' or 'my'. These words appear in many texts, so maybe classifier uses them as a proxy for bias. Or maybe some of them are more common in some of classes. \n",
"\n",
"To help classifier we may filter out stop words:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" alt.atheism 0.87 0.76 0.81 319\n",
" comp.graphics 0.85 0.95 0.90 389\n",
" sci.med 0.93 0.85 0.89 396\n",
"soc.religion.christian 0.85 0.89 0.87 398\n",
"\n",
" avg / total 0.87 0.87 0.87 1502\n",
"\n",
"accuracy: 0.870838881491\n"
]
}
],
"source": [
"vec = CountVectorizer(stop_words='english')\n",
"clf = LogisticRegressionCV()\n",
"pipe = make_pipeline(vec, clf)\n",
"pipe.fit(twenty_train.data, twenty_train.target)\n",
"\n",
"print_report(pipe)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" (probability <b>0.027</b>, score <b>-3.741</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;\">Weight</th>\n",
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" &lt;BIAS&gt;\n",
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" <p>\n",
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"</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">m</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">d</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">i</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">c</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">a</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">i</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">o</span><span style=\"background-color: hsl(0, 100.00%, 85.12%); opacity: 0.85\" title=\"-0.099\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.32%); opacity: 0.80\" title=\"-0.001\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.32%); opacity: 0.80\" title=\"-0.001\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.32%); opacity: 0.80\" title=\"-0.001\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.32%); opacity: 0.80\" title=\"-0.001\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.32%); opacity: 0.80\" title=\"-0.001\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.32%); opacity: 0.80\" title=\"-0.001\">v</span><span style=\"background-color: hsl(0, 100.00%, 99.32%); opacity: 0.80\" title=\"-0.001\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 68.96%); opacity: 0.94\" title=\"-0.284\">p</span><span style=\"background-color: hsl(0, 100.00%, 68.96%); opacity: 0.94\" title=\"-0.284\">a</span><span style=\"background-color: hsl(0, 100.00%, 68.96%); opacity: 0.94\" title=\"-0.284\">i</span><span style=\"background-color: hsl(0, 100.00%, 68.96%); opacity: 0.94\" title=\"-0.284\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.005\">p</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.005\">a</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.005\">s</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.005\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.046\">b</span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.046\">r</span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.046\">o</span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.046\">k</span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.046\">e</span><span style=\"background-color: hsl(120, 100.00%, 91.36%); opacity: 0.82\" title=\"0.046\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 71.56%); opacity: 0.92\" title=\"-0.251\">s</span><span style=\"background-color: hsl(0, 100.00%, 71.56%); opacity: 0.92\" title=\"-0.251\">o</span><span style=\"background-color: hsl(0, 100.00%, 71.56%); opacity: 0.92\" title=\"-0.251\">u</span><span style=\"background-color: hsl(0, 100.00%, 71.56%); opacity: 0.92\" title=\"-0.251\">n</span><span style=\"background-color: hsl(0, 100.00%, 71.56%); opacity: 0.92\" title=\"-0.251\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.81%); opacity: 0.83\" title=\"-0.066\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.81%); opacity: 0.83\" title=\"-0.066\">x</span><span style=\"background-color: hsl(0, 100.00%, 88.81%); opacity: 0.83\" title=\"-0.066\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.81%); opacity: 0.83\" title=\"-0.066\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.81%); opacity: 0.83\" title=\"-0.066\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.81%); opacity: 0.83\" title=\"-0.066\">c</span><span style=\"background-color: hsl(0, 100.00%, 88.81%); opacity: 0.83\" title=\"-0.066\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.81%); opacity: 0.83\" title=\"-0.066\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.81%); opacity: 0.83\" title=\"-0.066\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">s</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">u</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">g</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">c</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">l</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.003\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 98.94%); opacity: 0.80\" title=\"0.002\">r</span><span style=\"background-color: hsl(120, 100.00%, 98.94%); opacity: 0.80\" title=\"0.002\">a</span><span style=\"background-color: hsl(120, 100.00%, 98.94%); opacity: 0.80\" title=\"0.002\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.86%); opacity: 0.85\" title=\"-0.102\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.86%); opacity: 0.85\" title=\"-0.102\">e</span><span style=\"background-color: hsl(0, 100.00%, 84.86%); opacity: 0.85\" title=\"-0.102\">c</span><span style=\"background-color: hsl(0, 100.00%, 84.86%); opacity: 0.85\" title=\"-0.102\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.02%); opacity: 0.85\" title=\"0.100\">h</span><span style=\"background-color: hsl(120, 100.00%, 85.02%); opacity: 0.85\" title=\"0.100\">a</span><span style=\"background-color: hsl(120, 100.00%, 85.02%); opacity: 0.85\" title=\"0.100\">p</span><span style=\"background-color: hsl(120, 100.00%, 85.02%); opacity: 0.85\" title=\"0.100\">p</span><span style=\"background-color: hsl(120, 100.00%, 85.02%); opacity: 0.85\" title=\"0.100\">e</span><span style=\"background-color: hsl(120, 100.00%, 85.02%); opacity: 0.85\" title=\"0.100\">n</span><span style=\"background-color: hsl(120, 100.00%, 85.02%); opacity: 0.85\" title=\"0.100\">e</span><span style=\"background-color: hsl(120, 100.00%, 85.02%); opacity: 0.85\" title=\"0.100\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.48%); opacity: 0.90\" title=\"0.203\">m</span><span style=\"background-color: hsl(120, 100.00%, 75.48%); opacity: 0.90\" title=\"0.203\">e</span><span style=\"background-color: hsl(120, 100.00%, 75.48%); opacity: 0.90\" title=\"0.203\">n</span><span style=\"background-color: hsl(120, 100.00%, 75.48%); opacity: 0.90\" title=\"0.203\">t</span><span style=\"background-color: hsl(120, 100.00%, 75.48%); opacity: 0.90\" title=\"0.203\">i</span><span style=\"background-color: hsl(120, 100.00%, 75.48%); opacity: 0.90\" title=\"0.203\">o</span><span style=\"background-color: hsl(120, 100.00%, 75.48%); opacity: 0.90\" title=\"0.203\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.30%); opacity: 0.83\" title=\"-0.062\">k</span><span style=\"background-color: hsl(0, 100.00%, 89.30%); opacity: 0.83\" title=\"-0.062\">i</span><span style=\"background-color: hsl(0, 100.00%, 89.30%); opacity: 0.83\" title=\"-0.062\">d</span><span style=\"background-color: hsl(0, 100.00%, 89.30%); opacity: 0.83\" title=\"-0.062\">n</span><span style=\"background-color: hsl(0, 100.00%, 89.30%); opacity: 0.83\" title=\"-0.062\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.30%); opacity: 0.83\" title=\"-0.062\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.055\">s</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.055\">t</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.055\">o</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.055\">n</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.055\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.055\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.08%); opacity: 0.86\" title=\"-0.119\">c</span><span style=\"background-color: hsl(0, 100.00%, 83.08%); opacity: 0.86\" title=\"-0.119\">h</span><span style=\"background-color: hsl(0, 100.00%, 83.08%); opacity: 0.86\" title=\"-0.119\">i</span><span style=\"background-color: hsl(0, 100.00%, 83.08%); opacity: 0.86\" title=\"-0.119\">l</span><span style=\"background-color: hsl(0, 100.00%, 83.08%); opacity: 0.86\" title=\"-0.119\">d</span><span style=\"background-color: hsl(0, 100.00%, 83.08%); opacity: 0.86\" title=\"-0.119\">r</span><span style=\"background-color: hsl(0, 100.00%, 83.08%); opacity: 0.86\" title=\"-0.119\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.08%); opacity: 0.86\" title=\"-0.119\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">c</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">h</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">l</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">d</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">b</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">r</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">t</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.013\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.42%); opacity: 0.84\" title=\"-0.087\">h</span><span style=\"background-color: hsl(0, 100.00%, 86.42%); opacity: 0.84\" title=\"-0.087\">u</span><span style=\"background-color: hsl(0, 100.00%, 86.42%); opacity: 0.84\" title=\"-0.087\">r</span><span style=\"background-color: hsl(0, 100.00%, 86.42%); opacity: 0.84\" title=\"-0.087\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=comp.graphics\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.133</b>, score <b>-2.024</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 96.10%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.179\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\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",
" -1.845\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",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.76%); opacity: 0.89\" title=\"-0.247\">r</span><span style=\"background-color: hsl(0, 100.00%, 76.76%); opacity: 0.89\" title=\"-0.247\">e</span><span style=\"background-color: hsl(0, 100.00%, 76.76%); opacity: 0.89\" title=\"-0.247\">c</span><span style=\"background-color: hsl(0, 100.00%, 76.76%); opacity: 0.89\" title=\"-0.247\">a</span><span style=\"background-color: hsl(0, 100.00%, 76.76%); opacity: 0.89\" title=\"-0.247\">l</span><span style=\"background-color: hsl(0, 100.00%, 76.76%); opacity: 0.89\" title=\"-0.247\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 100.00%); opacity: 0.80\" title=\"-0.000\">b</span><span style=\"background-color: hsl(0, 100.00%, 100.00%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 100.00%); opacity: 0.80\" title=\"-0.000\">u</span><span style=\"background-color: hsl(0, 100.00%, 100.00%); opacity: 0.80\" title=\"-0.000\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">k</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">i</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">d</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">n</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">s</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">o</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">n</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">e</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.23%); opacity: 0.82\" title=\"-0.052\">i</span><span style=\"background-color: hsl(0, 100.00%, 92.23%); opacity: 0.82\" title=\"-0.052\">s</span><span style=\"background-color: hsl(0, 100.00%, 92.23%); opacity: 0.82\" title=\"-0.052\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">m</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">e</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">d</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">i</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">c</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">a</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">t</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">i</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">o</span><span style=\"background-color: hsl(0, 100.00%, 75.42%); opacity: 0.90\" title=\"-0.267\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.32%); opacity: 0.80\" title=\"-0.011\">r</span><span style=\"background-color: hsl(0, 100.00%, 97.32%); opacity: 0.80\" title=\"-0.011\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.32%); opacity: 0.80\" title=\"-0.011\">l</span><span style=\"background-color: hsl(0, 100.00%, 97.32%); opacity: 0.80\" title=\"-0.011\">i</span><span style=\"background-color: hsl(0, 100.00%, 97.32%); opacity: 0.80\" title=\"-0.011\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.32%); opacity: 0.80\" title=\"-0.011\">v</span><span style=\"background-color: hsl(0, 100.00%, 97.32%); opacity: 0.80\" title=\"-0.011\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 67.47%); opacity: 0.95\" title=\"-0.399\">p</span><span style=\"background-color: hsl(0, 100.00%, 67.47%); opacity: 0.95\" title=\"-0.399\">a</span><span style=\"background-color: hsl(0, 100.00%, 67.47%); opacity: 0.95\" title=\"-0.399\">i</span><span style=\"background-color: hsl(0, 100.00%, 67.47%); opacity: 0.95\" title=\"-0.399\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.78%); opacity: 0.81\" title=\"-0.037\">p</span><span style=\"background-color: hsl(0, 100.00%, 93.78%); opacity: 0.81\" title=\"-0.037\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.78%); opacity: 0.81\" title=\"-0.037\">s</span><span style=\"background-color: hsl(0, 100.00%, 93.78%); opacity: 0.81\" title=\"-0.037\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.80%); opacity: 0.82\" title=\"-0.066\">b</span><span style=\"background-color: hsl(0, 100.00%, 90.80%); opacity: 0.82\" title=\"-0.066\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.80%); opacity: 0.82\" title=\"-0.066\">o</span><span style=\"background-color: hsl(0, 100.00%, 90.80%); opacity: 0.82\" title=\"-0.066\">k</span><span style=\"background-color: hsl(0, 100.00%, 90.80%); opacity: 0.82\" title=\"-0.066\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.80%); opacity: 0.82\" title=\"-0.066\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.73%); opacity: 0.89\" title=\"-0.247\">s</span><span style=\"background-color: hsl(0, 100.00%, 76.73%); opacity: 0.89\" title=\"-0.247\">o</span><span style=\"background-color: hsl(0, 100.00%, 76.73%); opacity: 0.89\" title=\"-0.247\">u</span><span style=\"background-color: hsl(0, 100.00%, 76.73%); opacity: 0.89\" title=\"-0.247\">n</span><span style=\"background-color: hsl(0, 100.00%, 76.73%); opacity: 0.89\" title=\"-0.247\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.001\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.001\">x</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.001\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.001\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.001\">a</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.001\">c</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.001\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.001\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.45%); opacity: 0.80\" title=\"-0.001\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">s</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">u</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">r</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">g</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">c</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">a</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">l</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">l</span><span style=\"background-color: hsl(0, 100.00%, 96.06%); opacity: 0.81\" title=\"-0.020\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.536\">r</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.536\">a</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.536\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.23%); opacity: 0.84\" title=\"0.105\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.23%); opacity: 0.84\" title=\"0.105\">e</span><span style=\"background-color: hsl(120, 100.00%, 87.23%); opacity: 0.84\" title=\"0.105\">c</span><span style=\"background-color: hsl(120, 100.00%, 87.23%); opacity: 0.84\" title=\"0.105\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.34%); opacity: 0.92\" title=\"-0.316\">h</span><span style=\"background-color: hsl(0, 100.00%, 72.34%); opacity: 0.92\" title=\"-0.316\">a</span><span style=\"background-color: hsl(0, 100.00%, 72.34%); opacity: 0.92\" title=\"-0.316\">p</span><span style=\"background-color: hsl(0, 100.00%, 72.34%); opacity: 0.92\" title=\"-0.316\">p</span><span style=\"background-color: hsl(0, 100.00%, 72.34%); opacity: 0.92\" title=\"-0.316\">e</span><span style=\"background-color: hsl(0, 100.00%, 72.34%); opacity: 0.92\" title=\"-0.316\">n</span><span style=\"background-color: hsl(0, 100.00%, 72.34%); opacity: 0.92\" title=\"-0.316\">e</span><span style=\"background-color: hsl(0, 100.00%, 72.34%); opacity: 0.92\" title=\"-0.316\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.26%); opacity: 0.80\" title=\"-0.002\">m</span><span style=\"background-color: hsl(0, 100.00%, 99.26%); opacity: 0.80\" title=\"-0.002\">e</span><span style=\"background-color: hsl(0, 100.00%, 99.26%); opacity: 0.80\" title=\"-0.002\">n</span><span style=\"background-color: hsl(0, 100.00%, 99.26%); opacity: 0.80\" title=\"-0.002\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.26%); opacity: 0.80\" title=\"-0.002\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.26%); opacity: 0.80\" title=\"-0.002\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.26%); opacity: 0.80\" title=\"-0.002\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">k</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">i</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">d</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">n</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.37%); opacity: 0.84\" title=\"-0.115\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">s</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">o</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">n</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">e</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.175\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.231\">c</span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.231\">h</span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.231\">i</span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.231\">l</span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.231\">d</span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.231\">r</span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.231\">e</span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.231\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.65%); opacity: 0.80\" title=\"-0.009\">h</span><span style=\"background-color: hsl(0, 100.00%, 97.65%); opacity: 0.80\" title=\"-0.009\">u</span><span style=\"background-color: hsl(0, 100.00%, 97.65%); opacity: 0.80\" title=\"-0.009\">r</span><span style=\"background-color: hsl(0, 100.00%, 97.65%); opacity: 0.80\" title=\"-0.009\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=sci.med\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.714</b>, score <b>0.510</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\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",
" +2.184\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",
"</tr>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 83.40%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -1.674\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\n",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 68.54%); opacity: 0.94\" title=\"0.431\">r</span><span style=\"background-color: hsl(120, 100.00%, 68.54%); opacity: 0.94\" title=\"0.431\">e</span><span style=\"background-color: hsl(120, 100.00%, 68.54%); opacity: 0.94\" title=\"0.431\">c</span><span style=\"background-color: hsl(120, 100.00%, 68.54%); opacity: 0.94\" title=\"0.431\">a</span><span style=\"background-color: hsl(120, 100.00%, 68.54%); opacity: 0.94\" title=\"0.431\">l</span><span style=\"background-color: hsl(120, 100.00%, 68.54%); opacity: 0.94\" title=\"0.431\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">u</span><span style=\"background-color: hsl(0, 100.00%, 99.94%); opacity: 0.80\" title=\"-0.000\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">k</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">i</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">d</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">n</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">e</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">s</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">o</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">n</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">e</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.57%); opacity: 0.88\" title=\"-0.249\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.57%); opacity: 0.88\" title=\"-0.249\">s</span><span style=\"background-color: hsl(0, 100.00%, 78.57%); opacity: 0.88\" title=\"-0.249\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">m</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">e</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">d</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">i</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">c</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">a</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">t</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">i</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">o</span><span style=\"background-color: hsl(120, 100.00%, 64.28%); opacity: 0.97\" title=\"0.516\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.49%); opacity: 0.80\" title=\"0.006\">r</span><span style=\"background-color: hsl(120, 100.00%, 98.49%); opacity: 0.80\" title=\"0.006\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.49%); opacity: 0.80\" title=\"0.006\">l</span><span style=\"background-color: hsl(120, 100.00%, 98.49%); opacity: 0.80\" title=\"0.006\">i</span><span style=\"background-color: hsl(120, 100.00%, 98.49%); opacity: 0.80\" title=\"0.006\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.49%); opacity: 0.80\" title=\"0.006\">v</span><span style=\"background-color: hsl(120, 100.00%, 98.49%); opacity: 0.80\" title=\"0.006\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.607\">p</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.607\">a</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.607\">i</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.607\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.49%); opacity: 0.84\" title=\"-0.115\">p</span><span style=\"background-color: hsl(0, 100.00%, 87.49%); opacity: 0.84\" title=\"-0.115\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.49%); opacity: 0.84\" title=\"-0.115\">s</span><span style=\"background-color: hsl(0, 100.00%, 87.49%); opacity: 0.84\" title=\"-0.115\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.31%); opacity: 0.81\" title=\"-0.037\">b</span><span style=\"background-color: hsl(0, 100.00%, 94.31%); opacity: 0.81\" title=\"-0.037\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.31%); opacity: 0.81\" title=\"-0.037\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.31%); opacity: 0.81\" title=\"-0.037\">k</span><span style=\"background-color: hsl(0, 100.00%, 94.31%); opacity: 0.81\" title=\"-0.037\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.31%); opacity: 0.81\" title=\"-0.037\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 65.54%); opacity: 0.96\" title=\"0.491\">s</span><span style=\"background-color: hsl(120, 100.00%, 65.54%); opacity: 0.96\" title=\"0.491\">o</span><span style=\"background-color: hsl(120, 100.00%, 65.54%); opacity: 0.96\" title=\"0.491\">u</span><span style=\"background-color: hsl(120, 100.00%, 65.54%); opacity: 0.96\" title=\"0.491\">n</span><span style=\"background-color: hsl(120, 100.00%, 65.54%); opacity: 0.96\" title=\"0.491\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.007\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.007\">x</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.007\">t</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.007\">r</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.007\">a</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.007\">c</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.007\">t</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.007\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.20%); opacity: 0.80\" title=\"0.007\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">s</span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">u</span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">r</span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">g</span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">i</span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">c</span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">l</span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">l</span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.036\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 78.25%); opacity: 0.88\" title=\"-0.254\">r</span><span style=\"background-color: hsl(0, 100.00%, 78.25%); opacity: 0.88\" title=\"-0.254\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.25%); opacity: 0.88\" title=\"-0.254\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.15%); opacity: 0.82\" title=\"0.059\">t</span><span style=\"background-color: hsl(120, 100.00%, 92.15%); opacity: 0.82\" title=\"0.059\">e</span><span style=\"background-color: hsl(120, 100.00%, 92.15%); opacity: 0.82\" title=\"0.059\">c</span><span style=\"background-color: hsl(120, 100.00%, 92.15%); opacity: 0.82\" title=\"0.059\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.19%); opacity: 0.85\" title=\"0.161\">h</span><span style=\"background-color: hsl(120, 100.00%, 84.19%); opacity: 0.85\" title=\"0.161\">a</span><span style=\"background-color: hsl(120, 100.00%, 84.19%); opacity: 0.85\" title=\"0.161\">p</span><span style=\"background-color: hsl(120, 100.00%, 84.19%); opacity: 0.85\" title=\"0.161\">p</span><span style=\"background-color: hsl(120, 100.00%, 84.19%); opacity: 0.85\" title=\"0.161\">e</span><span style=\"background-color: hsl(120, 100.00%, 84.19%); opacity: 0.85\" title=\"0.161\">n</span><span style=\"background-color: hsl(120, 100.00%, 84.19%); opacity: 0.85\" title=\"0.161\">e</span><span style=\"background-color: hsl(120, 100.00%, 84.19%); opacity: 0.85\" title=\"0.161\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.00%); opacity: 0.82\" title=\"-0.050\">m</span><span style=\"background-color: hsl(0, 100.00%, 93.00%); opacity: 0.82\" title=\"-0.050\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.00%); opacity: 0.82\" title=\"-0.050\">n</span><span style=\"background-color: hsl(0, 100.00%, 93.00%); opacity: 0.82\" title=\"-0.050\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.00%); opacity: 0.82\" title=\"-0.050\">i</span><span style=\"background-color: hsl(0, 100.00%, 93.00%); opacity: 0.82\" title=\"-0.050\">o</span><span style=\"background-color: hsl(0, 100.00%, 93.00%); opacity: 0.82\" title=\"-0.050\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">k</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">i</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">d</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">n</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">e</span><span style=\"background-color: hsl(120, 100.00%, 79.43%); opacity: 0.88\" title=\"0.235\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">s</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">o</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">n</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">e</span><span style=\"background-color: hsl(120, 100.00%, 90.60%); opacity: 0.83\" title=\"0.077\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.084\">c</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.084\">h</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.084\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.084\">l</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.084\">d</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.084\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.084\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.01%); opacity: 0.83\" title=\"-0.084\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">c</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">h</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">i</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">l</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">d</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">b</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">i</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">r</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">t</span><span style=\"background-color: hsl(120, 100.00%, 98.43%); opacity: 0.80\" title=\"0.006\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.01%); opacity: 0.81\" title=\"0.031\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.01%); opacity: 0.81\" title=\"0.031\">u</span><span style=\"background-color: hsl(120, 100.00%, 95.01%); opacity: 0.81\" title=\"0.031\">r</span><span style=\"background-color: hsl(120, 100.00%, 95.01%); opacity: 0.81\" title=\"0.031\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=soc.religion.christian\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.126</b>, score <b>-2.092</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 85.38%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -0.816\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",
"</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",
" -1.276\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\n",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 70.69%); opacity: 0.93\" title=\"-0.123\">r</span><span style=\"background-color: hsl(0, 100.00%, 70.69%); opacity: 0.93\" title=\"-0.123\">e</span><span style=\"background-color: hsl(0, 100.00%, 70.69%); opacity: 0.93\" title=\"-0.123\">c</span><span style=\"background-color: hsl(0, 100.00%, 70.69%); opacity: 0.93\" title=\"-0.123\">a</span><span style=\"background-color: hsl(0, 100.00%, 70.69%); opacity: 0.93\" title=\"-0.123\">l</span><span style=\"background-color: hsl(0, 100.00%, 70.69%); opacity: 0.93\" title=\"-0.123\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.65%); opacity: 0.81\" title=\"-0.011\">b</span><span style=\"background-color: hsl(0, 100.00%, 94.65%); opacity: 0.81\" title=\"-0.011\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.65%); opacity: 0.81\" title=\"-0.011\">u</span><span style=\"background-color: hsl(0, 100.00%, 94.65%); opacity: 0.81\" title=\"-0.011\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">k</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">d</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">n</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">s</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">o</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">n</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.192\">i</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.192\">s</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.192\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">m</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">e</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">d</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">i</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">c</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">a</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">t</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">i</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">o</span><span style=\"background-color: hsl(0, 100.00%, 65.17%); opacity: 0.96\" title=\"-0.157\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.87%); opacity: 0.80\" title=\"-0.003\">r</span><span style=\"background-color: hsl(0, 100.00%, 97.87%); opacity: 0.80\" title=\"-0.003\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.87%); opacity: 0.80\" title=\"-0.003\">l</span><span style=\"background-color: hsl(0, 100.00%, 97.87%); opacity: 0.80\" title=\"-0.003\">i</span><span style=\"background-color: hsl(0, 100.00%, 97.87%); opacity: 0.80\" title=\"-0.003\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.87%); opacity: 0.80\" title=\"-0.003\">v</span><span style=\"background-color: hsl(0, 100.00%, 97.87%); opacity: 0.80\" title=\"-0.003\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.131\">p</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.131\">a</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.131\">i</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.131\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.46%); opacity: 0.86\" title=\"0.059\">p</span><span style=\"background-color: hsl(120, 100.00%, 82.46%); opacity: 0.86\" title=\"0.059\">a</span><span style=\"background-color: hsl(120, 100.00%, 82.46%); opacity: 0.86\" title=\"0.059\">s</span><span style=\"background-color: hsl(120, 100.00%, 82.46%); opacity: 0.86\" title=\"0.059\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.72%); opacity: 0.86\" title=\"0.053\">b</span><span style=\"background-color: hsl(120, 100.00%, 83.72%); opacity: 0.86\" title=\"0.053\">r</span><span style=\"background-color: hsl(120, 100.00%, 83.72%); opacity: 0.86\" title=\"0.053\">o</span><span style=\"background-color: hsl(120, 100.00%, 83.72%); opacity: 0.86\" title=\"0.053\">k</span><span style=\"background-color: hsl(120, 100.00%, 83.72%); opacity: 0.86\" title=\"0.053\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.72%); opacity: 0.86\" title=\"0.053\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.72%); opacity: 0.88\" title=\"-0.073\">s</span><span style=\"background-color: hsl(0, 100.00%, 79.72%); opacity: 0.88\" title=\"-0.073\">o</span><span style=\"background-color: hsl(0, 100.00%, 79.72%); opacity: 0.88\" title=\"-0.073\">u</span><span style=\"background-color: hsl(0, 100.00%, 79.72%); opacity: 0.88\" title=\"-0.073\">n</span><span style=\"background-color: hsl(0, 100.00%, 79.72%); opacity: 0.88\" title=\"-0.073\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.006\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.006\">x</span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.006\">t</span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.006\">r</span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.006\">a</span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.006\">c</span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.006\">t</span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.006\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.006\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">s</span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">u</span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">g</span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">c</span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">l</span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">l</span><span style=\"background-color: hsl(0, 100.00%, 95.97%); opacity: 0.81\" title=\"-0.007\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 64.76%); opacity: 0.97\" title=\"-0.160\">r</span><span style=\"background-color: hsl(0, 100.00%, 64.76%); opacity: 0.97\" title=\"-0.160\">a</span><span style=\"background-color: hsl(0, 100.00%, 64.76%); opacity: 0.97\" title=\"-0.160\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.56%); opacity: 0.85\" title=\"-0.045\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.56%); opacity: 0.85\" title=\"-0.045\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.56%); opacity: 0.85\" title=\"-0.045\">c</span><span style=\"background-color: hsl(0, 100.00%, 85.56%); opacity: 0.85\" title=\"-0.045\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.019\">h</span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.019\">a</span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.019\">p</span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.019\">p</span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.019\">e</span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.019\">n</span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.019\">e</span><span style=\"background-color: hsl(120, 100.00%, 92.03%); opacity: 0.82\" title=\"0.019\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.47%); opacity: 0.92\" title=\"-0.112\">m</span><span style=\"background-color: hsl(0, 100.00%, 72.47%); opacity: 0.92\" title=\"-0.112\">e</span><span style=\"background-color: hsl(0, 100.00%, 72.47%); opacity: 0.92\" title=\"-0.112\">n</span><span style=\"background-color: hsl(0, 100.00%, 72.47%); opacity: 0.92\" title=\"-0.112\">t</span><span style=\"background-color: hsl(0, 100.00%, 72.47%); opacity: 0.92\" title=\"-0.112\">i</span><span style=\"background-color: hsl(0, 100.00%, 72.47%); opacity: 0.92\" title=\"-0.112\">o</span><span style=\"background-color: hsl(0, 100.00%, 72.47%); opacity: 0.92\" title=\"-0.112\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">k</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">d</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">n</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.03%); opacity: 0.88\" title=\"-0.081\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">s</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">o</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">n</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.68%); opacity: 0.83\" title=\"0.032\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.42%); opacity: 0.92\" title=\"0.113\">c</span><span style=\"background-color: hsl(120, 100.00%, 72.42%); opacity: 0.92\" title=\"0.113\">h</span><span style=\"background-color: hsl(120, 100.00%, 72.42%); opacity: 0.92\" title=\"0.113\">i</span><span style=\"background-color: hsl(120, 100.00%, 72.42%); opacity: 0.92\" title=\"0.113\">l</span><span style=\"background-color: hsl(120, 100.00%, 72.42%); opacity: 0.92\" title=\"0.113\">d</span><span style=\"background-color: hsl(120, 100.00%, 72.42%); opacity: 0.92\" title=\"0.113\">r</span><span style=\"background-color: hsl(120, 100.00%, 72.42%); opacity: 0.92\" title=\"0.113\">e</span><span style=\"background-color: hsl(120, 100.00%, 72.42%); opacity: 0.92\" title=\"0.113\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">c</span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">h</span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">d</span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.40%); opacity: 0.80\" title=\"-0.000\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.34%); opacity: 0.86\" title=\"0.060\">h</span><span style=\"background-color: hsl(120, 100.00%, 82.34%); opacity: 0.86\" title=\"0.060\">u</span><span style=\"background-color: hsl(120, 100.00%, 82.34%); opacity: 0.86\" title=\"0.060\">r</span><span style=\"background-color: hsl(120, 100.00%, 82.34%); opacity: 0.86\" title=\"0.060\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
"\n",
"\n",
" \n",
"\n",
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"Explanation(estimator=\"LogisticRegressionCV(Cs=10, class_weight=None, cv=None, dual=False,\\n fit_intercept=True, intercept_scaling=1.0, max_iter=100,\\n multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\\n refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0)\", description=None, error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='alt.atheism', feature_weights=FeatureWeights(pos=[('isn', 0.4079850279212644), ('mention', 0.20276016096368196), ('happened', 0.10032548228237977), ('broken', 0.045661243794254062), ('bout', 0.021478397115446177), ('pass', 0.0048780545314015353), ('ray', 0.0022660753013296056)], neg=[('<BIAS>', -3.1387817601201928), ('pain', -0.28399881920148046), ('sound', -0.250673312529335), ('recall', -0.12666182521423189), ('kidney', -0.12407607523345641), ('children', -0.11937906987870844), ('stones', -0.1104844769133375), ('tech', -0.10186633792062336), ('medication', -0.099350841520583932), ('hurt', -0.087189617323095991), ('extracted', -0.066143156875205084), ('childbirth', -0.013387754880391652), ('surgically', -0.0030262162606060649), ('relieve', -0.0012092595792384322)], pos_remaining=0, neg_remaining=0), proba=0.026510772590927295, score=-3.7408740815407295, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('recall', [(5, 11)], -0.12666182521423189), ('bout', [(20, 24)], 0.021478397115446177), ('kidney', [(30, 36)], -0.12407607523345641), ('stones', [(37, 43)], -0.1104844769133375), ('isn', [(51, 54)], 0.4079850279212644), ('medication', [(61, 71)], -0.099350841520583932), ('relieve', [(111, 118)], -0.0012092595792384322), ('pain', [(123, 127)], -0.28399881920148046), ('pass', [(142, 146)], 0.0048780545314015353), ('broken', [(167, 173)], 0.045661243794254062), ('sound', [(182, 187)], -0.250673312529335), ('extracted', [(208, 217)], -0.066143156875205084), ('surgically', [(218, 228)], -0.0030262162606060649), ('ray', [(252, 255)], 0.0022660753013296056), ('tech', [(256, 260)], -0.10186633792062336), ('happened', [(261, 269)], 0.10032548228237977), ('mention', [(273, 280)], 0.20276016096368196), ('kidney', [(296, 302)], -0.12407607523345641), ('stones', [(303, 309)], -0.1104844769133375), ('children', [(314, 322)], -0.11937906987870844), ('childbirth', [(332, 342)], -0.013387754880391652), ('hurt', [(343, 347)], -0.087189617323095991)], other=FeatureWeights(pos=[], neg=[('<BIAS>', -3.1387817601201928), (<FormattedFeatureName 'Highlighted in text (sum)'>, -0.6020923214205367)], pos_remaining=0, neg_remaining=0))), TargetExplanation(target='comp.graphics', feature_weights=FeatureWeights(pos=[('ray', 0.53567821122756232), ('tech', 0.10482314823416268)], neg=[('pain', -0.39870448458714602), ('stones', -0.350730094722008), ('happened', -0.31630550344932024), ('medication', -0.26709649687331394), ('sound', -0.2469994300300232), ('recall', -0.24660835242595583), ('children', -0.23109207669274151), ('kidney', -0.2302551087349457), ('<BIAS>', -0.17872311553110434), ('broken', -0.065658691201733635), ('isn', -0.051558163373234572), ('pass', -0.037487109734506995), ('surgically', -0.019542490356649417), ('relieve', -0.011287570019273708), ('hurt', -0.0093231699268056124), ('mention', -0.0017939464224737463), ('extracted', -0.001176924323697443), ('bout', -7.1632075807864483e-07), ('childbirth', -6.5991216484659255e-13)], pos_remaining=0, neg_remaining=0), proba=0.1334762587288382, score=-2.0238420852646271, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('recall', [(5, 11)], -0.24660835242595583), ('bout', [(20, 24)], -7.1632075807864483e-07), ('kidney', [(30, 36)], -0.2302551087349457), ('stones', [(37, 43)], -0.350730094722008), ('isn', [(51, 54)], -0.051558163373234572), ('medication', [(61, 71)], -0.26709649687331394), ('relieve', [(111, 118)], -0.011287570019273708), ('pain', [(123, 127)], -0.39870448458714602), ('pass', [(142, 146)], -0.037487109734506995), ('broken', [(167, 173)], -0.065658691201733635), ('sound', [(182, 187)], -0.2469994300300232), ('extracted', [(208, 217)], -0.001176924323697443), ('surgically', [(218, 228)], -0.019542490356649417), ('ray', [(252, 255)], 0.53567821122756232), ('tech', [(256, 260)], 0.10482314823416268), ('happened', [(261, 269)], -0.31630550344932024), ('mention', [(273, 280)], -0.0017939464224737463), ('kidney', [(296, 302)], -0.2302551087349457), ('stones', [(303, 309)], -0.350730094722008), ('children', [(314, 322)], -0.23109207669274151), ('childbirth', [(332, 342)], -6.5991216484659255e-13), ('hurt', [(343, 347)], -0.0093231699268056124)], other=FeatureWeights(pos=[], neg=[(<FormattedFeatureName 'Highlighted in text (sum)'>, -1.8451189697335222), ('<BIAS>', -0.17872311553110434)], pos_remaining=0, neg_remaining=0))), TargetExplanation(target='sci.med', feature_weights=FeatureWeights(pos=[('pain', 0.6070148062536409), ('medication', 0.51643537573252662), ('sound', 0.49055506891768136), ('kidney', 0.46942831220238634), ('recall', 0.43081003193205264), ('happened', 0.16115116661590201), ('stones', 0.15333977156689665), ('tech', 0.059259488668886182), ('surgically', 0.035724214656272187), ('hurt', 0.031075981798178415), ('extracted', 0.0072367199869343155), ('childbirth', 0.0059750729544126632), ('relieve', 0.0056449290006213631)], neg=[('<BIAS>', -1.6739855577395166), ('ray', -0.25427226891248378), ('isn', -0.24880765500035568), ('pass', -0.11541439581050829), ('children', -0.083695926213767854), ('mention', -0.050341800267031889), ('broken', -0.037434444119987094), ('bout', -5.4188888810746895e-05)], pos_remaining=0, neg_remaining=0), proba=0.71439404828479813, score=0.50964470333392975, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('recall', [(5, 11)], 0.43081003193205264), ('bout', [(20, 24)], -5.4188888810746895e-05), ('kidney', [(30, 36)], 0.46942831220238634), ('stones', [(37, 43)], 0.15333977156689665), ('isn', [(51, 54)], -0.24880765500035568), ('medication', [(61, 71)], 0.51643537573252662), ('relieve', [(111, 118)], 0.0056449290006213631), ('pain', [(123, 127)], 0.6070148062536409), ('pass', [(142, 146)], -0.11541439581050829), ('broken', [(167, 173)], -0.037434444119987094), ('sound', [(182, 187)], 0.49055506891768136), ('extracted', [(208, 217)], 0.0072367199869343155), ('surgically', [(218, 228)], 0.035724214656272187), ('ray', [(252, 255)], -0.25427226891248378), ('tech', [(256, 260)], 0.059259488668886182), ('happened', [(261, 269)], 0.16115116661590201), ('mention', [(273, 280)], -0.050341800267031889), ('kidney', [(296, 302)], 0.46942831220238634), ('stones', [(303, 309)], 0.15333977156689665), ('children', [(314, 322)], -0.083695926213767854), ('childbirth', [(332, 342)], 0.0059750729544126632), ('hurt', [(343, 347)], 0.031075981798178415)], other=FeatureWeights(pos=[(<FormattedFeatureName 'Highlighted in text (sum)'>, 2.1836302610734468)], neg=[('<BIAS>', -1.6739855577395166)], pos_remaining=0, neg_remaining=0))), TargetExplanation(target='soc.religion.christian', feature_weights=FeatureWeights(pos=[('children', 0.11263414719296291), ('stones', 0.063095156322174245), ('hurt', 0.059576216722703426), ('pass', 0.058976133032446532), ('broken', 0.053048274868510006), ('happened', 0.019104194358371806)], neg=[('<BIAS>', -1.2763235179369818), ('isn', -0.19155006957537318), ('kidney', -0.16278881416453977), ('ray', -0.15986551700238852), ('medication', -0.15717614658708973), ('pain', -0.13148270309727964), ('recall', -0.12282995765167573), ('mention', -0.11230464098570972), ('sound', -0.072605664904640044), ('tech', -0.044682308441209108), ('bout', -0.010821538867448124), ('surgically', -0.007204171632047787), ('extracted', -0.0056752125007371694), ('relieve', -0.0029105880722281562), ('childbirth', -0.0004750727145378668)], pos_remaining=0, neg_remaining=0), proba=0.12561892039543626, score=-2.0922618016367176, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('recall', [(5, 11)], -0.12282995765167573), ('bout', [(20, 24)], -0.010821538867448124), ('kidney', [(30, 36)], -0.16278881416453977), ('stones', [(37, 43)], 0.063095156322174245), ('isn', [(51, 54)], -0.19155006957537318), ('medication', [(61, 71)], -0.15717614658708973), ('relieve', [(111, 118)], -0.0029105880722281562), ('pain', [(123, 127)], -0.13148270309727964), ('pass', [(142, 146)], 0.058976133032446532), ('broken', [(167, 173)], 0.053048274868510006), ('sound', [(182, 187)], -0.072605664904640044), ('extracted', [(208, 217)], -0.0056752125007371694), ('surgically', [(218, 228)], -0.007204171632047787), ('ray', [(252, 255)], -0.15986551700238852), ('tech', [(256, 260)], -0.044682308441209108), ('happened', [(261, 269)], 0.019104194358371806), ('mention', [(273, 280)], -0.11230464098570972), ('kidney', [(296, 302)], -0.16278881416453977), ('stones', [(303, 309)], 0.063095156322174245), ('children', [(314, 322)], 0.11263414719296291), ('childbirth', [(332, 342)], -0.0004750727145378668), ('hurt', [(343, 347)], 0.059576216722703426)], other=FeatureWeights(pos=[], neg=[('<BIAS>', -1.2763235179369818), (<FormattedFeatureName 'Highlighted in text (sum)'>, -0.81593828369973564)], pos_remaining=0, neg_remaining=0)))], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eli5.explain_prediction(clf, twenty_test.data[0], vec=vec, target_names=twenty_test.target_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks better, isn't it? \n",
"Alternatively, we can use TF\\*IDF scheme; it should give a somewhat similar effect. Note that we're cross-validating LogisticRegression regularisation parameter here, like in other examples (LogisticRegressionCV, not LogisticRegression). TF\\*IDF values are different from word count values, so optimal C value can be different. We could draw a wrong conclusion if a classifier with fixed regularization strength is used - the chosen C value could have worked better for one kind of data."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" alt.atheism 0.91 0.79 0.85 319\n",
" comp.graphics 0.83 0.97 0.90 389\n",
" sci.med 0.95 0.87 0.91 396\n",
"soc.religion.christian 0.90 0.91 0.91 398\n",
"\n",
" avg / total 0.90 0.89 0.89 1502\n",
"\n",
"accuracy: 0.892143808256\n"
]
}
],
"source": [
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"\n",
"vec = TfidfVectorizer()\n",
"clf = LogisticRegressionCV()\n",
"pipe = make_pipeline(vec, clf)\n",
"pipe.fit(twenty_train.data, twenty_train.target)\n",
"\n",
"print_report(pipe)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" (probability <b>0.000</b>, score <b>-9.379</b>)\n",
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" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
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" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
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" &lt;BIAS&gt;\n",
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opacity: 0.81\" title=\"0.037\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.68%); opacity: 0.81\" title=\"0.037\">h</span><span style=\"background-color: hsl(120, 100.00%, 94.68%); opacity: 0.81\" title=\"0.037\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.68%); opacity: 0.81\" title=\"0.037\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 71.92%); opacity: 0.92\" title=\"-0.400\">c</span><span style=\"background-color: hsl(0, 100.00%, 71.92%); opacity: 0.92\" title=\"-0.400\">a</span><span style=\"background-color: hsl(0, 100.00%, 71.92%); opacity: 0.92\" title=\"-0.400\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.36%); opacity: 0.84\" title=\"0.143\">d</span><span style=\"background-color: hsl(120, 100.00%, 86.36%); opacity: 0.84\" title=\"0.143\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.10%); opacity: 0.84\" title=\"0.117\">a</span><span style=\"background-color: hsl(120, 100.00%, 88.10%); opacity: 0.84\" title=\"0.117\">n</span><span style=\"background-color: hsl(120, 100.00%, 88.10%); opacity: 0.84\" title=\"0.117\">y</span><span style=\"background-color: hsl(120, 100.00%, 88.10%); opacity: 0.84\" title=\"0.117\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.10%); opacity: 0.84\" title=\"0.117\">h</span><span style=\"background-color: hsl(120, 100.00%, 88.10%); opacity: 0.84\" title=\"0.117\">i</span><span style=\"background-color: hsl(120, 100.00%, 88.10%); opacity: 0.84\" title=\"0.117\">n</span><span style=\"background-color: hsl(120, 100.00%, 88.10%); opacity: 0.84\" title=\"0.117\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.56%); opacity: 0.92\" title=\"-0.387\">a</span><span style=\"background-color: hsl(0, 100.00%, 72.56%); opacity: 0.92\" title=\"-0.387\">b</span><span style=\"background-color: hsl(0, 100.00%, 72.56%); opacity: 0.92\" title=\"-0.387\">o</span><span style=\"background-color: hsl(0, 100.00%, 72.56%); opacity: 0.92\" title=\"-0.387\">u</span><span style=\"background-color: hsl(0, 100.00%, 72.56%); opacity: 0.92\" title=\"-0.387\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.07%); opacity: 0.84\" title=\"0.118\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.07%); opacity: 0.84\" title=\"0.118\">h</span><span style=\"background-color: hsl(120, 100.00%, 88.07%); opacity: 0.84\" title=\"0.118\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.07%); opacity: 0.84\" title=\"0.118\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.12%); opacity: 0.87\" title=\"0.227\">e</span><span style=\"background-color: hsl(120, 100.00%, 81.12%); opacity: 0.87\" title=\"0.227\">x</span><span style=\"background-color: hsl(120, 100.00%, 81.12%); opacity: 0.87\" title=\"0.227\">c</span><span style=\"background-color: hsl(120, 100.00%, 81.12%); opacity: 0.87\" title=\"0.227\">e</span><span style=\"background-color: hsl(120, 100.00%, 81.12%); opacity: 0.87\" title=\"0.227\">p</span><span style=\"background-color: hsl(120, 100.00%, 81.12%); opacity: 0.87\" title=\"0.227\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.12%); opacity: 0.80\" title=\"-0.015\">r</span><span style=\"background-color: hsl(0, 100.00%, 97.12%); opacity: 0.80\" title=\"-0.015\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.12%); opacity: 0.80\" title=\"-0.015\">l</span><span style=\"background-color: hsl(0, 100.00%, 97.12%); opacity: 0.80\" title=\"-0.015\">i</span><span style=\"background-color: hsl(0, 100.00%, 97.12%); opacity: 0.80\" title=\"-0.015\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.12%); opacity: 0.80\" title=\"-0.015\">v</span><span style=\"background-color: hsl(0, 100.00%, 97.12%); opacity: 0.80\" title=\"-0.015\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.030\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.030\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.030\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 68.19%); opacity: 0.94\" title=\"-0.478\">p</span><span style=\"background-color: hsl(0, 100.00%, 68.19%); opacity: 0.94\" title=\"-0.478\">a</span><span style=\"background-color: hsl(0, 100.00%, 68.19%); opacity: 0.94\" title=\"-0.478\">i</span><span style=\"background-color: hsl(0, 100.00%, 68.19%); opacity: 0.94\" title=\"-0.478\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.039\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.039\">i</span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.039\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.039\">h</span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.039\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.039\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.38%); opacity: 0.82\" title=\"0.074\">p</span><span style=\"background-color: hsl(120, 100.00%, 91.38%); opacity: 0.82\" title=\"0.074\">a</span><span style=\"background-color: hsl(120, 100.00%, 91.38%); opacity: 0.82\" title=\"0.074\">s</span><span style=\"background-color: hsl(120, 100.00%, 91.38%); opacity: 0.82\" title=\"0.074\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.04%); opacity: 0.86\" title=\"0.195\">o</span><span style=\"background-color: hsl(120, 100.00%, 83.04%); opacity: 0.86\" title=\"0.195\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.10%); opacity: 0.84\" title=\"0.146\">h</span><span style=\"background-color: hsl(120, 100.00%, 86.10%); opacity: 0.84\" title=\"0.146\">a</span><span style=\"background-color: hsl(120, 100.00%, 86.10%); opacity: 0.84\" title=\"0.146\">v</span><span style=\"background-color: hsl(120, 100.00%, 86.10%); opacity: 0.84\" title=\"0.146\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.51%); opacity: 0.83\" title=\"-0.112\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.51%); opacity: 0.83\" title=\"-0.112\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.81%); opacity: 0.80\" title=\"0.000\">b</span><span style=\"background-color: hsl(120, 100.00%, 99.81%); opacity: 0.80\" title=\"0.000\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.70%); opacity: 0.85\" title=\"-0.168\">b</span><span style=\"background-color: hsl(0, 100.00%, 84.70%); opacity: 0.85\" title=\"-0.168\">r</span><span style=\"background-color: hsl(0, 100.00%, 84.70%); opacity: 0.85\" title=\"-0.168\">o</span><span style=\"background-color: hsl(0, 100.00%, 84.70%); opacity: 0.85\" title=\"-0.168\">k</span><span style=\"background-color: hsl(0, 100.00%, 84.70%); opacity: 0.85\" title=\"-0.168\">e</span><span style=\"background-color: hsl(0, 100.00%, 84.70%); opacity: 0.85\" title=\"-0.168\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.55%); opacity: 0.92\" title=\"0.387\">u</span><span style=\"background-color: hsl(120, 100.00%, 72.55%); opacity: 0.92\" title=\"0.387\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.70%); opacity: 0.92\" title=\"-0.384\">w</span><span style=\"background-color: hsl(0, 100.00%, 72.70%); opacity: 0.92\" title=\"-0.384\">i</span><span style=\"background-color: hsl(0, 100.00%, 72.70%); opacity: 0.92\" title=\"-0.384\">t</span><span style=\"background-color: hsl(0, 100.00%, 72.70%); opacity: 0.92\" title=\"-0.384\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.04%); opacity: 0.87\" title=\"-0.246\">s</span><span style=\"background-color: hsl(0, 100.00%, 80.04%); opacity: 0.87\" title=\"-0.246\">o</span><span style=\"background-color: hsl(0, 100.00%, 80.04%); opacity: 0.87\" title=\"-0.246\">u</span><span style=\"background-color: hsl(0, 100.00%, 80.04%); opacity: 0.87\" title=\"-0.246\">n</span><span style=\"background-color: hsl(0, 100.00%, 80.04%); opacity: 0.87\" title=\"-0.246\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.04%); opacity: 0.86\" title=\"0.195\">o</span><span style=\"background-color: hsl(120, 100.00%, 83.04%); opacity: 0.86\" title=\"0.195\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.23%); opacity: 0.83\" title=\"-0.102\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.10%); opacity: 0.84\" title=\"0.146\">h</span><span style=\"background-color: hsl(120, 100.00%, 86.10%); opacity: 0.84\" title=\"0.146\">a</span><span style=\"background-color: hsl(120, 100.00%, 86.10%); opacity: 0.84\" title=\"0.146\">v</span><span style=\"background-color: hsl(120, 100.00%, 86.10%); opacity: 0.84\" title=\"0.146\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 88.51%); opacity: 0.83\" title=\"-0.112\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.51%); opacity: 0.83\" title=\"-0.112\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.81%); opacity: 0.80\" title=\"0.000\">b</span><span style=\"background-color: hsl(120, 100.00%, 99.81%); opacity: 0.80\" title=\"0.000\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.58%); opacity: 0.84\" title=\"-0.139\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.58%); opacity: 0.84\" title=\"-0.139\">x</span><span style=\"background-color: hsl(0, 100.00%, 86.58%); opacity: 0.84\" title=\"-0.139\">t</span><span style=\"background-color: hsl(0, 100.00%, 86.58%); opacity: 0.84\" title=\"-0.139\">r</span><span style=\"background-color: hsl(0, 100.00%, 86.58%); opacity: 0.84\" title=\"-0.139\">a</span><span style=\"background-color: hsl(0, 100.00%, 86.58%); opacity: 0.84\" title=\"-0.139\">c</span><span style=\"background-color: hsl(0, 100.00%, 86.58%); opacity: 0.84\" title=\"-0.139\">t</span><span style=\"background-color: hsl(0, 100.00%, 86.58%); opacity: 0.84\" title=\"-0.139\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.58%); opacity: 0.84\" title=\"-0.139\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">s</span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">u</span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">g</span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">c</span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">l</span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">l</span><span style=\"background-color: hsl(0, 100.00%, 95.32%); opacity: 0.81\" title=\"-0.031\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 79.43%); opacity: 0.88\" title=\"-0.256\">w</span><span style=\"background-color: hsl(0, 100.00%, 79.43%); opacity: 0.88\" title=\"-0.256\">h</span><span style=\"background-color: hsl(0, 100.00%, 79.43%); opacity: 0.88\" title=\"-0.256\">e</span><span style=\"background-color: hsl(0, 100.00%, 79.43%); opacity: 0.88\" title=\"-0.256\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.10%); opacity: 0.81\" title=\"0.033\">w</span><span style=\"background-color: hsl(120, 100.00%, 95.10%); opacity: 0.81\" title=\"0.033\">a</span><span style=\"background-color: hsl(120, 100.00%, 95.10%); opacity: 0.81\" title=\"0.033\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.12%); opacity: 0.80\" title=\"-0.008\">i</span><span style=\"background-color: hsl(0, 100.00%, 98.12%); opacity: 0.80\" title=\"-0.008\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.030\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.030\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.030\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 95.86%); opacity: 0.81\" title=\"0.026\">r</span><span style=\"background-color: hsl(120, 100.00%, 95.86%); opacity: 0.81\" title=\"0.026\">a</span><span style=\"background-color: hsl(120, 100.00%, 95.86%); opacity: 0.81\" title=\"0.026\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.86%); opacity: 0.88\" title=\"-0.249\">t</span><span style=\"background-color: hsl(0, 100.00%, 79.86%); opacity: 0.88\" title=\"-0.249\">e</span><span style=\"background-color: hsl(0, 100.00%, 79.86%); opacity: 0.88\" title=\"-0.249\">c</span><span style=\"background-color: hsl(0, 100.00%, 79.86%); opacity: 0.88\" title=\"-0.249\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.80%); opacity: 0.83\" title=\"0.108\">h</span><span style=\"background-color: hsl(120, 100.00%, 88.80%); opacity: 0.83\" title=\"0.108\">a</span><span style=\"background-color: hsl(120, 100.00%, 88.80%); opacity: 0.83\" title=\"0.108\">p</span><span style=\"background-color: hsl(120, 100.00%, 88.80%); opacity: 0.83\" title=\"0.108\">p</span><span style=\"background-color: hsl(120, 100.00%, 88.80%); opacity: 0.83\" title=\"0.108\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.80%); opacity: 0.83\" title=\"0.108\">n</span><span style=\"background-color: hsl(120, 100.00%, 88.80%); opacity: 0.83\" title=\"0.108\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.80%); opacity: 0.83\" title=\"0.108\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.51%); opacity: 0.83\" title=\"-0.112\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.51%); opacity: 0.83\" title=\"-0.112\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.02%); opacity: 0.93\" title=\"0.418\">m</span><span style=\"background-color: hsl(120, 100.00%, 71.02%); opacity: 0.93\" title=\"0.418\">e</span><span style=\"background-color: hsl(120, 100.00%, 71.02%); opacity: 0.93\" title=\"0.418\">n</span><span style=\"background-color: hsl(120, 100.00%, 71.02%); opacity: 0.93\" title=\"0.418\">t</span><span style=\"background-color: hsl(120, 100.00%, 71.02%); opacity: 0.93\" title=\"0.418\">i</span><span style=\"background-color: hsl(120, 100.00%, 71.02%); opacity: 0.93\" title=\"0.418\">o</span><span style=\"background-color: hsl(120, 100.00%, 71.02%); opacity: 0.93\" title=\"0.418\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.68%); opacity: 0.81\" title=\"0.037\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.68%); opacity: 0.81\" title=\"0.037\">h</span><span style=\"background-color: hsl(120, 100.00%, 94.68%); opacity: 0.81\" title=\"0.037\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.68%); opacity: 0.81\" title=\"0.037\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.52%); opacity: 0.81\" title=\"0.029\">s</span><span style=\"background-color: hsl(120, 100.00%, 95.52%); opacity: 0.81\" title=\"0.029\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.52%); opacity: 0.81\" title=\"0.029\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.45%); opacity: 0.88\" title=\"-0.256\">h</span><span style=\"background-color: hsl(0, 100.00%, 79.45%); opacity: 0.88\" title=\"-0.256\">a</span><span style=\"background-color: hsl(0, 100.00%, 79.45%); opacity: 0.88\" title=\"-0.256\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.90%); opacity: 0.86\" title=\"-0.214\">k</span><span style=\"background-color: hsl(0, 100.00%, 81.90%); opacity: 0.86\" title=\"-0.214\">i</span><span style=\"background-color: hsl(0, 100.00%, 81.90%); opacity: 0.86\" title=\"-0.214\">d</span><span style=\"background-color: hsl(0, 100.00%, 81.90%); opacity: 0.86\" title=\"-0.214\">n</span><span style=\"background-color: hsl(0, 100.00%, 81.90%); opacity: 0.86\" title=\"-0.214\">e</span><span style=\"background-color: hsl(0, 100.00%, 81.90%); opacity: 0.86\" title=\"-0.214\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.128\">s</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.128\">t</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.128\">o</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.128\">n</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.128\">e</span><span style=\"background-color: hsl(0, 100.00%, 87.37%); opacity: 0.84\" title=\"-0.128\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.20%); opacity: 0.82\" title=\"-0.064\">a</span><span style=\"background-color: hsl(0, 100.00%, 92.20%); opacity: 0.82\" title=\"-0.064\">n</span><span style=\"background-color: hsl(0, 100.00%, 92.20%); opacity: 0.82\" title=\"-0.064\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.092\">c</span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.092\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.092\">i</span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.092\">l</span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.092\">d</span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.092\">r</span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.092\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.092\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.20%); opacity: 0.82\" title=\"-0.064\">a</span><span style=\"background-color: hsl(0, 100.00%, 92.20%); opacity: 0.82\" title=\"-0.064\">n</span><span style=\"background-color: hsl(0, 100.00%, 92.20%); opacity: 0.82\" title=\"-0.064\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.030\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.030\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.44%); opacity: 0.81\" title=\"0.030\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">c</span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">l</span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">d</span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">b</span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.74%); opacity: 0.83\" title=\"-0.108\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.74%); opacity: 0.88\" title=\"-0.251\">h</span><span style=\"background-color: hsl(0, 100.00%, 79.74%); opacity: 0.88\" title=\"-0.251\">u</span><span style=\"background-color: hsl(0, 100.00%, 79.74%); opacity: 0.88\" title=\"-0.251\">r</span><span style=\"background-color: hsl(0, 100.00%, 79.74%); opacity: 0.88\" title=\"-0.251\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.18%); opacity: 0.84\" title=\"-0.145\">l</span><span style=\"background-color: hsl(0, 100.00%, 86.18%); opacity: 0.84\" title=\"-0.145\">e</span><span style=\"background-color: hsl(0, 100.00%, 86.18%); opacity: 0.84\" title=\"-0.145\">s</span><span style=\"background-color: hsl(0, 100.00%, 86.18%); opacity: 0.84\" title=\"-0.145\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=comp.graphics\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.009</b>, score <b>-4.869</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 93.31%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +1.288\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\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",
" -6.157\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",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"background-color: hsl(0, 100.00%, 85.88%); opacity: 0.85\" title=\"-0.133\">a</span><span style=\"background-color: hsl(0, 100.00%, 85.88%); opacity: 0.85\" title=\"-0.133\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.062\">r</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.062\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.062\">c</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.062\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.062\">l</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.062\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.74%); opacity: 0.82\" title=\"0.051\">f</span><span style=\"background-color: hsl(120, 100.00%, 92.74%); opacity: 0.82\" title=\"0.051\">r</span><span style=\"background-color: hsl(120, 100.00%, 92.74%); opacity: 0.82\" title=\"0.051\">o</span><span style=\"background-color: hsl(120, 100.00%, 92.74%); opacity: 0.82\" title=\"0.051\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.48%); opacity: 0.92\" title=\"-0.344\">m</span><span style=\"background-color: hsl(0, 100.00%, 72.48%); opacity: 0.92\" title=\"-0.344\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.15%); opacity: 0.80\" title=\"-0.002\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.15%); opacity: 0.80\" title=\"-0.002\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.15%); opacity: 0.80\" title=\"-0.002\">u</span><span style=\"background-color: hsl(0, 100.00%, 99.15%); opacity: 0.80\" title=\"-0.002\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.66%); opacity: 0.81\" title=\"0.017\">w</span><span style=\"background-color: hsl(120, 100.00%, 96.66%); opacity: 0.81\" title=\"0.017\">i</span><span style=\"background-color: hsl(120, 100.00%, 96.66%); opacity: 0.81\" title=\"0.017\">t</span><span style=\"background-color: hsl(120, 100.00%, 96.66%); opacity: 0.81\" title=\"0.017\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">k</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">i</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">d</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">n</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">s</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">o</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">n</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.56%); opacity: 0.81\" title=\"0.043\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.56%); opacity: 0.81\" title=\"0.043\">h</span><span style=\"background-color: hsl(120, 100.00%, 93.56%); opacity: 0.81\" title=\"0.043\">e</span><span style=\"background-color: hsl(120, 100.00%, 93.56%); opacity: 0.81\" title=\"0.043\">r</span><span style=\"background-color: hsl(120, 100.00%, 93.56%); opacity: 0.81\" title=\"0.043\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.18%); opacity: 0.84\" title=\"-0.116\">i</span><span style=\"background-color: hsl(0, 100.00%, 87.18%); opacity: 0.84\" title=\"-0.116\">s</span><span style=\"background-color: hsl(0, 100.00%, 87.18%); opacity: 0.84\" title=\"-0.116\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.07%); opacity: 0.80\" title=\"-0.014\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.07%); opacity: 0.80\" title=\"-0.014\">n</span><span style=\"background-color: hsl(0, 100.00%, 97.07%); opacity: 0.80\" title=\"-0.014\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">m</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">d</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">c</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">t</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">o</span><span style=\"background-color: hsl(0, 100.00%, 78.62%); opacity: 0.88\" title=\"-0.240\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.76%); opacity: 0.85\" title=\"-0.148\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.76%); opacity: 0.85\" title=\"-0.148\">h</span><span style=\"background-color: hsl(0, 100.00%, 84.76%); opacity: 0.85\" title=\"-0.148\">a</span><span style=\"background-color: hsl(0, 100.00%, 84.76%); opacity: 0.85\" title=\"-0.148\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.72%); opacity: 0.81\" title=\"0.017\">c</span><span style=\"background-color: hsl(120, 100.00%, 96.72%); opacity: 0.81\" title=\"0.017\">a</span><span style=\"background-color: hsl(120, 100.00%, 96.72%); opacity: 0.81\" title=\"0.017\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.06%); opacity: 0.86\" title=\"-0.187\">d</span><span style=\"background-color: hsl(0, 100.00%, 82.06%); opacity: 0.86\" title=\"-0.187\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.086\">a</span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.086\">n</span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.086\">y</span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.086\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.086\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.086\">i</span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.086\">n</span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.086\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.67%); opacity: 0.81\" title=\"-0.042\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.67%); opacity: 0.81\" title=\"-0.042\">b</span><span style=\"background-color: hsl(0, 100.00%, 93.67%); opacity: 0.81\" title=\"-0.042\">o</span><span style=\"background-color: hsl(0, 100.00%, 93.67%); opacity: 0.81\" title=\"-0.042\">u</span><span style=\"background-color: hsl(0, 100.00%, 93.67%); opacity: 0.81\" title=\"-0.042\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.90%); opacity: 0.81\" title=\"-0.031\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.90%); opacity: 0.81\" title=\"-0.031\">h</span><span style=\"background-color: hsl(0, 100.00%, 94.90%); opacity: 0.81\" title=\"-0.031\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.90%); opacity: 0.81\" title=\"-0.031\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.93%); opacity: 0.87\" title=\"-0.204\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.93%); opacity: 0.87\" title=\"-0.204\">x</span><span style=\"background-color: hsl(0, 100.00%, 80.93%); opacity: 0.87\" title=\"-0.204\">c</span><span style=\"background-color: hsl(0, 100.00%, 80.93%); opacity: 0.87\" title=\"-0.204\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.93%); opacity: 0.87\" title=\"-0.204\">p</span><span style=\"background-color: hsl(0, 100.00%, 80.93%); opacity: 0.87\" title=\"-0.204\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.023\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.023\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.023\">l</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.023\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.023\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.023\">v</span><span style=\"background-color: hsl(0, 100.00%, 95.82%); opacity: 0.81\" title=\"-0.023\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.140\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.140\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.140\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 68.42%); opacity: 0.94\" title=\"-0.419\">p</span><span style=\"background-color: hsl(0, 100.00%, 68.42%); opacity: 0.94\" title=\"-0.419\">a</span><span style=\"background-color: hsl(0, 100.00%, 68.42%); opacity: 0.94\" title=\"-0.419\">i</span><span style=\"background-color: hsl(0, 100.00%, 68.42%); opacity: 0.94\" title=\"-0.419\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 89.99%); opacity: 0.83\" title=\"0.081\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.99%); opacity: 0.83\" title=\"0.081\">i</span><span style=\"background-color: hsl(120, 100.00%, 89.99%); opacity: 0.83\" title=\"0.081\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.99%); opacity: 0.83\" title=\"0.081\">h</span><span style=\"background-color: hsl(120, 100.00%, 89.99%); opacity: 0.83\" title=\"0.081\">e</span><span style=\"background-color: hsl(120, 100.00%, 89.99%); opacity: 0.83\" title=\"0.081\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">t</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">h</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">e</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.00%); opacity: 0.81\" title=\"-0.039\">p</span><span style=\"background-color: hsl(0, 100.00%, 94.00%); opacity: 0.81\" title=\"-0.039\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.00%); opacity: 0.81\" title=\"-0.039\">s</span><span style=\"background-color: hsl(0, 100.00%, 94.00%); opacity: 0.81\" title=\"-0.039\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.46%); opacity: 0.81\" title=\"0.035\">o</span><span style=\"background-color: hsl(120, 100.00%, 94.46%); opacity: 0.81\" title=\"0.035\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">t</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">h</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">e</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.94%); opacity: 0.81\" title=\"-0.031\">h</span><span style=\"background-color: hsl(0, 100.00%, 94.94%); opacity: 0.81\" title=\"-0.031\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.94%); opacity: 0.81\" title=\"-0.031\">v</span><span style=\"background-color: hsl(0, 100.00%, 94.94%); opacity: 0.81\" title=\"-0.031\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.47%); opacity: 0.85\" title=\"-0.152\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.47%); opacity: 0.85\" title=\"-0.152\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.53%); opacity: 0.84\" title=\"-0.124\">b</span><span style=\"background-color: hsl(0, 100.00%, 86.53%); opacity: 0.84\" title=\"-0.124\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.26%); opacity: 0.83\" title=\"-0.078\">b</span><span style=\"background-color: hsl(0, 100.00%, 90.26%); opacity: 0.83\" title=\"-0.078\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.26%); opacity: 0.83\" title=\"-0.078\">o</span><span style=\"background-color: hsl(0, 100.00%, 90.26%); opacity: 0.83\" title=\"-0.078\">k</span><span style=\"background-color: hsl(0, 100.00%, 90.26%); opacity: 0.83\" title=\"-0.078\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.26%); opacity: 0.83\" title=\"-0.078\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.81%); opacity: 0.85\" title=\"-0.134\">u</span><span style=\"background-color: hsl(0, 100.00%, 85.81%); opacity: 0.85\" title=\"-0.134\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.66%); opacity: 0.81\" title=\"0.017\">w</span><span style=\"background-color: hsl(120, 100.00%, 96.66%); opacity: 0.81\" title=\"0.017\">i</span><span style=\"background-color: hsl(120, 100.00%, 96.66%); opacity: 0.81\" title=\"0.017\">t</span><span style=\"background-color: hsl(120, 100.00%, 96.66%); opacity: 0.81\" title=\"0.017\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.68%); opacity: 0.83\" title=\"-0.097\">s</span><span style=\"background-color: hsl(0, 100.00%, 88.68%); opacity: 0.83\" title=\"-0.097\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.68%); opacity: 0.83\" title=\"-0.097\">u</span><span style=\"background-color: hsl(0, 100.00%, 88.68%); opacity: 0.83\" title=\"-0.097\">n</span><span style=\"background-color: hsl(0, 100.00%, 88.68%); opacity: 0.83\" title=\"-0.097\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.46%); opacity: 0.81\" title=\"0.035\">o</span><span style=\"background-color: hsl(120, 100.00%, 94.46%); opacity: 0.81\" title=\"0.035\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">t</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">h</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">e</span><span style=\"background-color: hsl(0, 100.00%, 79.69%); opacity: 0.88\" title=\"-0.223\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.94%); opacity: 0.81\" title=\"-0.031\">h</span><span style=\"background-color: hsl(0, 100.00%, 94.94%); opacity: 0.81\" title=\"-0.031\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.94%); opacity: 0.81\" title=\"-0.031\">v</span><span style=\"background-color: hsl(0, 100.00%, 94.94%); opacity: 0.81\" title=\"-0.031\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 84.47%); opacity: 0.85\" title=\"-0.152\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.47%); opacity: 0.85\" title=\"-0.152\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.53%); opacity: 0.84\" title=\"-0.124\">b</span><span style=\"background-color: hsl(0, 100.00%, 86.53%); opacity: 0.84\" title=\"-0.124\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.61%); opacity: 0.81\" title=\"-0.043\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.61%); opacity: 0.81\" title=\"-0.043\">x</span><span style=\"background-color: hsl(0, 100.00%, 93.61%); opacity: 0.81\" title=\"-0.043\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.61%); opacity: 0.81\" title=\"-0.043\">r</span><span style=\"background-color: hsl(0, 100.00%, 93.61%); opacity: 0.81\" title=\"-0.043\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.61%); opacity: 0.81\" title=\"-0.043\">c</span><span style=\"background-color: hsl(0, 100.00%, 93.61%); opacity: 0.81\" title=\"-0.043\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.61%); opacity: 0.81\" title=\"-0.043\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.61%); opacity: 0.81\" title=\"-0.043\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">s</span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">u</span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">r</span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">g</span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">c</span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">l</span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">l</span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.061\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 83.93%); opacity: 0.85\" title=\"-0.160\">w</span><span style=\"background-color: hsl(0, 100.00%, 83.93%); opacity: 0.85\" title=\"-0.160\">h</span><span style=\"background-color: hsl(0, 100.00%, 83.93%); opacity: 0.85\" title=\"-0.160\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.93%); opacity: 0.85\" title=\"-0.160\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.16%); opacity: 0.85\" title=\"-0.143\">w</span><span style=\"background-color: hsl(0, 100.00%, 85.16%); opacity: 0.85\" title=\"-0.143\">a</span><span style=\"background-color: hsl(0, 100.00%, 85.16%); opacity: 0.85\" title=\"-0.143\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.27%); opacity: 0.88\" title=\"-0.230\">i</span><span style=\"background-color: hsl(0, 100.00%, 79.27%); opacity: 0.88\" title=\"-0.230\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.140\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.140\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.140\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.588\">r</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.588\">a</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.588\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.25%); opacity: 0.81\" title=\"0.037\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.25%); opacity: 0.81\" title=\"0.037\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.25%); opacity: 0.81\" title=\"0.037\">c</span><span style=\"background-color: hsl(120, 100.00%, 94.25%); opacity: 0.81\" title=\"0.037\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.39%); opacity: 0.86\" title=\"-0.167\">h</span><span style=\"background-color: hsl(0, 100.00%, 83.39%); opacity: 0.86\" title=\"-0.167\">a</span><span style=\"background-color: hsl(0, 100.00%, 83.39%); opacity: 0.86\" title=\"-0.167\">p</span><span style=\"background-color: hsl(0, 100.00%, 83.39%); opacity: 0.86\" title=\"-0.167\">p</span><span style=\"background-color: hsl(0, 100.00%, 83.39%); opacity: 0.86\" title=\"-0.167\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.39%); opacity: 0.86\" title=\"-0.167\">n</span><span style=\"background-color: hsl(0, 100.00%, 83.39%); opacity: 0.86\" title=\"-0.167\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.39%); opacity: 0.86\" title=\"-0.167\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.47%); opacity: 0.85\" title=\"-0.152\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.47%); opacity: 0.85\" title=\"-0.152\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.92%); opacity: 0.81\" title=\"-0.023\">m</span><span style=\"background-color: hsl(0, 100.00%, 95.92%); opacity: 0.81\" title=\"-0.023\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.92%); opacity: 0.81\" title=\"-0.023\">n</span><span style=\"background-color: hsl(0, 100.00%, 95.92%); opacity: 0.81\" title=\"-0.023\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.92%); opacity: 0.81\" title=\"-0.023\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.92%); opacity: 0.81\" title=\"-0.023\">o</span><span style=\"background-color: hsl(0, 100.00%, 95.92%); opacity: 0.81\" title=\"-0.023\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.76%); opacity: 0.85\" title=\"-0.148\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.76%); opacity: 0.85\" title=\"-0.148\">h</span><span style=\"background-color: hsl(0, 100.00%, 84.76%); opacity: 0.85\" title=\"-0.148\">a</span><span style=\"background-color: hsl(0, 100.00%, 84.76%); opacity: 0.85\" title=\"-0.148\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 63.67%); opacity: 0.97\" title=\"-0.512\">s</span><span style=\"background-color: hsl(0, 100.00%, 63.67%); opacity: 0.97\" title=\"-0.512\">h</span><span style=\"background-color: hsl(0, 100.00%, 63.67%); opacity: 0.97\" title=\"-0.512\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.82%); opacity: 0.82\" title=\"-0.061\">h</span><span style=\"background-color: hsl(0, 100.00%, 91.82%); opacity: 0.82\" title=\"-0.061\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.82%); opacity: 0.82\" title=\"-0.061\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">k</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">i</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">d</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">n</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.12%); opacity: 0.86\" title=\"-0.171\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">s</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">o</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">n</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.140\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.51%); opacity: 0.85\" title=\"-0.152\">a</span><span style=\"background-color: hsl(0, 100.00%, 84.51%); opacity: 0.85\" title=\"-0.152\">n</span><span style=\"background-color: hsl(0, 100.00%, 84.51%); opacity: 0.85\" title=\"-0.152\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.21%); opacity: 0.86\" title=\"-0.185\">c</span><span style=\"background-color: hsl(0, 100.00%, 82.21%); opacity: 0.86\" title=\"-0.185\">h</span><span style=\"background-color: hsl(0, 100.00%, 82.21%); opacity: 0.86\" title=\"-0.185\">i</span><span style=\"background-color: hsl(0, 100.00%, 82.21%); opacity: 0.86\" title=\"-0.185\">l</span><span style=\"background-color: hsl(0, 100.00%, 82.21%); opacity: 0.86\" title=\"-0.185\">d</span><span style=\"background-color: hsl(0, 100.00%, 82.21%); opacity: 0.86\" title=\"-0.185\">r</span><span style=\"background-color: hsl(0, 100.00%, 82.21%); opacity: 0.86\" title=\"-0.185\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.21%); opacity: 0.86\" title=\"-0.185\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.51%); opacity: 0.85\" title=\"-0.152\">a</span><span style=\"background-color: hsl(0, 100.00%, 84.51%); opacity: 0.85\" title=\"-0.152\">n</span><span style=\"background-color: hsl(0, 100.00%, 84.51%); opacity: 0.85\" title=\"-0.152\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.140\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.140\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.140\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">c</span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">h</span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">d</span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.89%); opacity: 0.80\" title=\"-0.000\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.089\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.089\">u</span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.089\">r</span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.089\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.12%); opacity: 0.83\" title=\"-0.080\">l</span><span style=\"background-color: hsl(0, 100.00%, 90.12%); opacity: 0.83\" title=\"-0.080\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.12%); opacity: 0.83\" title=\"-0.080\">s</span><span style=\"background-color: hsl(0, 100.00%, 90.12%); opacity: 0.83\" title=\"-0.080\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=sci.med\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.987</b>, score <b>1.585</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\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",
" +6.788\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",
"</tr>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 83.40%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -5.203\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\n",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
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"</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">m</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">e</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">d</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">i</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">c</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">a</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">t</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">i</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">o</span><span style=\"background-color: hsl(120, 100.00%, 63.42%); opacity: 0.98\" title=\"1.140\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.77%); opacity: 0.81\" title=\"-0.091\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.77%); opacity: 0.81\" title=\"-0.091\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.77%); opacity: 0.81\" title=\"-0.091\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.77%); opacity: 0.81\" title=\"-0.091\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.84%); opacity: 0.83\" title=\"0.209\">c</span><span style=\"background-color: hsl(120, 100.00%, 88.84%); opacity: 0.83\" title=\"0.209\">a</span><span style=\"background-color: hsl(120, 100.00%, 88.84%); opacity: 0.83\" title=\"0.209\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.59%); opacity: 0.86\" title=\"-0.363\">d</span><span style=\"background-color: hsl(0, 100.00%, 83.59%); opacity: 0.86\" title=\"-0.363\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.247\">a</span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.247\">n</span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.247\">y</span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.247\">t</span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.247\">h</span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.247\">i</span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.247\">n</span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.247\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.05%); opacity: 0.83\" title=\"0.204\">a</span><span style=\"background-color: hsl(120, 100.00%, 89.05%); opacity: 0.83\" title=\"0.204\">b</span><span style=\"background-color: hsl(120, 100.00%, 89.05%); opacity: 0.83\" title=\"0.204\">o</span><span style=\"background-color: hsl(120, 100.00%, 89.05%); opacity: 0.83\" title=\"0.204\">u</span><span style=\"background-color: hsl(120, 100.00%, 89.05%); opacity: 0.83\" title=\"0.204\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.54%); opacity: 0.81\" title=\"-0.056\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.54%); opacity: 0.81\" title=\"-0.056\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.54%); opacity: 0.81\" title=\"-0.056\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.54%); opacity: 0.81\" title=\"-0.056\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.31%); opacity: 0.80\" title=\"0.014\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.31%); opacity: 0.80\" title=\"0.014\">x</span><span style=\"background-color: hsl(120, 100.00%, 98.31%); opacity: 0.80\" title=\"0.014\">c</span><span style=\"background-color: hsl(120, 100.00%, 98.31%); opacity: 0.80\" title=\"0.014\">e</span><span style=\"background-color: hsl(120, 100.00%, 98.31%); opacity: 0.80\" title=\"0.014\">p</span><span style=\"background-color: hsl(120, 100.00%, 98.31%); opacity: 0.80\" title=\"0.014\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.084\">r</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.084\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.084\">l</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.084\">i</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.084\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.084\">v</span><span style=\"background-color: hsl(120, 100.00%, 94.12%); opacity: 0.81\" title=\"0.084\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.34%); opacity: 0.82\" title=\"-0.122\">t</span><span style=\"background-color: hsl(0, 100.00%, 92.34%); opacity: 0.82\" title=\"-0.122\">h</span><span style=\"background-color: hsl(0, 100.00%, 92.34%); opacity: 0.82\" title=\"-0.122\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.296\">p</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.296\">a</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.296\">i</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.296\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.196\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.196\">i</span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.196\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.196\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.196\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.34%); opacity: 0.83\" title=\"-0.196\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">t</span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">h</span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">e</span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.43%); opacity: 0.83\" title=\"-0.220\">p</span><span style=\"background-color: hsl(0, 100.00%, 88.43%); opacity: 0.83\" title=\"-0.220\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.43%); opacity: 0.83\" title=\"-0.220\">s</span><span style=\"background-color: hsl(0, 100.00%, 88.43%); opacity: 0.83\" title=\"-0.220\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.010\">o</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.010\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">t</span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">h</span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">e</span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.14%); opacity: 0.82\" title=\"-0.104\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.14%); opacity: 0.82\" title=\"-0.104\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.14%); opacity: 0.82\" title=\"-0.104\">v</span><span style=\"background-color: hsl(0, 100.00%, 93.14%); opacity: 0.82\" title=\"-0.104\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.35%); opacity: 0.82\" title=\"0.100\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.35%); opacity: 0.82\" title=\"0.100\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.01%); opacity: 0.81\" title=\"-0.066\">b</span><span style=\"background-color: hsl(0, 100.00%, 95.01%); opacity: 0.81\" title=\"-0.066\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.91%); opacity: 0.81\" title=\"-0.068\">b</span><span style=\"background-color: hsl(0, 100.00%, 94.91%); opacity: 0.81\" title=\"-0.068\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.91%); opacity: 0.81\" title=\"-0.068\">o</span><span style=\"background-color: hsl(0, 100.00%, 94.91%); opacity: 0.81\" title=\"-0.068\">k</span><span style=\"background-color: hsl(0, 100.00%, 94.91%); opacity: 0.81\" title=\"-0.068\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.91%); opacity: 0.81\" title=\"-0.068\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.37%); opacity: 0.80\" title=\"0.003\">u</span><span style=\"background-color: hsl(120, 100.00%, 99.37%); opacity: 0.80\" title=\"0.003\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.42%); opacity: 0.80\" title=\"0.003\">w</span><span style=\"background-color: hsl(120, 100.00%, 99.42%); opacity: 0.80\" title=\"0.003\">i</span><span style=\"background-color: hsl(120, 100.00%, 99.42%); opacity: 0.80\" title=\"0.003\">t</span><span style=\"background-color: hsl(120, 100.00%, 99.42%); opacity: 0.80\" title=\"0.003\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.18%); opacity: 0.90\" title=\"0.618\">s</span><span style=\"background-color: hsl(120, 100.00%, 76.18%); opacity: 0.90\" title=\"0.618\">o</span><span style=\"background-color: hsl(120, 100.00%, 76.18%); opacity: 0.90\" title=\"0.618\">u</span><span style=\"background-color: hsl(120, 100.00%, 76.18%); opacity: 0.90\" title=\"0.618\">n</span><span style=\"background-color: hsl(120, 100.00%, 76.18%); opacity: 0.90\" title=\"0.618\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.010\">o</span><span style=\"background-color: hsl(0, 100.00%, 98.71%); opacity: 0.80\" title=\"-0.010\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">t</span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">h</span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">e</span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.029\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.14%); opacity: 0.82\" title=\"-0.104\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.14%); opacity: 0.82\" title=\"-0.104\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.14%); opacity: 0.82\" title=\"-0.104\">v</span><span style=\"background-color: hsl(0, 100.00%, 93.14%); opacity: 0.82\" title=\"-0.104\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 93.35%); opacity: 0.82\" title=\"0.100\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.35%); opacity: 0.82\" title=\"0.100\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.01%); opacity: 0.81\" title=\"-0.066\">b</span><span style=\"background-color: hsl(0, 100.00%, 95.01%); opacity: 0.81\" title=\"-0.066\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.24%); opacity: 0.82\" title=\"0.102\">e</span><span style=\"background-color: hsl(120, 100.00%, 93.24%); opacity: 0.82\" title=\"0.102\">x</span><span style=\"background-color: hsl(120, 100.00%, 93.24%); opacity: 0.82\" title=\"0.102\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.24%); opacity: 0.82\" title=\"0.102\">r</span><span style=\"background-color: hsl(120, 100.00%, 93.24%); opacity: 0.82\" title=\"0.102\">a</span><span style=\"background-color: hsl(120, 100.00%, 93.24%); opacity: 0.82\" title=\"0.102\">c</span><span style=\"background-color: hsl(120, 100.00%, 93.24%); opacity: 0.82\" title=\"0.102\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.24%); opacity: 0.82\" title=\"0.102\">e</span><span style=\"background-color: hsl(120, 100.00%, 93.24%); opacity: 0.82\" title=\"0.102\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">s</span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">u</span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">r</span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">g</span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">i</span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">c</span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">a</span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">l</span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">l</span><span style=\"background-color: hsl(120, 100.00%, 89.49%); opacity: 0.83\" title=\"0.192\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 86.45%); opacity: 0.84\" title=\"0.276\">w</span><span style=\"background-color: hsl(120, 100.00%, 86.45%); opacity: 0.84\" title=\"0.276\">h</span><span style=\"background-color: hsl(120, 100.00%, 86.45%); opacity: 0.84\" title=\"0.276\">e</span><span style=\"background-color: hsl(120, 100.00%, 86.45%); opacity: 0.84\" title=\"0.276\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.69%); opacity: 0.81\" title=\"-0.037\">w</span><span style=\"background-color: hsl(0, 100.00%, 96.69%); opacity: 0.81\" title=\"-0.037\">a</span><span style=\"background-color: hsl(0, 100.00%, 96.69%); opacity: 0.81\" title=\"-0.037\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.70%); opacity: 0.83\" title=\"0.186\">i</span><span style=\"background-color: hsl(120, 100.00%, 89.70%); opacity: 0.83\" title=\"0.186\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.34%); opacity: 0.82\" title=\"-0.122\">t</span><span style=\"background-color: hsl(0, 100.00%, 92.34%); opacity: 0.82\" title=\"-0.122\">h</span><span style=\"background-color: hsl(0, 100.00%, 92.34%); opacity: 0.82\" title=\"-0.122\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 81.36%); opacity: 0.87\" title=\"-0.435\">r</span><span style=\"background-color: hsl(0, 100.00%, 81.36%); opacity: 0.87\" title=\"-0.435\">a</span><span style=\"background-color: hsl(0, 100.00%, 81.36%); opacity: 0.87\" title=\"-0.435\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.78%); opacity: 0.85\" title=\"0.296\">t</span><span style=\"background-color: hsl(120, 100.00%, 85.78%); opacity: 0.85\" title=\"0.296\">e</span><span style=\"background-color: hsl(120, 100.00%, 85.78%); opacity: 0.85\" title=\"0.296\">c</span><span style=\"background-color: hsl(120, 100.00%, 85.78%); opacity: 0.85\" title=\"0.296\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.044\">h</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.044\">a</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.044\">p</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.044\">p</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.044\">e</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.044\">n</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.044\">e</span><span style=\"background-color: hsl(120, 100.00%, 96.23%); opacity: 0.81\" title=\"0.044\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.35%); opacity: 0.82\" title=\"0.100\">t</span><span style=\"background-color: hsl(120, 100.00%, 93.35%); opacity: 0.82\" title=\"0.100\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.135\">m</span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.135\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.135\">n</span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.135\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.135\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.135\">o</span><span style=\"background-color: hsl(0, 100.00%, 91.81%); opacity: 0.82\" title=\"-0.135\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.77%); opacity: 0.81\" title=\"-0.091\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.77%); opacity: 0.81\" title=\"-0.091\">h</span><span style=\"background-color: hsl(0, 100.00%, 93.77%); opacity: 0.81\" title=\"-0.091\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.77%); opacity: 0.81\" title=\"-0.091\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.12%); opacity: 0.89\" title=\"0.583\">s</span><span style=\"background-color: hsl(120, 100.00%, 77.12%); opacity: 0.89\" title=\"0.583\">h</span><span style=\"background-color: hsl(120, 100.00%, 77.12%); opacity: 0.89\" title=\"0.583\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.49%); opacity: 0.86\" title=\"0.366\">h</span><span style=\"background-color: hsl(120, 100.00%, 83.49%); opacity: 0.86\" title=\"0.366\">a</span><span style=\"background-color: hsl(120, 100.00%, 83.49%); opacity: 0.86\" title=\"0.366\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.64%); opacity: 0.93\" title=\"0.833\">k</span><span style=\"background-color: hsl(120, 100.00%, 70.64%); opacity: 0.93\" title=\"0.833\">i</span><span style=\"background-color: hsl(120, 100.00%, 70.64%); opacity: 0.93\" title=\"0.833\">d</span><span style=\"background-color: hsl(120, 100.00%, 70.64%); opacity: 0.93\" title=\"0.833\">n</span><span style=\"background-color: hsl(120, 100.00%, 70.64%); opacity: 0.93\" title=\"0.833\">e</span><span style=\"background-color: hsl(120, 100.00%, 70.64%); opacity: 0.93\" title=\"0.833\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 94.06%); opacity: 0.81\" title=\"0.085\">s</span><span style=\"background-color: hsl(120, 100.00%, 94.06%); opacity: 0.81\" title=\"0.085\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.06%); opacity: 0.81\" title=\"0.085\">o</span><span style=\"background-color: hsl(120, 100.00%, 94.06%); opacity: 0.81\" title=\"0.085\">n</span><span style=\"background-color: hsl(120, 100.00%, 94.06%); opacity: 0.81\" title=\"0.085\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.06%); opacity: 0.81\" title=\"0.085\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.43%); opacity: 0.82\" title=\"0.143\">a</span><span style=\"background-color: hsl(120, 100.00%, 91.43%); opacity: 0.82\" title=\"0.143\">n</span><span style=\"background-color: hsl(120, 100.00%, 91.43%); opacity: 0.82\" title=\"0.143\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.94%); opacity: 0.84\" title=\"-0.291\">c</span><span style=\"background-color: hsl(0, 100.00%, 85.94%); opacity: 0.84\" title=\"-0.291\">h</span><span style=\"background-color: hsl(0, 100.00%, 85.94%); opacity: 0.84\" title=\"-0.291\">i</span><span style=\"background-color: hsl(0, 100.00%, 85.94%); opacity: 0.84\" title=\"-0.291\">l</span><span style=\"background-color: hsl(0, 100.00%, 85.94%); opacity: 0.84\" title=\"-0.291\">d</span><span style=\"background-color: hsl(0, 100.00%, 85.94%); opacity: 0.84\" title=\"-0.291\">r</span><span style=\"background-color: hsl(0, 100.00%, 85.94%); opacity: 0.84\" title=\"-0.291\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.94%); opacity: 0.84\" title=\"-0.291\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.43%); opacity: 0.82\" title=\"0.143\">a</span><span style=\"background-color: hsl(120, 100.00%, 91.43%); opacity: 0.82\" title=\"0.143\">n</span><span style=\"background-color: hsl(120, 100.00%, 91.43%); opacity: 0.82\" title=\"0.143\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.34%); opacity: 0.82\" title=\"-0.122\">t</span><span style=\"background-color: hsl(0, 100.00%, 92.34%); opacity: 0.82\" title=\"-0.122\">h</span><span style=\"background-color: hsl(0, 100.00%, 92.34%); opacity: 0.82\" title=\"-0.122\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">c</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">h</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">i</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">l</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">d</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">b</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">i</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">r</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">t</span><span style=\"background-color: hsl(120, 100.00%, 92.73%); opacity: 0.82\" title=\"0.113\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.35%); opacity: 0.81\" title=\"0.060\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.35%); opacity: 0.81\" title=\"0.060\">u</span><span style=\"background-color: hsl(120, 100.00%, 95.35%); opacity: 0.81\" title=\"0.060\">r</span><span style=\"background-color: hsl(120, 100.00%, 95.35%); opacity: 0.81\" title=\"0.060\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.05%); opacity: 0.86\" title=\"0.380\">l</span><span style=\"background-color: hsl(120, 100.00%, 83.05%); opacity: 0.86\" title=\"0.380\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.05%); opacity: 0.86\" title=\"0.380\">s</span><span style=\"background-color: hsl(120, 100.00%, 83.05%); opacity: 0.86\" title=\"0.380\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=soc.religion.christian\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.004</b>, score <b>-5.801</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 97.74%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.269\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",
"</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",
" -6.070\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\n",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"background-color: hsl(120, 100.00%, 81.07%); opacity: 0.87\" title=\"0.261\">a</span><span style=\"background-color: hsl(120, 100.00%, 81.07%); opacity: 0.87\" title=\"0.261\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 72.46%); opacity: 0.92\" title=\"-0.445\">r</span><span style=\"background-color: hsl(0, 100.00%, 72.46%); opacity: 0.92\" title=\"-0.445\">e</span><span style=\"background-color: hsl(0, 100.00%, 72.46%); opacity: 0.92\" title=\"-0.445\">c</span><span style=\"background-color: hsl(0, 100.00%, 72.46%); opacity: 0.92\" title=\"-0.445\">a</span><span style=\"background-color: hsl(0, 100.00%, 72.46%); opacity: 0.92\" title=\"-0.445\">l</span><span style=\"background-color: hsl(0, 100.00%, 72.46%); opacity: 0.92\" title=\"-0.445\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.22%); opacity: 0.83\" title=\"-0.132\">f</span><span style=\"background-color: hsl(0, 100.00%, 88.22%); opacity: 0.83\" title=\"-0.132\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.22%); opacity: 0.83\" title=\"-0.132\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.22%); opacity: 0.83\" title=\"-0.132\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.76%); opacity: 0.86\" title=\"0.209\">m</span><span style=\"background-color: hsl(120, 100.00%, 83.76%); opacity: 0.86\" title=\"0.209\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.99%); opacity: 0.82\" title=\"-0.076\">b</span><span style=\"background-color: hsl(0, 100.00%, 91.99%); opacity: 0.82\" title=\"-0.076\">o</span><span style=\"background-color: hsl(0, 100.00%, 91.99%); opacity: 0.82\" title=\"-0.076\">u</span><span style=\"background-color: hsl(0, 100.00%, 91.99%); opacity: 0.82\" title=\"-0.076\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.071\">w</span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.071\">i</span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.071\">t</span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.071\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">k</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">i</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">d</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">n</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">e</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.86%); opacity: 0.88\" title=\"0.285\">s</span><span style=\"background-color: hsl(120, 100.00%, 79.86%); opacity: 0.88\" title=\"0.285\">t</span><span style=\"background-color: hsl(120, 100.00%, 79.86%); opacity: 0.88\" title=\"0.285\">o</span><span style=\"background-color: hsl(120, 100.00%, 79.86%); opacity: 0.88\" title=\"0.285\">n</span><span style=\"background-color: hsl(120, 100.00%, 79.86%); opacity: 0.88\" title=\"0.285\">e</span><span style=\"background-color: hsl(120, 100.00%, 79.86%); opacity: 0.88\" title=\"0.285\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.25%); opacity: 0.83\" title=\"-0.116\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.25%); opacity: 0.83\" title=\"-0.116\">h</span><span style=\"background-color: hsl(0, 100.00%, 89.25%); opacity: 0.83\" title=\"-0.116\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.25%); opacity: 0.83\" title=\"-0.116\">r</span><span style=\"background-color: hsl(0, 100.00%, 89.25%); opacity: 0.83\" title=\"-0.116\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 73.31%); opacity: 0.91\" title=\"-0.426\">i</span><span style=\"background-color: hsl(0, 100.00%, 73.31%); opacity: 0.91\" title=\"-0.426\">s</span><span style=\"background-color: hsl(0, 100.00%, 73.31%); opacity: 0.91\" title=\"-0.426\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.077\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.077\">n</span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.077\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">m</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">e</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">d</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">i</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">c</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">a</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">t</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">i</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">o</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.759\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.092\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.092\">h</span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.092\">a</span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.092\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.83%); opacity: 0.82\" title=\"0.093\">c</span><span style=\"background-color: hsl(120, 100.00%, 90.83%); opacity: 0.82\" title=\"0.093\">a</span><span style=\"background-color: hsl(120, 100.00%, 90.83%); opacity: 0.82\" title=\"0.093\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.18%); opacity: 0.88\" title=\"0.319\">d</span><span style=\"background-color: hsl(120, 100.00%, 78.18%); opacity: 0.88\" title=\"0.319\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.67%); opacity: 0.93\" title=\"0.487\">a</span><span style=\"background-color: hsl(120, 100.00%, 70.67%); opacity: 0.93\" title=\"0.487\">n</span><span style=\"background-color: hsl(120, 100.00%, 70.67%); opacity: 0.93\" title=\"0.487\">y</span><span style=\"background-color: hsl(120, 100.00%, 70.67%); opacity: 0.93\" title=\"0.487\">t</span><span style=\"background-color: hsl(120, 100.00%, 70.67%); opacity: 0.93\" title=\"0.487\">h</span><span style=\"background-color: hsl(120, 100.00%, 70.67%); opacity: 0.93\" title=\"0.487\">i</span><span style=\"background-color: hsl(120, 100.00%, 70.67%); opacity: 0.93\" title=\"0.487\">n</span><span style=\"background-color: hsl(120, 100.00%, 70.67%); opacity: 0.93\" title=\"0.487\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.29%); opacity: 0.83\" title=\"0.131\">a</span><span style=\"background-color: hsl(120, 100.00%, 88.29%); opacity: 0.83\" title=\"0.131\">b</span><span style=\"background-color: hsl(120, 100.00%, 88.29%); opacity: 0.83\" title=\"0.131\">o</span><span style=\"background-color: hsl(120, 100.00%, 88.29%); opacity: 0.83\" title=\"0.131\">u</span><span style=\"background-color: hsl(120, 100.00%, 88.29%); opacity: 0.83\" title=\"0.131\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.95%); opacity: 0.86\" title=\"-0.243\">t</span><span style=\"background-color: hsl(0, 100.00%, 81.95%); opacity: 0.86\" title=\"-0.243\">h</span><span style=\"background-color: hsl(0, 100.00%, 81.95%); opacity: 0.86\" title=\"-0.243\">e</span><span style=\"background-color: hsl(0, 100.00%, 81.95%); opacity: 0.86\" title=\"-0.243\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.072\">e</span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.072\">x</span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.072\">c</span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.072\">e</span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.072\">p</span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.072\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.080\">r</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.080\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.080\">l</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.080\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.080\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.080\">v</span><span style=\"background-color: hsl(0, 100.00%, 91.75%); opacity: 0.82\" title=\"-0.080\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.65%); opacity: 0.86\" title=\"0.230\">t</span><span style=\"background-color: hsl(120, 100.00%, 82.65%); opacity: 0.86\" title=\"0.230\">h</span><span style=\"background-color: hsl(120, 100.00%, 82.65%); opacity: 0.86\" title=\"0.230\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 65.14%); opacity: 0.96\" title=\"-0.623\">p</span><span style=\"background-color: hsl(0, 100.00%, 65.14%); opacity: 0.96\" title=\"-0.623\">a</span><span style=\"background-color: hsl(0, 100.00%, 65.14%); opacity: 0.96\" title=\"-0.623\">i</span><span style=\"background-color: hsl(0, 100.00%, 65.14%); opacity: 0.96\" title=\"-0.623\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 91.63%); opacity: 0.82\" title=\"-0.081\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.63%); opacity: 0.82\" title=\"-0.081\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.63%); opacity: 0.82\" title=\"-0.081\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.63%); opacity: 0.82\" title=\"-0.081\">h</span><span style=\"background-color: hsl(0, 100.00%, 91.63%); opacity: 0.82\" title=\"-0.081\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.63%); opacity: 0.82\" title=\"-0.081\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">t</span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">h</span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">e</span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.32%); opacity: 0.85\" title=\"0.181\">p</span><span style=\"background-color: hsl(120, 100.00%, 85.32%); opacity: 0.85\" title=\"0.181\">a</span><span style=\"background-color: hsl(120, 100.00%, 85.32%); opacity: 0.85\" title=\"0.181\">s</span><span style=\"background-color: hsl(120, 100.00%, 85.32%); opacity: 0.85\" title=\"0.181\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.303\">o</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.303\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">t</span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">h</span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">e</span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.20%); opacity: 0.81\" title=\"-0.026\">h</span><span style=\"background-color: hsl(0, 100.00%, 96.20%); opacity: 0.81\" title=\"-0.026\">a</span><span style=\"background-color: hsl(0, 100.00%, 96.20%); opacity: 0.81\" title=\"-0.026\">v</span><span style=\"background-color: hsl(0, 100.00%, 96.20%); opacity: 0.81\" title=\"-0.026\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.54%); opacity: 0.84\" title=\"0.143\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.54%); opacity: 0.84\" title=\"0.143\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.97%); opacity: 0.87\" title=\"0.263\">b</span><span style=\"background-color: hsl(120, 100.00%, 80.97%); opacity: 0.87\" title=\"0.263\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.57%); opacity: 0.89\" title=\"0.332\">b</span><span style=\"background-color: hsl(120, 100.00%, 77.57%); opacity: 0.89\" title=\"0.332\">r</span><span style=\"background-color: hsl(120, 100.00%, 77.57%); opacity: 0.89\" title=\"0.332\">o</span><span style=\"background-color: hsl(120, 100.00%, 77.57%); opacity: 0.89\" title=\"0.332\">k</span><span style=\"background-color: hsl(120, 100.00%, 77.57%); opacity: 0.89\" title=\"0.332\">e</span><span style=\"background-color: hsl(120, 100.00%, 77.57%); opacity: 0.89\" title=\"0.332\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.51%); opacity: 0.85\" title=\"-0.178\">u</span><span style=\"background-color: hsl(0, 100.00%, 85.51%); opacity: 0.85\" title=\"-0.178\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.071\">w</span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.071\">i</span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.071\">t</span><span style=\"background-color: hsl(120, 100.00%, 92.36%); opacity: 0.82\" title=\"0.071\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.01%); opacity: 0.80\" title=\"-0.004\">s</span><span style=\"background-color: hsl(0, 100.00%, 99.01%); opacity: 0.80\" title=\"-0.004\">o</span><span style=\"background-color: hsl(0, 100.00%, 99.01%); opacity: 0.80\" title=\"-0.004\">u</span><span style=\"background-color: hsl(0, 100.00%, 99.01%); opacity: 0.80\" title=\"-0.004\">n</span><span style=\"background-color: hsl(0, 100.00%, 99.01%); opacity: 0.80\" title=\"-0.004\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.303\">o</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.303\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">t</span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">h</span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">e</span><span style=\"background-color: hsl(120, 100.00%, 79.77%); opacity: 0.88\" title=\"0.286\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.20%); opacity: 0.81\" title=\"-0.026\">h</span><span style=\"background-color: hsl(0, 100.00%, 96.20%); opacity: 0.81\" title=\"-0.026\">a</span><span style=\"background-color: hsl(0, 100.00%, 96.20%); opacity: 0.81\" title=\"-0.026\">v</span><span style=\"background-color: hsl(0, 100.00%, 96.20%); opacity: 0.81\" title=\"-0.026\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 87.54%); opacity: 0.84\" title=\"0.143\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.54%); opacity: 0.84\" title=\"0.143\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.97%); opacity: 0.87\" title=\"0.263\">b</span><span style=\"background-color: hsl(120, 100.00%, 80.97%); opacity: 0.87\" title=\"0.263\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.006\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.006\">x</span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.006\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.006\">r</span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.006\">a</span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.006\">c</span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.006\">t</span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.006\">e</span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.006\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">s</span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">u</span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">r</span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">g</span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">c</span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">l</span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">l</span><span style=\"background-color: hsl(0, 100.00%, 91.03%); opacity: 0.82\" title=\"-0.090\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 95.18%); opacity: 0.81\" title=\"0.037\">w</span><span style=\"background-color: hsl(120, 100.00%, 95.18%); opacity: 0.81\" title=\"0.037\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.18%); opacity: 0.81\" title=\"0.037\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.18%); opacity: 0.81\" title=\"0.037\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.67%); opacity: 0.81\" title=\"0.054\">w</span><span style=\"background-color: hsl(120, 100.00%, 93.67%); opacity: 0.81\" title=\"0.054\">a</span><span style=\"background-color: hsl(120, 100.00%, 93.67%); opacity: 0.81\" title=\"0.054\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.64%); opacity: 0.82\" title=\"0.068\">i</span><span style=\"background-color: hsl(120, 100.00%, 92.64%); opacity: 0.82\" title=\"0.068\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.65%); opacity: 0.86\" title=\"0.230\">t</span><span style=\"background-color: hsl(120, 100.00%, 82.65%); opacity: 0.86\" title=\"0.230\">h</span><span style=\"background-color: hsl(120, 100.00%, 82.65%); opacity: 0.86\" title=\"0.230\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 70.86%); opacity: 0.93\" title=\"-0.483\">r</span><span style=\"background-color: hsl(0, 100.00%, 70.86%); opacity: 0.93\" title=\"-0.483\">a</span><span style=\"background-color: hsl(0, 100.00%, 70.86%); opacity: 0.93\" title=\"-0.483\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.09%); opacity: 0.84\" title=\"-0.151\">t</span><span style=\"background-color: hsl(0, 100.00%, 87.09%); opacity: 0.84\" title=\"-0.151\">e</span><span style=\"background-color: hsl(0, 100.00%, 87.09%); opacity: 0.84\" title=\"-0.151\">c</span><span style=\"background-color: hsl(0, 100.00%, 87.09%); opacity: 0.84\" title=\"-0.151\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.27%); opacity: 0.88\" title=\"0.317\">h</span><span style=\"background-color: hsl(120, 100.00%, 78.27%); opacity: 0.88\" title=\"0.317\">a</span><span style=\"background-color: hsl(120, 100.00%, 78.27%); opacity: 0.88\" title=\"0.317\">p</span><span style=\"background-color: hsl(120, 100.00%, 78.27%); opacity: 0.88\" title=\"0.317\">p</span><span style=\"background-color: hsl(120, 100.00%, 78.27%); opacity: 0.88\" title=\"0.317\">e</span><span style=\"background-color: hsl(120, 100.00%, 78.27%); opacity: 0.88\" title=\"0.317\">n</span><span style=\"background-color: hsl(120, 100.00%, 78.27%); opacity: 0.88\" title=\"0.317\">e</span><span style=\"background-color: hsl(120, 100.00%, 78.27%); opacity: 0.88\" title=\"0.317\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.54%); opacity: 0.84\" title=\"0.143\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.54%); opacity: 0.84\" title=\"0.143\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.24%); opacity: 0.87\" title=\"-0.277\">m</span><span style=\"background-color: hsl(0, 100.00%, 80.24%); opacity: 0.87\" title=\"-0.277\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.24%); opacity: 0.87\" title=\"-0.277\">n</span><span style=\"background-color: hsl(0, 100.00%, 80.24%); opacity: 0.87\" title=\"-0.277\">t</span><span style=\"background-color: hsl(0, 100.00%, 80.24%); opacity: 0.87\" title=\"-0.277\">i</span><span style=\"background-color: hsl(0, 100.00%, 80.24%); opacity: 0.87\" title=\"-0.277\">o</span><span style=\"background-color: hsl(0, 100.00%, 80.24%); opacity: 0.87\" title=\"-0.277\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.092\">t</span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.092\">h</span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.092\">a</span><span style=\"background-color: hsl(120, 100.00%, 90.88%); opacity: 0.82\" title=\"0.092\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.46%); opacity: 0.80\" title=\"0.015\">s</span><span style=\"background-color: hsl(120, 100.00%, 97.46%); opacity: 0.80\" title=\"0.015\">h</span><span style=\"background-color: hsl(120, 100.00%, 97.46%); opacity: 0.80\" title=\"0.015\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.036\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.036\">a</span><span style=\"background-color: hsl(0, 100.00%, 95.31%); opacity: 0.81\" title=\"-0.036\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">k</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">i</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">d</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">n</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">e</span><span style=\"background-color: hsl(0, 100.00%, 73.65%); opacity: 0.91\" title=\"-0.418\">y</span><span style=\"opacity: 0.80\">\n",
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" </p>\n",
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"\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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"text/plain": [
"Explanation(estimator=\"LogisticRegressionCV(Cs=10, class_weight=None, cv=None, dual=False,\\n fit_intercept=True, intercept_scaling=1.0, max_iter=100,\\n multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\\n refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0)\", description=None, error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='alt.atheism', feature_weights=FeatureWeights(pos=[('isn', 0.66300118228216987), ('mention', 0.41830156991735407), ('or', 0.38921051233039999), ('up', 0.3872507178275359), ('have', 0.29288485462448882), ('except', 0.22691150675076355), ('bout', 0.1681589730179428), ('do', 0.14259559797079416), ('them', 0.11772680464330673), ('anything', 0.11726707252021536), ('from', 0.10759998597500645), ('happened', 0.10755829285054795), ('children', 0.092458897147578545), ('the', 0.089521585534352119), ('that', 0.074289419295512776), ('pass', 0.073955095484051367), ('either', 0.038704775407203997), ('was', 0.032987870697943379), ('she', 0.029086676982280547), ('ray', 0.025978458204776414), ('there', 0.013984846733630093), ('be', 0.00063865006574508976)], neg=[('<BIAS>', -6.8806595982022429), ('with', -0.76828221292654264), ('pain', -0.47801841875209333), ('kidney', -0.42714907274597835), ('can', -0.39986781519728765), ('about', -0.38698234187414488), ('to', -0.33462361779022864), ('my', -0.31007157448114891), ('they', -0.30528943612980636), ('when', -0.256382142199783), ('had', -0.25607245036364285), ('stones', -0.25557051080256982), ('hurt', -0.25084340875044392), ('tech', -0.24885729134268045), ('sound', -0.24559561213565928), ('medication', -0.17750196354469894), ('broken', -0.16801016325130216), ('less', -0.14526786538597697), ('extracted', -0.13934996204038752), ('and', -0.1283511249651017), ('childbirth', -0.10838358210968276), ('any', -0.10349379282385304), ('recall', -0.087746797453358352), ('as', -0.071825389609866938), ('surgically', -0.030968287459794436), ('relieve', -0.015426064424479141), ('in', -0.0084103185693992274)], pos_remaining=0, neg_remaining=0), proba=0.00010049481969081916, score=-9.3789274690685538, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('as', [(0, 2)], -0.071825389609866938), ('recall', [(5, 11)], -0.087746797453358352), ('from', [(12, 16)], 0.10759998597500645), ('my', [(17, 19)], -0.31007157448114891), ('bout', [(20, 24)], 0.1681589730179428), ('with', [(25, 29)], -0.76828221292654264), ('kidney', [(30, 36)], -0.42714907274597835), ('stones', [(37, 43)], -0.25557051080256982), ('there', [(45, 50)], 0.013984846733630093), ('isn', 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[(174, 176)], 0.3872507178275359), ('with', [(177, 181)], -0.76828221292654264), ('sound', [(182, 187)], -0.24559561213565928), ('or', [(189, 191)], 0.38921051233039999), ('they', [(192, 196)], -0.30528943612980636), ('have', [(197, 201)], 0.29288485462448882), ('to', [(202, 204)], -0.33462361779022864), ('be', [(205, 207)], 0.00063865006574508976), ('extracted', [(208, 217)], -0.13934996204038752), ('surgically', [(218, 228)], -0.030968287459794436), ('when', [(231, 235)], -0.256382142199783), ('was', [(238, 241)], 0.032987870697943379), ('in', [(242, 244)], -0.0084103185693992274), ('the', [(246, 249)], 0.089521585534352119), ('ray', [(252, 255)], 0.025978458204776414), ('tech', [(256, 260)], -0.24885729134268045), ('happened', [(261, 269)], 0.10755829285054795), ('to', [(270, 272)], -0.33462361779022864), ('mention', [(273, 280)], 0.41830156991735407), ('that', [(281, 285)], 0.074289419295512776), ('she', [(286, 289)], 0.029086676982280547), ('had', [(292, 295)], 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neg=[('they', -0.66947562967603791), ('she', -0.5120337162028602), ('to', -0.45601192987524536), ('pain', -0.41918902721378398), ('the', -0.4191797787173876), ('my', -0.34442561250560294), ('kidney', -0.34266614185578348), ('and', -0.30302113010047937), ('that', -0.29590925577111932), ('stones', -0.27934888076066999), ('be', -0.24830415533777492), ('medication', -0.24002957780303072), ('in', -0.22964926039747893), ('except', -0.20383849481512176), ('do', -0.18686672771793433), ('children', -0.18459491236327624), ('happened', -0.16732465830391094), ('when', -0.1596238854539459), ('was', -0.14252968674188629), ('up', -0.13360818990533041), ('as', -0.13269657711241664), ('isn', -0.11557298377026418), ('sound', -0.096746352990548387), ('hurt', -0.088872132182769667), ('anything', -0.085590005338266342), ('less', -0.079684921695324318), ('broken', -0.078050569456484198), ('recall', -0.061582769183063699), ('have', -0.061277630922673687), ('had', -0.060877466377506927), ('surgically', 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0.051269692585580041), ('my', [(17, 19)], -0.34442561250560294), ('bout', [(20, 24)], -0.0023951745036211182), ('with', [(25, 29)], 0.033842567651392819), ('kidney', [(30, 36)], -0.34266614185578348), ('stones', [(37, 43)], -0.27934888076066999), ('there', [(45, 50)], 0.043240195534982109), ('isn', [(51, 54)], -0.11557298377026418), ('any', [(57, 60)], -0.014038210702108086), ('medication', [(61, 71)], -0.24002957780303072), ('that', [(72, 76)], -0.29590925577111932), ('can', [(77, 80)], 0.016515470666531445), ('do', [(81, 83)], -0.18686672771793433), ('anything', [(84, 92)], -0.085590005338266342), ('about', [(93, 98)], -0.042229234708726027), ('them', [(99, 103)], -0.030964468385477308), ('except', [(104, 110)], -0.20383849481512176), ('relieve', [(111, 118)], -0.023299719117120053), ('the', [(119, 122)], -0.4191797787173876), ('pain', [(123, 127)], -0.41918902721378398), ('either', [(130, 136)], 0.081220414264348603), ('they', [(137, 141)], -0.66947562967603791), ('pass', [(142, 146)], -0.0391300144185045), ('or', [(148, 150)], 0.069703446722030049), ('they', [(151, 155)], -0.66947562967603791), ('have', [(156, 160)], -0.061277630922673687), ('to', [(161, 163)], -0.45601192987524536), ('be', [(164, 166)], -0.24830415533777492), ('broken', [(167, 173)], -0.078050569456484198), ('up', [(174, 176)], -0.13360818990533041), ('with', [(177, 181)], 0.033842567651392819), ('sound', [(182, 187)], -0.096746352990548387), ('or', [(189, 191)], 0.069703446722030049), ('they', [(192, 196)], -0.66947562967603791), ('have', [(197, 201)], -0.061277630922673687), ('to', [(202, 204)], -0.45601192987524536), ('be', [(205, 207)], -0.24830415533777492), ('extracted', [(208, 217)], -0.04278943820783631), ('surgically', [(218, 228)], -0.060762037698256194), ('when', [(231, 235)], -0.1596238854539459), ('was', [(238, 241)], -0.14252968674188629), ('in', [(242, 244)], -0.22964926039747893), ('the', [(246, 249)], -0.4191797787173876), ('ray', [(252, 255)], 0.58750186663677351), ('tech', 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feature_weights=FeatureWeights(pos=[('kidney', 1.6660181708113193), ('pain', 1.2957236277559179), ('medication', 1.1403200725675655), ('recall', 0.84875185333524328), ('sound', 0.61787704399150734), ('she', 0.58318789549859262), ('my', 0.52071866902266684), ('less', 0.3798728241119772), ('had', 0.36592621914501389), ('to', 0.29931048037147445), ('tech', 0.29566231121982739), ('and', 0.28672551714260741), ('when', 0.27612002097377925), ('can', 0.20908661637817902), ('about', 0.20357866595969926), ('surgically', 0.19207329435330017), ('in', 0.18645584525554565), ('stones', 0.169940143712103), ('childbirth', 0.11343835257387221), ('extracted', 0.10211198284636364), ('any', 0.091976395272123757), ('they', 0.087374929102176424), ('relieve', 0.083698294674468571), ('hurt', 0.059923932960766084), ('happened', 0.04435666952225864), ('except', 0.014059369492047126), ('with', 0.0060813633789558921), ('up', 0.0034358273754789754)], neg=[('<BIAS>', -5.2028295857972422), ('ray', 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0.014059369492047126), ('relieve', [(111, 118)], 0.083698294674468571), ('the', [(119, 122)], -0.3665030394567928), ('pain', [(123, 127)], 1.2957236277559179), ('either', [(130, 136)], -0.19597162952736219), ('they', [(137, 141)], 0.087374929102176424), ('pass', [(142, 146)], -0.22015532607107521), ('or', [(148, 150)], -0.019090688128790279), ('they', [(151, 155)], 0.087374929102176424), ('have', [(156, 160)], -0.20864481430807155), ('to', [(161, 163)], 0.29931048037147445), ('be', [(164, 166)], -0.13230457164039058), ('broken', [(167, 173)], -0.06811530545121737), ('up', [(174, 176)], 0.0034358273754789754), ('with', [(177, 181)], 0.0060813633789558921), ('sound', [(182, 187)], 0.61787704399150734), ('or', [(189, 191)], -0.019090688128790279), ('they', [(192, 196)], 0.087374929102176424), ('have', [(197, 201)], -0.20864481430807155), ('to', [(202, 204)], 0.29931048037147445), ('be', [(205, 207)], -0.13230457164039058), ('extracted', [(208, 217)], 0.10211198284636364), ('surgically', [(218, 228)], 0.19207329435330017), ('when', [(231, 235)], 0.27612002097377925), ('was', [(238, 241)], -0.036899508355753244), ('in', [(242, 244)], 0.18645584525554565), ('the', [(246, 249)], -0.3665030394567928), ('ray', [(252, 255)], -0.43534061811211239), ('tech', [(256, 260)], 0.29566231121982739), ('happened', [(261, 269)], 0.04435666952225864), ('to', [(270, 272)], 0.29931048037147445), ('mention', [(273, 280)], -0.13451565774740076), ('that', [(281, 285)], -0.18175421870936559), ('she', [(286, 289)], 0.58318789549859262), ('had', [(292, 295)], 0.36592621914501389), ('kidney', [(296, 302)], 1.6660181708113193), ('stones', [(303, 309)], 0.169940143712103), ('and', [(310, 313)], 0.28672551714260741), ('children', [(314, 322)], -0.29109182652696169), ('and', [(324, 327)], 0.28672551714260741), ('the', [(328, 331)], -0.3665030394567928), ('childbirth', [(332, 342)], 0.11343835257387221), ('hurt', [(343, 347)], 0.059923932960766084), ('less', [(348, 352)], 0.3798728241119772)], other=FeatureWeights(pos=[(<FormattedFeatureName 'Highlighted in text (sum)'>, 6.7877727107038304)], neg=[('<BIAS>', -5.2028295857972422)], pos_remaining=0, neg_remaining=0))), TargetExplanation(target='soc.religion.christian', feature_weights=FeatureWeights(pos=[('they', 0.85920840130455955), ('the', 0.69021310928470969), ('stones', 0.56933950477504158), ('be', 0.52522025209293743), ('anything', 0.48710317515038543), ('to', 0.43018372752091838), ('broken', 0.33206030055372004), ('do', 0.31928480445462221), ('happened', 0.31729648167705965), ('as', 0.2606007965075845), ('children', 0.23083752475443112), ('my', 0.20935278892676226), ('that', 0.18362127817053234), ('pass', 0.18119331833288019), ('with', 0.14268277729039439), ('about', 0.13125191276372991), ('hurt', 0.12943054504173476), ('can', 0.092557986872753129), ('except', 0.071756859290341923), ('in', 0.067552917411600799), ('was', 0.054435729791128359), ('when', 0.036876998407627148), ('she', 0.014773388961086462), ('and', 0.0047774845355758096)], neg=[('<BIAS>', -6.0697232980463953), ('kidney', -0.83592988584637395), ('medication', -0.7586865372695224), ('pain', -0.62324097460458694), ('or', -0.60513908127613225), ('ray', -0.48253234490891594), ('recall', -0.4451090846452801), ('isn', -0.42570381287414388), ('mention', -0.2771227372795389), ('less', -0.27669827787077661), ('them', -0.24349719388146362), ('up', -0.17777477995987315), ('tech', -0.15077538801679652), ('from', -0.13236868111338151), ('there', -0.1161599677781982), ('surgically', -0.089609095618566198), ('either', -0.081193196383305979), ('relieve', -0.079543890379873985), ('any', -0.076657858562601766), ('bout', -0.076312723148419456), ('have', -0.052562702034553058), ('had', -0.03551645240541372), ('childbirth', -0.020784448641348555), ('extracted', -0.0059852435596626985), ('sound', -0.003826941394854478)], pos_remaining=0, neg_remaining=0), proba=0.0035876589279617843, score=-5.8008425336278622, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('as', [(0, 2)], 0.2606007965075845), ('recall', [(5, 11)], -0.4451090846452801), ('from', [(12, 16)], -0.13236868111338151), ('my', [(17, 19)], 0.20935278892676226), ('bout', [(20, 24)], -0.076312723148419456), ('with', [(25, 29)], 0.14268277729039439), ('kidney', [(30, 36)], -0.83592988584637395), ('stones', [(37, 43)], 0.56933950477504158), ('there', [(45, 50)], -0.1161599677781982), ('isn', [(51, 54)], -0.42570381287414388), ('any', [(57, 60)], -0.076657858562601766), ('medication', [(61, 71)], -0.7586865372695224), ('that', [(72, 76)], 0.18362127817053234), ('can', [(77, 80)], 0.092557986872753129), ('do', [(81, 83)], 0.31928480445462221), ('anything', [(84, 92)], 0.48710317515038543), ('about', [(93, 98)], 0.13125191276372991), ('them', [(99, 103)], -0.24349719388146362), ('except', [(104, 110)], 0.071756859290341923), ('relieve', [(111, 118)], -0.079543890379873985), ('the', [(119, 122)], 0.69021310928470969), ('pain', [(123, 127)], -0.62324097460458694), ('either', [(130, 136)], -0.081193196383305979), ('they', [(137, 141)], 0.85920840130455955), ('pass', [(142, 146)], 0.18119331833288019), ('or', [(148, 150)], -0.60513908127613225), ('they', [(151, 155)], 0.85920840130455955), ('have', [(156, 160)], -0.052562702034553058), ('to', [(161, 163)], 0.43018372752091838), ('be', [(164, 166)], 0.52522025209293743), ('broken', [(167, 173)], 0.33206030055372004), ('up', [(174, 176)], -0.17777477995987315), ('with', [(177, 181)], 0.14268277729039439), ('sound', [(182, 187)], -0.003826941394854478), ('or', [(189, 191)], -0.60513908127613225), ('they', [(192, 196)], 0.85920840130455955), ('have', [(197, 201)], -0.052562702034553058), ('to', [(202, 204)], 0.43018372752091838), ('be', [(205, 207)], 0.52522025209293743), ('extracted', [(208, 217)], -0.0059852435596626985), ('surgically', [(218, 228)], -0.089609095618566198), ('when', [(231, 235)], 0.036876998407627148), ('was', [(238, 241)], 0.054435729791128359), ('in', [(242, 244)], 0.067552917411600799), ('the', [(246, 249)], 0.69021310928470969), ('ray', [(252, 255)], -0.48253234490891594), ('tech', [(256, 260)], -0.15077538801679652), ('happened', [(261, 269)], 0.31729648167705965), ('to', [(270, 272)], 0.43018372752091838), ('mention', [(273, 280)], -0.2771227372795389), ('that', [(281, 285)], 0.18362127817053234), ('she', [(286, 289)], 0.014773388961086462), ('had', [(292, 295)], -0.03551645240541372), ('kidney', [(296, 302)], -0.83592988584637395), ('stones', [(303, 309)], 0.56933950477504158), ('and', [(310, 313)], 0.0047774845355758096), ('children', [(314, 322)], 0.23083752475443112), ('and', [(324, 327)], 0.0047774845355758096), ('the', [(328, 331)], 0.69021310928470969), ('childbirth', [(332, 342)], -0.020784448641348555), ('hurt', [(343, 347)], 0.12943054504173476), ('less', [(348, 352)], -0.27669827787077661)], other=FeatureWeights(pos=[(<FormattedFeatureName 'Highlighted in text (sum)'>, 0.26888076441853292)], neg=[('<BIAS>', -6.0697232980463953)], pos_remaining=0, neg_remaining=0)))], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eli5.explain_prediction(clf, twenty_test.data[0], vec=vec, target_names=twenty_test.target_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It helped, but didn't have quite the same effect. Why not do both?"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" alt.atheism 0.93 0.77 0.84 319\n",
" comp.graphics 0.84 0.97 0.90 389\n",
" sci.med 0.95 0.89 0.92 396\n",
"soc.religion.christian 0.88 0.92 0.90 398\n",
"\n",
" avg / total 0.90 0.89 0.89 1502\n",
"\n",
"accuracy: 0.893475366178\n"
]
}
],
"source": [
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"\n",
"vec = TfidfVectorizer(stop_words='english')\n",
"clf = LogisticRegressionCV()\n",
"pipe = make_pipeline(vec, clf)\n",
"pipe.fit(twenty_train.data, twenty_train.target)\n",
"\n",
"print_report(pipe)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" (probability <b>0.000</b>, score <b>-7.933</b>)\n",
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"top features\n",
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" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
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" \n",
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" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
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" -1.325\n",
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" &lt;BIAS&gt;\n",
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"</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">m</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">e</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">d</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">i</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">c</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">a</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">t</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">i</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">o</span><span style=\"background-color: hsl(0, 100.00%, 80.47%); opacity: 0.87\" title=\"-0.243\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.19%); opacity: 0.81\" title=\"-0.024\">r</span><span style=\"background-color: hsl(0, 100.00%, 96.19%); opacity: 0.81\" title=\"-0.024\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.19%); opacity: 0.81\" title=\"-0.024\">l</span><span style=\"background-color: hsl(0, 100.00%, 96.19%); opacity: 0.81\" title=\"-0.024\">i</span><span style=\"background-color: hsl(0, 100.00%, 96.19%); opacity: 0.81\" title=\"-0.024\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.19%); opacity: 0.81\" title=\"-0.024\">v</span><span style=\"background-color: hsl(0, 100.00%, 96.19%); opacity: 0.81\" title=\"-0.024\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 65.67%); opacity: 0.96\" title=\"-0.543\">p</span><span style=\"background-color: hsl(0, 100.00%, 65.67%); opacity: 0.96\" title=\"-0.543\">a</span><span style=\"background-color: hsl(0, 100.00%, 65.67%); opacity: 0.96\" title=\"-0.543\">i</span><span style=\"background-color: hsl(0, 100.00%, 65.67%); opacity: 0.96\" title=\"-0.543\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.21%); opacity: 0.81\" title=\"0.043\">p</span><span style=\"background-color: hsl(120, 100.00%, 94.21%); opacity: 0.81\" title=\"0.043\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.21%); opacity: 0.81\" title=\"0.043\">s</span><span style=\"background-color: hsl(120, 100.00%, 94.21%); opacity: 0.81\" title=\"0.043\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.91%); opacity: 0.85\" title=\"-0.152\">b</span><span style=\"background-color: hsl(0, 100.00%, 85.91%); opacity: 0.85\" title=\"-0.152\">r</span><span style=\"background-color: hsl(0, 100.00%, 85.91%); opacity: 0.85\" title=\"-0.152\">o</span><span style=\"background-color: hsl(0, 100.00%, 85.91%); opacity: 0.85\" title=\"-0.152\">k</span><span style=\"background-color: hsl(0, 100.00%, 85.91%); opacity: 0.85\" title=\"-0.152\">e</span><span style=\"background-color: hsl(0, 100.00%, 85.91%); opacity: 0.85\" title=\"-0.152\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.92%); opacity: 0.87\" title=\"-0.235\">s</span><span style=\"background-color: hsl(0, 100.00%, 80.92%); opacity: 0.87\" title=\"-0.235\">o</span><span style=\"background-color: hsl(0, 100.00%, 80.92%); opacity: 0.87\" title=\"-0.235\">u</span><span style=\"background-color: hsl(0, 100.00%, 80.92%); opacity: 0.87\" title=\"-0.235\">n</span><span style=\"background-color: hsl(0, 100.00%, 80.92%); opacity: 0.87\" title=\"-0.235\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.206\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.206\">x</span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.206\">t</span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.206\">r</span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.206\">a</span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.206\">c</span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.206\">t</span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.206\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.60%); opacity: 0.86\" title=\"-0.206\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">s</span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">u</span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">g</span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">i</span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">c</span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">l</span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">l</span><span style=\"background-color: hsl(0, 100.00%, 94.39%); opacity: 0.81\" title=\"-0.041\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 97.74%); opacity: 0.80\" title=\"0.011\">r</span><span style=\"background-color: hsl(120, 100.00%, 97.74%); opacity: 0.80\" title=\"0.011\">a</span><span style=\"background-color: hsl(120, 100.00%, 97.74%); opacity: 0.80\" title=\"0.011\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.71%); opacity: 0.89\" title=\"-0.293\">t</span><span style=\"background-color: hsl(0, 100.00%, 77.71%); opacity: 0.89\" title=\"-0.293\">e</span><span style=\"background-color: hsl(0, 100.00%, 77.71%); opacity: 0.89\" title=\"-0.293\">c</span><span style=\"background-color: hsl(0, 100.00%, 77.71%); opacity: 0.89\" title=\"-0.293\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.133\">h</span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.133\">a</span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.133\">p</span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.133\">p</span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.133\">e</span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.133\">n</span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.133\">e</span><span style=\"background-color: hsl(120, 100.00%, 87.18%); opacity: 0.84\" title=\"0.133\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 69.24%); opacity: 0.94\" title=\"0.465\">m</span><span style=\"background-color: hsl(120, 100.00%, 69.24%); opacity: 0.94\" title=\"0.465\">e</span><span style=\"background-color: hsl(120, 100.00%, 69.24%); opacity: 0.94\" title=\"0.465\">n</span><span style=\"background-color: hsl(120, 100.00%, 69.24%); opacity: 0.94\" title=\"0.465\">t</span><span style=\"background-color: hsl(120, 100.00%, 69.24%); opacity: 0.94\" title=\"0.465\">i</span><span style=\"background-color: hsl(120, 100.00%, 69.24%); opacity: 0.94\" title=\"0.465\">o</span><span style=\"background-color: hsl(120, 100.00%, 69.24%); opacity: 0.94\" title=\"0.465\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.77%); opacity: 0.87\" title=\"-0.220\">k</span><span style=\"background-color: hsl(0, 100.00%, 81.77%); opacity: 0.87\" title=\"-0.220\">i</span><span style=\"background-color: hsl(0, 100.00%, 81.77%); opacity: 0.87\" title=\"-0.220\">d</span><span style=\"background-color: hsl(0, 100.00%, 81.77%); opacity: 0.87\" title=\"-0.220\">n</span><span style=\"background-color: hsl(0, 100.00%, 81.77%); opacity: 0.87\" title=\"-0.220\">e</span><span style=\"background-color: hsl(0, 100.00%, 81.77%); opacity: 0.87\" title=\"-0.220\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 89.94%); opacity: 0.83\" title=\"-0.094\">s</span><span style=\"background-color: hsl(0, 100.00%, 89.94%); opacity: 0.83\" title=\"-0.094\">t</span><span style=\"background-color: hsl(0, 100.00%, 89.94%); opacity: 0.83\" title=\"-0.094\">o</span><span style=\"background-color: hsl(0, 100.00%, 89.94%); opacity: 0.83\" title=\"-0.094\">n</span><span style=\"background-color: hsl(0, 100.00%, 89.94%); opacity: 0.83\" title=\"-0.094\">e</span><span style=\"background-color: hsl(0, 100.00%, 89.94%); opacity: 0.83\" title=\"-0.094\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.10%); opacity: 0.82\" title=\"0.055\">c</span><span style=\"background-color: hsl(120, 100.00%, 93.10%); opacity: 0.82\" title=\"0.055\">h</span><span style=\"background-color: hsl(120, 100.00%, 93.10%); opacity: 0.82\" title=\"0.055\">i</span><span style=\"background-color: hsl(120, 100.00%, 93.10%); opacity: 0.82\" title=\"0.055\">l</span><span style=\"background-color: hsl(120, 100.00%, 93.10%); opacity: 0.82\" title=\"0.055\">d</span><span style=\"background-color: hsl(120, 100.00%, 93.10%); opacity: 0.82\" title=\"0.055\">r</span><span style=\"background-color: hsl(120, 100.00%, 93.10%); opacity: 0.82\" title=\"0.055\">e</span><span style=\"background-color: hsl(120, 100.00%, 93.10%); opacity: 0.82\" title=\"0.055\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">c</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">l</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">d</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">b</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.61%); opacity: 0.83\" title=\"-0.112\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.00%); opacity: 0.87\" title=\"-0.251\">h</span><span style=\"background-color: hsl(0, 100.00%, 80.00%); opacity: 0.87\" title=\"-0.251\">u</span><span style=\"background-color: hsl(0, 100.00%, 80.00%); opacity: 0.87\" title=\"-0.251\">r</span><span style=\"background-color: hsl(0, 100.00%, 80.00%); opacity: 0.87\" title=\"-0.251\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=comp.graphics\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.058</b>, score <b>-2.862</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" <tr style=\"background-color: hsl(120, 100.00%, 96.16%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" +0.299\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\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",
" -3.162\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",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.79%); opacity: 0.86\" title=\"-0.192\">r</span><span style=\"background-color: hsl(0, 100.00%, 82.79%); opacity: 0.86\" title=\"-0.192\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.79%); opacity: 0.86\" title=\"-0.192\">c</span><span style=\"background-color: hsl(0, 100.00%, 82.79%); opacity: 0.86\" title=\"-0.192\">a</span><span style=\"background-color: hsl(0, 100.00%, 82.79%); opacity: 0.86\" title=\"-0.192\">l</span><span style=\"background-color: hsl(0, 100.00%, 82.79%); opacity: 0.86\" title=\"-0.192\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.76%); opacity: 0.80\" title=\"-0.010\">b</span><span style=\"background-color: hsl(0, 100.00%, 97.76%); opacity: 0.80\" title=\"-0.010\">o</span><span style=\"background-color: hsl(0, 100.00%, 97.76%); opacity: 0.80\" title=\"-0.010\">u</span><span style=\"background-color: hsl(0, 100.00%, 97.76%); opacity: 0.80\" title=\"-0.010\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">k</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">d</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">n</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">s</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">t</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">o</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">n</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.95%); opacity: 0.87\" title=\"-0.222\">i</span><span style=\"background-color: hsl(0, 100.00%, 80.95%); opacity: 0.87\" title=\"-0.222\">s</span><span style=\"background-color: hsl(0, 100.00%, 80.95%); opacity: 0.87\" title=\"-0.222\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">m</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">e</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">d</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">i</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">c</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">a</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">t</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">i</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">o</span><span style=\"background-color: hsl(0, 100.00%, 72.37%); opacity: 0.92\" title=\"-0.378\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.036\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.036\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.036\">l</span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.036\">i</span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.036\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.036\">v</span><span style=\"background-color: hsl(0, 100.00%, 94.71%); opacity: 0.81\" title=\"-0.036\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 61.15%); opacity: 0.99\" title=\"-0.616\">p</span><span style=\"background-color: hsl(0, 100.00%, 61.15%); opacity: 0.99\" title=\"-0.616\">a</span><span style=\"background-color: hsl(0, 100.00%, 61.15%); opacity: 0.99\" title=\"-0.616\">i</span><span style=\"background-color: hsl(0, 100.00%, 61.15%); opacity: 0.99\" title=\"-0.616\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.71%); opacity: 0.82\" title=\"-0.080\">p</span><span style=\"background-color: hsl(0, 100.00%, 90.71%); opacity: 0.82\" title=\"-0.080\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.71%); opacity: 0.82\" title=\"-0.080\">s</span><span style=\"background-color: hsl(0, 100.00%, 90.71%); opacity: 0.82\" title=\"-0.080\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 87.27%); opacity: 0.84\" title=\"-0.125\">b</span><span style=\"background-color: hsl(0, 100.00%, 87.27%); opacity: 0.84\" title=\"-0.125\">r</span><span style=\"background-color: hsl(0, 100.00%, 87.27%); opacity: 0.84\" title=\"-0.125\">o</span><span style=\"background-color: hsl(0, 100.00%, 87.27%); opacity: 0.84\" title=\"-0.125\">k</span><span style=\"background-color: hsl(0, 100.00%, 87.27%); opacity: 0.84\" title=\"-0.125\">e</span><span style=\"background-color: hsl(0, 100.00%, 87.27%); opacity: 0.84\" title=\"-0.125\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.67%); opacity: 0.86\" title=\"-0.178\">s</span><span style=\"background-color: hsl(0, 100.00%, 83.67%); opacity: 0.86\" title=\"-0.178\">o</span><span style=\"background-color: hsl(0, 100.00%, 83.67%); opacity: 0.86\" title=\"-0.178\">u</span><span style=\"background-color: hsl(0, 100.00%, 83.67%); opacity: 0.86\" title=\"-0.178\">n</span><span style=\"background-color: hsl(0, 100.00%, 83.67%); opacity: 0.86\" title=\"-0.178\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.84%); opacity: 0.81\" title=\"-0.034\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.84%); opacity: 0.81\" title=\"-0.034\">x</span><span style=\"background-color: hsl(0, 100.00%, 94.84%); opacity: 0.81\" title=\"-0.034\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.84%); opacity: 0.81\" title=\"-0.034\">r</span><span style=\"background-color: hsl(0, 100.00%, 94.84%); opacity: 0.81\" title=\"-0.034\">a</span><span style=\"background-color: hsl(0, 100.00%, 94.84%); opacity: 0.81\" title=\"-0.034\">c</span><span style=\"background-color: hsl(0, 100.00%, 94.84%); opacity: 0.81\" title=\"-0.034\">t</span><span style=\"background-color: hsl(0, 100.00%, 94.84%); opacity: 0.81\" title=\"-0.034\">e</span><span style=\"background-color: hsl(0, 100.00%, 94.84%); opacity: 0.81\" title=\"-0.034\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">s</span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">u</span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">g</span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">c</span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">a</span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">l</span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">l</span><span style=\"background-color: hsl(0, 100.00%, 90.93%); opacity: 0.82\" title=\"-0.077\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.642\">r</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.642\">a</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.642\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.10%); opacity: 0.81\" title=\"0.032\">t</span><span style=\"background-color: hsl(120, 100.00%, 95.10%); opacity: 0.81\" title=\"0.032\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.10%); opacity: 0.81\" title=\"0.032\">c</span><span style=\"background-color: hsl(120, 100.00%, 95.10%); opacity: 0.81\" title=\"0.032\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.328\">h</span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.328\">a</span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.328\">p</span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.328\">p</span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.328\">e</span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.328\">n</span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.328\">e</span><span style=\"background-color: hsl(0, 100.00%, 75.01%); opacity: 0.90\" title=\"-0.328\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.56%); opacity: 0.83\" title=\"-0.107\">m</span><span style=\"background-color: hsl(0, 100.00%, 88.56%); opacity: 0.83\" title=\"-0.107\">e</span><span style=\"background-color: hsl(0, 100.00%, 88.56%); opacity: 0.83\" title=\"-0.107\">n</span><span style=\"background-color: hsl(0, 100.00%, 88.56%); opacity: 0.83\" title=\"-0.107\">t</span><span style=\"background-color: hsl(0, 100.00%, 88.56%); opacity: 0.83\" title=\"-0.107\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.56%); opacity: 0.83\" title=\"-0.107\">o</span><span style=\"background-color: hsl(0, 100.00%, 88.56%); opacity: 0.83\" title=\"-0.107\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">k</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">i</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">d</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">n</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.98%); opacity: 0.88\" title=\"-0.256\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">s</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">t</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">o</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">n</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">e</span><span style=\"background-color: hsl(0, 100.00%, 78.38%); opacity: 0.88\" title=\"-0.266\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.59%); opacity: 0.89\" title=\"-0.298\">c</span><span style=\"background-color: hsl(0, 100.00%, 76.59%); opacity: 0.89\" title=\"-0.298\">h</span><span style=\"background-color: hsl(0, 100.00%, 76.59%); opacity: 0.89\" title=\"-0.298\">i</span><span style=\"background-color: hsl(0, 100.00%, 76.59%); opacity: 0.89\" title=\"-0.298\">l</span><span style=\"background-color: hsl(0, 100.00%, 76.59%); opacity: 0.89\" title=\"-0.298\">d</span><span style=\"background-color: hsl(0, 100.00%, 76.59%); opacity: 0.89\" title=\"-0.298\">r</span><span style=\"background-color: hsl(0, 100.00%, 76.59%); opacity: 0.89\" title=\"-0.298\">e</span><span style=\"background-color: hsl(0, 100.00%, 76.59%); opacity: 0.89\" title=\"-0.298\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">c</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">h</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">l</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">d</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">b</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">i</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">r</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">t</span><span style=\"background-color: hsl(0, 100.00%, 99.63%); opacity: 0.80\" title=\"-0.001\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 88.59%); opacity: 0.83\" title=\"-0.107\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.59%); opacity: 0.83\" title=\"-0.107\">u</span><span style=\"background-color: hsl(0, 100.00%, 88.59%); opacity: 0.83\" title=\"-0.107\">r</span><span style=\"background-color: hsl(0, 100.00%, 88.59%); opacity: 0.83\" title=\"-0.107\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=sci.med\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.939</b>, score <b>1.910</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\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",
" +5.488\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",
"</tr>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 85.18%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -3.578\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\n",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.21%); opacity: 0.91\" title=\"0.667\">r</span><span style=\"background-color: hsl(120, 100.00%, 74.21%); opacity: 0.91\" title=\"0.667\">e</span><span style=\"background-color: hsl(120, 100.00%, 74.21%); opacity: 0.91\" title=\"0.667\">c</span><span style=\"background-color: hsl(120, 100.00%, 74.21%); opacity: 0.91\" title=\"0.667\">a</span><span style=\"background-color: hsl(120, 100.00%, 74.21%); opacity: 0.91\" title=\"0.667\">l</span><span style=\"background-color: hsl(120, 100.00%, 74.21%); opacity: 0.91\" title=\"0.667\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.95%); opacity: 0.80\" title=\"0.007\">b</span><span style=\"background-color: hsl(120, 100.00%, 98.95%); opacity: 0.80\" title=\"0.007\">o</span><span style=\"background-color: hsl(120, 100.00%, 98.95%); opacity: 0.80\" title=\"0.007\">u</span><span style=\"background-color: hsl(120, 100.00%, 98.95%); opacity: 0.80\" title=\"0.007\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">k</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">i</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">d</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">n</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">e</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">s</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">o</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">n</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">e</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.90%); opacity: 0.83\" title=\"-0.175\">i</span><span style=\"background-color: hsl(0, 100.00%, 89.90%); opacity: 0.83\" title=\"-0.175\">s</span><span style=\"background-color: hsl(0, 100.00%, 89.90%); opacity: 0.83\" title=\"-0.175\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">m</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">e</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">d</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">i</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">c</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">a</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">t</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">i</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">o</span><span style=\"background-color: hsl(120, 100.00%, 64.10%); opacity: 0.97\" title=\"1.071\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.049\">r</span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.049\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.049\">l</span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.049\">i</span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.049\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.049\">v</span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.049\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.250\">p</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.250\">a</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.250\">i</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"1.250\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.63%); opacity: 0.83\" title=\"-0.182\">p</span><span style=\"background-color: hsl(0, 100.00%, 89.63%); opacity: 0.83\" title=\"-0.182\">a</span><span style=\"background-color: hsl(0, 100.00%, 89.63%); opacity: 0.83\" title=\"-0.182\">s</span><span style=\"background-color: hsl(0, 100.00%, 89.63%); opacity: 0.83\" title=\"-0.182\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.71%); opacity: 0.81\" title=\"-0.051\">b</span><span style=\"background-color: hsl(0, 100.00%, 95.71%); opacity: 0.81\" title=\"-0.051\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.71%); opacity: 0.81\" title=\"-0.051\">o</span><span style=\"background-color: hsl(0, 100.00%, 95.71%); opacity: 0.81\" title=\"-0.051\">k</span><span style=\"background-color: hsl(0, 100.00%, 95.71%); opacity: 0.81\" title=\"-0.051\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.71%); opacity: 0.81\" title=\"-0.051\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.92%); opacity: 0.89\" title=\"0.535\">s</span><span style=\"background-color: hsl(120, 100.00%, 77.92%); opacity: 0.89\" title=\"0.535\">o</span><span style=\"background-color: hsl(120, 100.00%, 77.92%); opacity: 0.89\" title=\"0.535\">u</span><span style=\"background-color: hsl(120, 100.00%, 77.92%); opacity: 0.89\" title=\"0.535\">n</span><span style=\"background-color: hsl(120, 100.00%, 77.92%); opacity: 0.89\" title=\"0.535\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.069\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.069\">x</span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.069\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.069\">r</span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.069\">a</span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.069\">c</span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.069\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.069\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.069\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">s</span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">u</span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">r</span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">g</span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">i</span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">c</span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">a</span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">l</span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">l</span><span style=\"background-color: hsl(120, 100.00%, 90.08%); opacity: 0.83\" title=\"0.170\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 82.10%); opacity: 0.86\" title=\"-0.396\">r</span><span style=\"background-color: hsl(0, 100.00%, 82.10%); opacity: 0.86\" title=\"-0.396\">a</span><span style=\"background-color: hsl(0, 100.00%, 82.10%); opacity: 0.86\" title=\"-0.396\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.03%); opacity: 0.85\" title=\"0.337\">t</span><span style=\"background-color: hsl(120, 100.00%, 84.03%); opacity: 0.85\" title=\"0.337\">e</span><span style=\"background-color: hsl(120, 100.00%, 84.03%); opacity: 0.85\" title=\"0.337\">c</span><span style=\"background-color: hsl(120, 100.00%, 84.03%); opacity: 0.85\" title=\"0.337\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.049\">h</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.049\">a</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.049\">p</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.049\">p</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.049\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.049\">n</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.049\">e</span><span style=\"background-color: hsl(120, 100.00%, 95.83%); opacity: 0.81\" title=\"0.049\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.20%); opacity: 0.82\" title=\"-0.099\">m</span><span style=\"background-color: hsl(0, 100.00%, 93.20%); opacity: 0.82\" title=\"-0.099\">e</span><span style=\"background-color: hsl(0, 100.00%, 93.20%); opacity: 0.82\" title=\"-0.099\">n</span><span style=\"background-color: hsl(0, 100.00%, 93.20%); opacity: 0.82\" title=\"-0.099\">t</span><span style=\"background-color: hsl(0, 100.00%, 93.20%); opacity: 0.82\" title=\"-0.099\">i</span><span style=\"background-color: hsl(0, 100.00%, 93.20%); opacity: 0.82\" title=\"-0.099\">o</span><span style=\"background-color: hsl(0, 100.00%, 93.20%); opacity: 0.82\" title=\"-0.099\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">k</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">i</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">d</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">n</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">e</span><span style=\"background-color: hsl(120, 100.00%, 70.15%); opacity: 0.93\" title=\"0.823\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">s</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">t</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">o</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">n</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">e</span><span style=\"background-color: hsl(120, 100.00%, 87.35%); opacity: 0.84\" title=\"0.241\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.165\">c</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.165\">h</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.165\">i</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.165\">l</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.165\">d</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.165\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.165\">e</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.165\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">c</span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">h</span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">i</span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">l</span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">d</span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">b</span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">i</span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">r</span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">t</span><span style=\"background-color: hsl(120, 100.00%, 92.84%); opacity: 0.82\" title=\"0.107\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.118\">h</span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.118\">u</span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.118\">r</span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.118\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
" <p>\n",
" <b>\n",
" \n",
" y=soc.religion.christian\n",
" \n",
"</b>\n",
"\n",
" \n",
" (probability <b>0.002</b>, score <b>-6.381</b>)\n",
"\n",
"top features\n",
" </p>\n",
" \n",
"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
" <thead>\n",
" \n",
" <tr style=\"border: none;\">\n",
" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
" <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" \n",
" \n",
"\n",
" \n",
" \n",
" <tr style=\"background-color: hsl(0, 100.00%, 87.84%); border: none;\">\n",
" <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
" -2.102\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",
"</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",
" -4.279\n",
" </td>\n",
" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
" </td>\n",
"</tr>\n",
" \n",
"\n",
" </tbody>\n",
" </table>\n",
"\n",
" \n",
" <p>\n",
" <span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.05%); opacity: 0.90\" title=\"-0.293\">r</span><span style=\"background-color: hsl(0, 100.00%, 75.05%); opacity: 0.90\" title=\"-0.293\">e</span><span style=\"background-color: hsl(0, 100.00%, 75.05%); opacity: 0.90\" title=\"-0.293\">c</span><span style=\"background-color: hsl(0, 100.00%, 75.05%); opacity: 0.90\" title=\"-0.293\">a</span><span style=\"background-color: hsl(0, 100.00%, 75.05%); opacity: 0.90\" title=\"-0.293\">l</span><span style=\"background-color: hsl(0, 100.00%, 75.05%); opacity: 0.90\" title=\"-0.293\">l</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">f</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.26%); opacity: 0.82\" title=\"-0.065\">b</span><span style=\"background-color: hsl(0, 100.00%, 91.26%); opacity: 0.82\" title=\"-0.065\">o</span><span style=\"background-color: hsl(0, 100.00%, 91.26%); opacity: 0.82\" title=\"-0.065\">u</span><span style=\"background-color: hsl(0, 100.00%, 91.26%); opacity: 0.82\" title=\"-0.065\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">k</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">i</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">d</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">n</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">e</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">s</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">o</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">n</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.55%); opacity: 0.89\" title=\"-0.268\">i</span><span style=\"background-color: hsl(0, 100.00%, 76.55%); opacity: 0.89\" title=\"-0.268\">s</span><span style=\"background-color: hsl(0, 100.00%, 76.55%); opacity: 0.89\" title=\"-0.268\">n</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">m</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">e</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">d</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">i</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">c</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">a</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">t</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">i</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">o</span><span style=\"background-color: hsl(0, 100.00%, 60.96%); opacity: 0.99\" title=\"-0.555\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">g</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">m</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">c</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.11%); opacity: 0.81\" title=\"-0.029\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.11%); opacity: 0.81\" title=\"-0.029\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.11%); opacity: 0.81\" title=\"-0.029\">l</span><span style=\"background-color: hsl(0, 100.00%, 95.11%); opacity: 0.81\" title=\"-0.029\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.11%); opacity: 0.81\" title=\"-0.029\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.11%); opacity: 0.81\" title=\"-0.029\">v</span><span style=\"background-color: hsl(0, 100.00%, 95.11%); opacity: 0.81\" title=\"-0.029\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 68.45%); opacity: 0.94\" title=\"-0.409\">p</span><span style=\"background-color: hsl(0, 100.00%, 68.45%); opacity: 0.94\" title=\"-0.409\">a</span><span style=\"background-color: hsl(0, 100.00%, 68.45%); opacity: 0.94\" title=\"-0.409\">i</span><span style=\"background-color: hsl(0, 100.00%, 68.45%); opacity: 0.94\" title=\"-0.409\">n</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.76%); opacity: 0.87\" title=\"0.187\">p</span><span style=\"background-color: hsl(120, 100.00%, 81.76%); opacity: 0.87\" title=\"0.187\">a</span><span style=\"background-color: hsl(120, 100.00%, 81.76%); opacity: 0.87\" title=\"0.187\">s</span><span style=\"background-color: hsl(120, 100.00%, 81.76%); opacity: 0.87\" title=\"0.187\">s</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 77.21%); opacity: 0.89\" title=\"0.257\">b</span><span style=\"background-color: hsl(120, 100.00%, 77.21%); opacity: 0.89\" title=\"0.257\">r</span><span style=\"background-color: hsl(120, 100.00%, 77.21%); opacity: 0.89\" title=\"0.257\">o</span><span style=\"background-color: hsl(120, 100.00%, 77.21%); opacity: 0.89\" title=\"0.257\">k</span><span style=\"background-color: hsl(120, 100.00%, 77.21%); opacity: 0.89\" title=\"0.257\">e</span><span style=\"background-color: hsl(120, 100.00%, 77.21%); opacity: 0.89\" title=\"0.257\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">u</span><span style=\"opacity: 0.80\">p</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.54%); opacity: 0.82\" title=\"-0.052\">s</span><span style=\"background-color: hsl(0, 100.00%, 92.54%); opacity: 0.82\" title=\"-0.052\">o</span><span style=\"background-color: hsl(0, 100.00%, 92.54%); opacity: 0.82\" title=\"-0.052\">u</span><span style=\"background-color: hsl(0, 100.00%, 92.54%); opacity: 0.82\" title=\"-0.052\">n</span><span style=\"background-color: hsl(0, 100.00%, 92.54%); opacity: 0.82\" title=\"-0.052\">d</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\">r</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">v</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">b</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.013\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.013\">x</span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.013\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.013\">r</span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.013\">a</span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.013\">c</span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.013\">t</span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.013\">e</span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.013\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">s</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">u</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">r</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">g</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">c</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">l</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">l</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.062\">y</span><span style=\"opacity: 0.80\">.</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">w</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">i</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">x</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.575\">r</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.575\">a</span><span style=\"background-color: hsl(0, 100.00%, 60.00%); opacity: 1.00\" title=\"-0.575\">y</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 82.50%); opacity: 0.86\" title=\"-0.176\">t</span><span style=\"background-color: hsl(0, 100.00%, 82.50%); opacity: 0.86\" title=\"-0.176\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.50%); opacity: 0.86\" title=\"-0.176\">c</span><span style=\"background-color: hsl(0, 100.00%, 82.50%); opacity: 0.86\" title=\"-0.176\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 72.05%); opacity: 0.92\" title=\"0.344\">h</span><span style=\"background-color: hsl(120, 100.00%, 72.05%); opacity: 0.92\" title=\"0.344\">a</span><span style=\"background-color: hsl(120, 100.00%, 72.05%); opacity: 0.92\" title=\"0.344\">p</span><span style=\"background-color: hsl(120, 100.00%, 72.05%); opacity: 0.92\" title=\"0.344\">p</span><span style=\"background-color: hsl(120, 100.00%, 72.05%); opacity: 0.92\" title=\"0.344\">e</span><span style=\"background-color: hsl(120, 100.00%, 72.05%); opacity: 0.92\" title=\"0.344\">n</span><span style=\"background-color: hsl(120, 100.00%, 72.05%); opacity: 0.92\" title=\"0.344\">e</span><span style=\"background-color: hsl(120, 100.00%, 72.05%); opacity: 0.92\" title=\"0.344\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">o</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.36%); opacity: 0.86\" title=\"-0.164\">m</span><span style=\"background-color: hsl(0, 100.00%, 83.36%); opacity: 0.86\" title=\"-0.164\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.36%); opacity: 0.86\" title=\"-0.164\">n</span><span style=\"background-color: hsl(0, 100.00%, 83.36%); opacity: 0.86\" title=\"-0.164\">t</span><span style=\"background-color: hsl(0, 100.00%, 83.36%); opacity: 0.86\" title=\"-0.164\">i</span><span style=\"background-color: hsl(0, 100.00%, 83.36%); opacity: 0.86\" title=\"-0.164\">o</span><span style=\"background-color: hsl(0, 100.00%, 83.36%); opacity: 0.86\" title=\"-0.164\">n</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">'</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">k</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">i</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">d</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">n</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">e</span><span style=\"background-color: hsl(0, 100.00%, 69.26%); opacity: 0.94\" title=\"-0.394\">y</span><span style=\"opacity: 0.80\">\n",
"</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">s</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">o</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">n</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.67%); opacity: 0.83\" title=\"0.095\">s</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.288\">c</span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.288\">h</span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.288\">i</span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.288\">l</span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.288\">d</span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.288\">r</span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.288\">e</span><span style=\"background-color: hsl(120, 100.00%, 75.35%); opacity: 0.90\" title=\"0.288\">n</span><span style=\"opacity: 0.80\">,</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">a</span><span style=\"opacity: 0.80\">n</span><span style=\"opacity: 0.80\">d</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">t</span><span style=\"opacity: 0.80\">h</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">c</span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">l</span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">d</span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">b</span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">i</span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">r</span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">t</span><span style=\"background-color: hsl(0, 100.00%, 95.64%); opacity: 0.81\" title=\"-0.024\">h</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.67%); opacity: 0.84\" title=\"0.107\">h</span><span style=\"background-color: hsl(120, 100.00%, 87.67%); opacity: 0.84\" title=\"0.107\">u</span><span style=\"background-color: hsl(120, 100.00%, 87.67%); opacity: 0.84\" title=\"0.107\">r</span><span style=\"background-color: hsl(120, 100.00%, 87.67%); opacity: 0.84\" title=\"0.107\">t</span><span style=\"opacity: 0.80\"> </span><span style=\"opacity: 0.80\">l</span><span style=\"opacity: 0.80\">e</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">s</span><span style=\"opacity: 0.80\">.</span>\n",
" </p>\n",
"\n",
" \n",
"\n",
"\n",
" \n",
"\n",
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"Explanation(estimator=\"LogisticRegressionCV(Cs=10, class_weight=None, cv=None, dual=False,\\n fit_intercept=True, intercept_scaling=1.0, max_iter=100,\\n multi_class='ovr', n_jobs=1, penalty='l2', random_state=None,\\n refit=True, scoring=None, solver='lbfgs', tol=0.0001, verbose=0)\", description=None, error=None, method='linear model', is_regression=False, targets=[TargetExplanation(target='alt.atheism', feature_weights=FeatureWeights(pos=[('isn', 0.67621595233507537), ('mention', 0.46457531241719796), ('bout', 0.1692345752350751), ('happened', 0.13310842862341998), ('children', 0.054919344952138821), ('pass', 0.042767074945475277), ('ray', 0.011149632472552793)], neg=[('<BIAS>', -6.6080063064639933), ('pain', -0.54345454085040068), ('kidney', -0.44007640071220033), ('tech', -0.29329995382507928), ('hurt', -0.25123686516156091), ('medication', -0.24277288849956705), ('sound', -0.23490049830962337), ('extracted', -0.20594646460710364), ('stones', -0.18831035852968914), ('broken', -0.15223982287432825), ('recall', -0.14827129964987254), ('childbirth', -0.11233624207552387), ('surgically', -0.04089734608451491), ('relieve', -0.023500575498683073)], pos_remaining=0, neg_remaining=0), proba=0.00038663978700355736, score=-7.9332792421612055, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('recall', [(5, 11)], -0.14827129964987254), ('bout', [(20, 24)], 0.1692345752350751), ('kidney', [(30, 36)], -0.44007640071220033), ('stones', [(37, 43)], -0.18831035852968914), ('isn', [(51, 54)], 0.67621595233507537), ('medication', [(61, 71)], -0.24277288849956705), ('relieve', [(111, 118)], -0.023500575498683073), ('pain', [(123, 127)], -0.54345454085040068), ('pass', [(142, 146)], 0.042767074945475277), ('broken', [(167, 173)], -0.15223982287432825), ('sound', [(182, 187)], -0.23490049830962337), ('extracted', [(208, 217)], -0.20594646460710364), ('surgically', [(218, 228)], -0.04089734608451491), ('ray', [(252, 255)], 0.011149632472552793), ('tech', [(256, 260)], -0.29329995382507928), ('happened', [(261, 269)], 0.13310842862341998), ('mention', [(273, 280)], 0.46457531241719796), ('kidney', [(296, 302)], -0.44007640071220033), ('stones', [(303, 309)], -0.18831035852968914), ('children', [(314, 322)], 0.054919344952138821), ('childbirth', [(332, 342)], -0.11233624207552387), ('hurt', [(343, 347)], -0.25123686516156091)], other=FeatureWeights(pos=[], neg=[('<BIAS>', -6.6080063064639933), (<FormattedFeatureName 'Highlighted in text (sum)'>, -1.3252729356972115)], pos_remaining=0, neg_remaining=0))), TargetExplanation(target='comp.graphics', feature_weights=FeatureWeights(pos=[('ray', 0.64175302128166023), ('<BIAS>', 0.29933985473127772), ('tech', 0.03200579487621124)], neg=[('pain', -0.61556974141528586), ('stones', -0.53289017426261998), ('kidney', -0.51184367947254394), ('medication', -0.37832528539550886), ('happened', -0.32773134474874788), ('children', -0.29845994641326545), ('isn', -0.2224689583034585), ('recall', -0.19231209871112206), ('sound', -0.17842805008035836), ('broken', -0.12506760440568143), ('mention', -0.10728728830245944), ('hurt', -0.10695885247643569), ('pass', -0.07969635188131946), ('surgically', -0.07704257754324878), ('relieve', -0.035648723404622829), ('extracted', -0.034406209905445212), ('bout', -0.010417093516841742), ('childbirth', -0.00079576010298609118)], pos_remaining=0, neg_remaining=0), proba=0.058297416371685576, score=-2.8622510694528023, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('recall', [(5, 11)], -0.19231209871112206), ('bout', [(20, 24)], -0.010417093516841742), ('kidney', [(30, 36)], -0.51184367947254394), ('stones', [(37, 43)], -0.53289017426261998), ('isn', [(51, 54)], -0.2224689583034585), ('medication', [(61, 71)], -0.37832528539550886), ('relieve', [(111, 118)], -0.035648723404622829), ('pain', [(123, 127)], -0.61556974141528586), ('pass', [(142, 146)], -0.07969635188131946), ('broken', [(167, 173)], -0.12506760440568143), ('sound', [(182, 187)], -0.17842805008035836), ('extracted', [(208, 217)], -0.034406209905445212), ('surgically', [(218, 228)], -0.07704257754324878), ('ray', [(252, 255)], 0.64175302128166023), ('tech', [(256, 260)], 0.03200579487621124), ('happened', [(261, 269)], -0.32773134474874788), ('mention', [(273, 280)], -0.10728728830245944), ('kidney', [(296, 302)], -0.51184367947254394), ('stones', [(303, 309)], -0.53289017426261998), ('children', [(314, 322)], -0.29845994641326545), ('childbirth', [(332, 342)], -0.00079576010298609118), ('hurt', [(343, 347)], -0.10695885247643569)], other=FeatureWeights(pos=[('<BIAS>', 0.29933985473127772)], neg=[(<FormattedFeatureName 'Highlighted in text (sum)'>, -3.1615909241840803)], pos_remaining=0, neg_remaining=0))), TargetExplanation(target='sci.med', feature_weights=FeatureWeights(pos=[('kidney', 1.6450374619116332), ('pain', 1.2495884425462738), ('medication', 1.0707847883321386), ('recall', 0.66743151365247078), ('sound', 0.5345921373661614), ('stones', 0.48243461299627272), ('tech', 0.33671446254420023), ('surgically', 0.1704044419421146), ('hurt', 0.1183850774047472), ('childbirth', 0.10706083435479137), ('extracted', 0.069454161857673613), ('happened', 0.049413959354271945), ('relieve', 0.048571614531775754), ('bout', 0.0068579956100841477)], neg=[('<BIAS>', -3.578005464928451), ('ray', -0.39620406828395771), ('pass', -0.18160170541094331), ('isn', -0.17495778317920416), ('children', -0.16467051478736355), ('mention', -0.099389979526191774), ('broken', -0.05147089333907999)], pos_remaining=0, neg_remaining=0), proba=0.9394928966067474, score=1.9104310949494177, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('recall', [(5, 11)], 0.66743151365247078), ('bout', [(20, 24)], 0.0068579956100841477), ('kidney', [(30, 36)], 1.6450374619116332), ('stones', [(37, 43)], 0.48243461299627272), ('isn', [(51, 54)], -0.17495778317920416), ('medication', [(61, 71)], 1.0707847883321386), ('relieve', [(111, 118)], 0.048571614531775754), ('pain', [(123, 127)], 1.2495884425462738), ('pass', [(142, 146)], -0.18160170541094331), ('broken', [(167, 173)], -0.05147089333907999), ('sound', [(182, 187)], 0.5345921373661614), ('extracted', [(208, 217)], 0.069454161857673613), ('surgically', [(218, 228)], 0.1704044419421146), ('ray', [(252, 255)], -0.39620406828395771), ('tech', [(256, 260)], 0.33671446254420023), ('happened', [(261, 269)], 0.049413959354271945), ('mention', [(273, 280)], -0.099389979526191774), ('kidney', [(296, 302)], 1.6450374619116332), ('stones', [(303, 309)], 0.48243461299627272), ('children', [(314, 322)], -0.16467051478736355), ('childbirth', [(332, 342)], 0.10706083435479137), ('hurt', [(343, 347)], 0.1183850774047472)], other=FeatureWeights(pos=[(<FormattedFeatureName 'Highlighted in text (sum)'>, 5.4884365598778677)], neg=[('<BIAS>', -3.578005464928451)], pos_remaining=0, neg_remaining=0))), TargetExplanation(target='soc.religion.christian', feature_weights=FeatureWeights(pos=[('happened', 0.3442031172020657), ('children', 0.28764706888137986), ('broken', 0.25723536591141805), ('stones', 0.18964925773165317), ('pass', 0.18717385154584087), ('hurt', 0.10698727746606741)], neg=[('<BIAS>', -4.2792700520460469), ('kidney', -0.78877025896157438), ('ray', -0.57451741312828042), ('medication', -0.55499982327220865), ('pain', -0.40936476506529018), ('recall', -0.29279082222168579), ('isn', -0.2679213116902579), ('tech', -0.17635696530355213), ('mention', -0.1641721657694743), ('bout', -0.065387181432346828), ('surgically', -0.062353800424295697), ('sound', -0.052164057353755539), ('relieve', -0.028523427200625881), ('childbirth', -0.024257605473102409), ('extracted', -0.013221166915169514)], pos_remaining=0, neg_remaining=0), proba=0.0018230472345634743, score=-6.381174877519241, weighted_spans=WeightedSpans(analyzer='word', document=\"as i recall from my bout with kidney stones, there isn't any\\nmedication that can do anything about them except relieve the pain.\\n\\neither they pass, or they have to be broken up with sound, or they have\\nto be extracted surgically.\\n\\nwhen i was in, the x-ray tech happened to mention that she'd had kidney\\nstones and children, and the childbirth hurt less.\", weighted_spans=[('recall', [(5, 11)], -0.29279082222168579), ('bout', [(20, 24)], -0.065387181432346828), ('kidney', [(30, 36)], -0.78877025896157438), ('stones', [(37, 43)], 0.18964925773165317), ('isn', [(51, 54)], -0.2679213116902579), ('medication', [(61, 71)], -0.55499982327220865), ('relieve', [(111, 118)], -0.028523427200625881), ('pain', [(123, 127)], -0.40936476506529018), ('pass', [(142, 146)], 0.18717385154584087), ('broken', [(167, 173)], 0.25723536591141805), ('sound', [(182, 187)], -0.052164057353755539), ('extracted', [(208, 217)], -0.013221166915169514), ('surgically', [(218, 228)], -0.062353800424295697), ('ray', [(252, 255)], -0.57451741312828042), ('tech', [(256, 260)], -0.17635696530355213), ('happened', [(261, 269)], 0.3442031172020657), ('mention', [(273, 280)], -0.1641721657694743), ('kidney', [(296, 302)], -0.78877025896157438), ('stones', [(303, 309)], 0.18964925773165317), ('children', [(314, 322)], 0.28764706888137986), ('childbirth', [(332, 342)], -0.024257605473102409), ('hurt', [(343, 347)], 0.10698727746606741)], other=FeatureWeights(pos=[], neg=[('<BIAS>', -4.2792700520460469), (<FormattedFeatureName 'Highlighted in text (sum)'>, -2.1019048254731945)], pos_remaining=0, neg_remaining=0)))], feature_importances=None, decision_tree=None, highlight_spaces=None, transition_features=None)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eli5.explain_prediction(clf, twenty_test.data[0], vec=vec, target_names=twenty_test.target_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This starts to look good! Maybe we can get somewhat better quality by choosing a different classifier, but let's skip it for now. Let's try other analysers instead - use char n-grams instead of words:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" alt.atheism 0.93 0.79 0.85 319\n",
" comp.graphics 0.81 0.97 0.89 389\n",
" sci.med 0.95 0.86 0.90 396\n",
"soc.religion.christian 0.89 0.91 0.90 398\n",
"\n",
" avg / total 0.89 0.89 0.89 1502\n",
"\n",
"accuracy: 0.888149134487\n"
]
}
],
"source": [
"vec = TfidfVectorizer(stop_words='english', analyzer='char', ngram_range=(3,5))\n",
"clf = LogisticRegressionCV()\n",
"pipe = make_pipeline(vec, clf)\n",
"pipe.fit(twenty_train.data, twenty_train.target)\n",
"\n",
"print_report(pipe)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" y=alt.atheism\n",
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" \n",
" (probability <b>0.002</b>, score <b>-7.318</b>)\n",
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"top features\n",
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"\n",
" <table class=\"eli5-weights\" style=\"border-collapse: collapse; border: none;\">\n",
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" <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
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" -0.838\n",
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" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" Highlighted in text (sum)\n",
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" -6.480\n",
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" <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
" &lt;BIAS&gt;\n",
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" <p>\n",
" <span style=\"background-color: hsl(0, 100.00%, 98.92%); opacity: 0.80\" title=\"-0.001\">a</span><span style=\"background-color: hsl(0, 100.00%, 93.12%); opacity: 0.82\" title=\"-0.010\">s</span><span style=\"background-color: hsl(0, 100.00%, 93.42%); opacity: 0.82\" title=\"-0.009\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.62%); opacity: 0.81\" title=\"-0.005\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.72%); opacity: 0.82\" title=\"-0.013\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.94%); opacity: 0.82\" title=\"-0.015\">r</span><span style=\"background-color: hsl(0, 100.00%, 85.66%); opacity: 0.85\" title=\"-0.028\">e</span><span style=\"background-color: hsl(0, 100.00%, 83.21%); opacity: 0.86\" title=\"-0.035\">c</span><span style=\"background-color: hsl(0, 100.00%, 93.40%); opacity: 0.82\" title=\"-0.009\">a</span><span style=\"background-color: hsl(120, 100.00%, 93.23%); opacity: 0.82\" title=\"0.010\">l</span><span style=\"background-color: hsl(120, 100.00%, 92.32%); opacity: 0.82\" title=\"0.011\">l</span><span style=\"background-color: hsl(120, 100.00%, 93.03%); opacity: 0.82\" title=\"0.010\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.09%); opacity: 0.80\" title=\"-0.002\">f</span><span style=\"background-color: hsl(0, 100.00%, 94.87%); opacity: 0.81\" title=\"-0.006\">r</span><span style=\"background-color: hsl(0, 100.00%, 90.59%); opacity: 0.83\" title=\"-0.015\">o</span><span style=\"background-color: hsl(0, 100.00%, 86.78%); opacity: 0.84\" title=\"-0.025\">m</span><span style=\"background-color: hsl(0, 100.00%, 78.50%); opacity: 0.88\" title=\"-0.050\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.61%); opacity: 0.90\" title=\"-0.060\">m</span><span style=\"background-color: hsl(0, 100.00%, 80.15%); opacity: 0.87\" title=\"-0.045\">y</span><span style=\"background-color: hsl(0, 100.00%, 83.99%); opacity: 0.85\" title=\"-0.033\"> </span><span style=\"background-color: hsl(0, 100.00%, 83.45%); opacity: 0.86\" title=\"-0.034\">b</span><span style=\"background-color: hsl(0, 100.00%, 88.10%); opacity: 0.84\" title=\"-0.021\">o</span><span style=\"background-color: hsl(0, 100.00%, 82.27%); opacity: 0.86\" title=\"-0.038\">u</span><span style=\"background-color: hsl(0, 100.00%, 83.26%); opacity: 0.86\" title=\"-0.035\">t</span><span style=\"background-color: hsl(0, 100.00%, 80.31%); opacity: 0.87\" title=\"-0.044\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.65%); opacity: 0.89\" title=\"-0.056\">w</span><span style=\"background-color: hsl(0, 100.00%, 76.65%); opacity: 0.89\" title=\"-0.056\">i</span><span style=\"background-color: hsl(0, 100.00%, 76.85%); opacity: 0.89\" title=\"-0.056\">t</span><span style=\"background-color: hsl(0, 100.00%, 84.47%); opacity: 0.85\" title=\"-0.031\">h</span><span style=\"background-color: hsl(0, 100.00%, 96.13%); opacity: 0.81\" title=\"-0.004\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.19%); opacity: 0.83\" title=\"0.019\">k</span><span style=\"background-color: hsl(120, 100.00%, 94.64%); opacity: 0.81\" title=\"0.007\">i</span><span style=\"background-color: hsl(0, 100.00%, 88.70%); opacity: 0.83\" title=\"-0.020\">d</span><span style=\"background-color: hsl(0, 100.00%, 83.03%); opacity: 0.86\" title=\"-0.036\">n</span><span style=\"background-color: hsl(0, 100.00%, 81.69%); opacity: 0.87\" title=\"-0.040\">e</span><span style=\"background-color: hsl(0, 100.00%, 82.94%); opacity: 0.86\" title=\"-0.036\">y</span><span style=\"background-color: hsl(0, 100.00%, 85.33%); opacity: 0.85\" title=\"-0.029\"> </span><span style=\"background-color: hsl(0, 100.00%, 80.76%); opacity: 0.87\" title=\"-0.043\">s</span><span style=\"background-color: hsl(0, 100.00%, 77.93%); opacity: 0.89\" title=\"-0.052\">t</span><span style=\"background-color: hsl(0, 100.00%, 82.21%); opacity: 0.86\" title=\"-0.038\">o</span><span style=\"background-color: hsl(0, 100.00%, 79.01%); opacity: 0.88\" title=\"-0.048\">n</span><span style=\"background-color: hsl(0, 100.00%, 88.57%); opacity: 0.83\" title=\"-0.020\">e</span><span style=\"background-color: hsl(0, 100.00%, 95.86%); opacity: 0.81\" title=\"-0.005\">s</span><span style=\"background-color: hsl(120, 100.00%, 91.47%); opacity: 0.82\" title=\"0.013\">,</span><span style=\"background-color: hsl(120, 100.00%, 86.24%); opacity: 0.84\" title=\"0.026\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.79%); opacity: 0.86\" title=\"0.036\">t</span><span style=\"background-color: hsl(120, 100.00%, 84.06%); opacity: 0.85\" title=\"0.033\">h</span><span style=\"background-color: hsl(120, 100.00%, 84.23%); opacity: 0.85\" title=\"0.032\">e</span><span style=\"background-color: hsl(120, 100.00%, 91.11%); opacity: 0.82\" title=\"0.014\">r</span><span style=\"background-color: hsl(120, 100.00%, 88.18%); opacity: 0.84\" title=\"0.021\">e</span><span style=\"background-color: hsl(120, 100.00%, 82.27%); opacity: 0.86\" title=\"0.038\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.70%); opacity: 0.90\" title=\"0.060\">i</span><span style=\"background-color: hsl(120, 100.00%, 66.81%); opacity: 0.95\" title=\"0.093\">s</span><span style=\"background-color: hsl(120, 100.00%, 61.30%); opacity: 0.99\" title=\"0.116\">n</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.121\">'</span><span style=\"background-color: hsl(120, 100.00%, 68.26%); opacity: 0.94\" title=\"0.087\">t</span><span style=\"background-color: hsl(120, 100.00%, 81.80%); opacity: 0.86\" title=\"0.039\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.36%); opacity: 0.81\" title=\"-0.006\">a</span><span style=\"background-color: hsl(0, 100.00%, 88.96%); opacity: 0.83\" title=\"-0.019\">n</span><span style=\"background-color: hsl(0, 100.00%, 89.02%); opacity: 0.83\" title=\"-0.019\">y</span><span style=\"background-color: hsl(0, 100.00%, 89.40%); opacity: 0.83\" title=\"-0.018\">\n",
"</span><span style=\"background-color: hsl(0, 100.00%, 76.69%); opacity: 0.89\" title=\"-0.056\">m</span><span style=\"background-color: hsl(0, 100.00%, 69.65%); opacity: 0.93\" title=\"-0.082\">e</span><span style=\"background-color: hsl(0, 100.00%, 68.96%); opacity: 0.94\" title=\"-0.084\">d</span><span style=\"background-color: hsl(0, 100.00%, 71.29%); opacity: 0.92\" title=\"-0.076\">i</span><span style=\"background-color: hsl(0, 100.00%, 74.62%); opacity: 0.90\" title=\"-0.063\">c</span><span style=\"background-color: hsl(0, 100.00%, 74.93%); opacity: 0.90\" title=\"-0.062\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.16%); opacity: 0.88\" title=\"-0.051\">t</span><span style=\"background-color: hsl(0, 100.00%, 85.57%); opacity: 0.85\" title=\"-0.028\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.04%); opacity: 0.82\" title=\"-0.014\">o</span><span style=\"background-color: hsl(120, 100.00%, 93.78%); opacity: 0.81\" title=\"0.009\">n</span><span style=\"background-color: hsl(120, 100.00%, 91.74%); opacity: 0.82\" title=\"0.013\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.22%); opacity: 0.83\" title=\"0.016\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.23%); opacity: 0.81\" title=\"0.008\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.37%); opacity: 0.83\" title=\"-0.021\">a</span><span style=\"background-color: hsl(0, 100.00%, 86.27%); opacity: 0.84\" title=\"-0.026\">t</span><span style=\"background-color: hsl(0, 100.00%, 74.05%); opacity: 0.91\" title=\"-0.065\"> </span><span style=\"background-color: hsl(0, 100.00%, 68.69%); opacity: 0.94\" title=\"-0.085\">c</span><span style=\"background-color: hsl(0, 100.00%, 74.19%); opacity: 0.91\" title=\"-0.065\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.72%); opacity: 0.88\" title=\"-0.049\">n</span><span style=\"background-color: hsl(0, 100.00%, 89.52%); opacity: 0.83\" title=\"-0.018\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.79%); opacity: 0.81\" title=\"0.008\">d</span><span style=\"background-color: hsl(120, 100.00%, 88.84%); opacity: 0.83\" title=\"0.020\">o</span><span style=\"background-color: hsl(120, 100.00%, 89.72%); opacity: 0.83\" title=\"0.017\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.32%); opacity: 0.81\" title=\"0.004\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.37%); opacity: 0.82\" title=\"-0.014\">n</span><span style=\"background-color: hsl(0, 100.00%, 93.47%); opacity: 0.82\" title=\"-0.009\">y</span><span style=\"background-color: hsl(120, 100.00%, 93.91%); opacity: 0.81\" title=\"0.008\">t</span><span style=\"background-color: hsl(120, 100.00%, 88.45%); opacity: 0.83\" title=\"0.021\">h</span><span style=\"background-color: hsl(120, 100.00%, 87.97%); opacity: 0.84\" title=\"0.022\">i</span><span style=\"background-color: hsl(120, 100.00%, 86.59%); opacity: 0.84\" title=\"0.025\">n</span><span style=\"background-color: hsl(120, 100.00%, 88.55%); opacity: 0.83\" title=\"0.020\">g</span><span style=\"background-color: hsl(0, 100.00%, 94.77%); opacity: 0.81\" title=\"-0.007\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.90%); opacity: 0.84\" title=\"-0.025\">a</span><span style=\"background-color: hsl(0, 100.00%, 78.08%); opacity: 0.88\" title=\"-0.051\">b</span><span style=\"background-color: hsl(0, 100.00%, 78.35%); opacity: 0.88\" title=\"-0.050\">o</span><span style=\"background-color: hsl(0, 100.00%, 81.10%); opacity: 0.87\" title=\"-0.042\">u</span><span style=\"background-color: hsl(0, 100.00%, 91.29%); opacity: 0.82\" title=\"-0.014\">t</span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.007\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.26%); opacity: 0.86\" title=\"0.038\">t</span><span style=\"background-color: hsl(120, 100.00%, 81.33%); opacity: 0.87\" title=\"0.041\">h</span><span style=\"background-color: hsl(120, 100.00%, 82.73%); opacity: 0.86\" title=\"0.037\">e</span><span style=\"background-color: hsl(120, 100.00%, 88.28%); opacity: 0.83\" title=\"0.021\">m</span><span style=\"background-color: hsl(120, 100.00%, 95.18%); opacity: 0.81\" title=\"0.006\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.25%); opacity: 0.80\" title=\"0.001\">e</span><span style=\"background-color: hsl(120, 100.00%, 93.04%); opacity: 0.82\" title=\"0.010\">x</span><span style=\"background-color: hsl(120, 100.00%, 85.31%); opacity: 0.85\" title=\"0.029\">c</span><span style=\"background-color: hsl(120, 100.00%, 87.00%); opacity: 0.84\" title=\"0.024\">e</span><span style=\"background-color: hsl(120, 100.00%, 86.95%); opacity: 0.84\" title=\"0.025\">p</span><span style=\"background-color: hsl(120, 100.00%, 82.21%); opacity: 0.86\" title=\"0.038\">t</span><span style=\"background-color: hsl(120, 100.00%, 73.66%); opacity: 0.91\" title=\"0.067\"> </span><span style=\"background-color: hsl(120, 100.00%, 63.40%); opacity: 0.98\" title=\"0.107\">r</span><span style=\"background-color: hsl(120, 100.00%, 61.97%); opacity: 0.99\" title=\"0.113\">e</span><span style=\"background-color: hsl(120, 100.00%, 62.39%); opacity: 0.98\" title=\"0.111\">l</span><span style=\"background-color: hsl(120, 100.00%, 75.18%); opacity: 0.90\" title=\"0.061\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.65%); opacity: 0.82\" title=\"-0.013\">e</span><span style=\"background-color: hsl(0, 100.00%, 92.98%); opacity: 0.82\" title=\"-0.010\">v</span><span style=\"background-color: hsl(0, 100.00%, 93.44%); opacity: 0.82\" title=\"-0.009\">e</span><span style=\"background-color: hsl(120, 100.00%, 94.91%); opacity: 0.81\" title=\"0.006\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.99%); opacity: 0.84\" title=\"0.022\">t</span><span style=\"background-color: hsl(120, 100.00%, 89.54%); opacity: 0.83\" title=\"0.018\">h</span><span style=\"background-color: hsl(120, 100.00%, 97.12%); opacity: 0.80\" title=\"0.003\">e</span><span style=\"background-color: hsl(0, 100.00%, 84.79%); opacity: 0.85\" title=\"-0.030\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.29%); opacity: 0.85\" title=\"-0.032\">p</span><span style=\"background-color: hsl(0, 100.00%, 82.43%); opacity: 0.86\" title=\"-0.037\">a</span><span style=\"background-color: hsl(0, 100.00%, 92.98%); opacity: 0.82\" title=\"-0.010\">i</span><span style=\"background-color: hsl(0, 100.00%, 91.51%); opacity: 0.82\" title=\"-0.013\">n</span><span style=\"background-color: hsl(0, 100.00%, 90.32%); opacity: 0.83\" title=\"-0.016\">.</span><span style=\"background-color: hsl(0, 100.00%, 95.05%); opacity: 0.81\" title=\"-0.006\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.25%); opacity: 0.86\" title=\"0.038\">e</span><span style=\"background-color: hsl(120, 100.00%, 83.75%); opacity: 0.86\" title=\"0.033\">i</span><span style=\"background-color: hsl(120, 100.00%, 83.13%); opacity: 0.86\" title=\"0.035\">t</span><span style=\"background-color: hsl(120, 100.00%, 97.36%); opacity: 0.80\" title=\"0.002\">h</span><span style=\"background-color: hsl(0, 100.00%, 88.11%); opacity: 0.84\" title=\"-0.021\">e</span><span style=\"background-color: hsl(0, 100.00%, 84.61%); opacity: 0.85\" title=\"-0.031\">r</span><span style=\"background-color: hsl(0, 100.00%, 87.15%); opacity: 0.84\" title=\"-0.024\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.82%); opacity: 0.81\" title=\"0.005\">t</span><span style=\"background-color: hsl(120, 100.00%, 99.48%); opacity: 0.80\" title=\"0.000\">h</span><span style=\"background-color: hsl(0, 100.00%, 96.34%); opacity: 0.81\" title=\"-0.004\">e</span><span style=\"background-color: hsl(0, 100.00%, 91.82%); opacity: 0.82\" title=\"-0.013\">y</span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.018\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.08%); opacity: 0.82\" title=\"-0.010\">p</span><span style=\"background-color: hsl(0, 100.00%, 92.81%); opacity: 0.82\" title=\"-0.010\">a</span><span style=\"background-color: hsl(0, 100.00%, 91.02%); opacity: 0.82\" title=\"-0.014\">s</span><span style=\"background-color: hsl(0, 100.00%, 93.60%); opacity: 0.81\" title=\"-0.009\">s</span><span style=\"background-color: hsl(120, 100.00%, 98.28%); opacity: 0.80\" title=\"0.001\">,</span><span style=\"background-color: hsl(120, 100.00%, 84.26%); opacity: 0.85\" title=\"0.032\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.98%); opacity: 0.86\" title=\"0.039\">o</span><span style=\"background-color: hsl(120, 100.00%, 82.93%); opacity: 0.86\" title=\"0.036\">r</span><span style=\"background-color: hsl(120, 100.00%, 86.81%); opacity: 0.84\" title=\"0.025\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.81%); opacity: 0.84\" title=\"0.022\">t</span><span style=\"background-color: hsl(120, 100.00%, 97.64%); opacity: 0.80\" title=\"0.002\">h</span><span style=\"background-color: hsl(0, 100.00%, 95.05%); opacity: 0.81\" title=\"-0.006\">e</span><span style=\"background-color: hsl(0, 100.00%, 84.15%); opacity: 0.85\" title=\"-0.032\">y</span><span style=\"background-color: hsl(0, 100.00%, 91.62%); opacity: 0.82\" title=\"-0.013\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.32%); opacity: 0.80\" title=\"0.003\">h</span><span style=\"background-color: hsl(120, 100.00%, 92.34%); opacity: 0.82\" title=\"0.011\">a</span><span style=\"background-color: hsl(120, 100.00%, 89.58%); opacity: 0.83\" title=\"0.018\">v</span><span style=\"background-color: hsl(120, 100.00%, 92.95%); opacity: 0.82\" title=\"0.010\">e</span><span style=\"background-color: hsl(0, 100.00%, 96.43%); opacity: 0.81\" title=\"-0.004\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.10%); opacity: 0.83\" title=\"-0.016\">t</span><span style=\"background-color: hsl(0, 100.00%, 91.59%); opacity: 0.82\" title=\"-0.013\">o</span><span style=\"background-color: hsl(120, 100.00%, 95.27%); opacity: 0.81\" title=\"0.006\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.88%); opacity: 0.84\" title=\"0.025\">b</span><span style=\"background-color: hsl(120, 100.00%, 84.20%); opacity: 0.85\" title=\"0.032\">e</span><span style=\"background-color: hsl(120, 100.00%, 93.14%); opacity: 0.82\" title=\"0.010\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.19%); opacity: 0.80\" title=\"0.003\">b</span><span style=\"background-color: hsl(0, 100.00%, 83.89%); opacity: 0.85\" title=\"-0.033\">r</span><span style=\"background-color: hsl(0, 100.00%, 87.45%); opacity: 0.84\" title=\"-0.023\">o</span><span style=\"background-color: hsl(120, 100.00%, 89.05%); opacity: 0.83\" title=\"0.019\">k</span><span style=\"background-color: hsl(120, 100.00%, 86.19%); opacity: 0.84\" title=\"0.027\">e</span><span style=\"background-color: hsl(120, 100.00%, 78.72%); opacity: 0.88\" title=\"0.049\">n</span><span style=\"background-color: hsl(120, 100.00%, 80.69%); opacity: 0.87\" title=\"0.043\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.62%); opacity: 0.84\" title=\"0.025\">u</span><span style=\"background-color: hsl(120, 100.00%, 86.49%); opacity: 0.84\" title=\"0.026\">p</span><span style=\"background-color: hsl(0, 100.00%, 86.83%); opacity: 0.84\" title=\"-0.025\"> </span><span style=\"background-color: hsl(0, 100.00%, 79.61%); opacity: 0.88\" title=\"-0.046\">w</span><span style=\"background-color: hsl(0, 100.00%, 76.81%); opacity: 0.89\" title=\"-0.056\">i</span><span style=\"background-color: hsl(0, 100.00%, 73.33%); opacity: 0.91\" title=\"-0.068\">t</span><span style=\"background-color: hsl(0, 100.00%, 74.44%); opacity: 0.91\" title=\"-0.064\">h</span><span style=\"background-color: hsl(0, 100.00%, 77.12%); opacity: 0.89\" title=\"-0.055\"> </span><span style=\"background-color: hsl(0, 100.00%, 74.95%); opacity: 0.90\" title=\"-0.062\">s</span><span style=\"background-color: hsl(0, 100.00%, 77.87%); opacity: 0.89\" title=\"-0.052\">o</span><span style=\"background-color: hsl(0, 100.00%, 80.58%); opacity: 0.87\" title=\"-0.043\">u</span><span style=\"background-color: hsl(120, 100.00%, 96.04%); opacity: 0.81\" title=\"0.004\">n</span><span style=\"background-color: hsl(120, 100.00%, 92.34%); opacity: 0.82\" title=\"0.011\">d</span><span style=\"background-color: hsl(120, 100.00%, 83.72%); opacity: 0.86
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Debugging+scikit-learn+text+classification+pipeline.ipynb
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