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  6. "metadata": {},
  7. "outputs": [
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  9. "data": {
  10. "text/html": [
  11. "\n",
  12. " <style>\n",
  13. " table.eli5-weights tr:hover {\n",
  14. " filter: brightness(85%);\n",
  15. " }\n",
  16. "</style>\n",
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  44. " \n",
  45. " \n",
  46. " \n",
  47. " \n",
  48. " \n",
  49. " \n",
  50. " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
  51. " <b>\n",
  52. " \n",
  53. " y=alt.atheism\n",
  54. " \n",
  55. "</b>\n",
  56. "\n",
  57. " \n",
  58. " (score <b>1.020</b>)\n",
  59. "\n",
  60. "top features\n",
  61. " </p>\n",
  62. " \n",
  63. " <table class=\"eli5-weights\"\n",
  64. " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n",
  65. " <thead>\n",
  66. " <tr style=\"border: none;\">\n",
  67. " \n",
  68. " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n",
  69. " Contribution<sup>?</sup>\n",
  70. " </th>\n",
  71. " \n",
  72. " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
  73. " \n",
  74. " </tr>\n",
  75. " </thead>\n",
  76. " <tbody>\n",
  77. " \n",
  78. " <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
  79. " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
  80. " +1.928\n",
  81. " </td>\n",
  82. " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
  83. " Highlighted in text (sum)\n",
  84. " </td>\n",
  85. " \n",
  86. "</tr>\n",
  87. " \n",
  88. " \n",
  89. "\n",
  90. " \n",
  91. " \n",
  92. " <tr style=\"background-color: hsl(0, 100.00%, 88.20%); border: none;\">\n",
  93. " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
  94. " -0.908\n",
  95. " </td>\n",
  96. " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
  97. " <BIAS>\n",
  98. " </td>\n",
  99. " \n",
  100. "</tr>\n",
  101. " \n",
  102. "\n",
  103. " </tbody>\n",
  104. " </table>\n",
  105. "\n",
  106. " \n",
  107. "\n",
  108. "\n",
  109. "\n",
  110. " <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
  111. " <span style=\"opacity: 0.80\">from: </span><span style=\"background-color: hsl(120, 100.00%, 60.11%); opacity: 1.00\" title=\"0.124\">mathew</span><span style=\"opacity: 0.80\"> <</span><span style=\"background-color: hsl(120, 100.00%, 60.11%); opacity: 1.00\" title=\"0.124\">mathew</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(120, 100.00%, 67.41%); opacity: 0.95\" title=\"0.093\">mantis</span><span style=\"opacity: 0.80\">.co.</span><span style=\"background-color: hsl(120, 100.00%, 84.18%); opacity: 0.85\" title=\"0.033\">uk</span><span style=\"opacity: 0.80\">>\n",
  112. "</span><span style=\"background-color: hsl(0, 100.00%, 97.28%); opacity: 0.80\" title=\"-0.003\">subject</span><span style=\"opacity: 0.80\">: re: <</span><span style=\"background-color: hsl(120, 100.00%, 81.04%); opacity: 0.87\" title=\"0.043\">political</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.56%); opacity: 0.92\" title=\"0.077\">atheists</span><span style=\"opacity: 0.80\">?\n",
  113. "</span><span style=\"background-color: hsl(0, 100.00%, 97.40%); opacity: 0.80\" title=\"-0.003\">organization</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(120, 100.00%, 67.41%); opacity: 0.95\" title=\"0.093\">mantis</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.90%); opacity: 0.84\" title=\"0.023\">consultants</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 88.34%); opacity: 0.83\" title=\"0.021\">cambridge</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 84.18%); opacity: 0.85\" title=\"0.033\">uk</span><span style=\"opacity: 0.80\">.\n",
  114. "x-</span><span style=\"background-color: hsl(120, 100.00%, 88.63%); opacity: 0.83\" title=\"0.021\">newsreader</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(120, 100.00%, 80.83%); opacity: 0.87\" title=\"0.044\">rusnews</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.79%); opacity: 0.82\" title=\"0.011\">v1</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 94.74%); opacity: 0.81\" title=\"-0.007\">01</span><span style=\"opacity: 0.80\">\n",
  115. "</span><span style=\"background-color: hsl(0, 100.00%, 98.86%); opacity: 0.80\" title=\"-0.001\">lines</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(0, 100.00%, 94.01%); opacity: 0.81\" title=\"-0.008\">22</span><span style=\"opacity: 0.80\">\n",
  116. "\n",
  117. "</span><span style=\"background-color: hsl(120, 100.00%, 71.19%); opacity: 0.93\" title=\"0.078\">kmr4</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(120, 100.00%, 79.04%); opacity: 0.88\" title=\"0.050\">po</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 76.58%); opacity: 0.89\" title=\"0.058\">cwru</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 88.44%); opacity: 0.83\" title=\"0.021\">edu</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(120, 100.00%, 60.00%); opacity: 1.00\" title=\"0.125\">keith</span><span style=\"opacity: 0.80\"> m. </span><span style=\"background-color: hsl(120, 100.00%, 81.44%); opacity: 0.87\" title=\"0.042\">ryan</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(120, 100.00%, 84.76%); opacity: 0.85\" title=\"0.031\">writes</span><span style=\"opacity: 0.80\">:\n",
  118. "> ( i am almost </span><span style=\"background-color: hsl(120, 100.00%, 94.93%); opacity: 0.81\" title=\"0.007\">sure</span><span style=\"opacity: 0.80\"> that </span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">zyklon</span><span style=\"opacity: 0.80\">-b is </span><span style=\"background-color: hsl(0, 100.00%, 98.25%); opacity: 0.80\" title=\"-0.001\">immediate</span><span style=\"opacity: 0.80\"> and </span><span style=\"background-color: hsl(120, 100.00%, 88.61%); opacity: 0.83\" title=\"0.021\">painless</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.87%); opacity: 0.82\" title=\"-0.011\">method</span><span style=\"opacity: 0.80\"> of \n",
  119. "> </span><span style=\"background-color: hsl(120, 100.00%, 88.74%); opacity: 0.83\" title=\"0.020\">death</span><span style=\"opacity: 0.80\">. if not, </span><span style=\"background-color: hsl(0, 100.00%, 93.95%); opacity: 0.81\" title=\"-0.008\">insert</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">soem</span><span style=\"opacity: 0.80\"> other </span><span style=\"background-color: hsl(120, 100.00%, 90.62%); opacity: 0.83\" title=\"0.016\">form</span><span style=\"opacity: 0.80\">. )\n",
  120. "> \n",
  121. "> and, </span><span style=\"background-color: hsl(120, 100.00%, 97.93%); opacity: 0.80\" title=\"0.002\">ethnic</span><span style=\"opacity: 0.80\"> and </span><span style=\"background-color: hsl(120, 100.00%, 87.97%); opacity: 0.84\" title=\"0.022\">minority</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.53%); opacity: 0.81\" title=\"-0.004\">groups</span><span style=\"opacity: 0.80\"> have been </span><span style=\"background-color: hsl(120, 100.00%, 83.52%); opacity: 0.86\" title=\"0.035\">killed</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">mutilated</span><span style=\"opacity: 0.80\"> and \n",
  122. "> </span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">exterminated</span><span style=\"opacity: 0.80\"> through out </span><span style=\"background-color: hsl(120, 100.00%, 91.43%); opacity: 0.82\" title=\"0.014\">history</span><span style=\"opacity: 0.80\">, so i </span><span style=\"background-color: hsl(120, 100.00%, 92.23%); opacity: 0.82\" title=\"0.012\">guess</span><span style=\"opacity: 0.80\"> it was not </span><span style=\"background-color: hsl(120, 100.00%, 92.71%); opacity: 0.82\" title=\"0.011\">unusual</span><span style=\"opacity: 0.80\">.\n",
  123. "> \n",
  124. "> so, you would </span><span style=\"background-color: hsl(120, 100.00%, 83.48%); opacity: 0.86\" title=\"0.035\">agree</span><span style=\"opacity: 0.80\"> that the </span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">holocost</span><span style=\"opacity: 0.80\"> would be </span><span style=\"background-color: hsl(120, 100.00%, 86.16%); opacity: 0.84\" title=\"0.027\">allowed</span><span style=\"opacity: 0.80\"> under the us \n",
  125. "> </span><span style=\"background-color: hsl(120, 100.00%, 86.70%); opacity: 0.84\" title=\"0.026\">constitution</span><span style=\"opacity: 0.80\">? [ in so </span><span style=\"background-color: hsl(120, 100.00%, 93.87%); opacity: 0.81\" title=\"0.009\">far</span><span style=\"opacity: 0.80\">, the </span><span style=\"background-color: hsl(120, 100.00%, 81.56%); opacity: 0.87\" title=\"0.041\">punishment</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(120, 100.00%, 98.12%); opacity: 0.80\" title=\"0.002\">doubt</span><span style=\"opacity: 0.80\"> they </span><span style=\"background-color: hsl(0, 100.00%, 96.67%); opacity: 0.81\" title=\"-0.004\">recieved</span><span style=\"opacity: 0.80\"> what would \n",
  126. "> be </span><span style=\"background-color: hsl(120, 100.00%, 90.25%); opacity: 0.83\" title=\"0.017\">considered</span><span style=\"opacity: 0.80\"> a "</span><span style=\"background-color: hsl(120, 100.00%, 95.80%); opacity: 0.81\" title=\"0.005\">fair</span><span style=\"opacity: 0.80\">" </span><span style=\"background-color: hsl(120, 100.00%, 91.54%); opacity: 0.82\" title=\"0.014\">trial</span><span style=\"opacity: 0.80\"> by us </span><span style=\"background-color: hsl(120, 100.00%, 93.57%); opacity: 0.81\" title=\"0.009\">standards</span><span style=\"opacity: 0.80\">.\n",
  127. "\n",
  128. "</span><span style=\"background-color: hsl(120, 100.00%, 89.32%); opacity: 0.83\" title=\"0.019\">don</span><span style=\"opacity: 0.80\">'t be so </span><span style=\"background-color: hsl(120, 100.00%, 94.93%); opacity: 0.81\" title=\"0.007\">sure</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 93.32%); opacity: 0.82\" title=\"-0.010\">look</span><span style=\"opacity: 0.80\"> what </span><span style=\"background-color: hsl(0, 100.00%, 95.73%); opacity: 0.81\" title=\"-0.005\">happened</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(120, 100.00%, 97.16%); opacity: 0.80\" title=\"0.003\">japanese</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.21%); opacity: 0.83\" title=\"0.017\">citizens</span><span style=\"opacity: 0.80\"> in the us during\n",
  129. "</span><span style=\"background-color: hsl(120, 100.00%, 96.92%); opacity: 0.81\" title=\"0.003\">world</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.34%); opacity: 0.82\" title=\"0.014\">war</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.48%); opacity: 0.80\" title=\"-0.002\">ii</span><span style=\"opacity: 0.80\">. if you're </span><span style=\"background-color: hsl(120, 100.00%, 91.66%); opacity: 0.82\" title=\"0.013\">prepared</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(120, 100.00%, 87.42%); opacity: 0.84\" title=\"0.024\">say</span><span style=\"opacity: 0.80\"> "</span><span style=\"background-color: hsl(120, 100.00%, 96.38%); opacity: 0.81\" title=\"0.004\">let</span><span style=\"opacity: 0.80\">'s </span><span style=\"background-color: hsl(120, 100.00%, 92.96%); opacity: 0.82\" title=\"0.010\">round</span><span style=\"opacity: 0.80\"> these </span><span style=\"background-color: hsl(120, 100.00%, 85.60%); opacity: 0.85\" title=\"0.029\">people</span><span style=\"opacity: 0.80\"> up and\n",
  130. "</span><span style=\"background-color: hsl(120, 100.00%, 89.55%); opacity: 0.83\" title=\"0.018\">stick</span><span style=\"opacity: 0.80\"> them in a </span><span style=\"background-color: hsl(120, 100.00%, 95.88%); opacity: 0.81\" title=\"0.005\">concentration</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.19%); opacity: 0.81\" title=\"0.008\">camp</span><span style=\"opacity: 0.80\"> without </span><span style=\"background-color: hsl(120, 100.00%, 91.54%); opacity: 0.82\" title=\"0.014\">trial</span><span style=\"opacity: 0.80\">", it's only a </span><span style=\"background-color: hsl(0, 100.00%, 93.72%); opacity: 0.81\" title=\"-0.009\">short</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.22%); opacity: 0.81\" title=\"0.008\">step</span><span style=\"opacity: 0.80\"> to\n",
  131. "</span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">gassing</span><span style=\"opacity: 0.80\"> them without </span><span style=\"background-color: hsl(120, 100.00%, 91.54%); opacity: 0.82\" title=\"0.014\">trial</span><span style=\"opacity: 0.80\">. after all, it seems that the </span><span style=\"background-color: hsl(120, 100.00%, 91.95%); opacity: 0.82\" title=\"0.013\">nazis</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.52%); opacity: 0.81\" title=\"0.004\">originally</span><span style=\"opacity: 0.80\">\n",
  132. "only </span><span style=\"background-color: hsl(0, 100.00%, 98.07%); opacity: 0.80\" title=\"-0.002\">intended</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">imprison</span><span style=\"opacity: 0.80\"> the </span><span style=\"background-color: hsl(120, 100.00%, 96.61%); opacity: 0.81\" title=\"0.004\">jews</span><span style=\"opacity: 0.80\">; the </span><span style=\"background-color: hsl(0, 100.00%, 90.80%); opacity: 0.82\" title=\"-0.015\">final</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.13%); opacity: 0.81\" title=\"0.004\">solution</span><span style=\"opacity: 0.80\"> was </span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">dreamt</span><span style=\"opacity: 0.80\"> up </span><span style=\"background-color: hsl(120, 100.00%, 94.96%); opacity: 0.81\" title=\"0.006\">partly</span><span style=\"opacity: 0.80\">\n",
  133. "because they </span><span style=\"background-color: hsl(120, 100.00%, 90.51%); opacity: 0.83\" title=\"0.016\">couldn</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 96.46%); opacity: 0.81\" title=\"0.004\">afford</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(0, 100.00%, 96.59%); opacity: 0.81\" title=\"-0.004\">run</span><span style=\"opacity: 0.80\"> the </span><span style=\"background-color: hsl(120, 100.00%, 96.26%); opacity: 0.81\" title=\"0.004\">camps</span><span style=\"opacity: 0.80\"> because of the </span><span style=\"background-color: hsl(120, 100.00%, 94.42%); opacity: 0.81\" title=\"0.007\">devastation</span><span style=\"opacity: 0.80\">\n",
  134. "</span><span style=\"background-color: hsl(120, 100.00%, 86.50%); opacity: 0.84\" title=\"0.026\">caused</span><span style=\"opacity: 0.80\"> by </span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">goering</span><span style=\"opacity: 0.80\">'s </span><span style=\"background-color: hsl(120, 100.00%, 95.35%); opacity: 0.81\" title=\"0.006\">total</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.34%); opacity: 0.82\" title=\"0.014\">war</span><span style=\"opacity: 0.80\">. those who </span><span style=\"background-color: hsl(120, 100.00%, 85.67%); opacity: 0.85\" title=\"0.029\">weren</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 94.79%); opacity: 0.81\" title=\"0.007\">gassed</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.18%); opacity: 0.81\" title=\"-0.004\">generally</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.04%); opacity: 0.81\" title=\"0.006\">died</span><span style=\"opacity: 0.80\"> of\n",
  135. "</span><span style=\"background-color: hsl(120, 100.00%, 95.16%); opacity: 0.81\" title=\"0.006\">malnutrition</span><span style=\"opacity: 0.80\"> or </span><span style=\"background-color: hsl(0, 100.00%, 93.40%); opacity: 0.82\" title=\"-0.009\">disease</span><span style=\"opacity: 0.80\">.\n",
  136. "\n",
  137. "\n",
  138. "</span><span style=\"background-color: hsl(120, 100.00%, 60.11%); opacity: 1.00\" title=\"0.124\">mathew</span><span style=\"opacity: 0.80\">\n",
  139. "</span>\n",
  140. " </p>\n",
  141. "\n",
  142. " \n",
  143. " \n",
  144. " \n",
  145. " \n",
  146. " \n",
  147. " \n",
  148. " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
  149. " <b>\n",
  150. " \n",
  151. " y=comp.graphics\n",
  152. " \n",
  153. "</b>\n",
  154. "\n",
  155. " \n",
  156. " (score <b>-1.150</b>)\n",
  157. "\n",
  158. "top features\n",
  159. " </p>\n",
  160. " \n",
  161. " <table class=\"eli5-weights\"\n",
  162. " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n",
  163. " <thead>\n",
  164. " <tr style=\"border: none;\">\n",
  165. " \n",
  166. " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n",
  167. " Contribution<sup>?</sup>\n",
  168. " </th>\n",
  169. " \n",
  170. " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
  171. " \n",
  172. " </tr>\n",
  173. " </thead>\n",
  174. " <tbody>\n",
  175. " \n",
  176. " \n",
  177. "\n",
  178. " \n",
  179. " \n",
  180. " <tr style=\"background-color: hsl(0, 100.00%, 93.81%); border: none;\">\n",
  181. " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
  182. " -0.361\n",
  183. " </td>\n",
  184. " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
  185. " <BIAS>\n",
  186. " </td>\n",
  187. " \n",
  188. "</tr>\n",
  189. " \n",
  190. " <tr style=\"background-color: hsl(0, 100.00%, 89.30%); border: none;\">\n",
  191. " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
  192. " -0.789\n",
  193. " </td>\n",
  194. " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
  195. " Highlighted in text (sum)\n",
  196. " </td>\n",
  197. " \n",
  198. "</tr>\n",
  199. " \n",
  200. "\n",
  201. " </tbody>\n",
  202. " </table>\n",
  203. "\n",
  204. " \n",
  205. "\n",
  206. "\n",
  207. "\n",
  208. " <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
  209. " <span style=\"opacity: 0.80\">from: </span><span style=\"background-color: hsl(0, 100.00%, 79.96%); opacity: 0.87\" title=\"-0.046\">mathew</span><span style=\"opacity: 0.80\"> <</span><span style=\"background-color: hsl(0, 100.00%, 79.96%); opacity: 0.87\" title=\"-0.046\">mathew</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 83.54%); opacity: 0.86\" title=\"-0.035\">mantis</span><span style=\"opacity: 0.80\">.co.</span><span style=\"background-color: hsl(120, 100.00%, 90.19%); opacity: 0.83\" title=\"0.017\">uk</span><span style=\"opacity: 0.80\">>\n",
  210. "</span><span style=\"background-color: hsl(0, 100.00%, 97.15%); opacity: 0.80\" title=\"-0.003\">subject</span><span style=\"opacity: 0.80\">: re: <</span><span style=\"background-color: hsl(0, 100.00%, 87.92%); opacity: 0.84\" title=\"-0.023\">political</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.16%); opacity: 0.85\" title=\"-0.030\">atheists</span><span style=\"opacity: 0.80\">?\n",
  211. "</span><span style=\"background-color: hsl(0, 100.00%, 98.59%); opacity: 0.80\" title=\"-0.001\">organization</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(0, 100.00%, 83.54%); opacity: 0.86\" title=\"-0.035\">mantis</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.51%); opacity: 0.81\" title=\"-0.009\">consultants</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 95.66%); opacity: 0.81\" title=\"-0.005\">cambridge</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 90.19%); opacity: 0.83\" title=\"0.017\">uk</span><span style=\"opacity: 0.80\">.\n",
  212. "x-</span><span style=\"background-color: hsl(120, 100.00%, 88.60%); opacity: 0.83\" title=\"0.021\">newsreader</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(0, 100.00%, 89.68%); opacity: 0.83\" title=\"-0.018\">rusnews</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.29%); opacity: 0.80\" title=\"0.001\">v1</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 91.60%); opacity: 0.82\" title=\"0.013\">01</span><span style=\"opacity: 0.80\">\n",
  213. "</span><span style=\"background-color: hsl(0, 100.00%, 99.25%); opacity: 0.80\" title=\"-0.000\">lines</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(120, 100.00%, 97.06%); opacity: 0.80\" title=\"0.003\">22</span><span style=\"opacity: 0.80\">\n",
  214. "\n",
  215. "</span><span style=\"background-color: hsl(0, 100.00%, 89.13%); opacity: 0.83\" title=\"-0.019\">kmr4</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 94.09%); opacity: 0.81\" title=\"-0.008\">po</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 92.73%); opacity: 0.82\" title=\"-0.011\">cwru</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 90.13%); opacity: 0.83\" title=\"-0.017\">edu</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(0, 100.00%, 80.01%); opacity: 0.87\" title=\"-0.046\">keith</span><span style=\"opacity: 0.80\"> m. </span><span style=\"background-color: hsl(0, 100.00%, 93.57%); opacity: 0.81\" title=\"-0.009\">ryan</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(0, 100.00%, 90.58%); opacity: 0.83\" title=\"-0.016\">writes</span><span style=\"opacity: 0.80\">:\n",
  216. "> ( i am almost </span><span style=\"background-color: hsl(0, 100.00%, 93.76%); opacity: 0.81\" title=\"-0.009\">sure</span><span style=\"opacity: 0.80\"> that zyklon-b is </span><span style=\"background-color: hsl(120, 100.00%, 93.80%); opacity: 0.81\" title=\"0.009\">immediate</span><span style=\"opacity: 0.80\"> and </span><span style=\"background-color: hsl(0, 100.00%, 93.05%); opacity: 0.82\" title=\"-0.010\">painless</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.14%); opacity: 0.81\" title=\"0.008\">method</span><span style=\"opacity: 0.80\"> of \n",
  217. "> </span><span style=\"background-color: hsl(0, 100.00%, 88.05%); opacity: 0.84\" title=\"-0.022\">death</span><span style=\"opacity: 0.80\">. if not, </span><span style=\"background-color: hsl(0, 100.00%, 96.81%); opacity: 0.81\" title=\"-0.003\">insert</span><span style=\"opacity: 0.80\"> soem other </span><span style=\"background-color: hsl(0, 100.00%, 97.74%); opacity: 0.80\" title=\"-0.002\">form</span><span style=\"opacity: 0.80\">. )\n",
  218. "> \n",
  219. "> and, </span><span style=\"background-color: hsl(0, 100.00%, 90.51%); opacity: 0.83\" title=\"-0.016\">ethnic</span><span style=\"opacity: 0.80\"> and </span><span style=\"background-color: hsl(0, 100.00%, 92.86%); opacity: 0.82\" title=\"-0.011\">minority</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 97.49%); opacity: 0.80\" title=\"0.002\">groups</span><span style=\"opacity: 0.80\"> have been </span><span style=\"background-color: hsl(0, 100.00%, 91.66%); opacity: 0.82\" title=\"-0.013\">killed</span><span style=\"opacity: 0.80\">, mutilated and \n",
  220. "> exterminated through out </span><span style=\"background-color: hsl(0, 100.00%, 91.13%); opacity: 0.82\" title=\"-0.014\">history</span><span style=\"opacity: 0.80\">, so i </span><span style=\"background-color: hsl(0, 100.00%, 93.92%); opacity: 0.81\" title=\"-0.008\">guess</span><span style=\"opacity: 0.80\"> it was not </span><span style=\"background-color: hsl(0, 100.00%, 93.98%); opacity: 0.81\" title=\"-0.008\">unusual</span><span style=\"opacity: 0.80\">.\n",
  221. "> \n",
  222. "> so, you would </span><span style=\"background-color: hsl(0, 100.00%, 96.94%); opacity: 0.81\" title=\"-0.003\">agree</span><span style=\"opacity: 0.80\"> that the holocost would be </span><span style=\"background-color: hsl(0, 100.00%, 91.96%); opacity: 0.82\" title=\"-0.013\">allowed</span><span style=\"opacity: 0.80\"> under the us \n",
  223. "> </span><span style=\"background-color: hsl(0, 100.00%, 94.95%); opacity: 0.81\" title=\"-0.006\">constitution</span><span style=\"opacity: 0.80\">? [ in so </span><span style=\"background-color: hsl(120, 100.00%, 99.47%); opacity: 0.80\" title=\"0.000\">far</span><span style=\"opacity: 0.80\">, the </span><span style=\"background-color: hsl(0, 100.00%, 91.02%); opacity: 0.82\" title=\"-0.015\">punishment</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(0, 100.00%, 98.90%); opacity: 0.80\" title=\"-0.001\">doubt</span><span style=\"opacity: 0.80\"> they </span><span style=\"background-color: hsl(120, 100.00%, 92.86%); opacity: 0.82\" title=\"0.011\">recieved</span><span style=\"opacity: 0.80\"> what would \n",
  224. "> be </span><span style=\"background-color: hsl(0, 100.00%, 92.83%); opacity: 0.82\" title=\"-0.011\">considered</span><span style=\"opacity: 0.80\"> a "</span><span style=\"background-color: hsl(120, 100.00%, 99.99%); opacity: 0.80\" title=\"0.000\">fair</span><span style=\"opacity: 0.80\">" </span><span style=\"background-color: hsl(120, 100.00%, 98.13%); opacity: 0.80\" title=\"0.002\">trial</span><span style=\"opacity: 0.80\"> by us </span><span style=\"background-color: hsl(120, 100.00%, 96.57%); opacity: 0.81\" title=\"0.004\">standards</span><span style=\"opacity: 0.80\">.\n",
  225. "\n",
  226. "</span><span style=\"background-color: hsl(0, 100.00%, 91.55%); opacity: 0.82\" title=\"-0.014\">don</span><span style=\"opacity: 0.80\">'t be so </span><span style=\"background-color: hsl(0, 100.00%, 93.76%); opacity: 0.81\" title=\"-0.009\">sure</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 92.96%); opacity: 0.82\" title=\"0.010\">look</span><span style=\"opacity: 0.80\"> what </span><span style=\"background-color: hsl(0, 100.00%, 89.46%); opacity: 0.83\" title=\"-0.019\">happened</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(0, 100.00%, 83.74%); opacity: 0.86\" title=\"-0.034\">japanese</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.67%); opacity: 0.82\" title=\"-0.016\">citizens</span><span style=\"opacity: 0.80\"> in the us during\n",
  227. "</span><span style=\"background-color: hsl(0, 100.00%, 92.70%); opacity: 0.82\" title=\"-0.011\">world</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.94%); opacity: 0.84\" title=\"-0.025\">war</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.71%); opacity: 0.81\" title=\"0.007\">ii</span><span style=\"opacity: 0.80\">. if you're </span><span style=\"background-color: hsl(0, 100.00%, 94.40%); opacity: 0.81\" title=\"-0.008\">prepared</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(0, 100.00%, 92.03%); opacity: 0.82\" title=\"-0.012\">say</span><span style=\"opacity: 0.80\"> "</span><span style=\"background-color: hsl(0, 100.00%, 95.23%); opacity: 0.81\" title=\"-0.006\">let</span><span style=\"opacity: 0.80\">'s </span><span style=\"background-color: hsl(120, 100.00%, 92.75%); opacity: 0.82\" title=\"0.011\">round</span><span style=\"opacity: 0.80\"> these </span><span style=\"background-color: hsl(0, 100.00%, 81.93%); opacity: 0.86\" title=\"-0.040\">people</span><span style=\"opacity: 0.80\"> up and\n",
  228. "</span><span style=\"background-color: hsl(0, 100.00%, 96.01%); opacity: 0.81\" title=\"-0.005\">stick</span><span style=\"opacity: 0.80\"> them in a </span><span style=\"background-color: hsl(0, 100.00%, 98.08%); opacity: 0.80\" title=\"-0.002\">concentration</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.70%); opacity: 0.80\" title=\"-0.002\">camp</span><span style=\"opacity: 0.80\"> without </span><span style=\"background-color: hsl(120, 100.00%, 98.13%); opacity: 0.80\" title=\"0.002\">trial</span><span style=\"opacity: 0.80\">", it's only a </span><span style=\"background-color: hsl(0, 100.00%, 90.26%); opacity: 0.83\" title=\"-0.017\">short</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.72%); opacity: 0.81\" title=\"0.003\">step</span><span style=\"opacity: 0.80\"> to\n",
  229. "gassing them without </span><span style=\"background-color: hsl(120, 100.00%, 98.13%); opacity: 0.80\" title=\"0.002\">trial</span><span style=\"opacity: 0.80\">. after all, it seems that the </span><span style=\"background-color: hsl(0, 100.00%, 96.32%); opacity: 0.81\" title=\"-0.004\">nazis</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.04%); opacity: 0.80\" title=\"-0.003\">originally</span><span style=\"opacity: 0.80\">\n",
  230. "only </span><span style=\"background-color: hsl(0, 100.00%, 92.93%); opacity: 0.82\" title=\"-0.010\">intended</span><span style=\"opacity: 0.80\"> to imprison the </span><span style=\"background-color: hsl(0, 100.00%, 91.12%); opacity: 0.82\" title=\"-0.015\">jews</span><span style=\"opacity: 0.80\">; the </span><span style=\"background-color: hsl(0, 100.00%, 93.88%); opacity: 0.81\" title=\"-0.009\">final</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.77%); opacity: 0.84\" title=\"0.023\">solution</span><span style=\"opacity: 0.80\"> was dreamt up </span><span style=\"background-color: hsl(0, 100.00%, 98.39%); opacity: 0.80\" title=\"-0.001\">partly</span><span style=\"opacity: 0.80\">\n",
  231. "because they </span><span style=\"background-color: hsl(0, 100.00%, 93.79%); opacity: 0.81\" title=\"-0.009\">couldn</span><span style=\"opacity: 0.80\">'t afford to </span><span style=\"background-color: hsl(120, 100.00%, 81.75%); opacity: 0.87\" title=\"0.041\">run</span><span style=\"opacity: 0.80\"> the </span><span style=\"background-color: hsl(0, 100.00%, 98.83%); opacity: 0.80\" title=\"-0.001\">camps</span><span style=\"opacity: 0.80\"> because of the devastation\n",
  232. "</span><span style=\"background-color: hsl(0, 100.00%, 91.33%); opacity: 0.82\" title=\"-0.014\">caused</span><span style=\"opacity: 0.80\"> by goering's </span><span style=\"background-color: hsl(0, 100.00%, 96.36%); opacity: 0.81\" title=\"-0.004\">total</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.94%); opacity: 0.84\" title=\"-0.025\">war</span><span style=\"opacity: 0.80\">. those who </span><span style=\"background-color: hsl(0, 100.00%, 92.93%); opacity: 0.82\" title=\"-0.010\">weren</span><span style=\"opacity: 0.80\">'t gassed </span><span style=\"background-color: hsl(0, 100.00%, 88.15%); opacity: 0.84\" title=\"-0.022\">generally</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.75%); opacity: 0.81\" title=\"-0.007\">died</span><span style=\"opacity: 0.80\"> of\n",
  233. "malnutrition or </span><span style=\"background-color: hsl(0, 100.00%, 78.50%); opacity: 0.88\" title=\"-0.051\">disease</span><span style=\"opacity: 0.80\">.\n",
  234. "\n",
  235. "\n",
  236. "</span><span style=\"background-color: hsl(0, 100.00%, 79.96%); opacity: 0.87\" title=\"-0.046\">mathew</span><span style=\"opacity: 0.80\">\n",
  237. "</span>\n",
  238. " </p>\n",
  239. "\n",
  240. " \n",
  241. " \n",
  242. " \n",
  243. " \n",
  244. " \n",
  245. " \n",
  246. " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
  247. " <b>\n",
  248. " \n",
  249. " y=sci.med\n",
  250. " \n",
  251. "</b>\n",
  252. "\n",
  253. " \n",
  254. " (score <b>-0.996</b>)\n",
  255. "\n",
  256. "top features\n",
  257. " </p>\n",
  258. " \n",
  259. " <table class=\"eli5-weights\"\n",
  260. " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n",
  261. " <thead>\n",
  262. " <tr style=\"border: none;\">\n",
  263. " \n",
  264. " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n",
  265. " Contribution<sup>?</sup>\n",
  266. " </th>\n",
  267. " \n",
  268. " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
  269. " \n",
  270. " </tr>\n",
  271. " </thead>\n",
  272. " <tbody>\n",
  273. " \n",
  274. " \n",
  275. "\n",
  276. " \n",
  277. " \n",
  278. " <tr style=\"background-color: hsl(0, 100.00%, 93.01%); border: none;\">\n",
  279. " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
  280. " -0.429\n",
  281. " </td>\n",
  282. " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
  283. " Highlighted in text (sum)\n",
  284. " </td>\n",
  285. " \n",
  286. "</tr>\n",
  287. " \n",
  288. " <tr style=\"background-color: hsl(0, 100.00%, 91.51%); border: none;\">\n",
  289. " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
  290. " -0.567\n",
  291. " </td>\n",
  292. " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
  293. " <BIAS>\n",
  294. " </td>\n",
  295. " \n",
  296. "</tr>\n",
  297. " \n",
  298. "\n",
  299. " </tbody>\n",
  300. " </table>\n",
  301. "\n",
  302. " \n",
  303. "\n",
  304. "\n",
  305. "\n",
  306. " <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
  307. " <span style=\"opacity: 0.80\">from: </span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.030\">mathew</span><span style=\"opacity: 0.80\"> <</span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.030\">mathew</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 89.67%); opacity: 0.83\" title=\"-0.018\">mantis</span><span style=\"opacity: 0.80\">.co.</span><span style=\"background-color: hsl(0, 100.00%, 85.66%); opacity: 0.85\" title=\"-0.029\">uk</span><span style=\"opacity: 0.80\">>\n",
  308. "</span><span style=\"background-color: hsl(0, 100.00%, 96.42%); opacity: 0.81\" title=\"-0.004\">subject</span><span style=\"opacity: 0.80\">: re: <</span><span style=\"background-color: hsl(0, 100.00%, 90.25%); opacity: 0.83\" title=\"-0.017\">political</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.11%); opacity: 0.85\" title=\"-0.033\">atheists</span><span style=\"opacity: 0.80\">?\n",
  309. "</span><span style=\"background-color: hsl(0, 100.00%, 98.18%); opacity: 0.80\" title=\"-0.002\">organization</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(0, 100.00%, 89.67%); opacity: 0.83\" title=\"-0.018\">mantis</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.13%); opacity: 0.80\" title=\"-0.001\">consultants</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 95.30%); opacity: 0.81\" title=\"0.006\">cambridge</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 85.66%); opacity: 0.85\" title=\"-0.029\">uk</span><span style=\"opacity: 0.80\">.\n",
  310. "x-</span><span style=\"background-color: hsl(0, 100.00%, 98.89%); opacity: 0.80\" title=\"-0.001\">newsreader</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(0, 100.00%, 94.40%); opacity: 0.81\" title=\"-0.008\">rusnews</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.63%); opacity: 0.83\" title=\"0.016\">v1</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 87.94%); opacity: 0.84\" title=\"-0.022\">01</span><span style=\"opacity: 0.80\">\n",
  311. "</span><span style=\"background-color: hsl(0, 100.00%, 95.40%); opacity: 0.81\" title=\"-0.006\">lines</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(0, 100.00%, 91.83%); opacity: 0.82\" title=\"-0.013\">22</span><span style=\"opacity: 0.80\">\n",
  312. "\n",
  313. "</span><span style=\"background-color: hsl(0, 100.00%, 90.52%); opacity: 0.83\" title=\"-0.016\">kmr4</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 89.18%); opacity: 0.83\" title=\"-0.019\">po</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 87.14%); opacity: 0.84\" title=\"-0.025\">cwru</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 99.85%); opacity: 0.80\" title=\"0.000\">edu</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(0, 100.00%, 87.33%); opacity: 0.84\" title=\"-0.024\">keith</span><span style=\"opacity: 0.80\"> m. </span><span style=\"background-color: hsl(0, 100.00%, 91.33%); opacity: 0.82\" title=\"-0.014\">ryan</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(120, 100.00%, 97.91%); opacity: 0.80\" title=\"0.002\">writes</span><span style=\"opacity: 0.80\">:\n",
  314. "> ( i am almost </span><span style=\"background-color: hsl(120, 100.00%, 89.16%); opacity: 0.83\" title=\"0.019\">sure</span><span style=\"opacity: 0.80\"> that </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">zyklon</span><span style=\"opacity: 0.80\">-b is </span><span style=\"background-color: hsl(0, 100.00%, 95.91%); opacity: 0.81\" title=\"-0.005\">immediate</span><span style=\"opacity: 0.80\"> and </span><span style=\"background-color: hsl(0, 100.00%, 99.64%); opacity: 0.80\" title=\"-0.000\">painless</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.48%); opacity: 0.81\" title=\"0.009\">method</span><span style=\"opacity: 0.80\"> of \n",
  315. "> </span><span style=\"background-color: hsl(0, 100.00%, 88.76%); opacity: 0.83\" title=\"-0.020\">death</span><span style=\"opacity: 0.80\">. if not, </span><span style=\"background-color: hsl(120, 100.00%, 94.51%); opacity: 0.81\" title=\"0.007\">insert</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">soem</span><span style=\"opacity: 0.80\"> other </span><span style=\"background-color: hsl(120, 100.00%, 98.97%); opacity: 0.80\" title=\"0.001\">form</span><span style=\"opacity: 0.80\">. )\n",
  316. "> \n",
  317. "> and, </span><span style=\"background-color: hsl(0, 100.00%, 92.66%); opacity: 0.82\" title=\"-0.011\">ethnic</span><span style=\"opacity: 0.80\"> and </span><span style=\"background-color: hsl(0, 100.00%, 95.88%); opacity: 0.81\" title=\"-0.005\">minority</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.12%); opacity: 0.82\" title=\"-0.010\">groups</span><span style=\"opacity: 0.80\"> have been </span><span style=\"background-color: hsl(0, 100.00%, 89.48%); opacity: 0.83\" title=\"-0.018\">killed</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">mutilated</span><span style=\"opacity: 0.80\"> and \n",
  318. "> </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">exterminated</span><span style=\"opacity: 0.80\"> through out </span><span style=\"background-color: hsl(0, 100.00%, 96.82%); opacity: 0.81\" title=\"-0.003\">history</span><span style=\"opacity: 0.80\">, so i </span><span style=\"background-color: hsl(0, 100.00%, 89.11%); opacity: 0.83\" title=\"-0.019\">guess</span><span style=\"opacity: 0.80\"> it was not </span><span style=\"background-color: hsl(120, 100.00%, 94.67%); opacity: 0.81\" title=\"0.007\">unusual</span><span style=\"opacity: 0.80\">.\n",
  319. "> \n",
  320. "> so, you would </span><span style=\"background-color: hsl(0, 100.00%, 93.50%); opacity: 0.81\" title=\"-0.009\">agree</span><span style=\"opacity: 0.80\"> that the </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">holocost</span><span style=\"opacity: 0.80\"> would be </span><span style=\"background-color: hsl(0, 100.00%, 95.37%); opacity: 0.81\" title=\"-0.006\">allowed</span><span style=\"opacity: 0.80\"> under the us \n",
  321. "> </span><span style=\"background-color: hsl(0, 100.00%, 93.50%); opacity: 0.81\" title=\"-0.009\">constitution</span><span style=\"opacity: 0.80\">? [ in so </span><span style=\"background-color: hsl(0, 100.00%, 90.33%); opacity: 0.83\" title=\"-0.016\">far</span><span style=\"opacity: 0.80\">, the </span><span style=\"background-color: hsl(0, 100.00%, 89.31%); opacity: 0.83\" title=\"-0.019\">punishment</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(0, 100.00%, 94.69%); opacity: 0.81\" title=\"-0.007\">doubt</span><span style=\"opacity: 0.80\"> they </span><span style=\"background-color: hsl(0, 100.00%, 96.75%); opacity: 0.81\" title=\"-0.003\">recieved</span><span style=\"opacity: 0.80\"> what would \n",
  322. "> be </span><span style=\"background-color: hsl(0, 100.00%, 97.88%); opacity: 0.80\" title=\"-0.002\">considered</span><span style=\"opacity: 0.80\"> a "</span><span style=\"background-color: hsl(0, 100.00%, 95.95%); opacity: 0.81\" title=\"-0.005\">fair</span><span style=\"opacity: 0.80\">" </span><span style=\"background-color: hsl(0, 100.00%, 97.58%); opacity: 0.80\" title=\"-0.002\">trial</span><span style=\"opacity: 0.80\"> by us </span><span style=\"background-color: hsl(0, 100.00%, 94.62%); opacity: 0.81\" title=\"-0.007\">standards</span><span style=\"opacity: 0.80\">.\n",
  323. "\n",
  324. "</span><span style=\"background-color: hsl(120, 100.00%, 93.97%); opacity: 0.81\" title=\"0.008\">don</span><span style=\"opacity: 0.80\">'t be so </span><span style=\"background-color: hsl(120, 100.00%, 89.16%); opacity: 0.83\" title=\"0.019\">sure</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 96.18%); opacity: 0.81\" title=\"-0.004\">look</span><span style=\"opacity: 0.80\"> what </span><span style=\"background-color: hsl(120, 100.00%, 98.44%); opacity: 0.80\" title=\"0.001\">happened</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(120, 100.00%, 76.92%); opacity: 0.89\" title=\"0.057\">japanese</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.93%); opacity: 0.82\" title=\"0.010\">citizens</span><span style=\"opacity: 0.80\"> in the us during\n",
  325. "</span><span style=\"background-color: hsl(0, 100.00%, 98.05%); opacity: 0.80\" title=\"-0.002\">world</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.030\">war</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.86%); opacity: 0.81\" title=\"-0.009\">ii</span><span style=\"opacity: 0.80\">. if you're </span><span style=\"background-color: hsl(120, 100.00%, 99.31%); opacity: 0.80\" title=\"0.000\">prepared</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(0, 100.00%, 88.53%); opacity: 0.83\" title=\"-0.021\">say</span><span style=\"opacity: 0.80\"> "</span><span style=\"background-color: hsl(0, 100.00%, 91.54%); opacity: 0.82\" title=\"-0.014\">let</span><span style=\"opacity: 0.80\">'s </span><span style=\"background-color: hsl(0, 100.00%, 90.79%); opacity: 0.82\" title=\"-0.015\">round</span><span style=\"opacity: 0.80\"> these </span><span style=\"background-color: hsl(0, 100.00%, 94.78%); opacity: 0.81\" title=\"-0.007\">people</span><span style=\"opacity: 0.80\"> up and\n",
  326. "</span><span style=\"background-color: hsl(0, 100.00%, 96.23%); opacity: 0.81\" title=\"-0.004\">stick</span><span style=\"opacity: 0.80\"> them in a </span><span style=\"background-color: hsl(120, 100.00%, 98.52%); opacity: 0.80\" title=\"0.001\">concentration</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.59%); opacity: 0.81\" title=\"0.005\">camp</span><span style=\"opacity: 0.80\"> without </span><span style=\"background-color: hsl(0, 100.00%, 97.58%); opacity: 0.80\" title=\"-0.002\">trial</span><span style=\"opacity: 0.80\">", it's only a </span><span style=\"background-color: hsl(120, 100.00%, 81.82%); opacity: 0.86\" title=\"0.040\">short</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.99%); opacity: 0.81\" title=\"-0.006\">step</span><span style=\"opacity: 0.80\"> to\n",
  327. "</span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">gassing</span><span style=\"opacity: 0.80\"> them without </span><span style=\"background-color: hsl(0, 100.00%, 97.58%); opacity: 0.80\" title=\"-0.002\">trial</span><span style=\"opacity: 0.80\">. after all, it seems that the </span><span style=\"background-color: hsl(0, 100.00%, 93.97%); opacity: 0.81\" title=\"-0.008\">nazis</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.19%); opacity: 0.80\" title=\"0.000\">originally</span><span style=\"opacity: 0.80\">\n",
  328. "only </span><span style=\"background-color: hsl(120, 100.00%, 98.85%); opacity: 0.80\" title=\"0.001\">intended</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">imprison</span><span style=\"opacity: 0.80\"> the </span><span style=\"background-color: hsl(0, 100.00%, 87.13%); opacity: 0.84\" title=\"-0.025\">jews</span><span style=\"opacity: 0.80\">; the </span><span style=\"background-color: hsl(0, 100.00%, 96.99%); opacity: 0.80\" title=\"-0.003\">final</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 96.42%); opacity: 0.81\" title=\"-0.004\">solution</span><span style=\"opacity: 0.80\"> was </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">dreamt</span><span style=\"opacity: 0.80\"> up </span><span style=\"background-color: hsl(120, 100.00%, 99.18%); opacity: 0.80\" title=\"0.000\">partly</span><span style=\"opacity: 0.80\">\n",
  329. "because they </span><span style=\"background-color: hsl(120, 100.00%, 95.71%); opacity: 0.81\" title=\"0.005\">couldn</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(120, 100.00%, 97.95%); opacity: 0.80\" title=\"0.002\">afford</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(0, 100.00%, 94.73%); opacity: 0.81\" title=\"-0.007\">run</span><span style=\"opacity: 0.80\"> the </span><span style=\"background-color: hsl(0, 100.00%, 98.14%); opacity: 0.80\" title=\"-0.002\">camps</span><span style=\"opacity: 0.80\"> because of the </span><span style=\"background-color: hsl(0, 100.00%, 96.66%); opacity: 0.81\" title=\"-0.004\">devastation</span><span style=\"opacity: 0.80\">\n",
  330. "</span><span style=\"background-color: hsl(120, 100.00%, 90.91%); opacity: 0.82\" title=\"0.015\">caused</span><span style=\"opacity: 0.80\"> by </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">goering</span><span style=\"opacity: 0.80\">'s </span><span style=\"background-color: hsl(120, 100.00%, 92.06%); opacity: 0.82\" title=\"0.012\">total</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.030\">war</span><span style=\"opacity: 0.80\">. those who </span><span style=\"background-color: hsl(0, 100.00%, 92.69%); opacity: 0.82\" title=\"-0.011\">weren</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 98.03%); opacity: 0.80\" title=\"-0.002\">gassed</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.05%); opacity: 0.82\" title=\"0.012\">generally</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.99%); opacity: 0.80\" title=\"0.003\">died</span><span style=\"opacity: 0.80\"> of\n",
  331. "</span><span style=\"background-color: hsl(0, 100.00%, 93.81%); opacity: 0.81\" title=\"-0.009\">malnutrition</span><span style=\"opacity: 0.80\"> or </span><span style=\"background-color: hsl(120, 100.00%, 63.94%); opacity: 0.97\" title=\"0.107\">disease</span><span style=\"opacity: 0.80\">.\n",
  332. "\n",
  333. "\n",
  334. "</span><span style=\"background-color: hsl(0, 100.00%, 85.36%); opacity: 0.85\" title=\"-0.030\">mathew</span><span style=\"opacity: 0.80\">\n",
  335. "</span>\n",
  336. " </p>\n",
  337. "\n",
  338. " \n",
  339. " \n",
  340. " \n",
  341. " \n",
  342. " \n",
  343. " \n",
  344. " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n",
  345. " <b>\n",
  346. " \n",
  347. " y=soc.religion.christian\n",
  348. " \n",
  349. "</b>\n",
  350. "\n",
  351. " \n",
  352. " (score <b>-1.119</b>)\n",
  353. "\n",
  354. "top features\n",
  355. " </p>\n",
  356. " \n",
  357. " <table class=\"eli5-weights\"\n",
  358. " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n",
  359. " <thead>\n",
  360. " <tr style=\"border: none;\">\n",
  361. " \n",
  362. " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n",
  363. " Contribution<sup>?</sup>\n",
  364. " </th>\n",
  365. " \n",
  366. " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
  367. " \n",
  368. " </tr>\n",
  369. " </thead>\n",
  370. " <tbody>\n",
  371. " \n",
  372. " \n",
  373. "\n",
  374. " \n",
  375. " \n",
  376. " <tr style=\"background-color: hsl(0, 100.00%, 93.10%); border: none;\">\n",
  377. " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
  378. " -0.422\n",
  379. " </td>\n",
  380. " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
  381. " Highlighted in text (sum)\n",
  382. " </td>\n",
  383. " \n",
  384. "</tr>\n",
  385. " \n",
  386. " <tr style=\"background-color: hsl(0, 100.00%, 90.19%); border: none;\">\n",
  387. " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
  388. " -0.697\n",
  389. " </td>\n",
  390. " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
  391. " <BIAS>\n",
  392. " </td>\n",
  393. " \n",
  394. "</tr>\n",
  395. " \n",
  396. "\n",
  397. " </tbody>\n",
  398. " </table>\n",
  399. "\n",
  400. " \n",
  401. "\n",
  402. "\n",
  403. "\n",
  404. " <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n",
  405. " <span style=\"opacity: 0.80\">from: </span><span style=\"background-color: hsl(0, 100.00%, 80.12%); opacity: 0.87\" title=\"-0.046\">mathew</span><span style=\"opacity: 0.80\"> <</span><span style=\"background-color: hsl(0, 100.00%, 80.12%); opacity: 0.87\" title=\"-0.046\">mathew</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 82.24%); opacity: 0.86\" title=\"-0.039\">mantis</span><span style=\"opacity: 0.80\">.co.</span><span style=\"background-color: hsl(0, 100.00%, 91.73%); opacity: 0.82\" title=\"-0.013\">uk</span><span style=\"opacity: 0.80\">>\n",
  406. "</span><span style=\"background-color: hsl(120, 100.00%, 95.06%); opacity: 0.81\" title=\"0.006\">subject</span><span style=\"opacity: 0.80\">: re: <</span><span style=\"background-color: hsl(0, 100.00%, 97.14%); opacity: 0.80\" title=\"-0.003\">political</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.83%); opacity: 0.83\" title=\"-0.018\">atheists</span><span style=\"opacity: 0.80\">?\n",
  407. "</span><span style=\"background-color: hsl(120, 100.00%, 97.31%); opacity: 0.80\" title=\"0.003\">organization</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(0, 100.00%, 82.24%); opacity: 0.86\" title=\"-0.039\">mantis</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.86%); opacity: 0.82\" title=\"-0.011\">consultants</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 91.80%); opacity: 0.82\" title=\"-0.013\">cambridge</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 91.73%); opacity: 0.82\" title=\"-0.013\">uk</span><span style=\"opacity: 0.80\">.\n",
  408. "x-</span><span style=\"background-color: hsl(0, 100.00%, 81.59%); opacity: 0.87\" title=\"-0.041\">newsreader</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(0, 100.00%, 89.77%); opacity: 0.83\" title=\"-0.018\">rusnews</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.25%); opacity: 0.83\" title=\"-0.017\">v1</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(120, 100.00%, 83.92%); opacity: 0.85\" title=\"0.034\">01</span><span style=\"opacity: 0.80\">\n",
  409. "</span><span style=\"background-color: hsl(120, 100.00%, 96.32%); opacity: 0.81\" title=\"0.004\">lines</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(120, 100.00%, 86.80%); opacity: 0.84\" title=\"0.026\">22</span><span style=\"opacity: 0.80\">\n",
  410. "\n",
  411. "</span><span style=\"background-color: hsl(0, 100.00%, 84.87%); opacity: 0.85\" title=\"-0.031\">kmr4</span><span style=\"opacity: 0.80\">@</span><span style=\"background-color: hsl(0, 100.00%, 90.89%); opacity: 0.82\" title=\"-0.015\">po</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 90.10%); opacity: 0.83\" title=\"-0.017\">cwru</span><span style=\"opacity: 0.80\">.</span><span style=\"background-color: hsl(0, 100.00%, 95.49%); opacity: 0.81\" title=\"-0.006\">edu</span><span style=\"opacity: 0.80\"> (</span><span style=\"background-color: hsl(0, 100.00%, 81.02%); opacity: 0.87\" title=\"-0.043\">keith</span><span style=\"opacity: 0.80\"> m. </span><span style=\"background-color: hsl(0, 100.00%, 90.43%); opacity: 0.83\" title=\"-0.016\">ryan</span><span style=\"opacity: 0.80\">) </span><span style=\"background-color: hsl(0, 100.00%, 96.29%); opacity: 0.81\" title=\"-0.004\">writes</span><span style=\"opacity: 0.80\">:\n",
  412. "> ( i am almost </span><span style=\"background-color: hsl(0, 100.00%, 97.50%); opacity: 0.80\" title=\"-0.002\">sure</span><span style=\"opacity: 0.80\"> that zyklon-b is </span><span style=\"background-color: hsl(120, 100.00%, 98.27%); opacity: 0.80\" title=\"0.001\">immediate</span><span style=\"opacity: 0.80\"> and painless </span><span style=\"background-color: hsl(0, 100.00%, 98.65%); opacity: 0.80\" title=\"-0.001\">method</span><span style=\"opacity: 0.80\"> of \n",
  413. "> </span><span style=\"background-color: hsl(120, 100.00%, 86.77%); opacity: 0.84\" title=\"0.026\">death</span><span style=\"opacity: 0.80\">. if not, </span><span style=\"background-color: hsl(120, 100.00%, 96.95%); opacity: 0.81\" title=\"0.003\">insert</span><span style=\"opacity: 0.80\"> soem other </span><span style=\"background-color: hsl(0, 100.00%, 93.49%); opacity: 0.81\" title=\"-0.009\">form</span><span style=\"opacity: 0.80\">. )\n",
  414. "> \n",
  415. "> and, </span><span style=\"background-color: hsl(120, 100.00%, 86.59%); opacity: 0.84\" title=\"0.026\">ethnic</span><span style=\"opacity: 0.80\"> and </span><span style=\"background-color: hsl(120, 100.00%, 99.15%); opacity: 0.80\" title=\"0.001\">minority</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.55%); opacity: 0.82\" title=\"0.011\">groups</span><span style=\"opacity: 0.80\"> have been </span><span style=\"background-color: hsl(120, 100.00%, 99.85%); opacity: 0.80\" title=\"0.000\">killed</span><span style=\"opacity: 0.80\">, mutilated and \n",
  416. "> exterminated through out </span><span style=\"background-color: hsl(120, 100.00%, 96.09%); opacity: 0.81\" title=\"0.005\">history</span><span style=\"opacity: 0.80\">, so i </span><span style=\"background-color: hsl(120, 100.00%, 90.20%); opacity: 0.83\" title=\"0.017\">guess</span><span style=\"opacity: 0.80\"> it was not </span><span style=\"background-color: hsl(0, 100.00%, 97.11%); opacity: 0.80\" title=\"-0.003\">unusual</span><span style=\"opacity: 0.80\">.\n",
  417. "> \n",
  418. "> so, you would </span><span style=\"background-color: hsl(0, 100.00%, 91.95%); opacity: 0.82\" title=\"-0.013\">agree</span><span style=\"opacity: 0.80\"> that the holocost would be </span><span style=\"background-color: hsl(120, 100.00%, 96.38%); opacity: 0.81\" title=\"0.004\">allowed</span><span style=\"opacity: 0.80\"> under the us \n",
  419. "> </span><span style=\"background-color: hsl(0, 100.00%, 90.75%); opacity: 0.82\" title=\"-0.015\">constitution</span><span style=\"opacity: 0.80\">? [ in so </span><span style=\"background-color: hsl(120, 100.00%, 92.47%); opacity: 0.82\" title=\"0.011\">far</span><span style=\"opacity: 0.80\">, the </span><span style=\"background-color: hsl(0, 100.00%, 95.23%); opacity: 0.81\" title=\"-0.006\">punishment</span><span style=\"opacity: 0.80\">. i </span><span style=\"background-color: hsl(0, 100.00%, 99.49%); opacity: 0.80\" title=\"-0.000\">doubt</span><span style=\"opacity: 0.80\"> they </span><span style=\"background-color: hsl(120, 100.00%, 95.98%); opacity: 0.81\" title=\"0.005\">recieved</span><span style=\"opacity: 0.80\"> what would \n",
  420. "> be </span><span style=\"background-color: hsl(120, 100.00%, 99.52%); opacity: 0.80\" title=\"0.000\">considered</span><span style=\"opacity: 0.80\"> a "</span><span style=\"background-color: hsl(120, 100.00%, 99.43%); opacity: 0.80\" title=\"0.000\">fair</span><span style=\"opacity: 0.80\">" </span><span style=\"background-color: hsl(0, 100.00%, 94.12%); opacity: 0.81\" title=\"-0.008\">trial</span><span style=\"opacity: 0.80\"> by us </span><span style=\"background-color: hsl(0, 100.00%, 92.64%); opacity: 0.82\" title=\"-0.011\">standards</span><span style=\"opacity: 0.80\">.\n",
  421. "\n",
  422. "</span><span style=\"background-color: hsl(0, 100.00%, 91.12%); opacity: 0.82\" title=\"-0.015\">don</span><span style=\"opacity: 0.80\">'t be so </span><span style=\"background-color: hsl(0, 100.00%, 97.50%); opacity: 0.80\" title=\"-0.002\">sure</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 98.77%); opacity: 0.80\" title=\"-0.001\">look</span><span style=\"opacity: 0.80\"> what </span><span style=\"background-color: hsl(120, 100.00%, 91.50%); opacity: 0.82\" title=\"0.014\">happened</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(0, 100.00%, 84.60%); opacity: 0.85\" title=\"-0.032\">japanese</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 95.03%); opacity: 0.81\" title=\"-0.006\">citizens</span><span style=\"opacity: 0.80\"> in the us during\n",
  423. "</span><span style=\"background-color: hsl(120, 100.00%, 98.12%); opacity: 0.80\" title=\"0.002\">world</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.40%); opacity: 0.85\" title=\"0.032\">war</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.23%); opacity: 0.82\" title=\"0.014\">ii</span><span style=\"opacity: 0.80\">. if you're </span><span style=\"background-color: hsl(0, 100.00%, 92.24%); opacity: 0.82\" title=\"-0.012\">prepared</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(0, 100.00%, 99.54%); opacity: 0.80\" title=\"-0.000\">say</span><span style=\"opacity: 0.80\"> "</span><span style=\"background-color: hsl(120, 100.00%, 92.11%); opacity: 0.82\" title=\"0.012\">let</span><span style=\"opacity: 0.80\">'s </span><span style=\"background-color: hsl(0, 100.00%, 93.21%); opacity: 0.82\" title=\"-0.010\">round</span><span style=\"opacity: 0.80\"> these </span><span style=\"background-color: hsl(120, 100.00%, 95.67%); opacity: 0.81\" title=\"0.005\">people</span><span style=\"opacity: 0.80\"> up and\n",
  424. "</span><span style=\"background-color: hsl(0, 100.00%, 96.22%); opacity: 0.81\" title=\"-0.004\">stick</span><span style=\"opacity: 0.80\"> them in a </span><span style=\"background-color: hsl(120, 100.00%, 98.19%); opacity: 0.80\" title=\"0.001\">concentration</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 93.31%); opacity: 0.82\" title=\"-0.010\">camp</span><span style=\"opacity: 0.80\"> without </span><span style=\"background-color: hsl(0, 100.00%, 94.12%); opacity: 0.81\" title=\"-0.008\">trial</span><span style=\"opacity: 0.80\">", it's only a </span><span style=\"background-color: hsl(0, 100.00%, 93.51%); opacity: 0.81\" title=\"-0.009\">short</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 98.31%); opacity: 0.80\" title=\"0.001\">step</span><span style=\"opacity: 0.80\"> to\n",
  425. "gassing them without </span><span style=\"background-color: hsl(0, 100.00%, 94.12%); opacity: 0.81\" title=\"-0.008\">trial</span><span style=\"opacity: 0.80\">. after all, it seems that the </span><span style=\"background-color: hsl(120, 100.00%, 97.22%); opacity: 0.80\" title=\"0.003\">nazis</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 94.62%); opacity: 0.81\" title=\"-0.007\">originally</span><span style=\"opacity: 0.80\">\n",
  426. "only </span><span style=\"background-color: hsl(120, 100.00%, 93.21%); opacity: 0.82\" title=\"0.010\">intended</span><span style=\"opacity: 0.80\"> to imprison the </span><span style=\"background-color: hsl(120, 100.00%, 84.48%); opacity: 0.85\" title=\"0.032\">jews</span><span style=\"opacity: 0.80\">; the </span><span style=\"background-color: hsl(120, 100.00%, 90.49%); opacity: 0.83\" title=\"0.016\">final</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.33%); opacity: 0.82\" title=\"-0.012\">solution</span><span style=\"opacity: 0.80\"> was dreamt up </span><span style=\"background-color: hsl(0, 100.00%, 98.19%); opacity: 0.80\" title=\"-0.001\">partly</span><span style=\"opacity: 0.80\">\n",
  427. "because they </span><span style=\"background-color: hsl(0, 100.00%, 89.55%); opacity: 0.83\" title=\"-0.018\">couldn</span><span style=\"opacity: 0.80\">'t </span><span style=\"background-color: hsl(0, 100.00%, 99.28%); opacity: 0.80\" title=\"-0.000\">afford</span><span style=\"opacity: 0.80\"> to </span><span style=\"background-color: hsl(0, 100.00%, 87.72%); opacity: 0.84\" title=\"-0.023\">run</span><span style=\"opacity: 0.80\"> the </span><span style=\"background-color: hsl(120, 100.00%, 94.76%); opacity: 0.81\" title=\"0.007\">camps</span><span style=\"opacity: 0.80\"> because of the </span><span style=\"background-color: hsl(120, 100.00%, 98.01%); opacity: 0.80\" title=\"0.002\">devastation</span><span style=\"opacity: 0.80\">\n",
  428. "</span><span style=\"background-color: hsl(0, 100.00%, 92.63%); opacity: 0.82\" title=\"-0.011\">caused</span><span style=\"opacity: 0.80\"> by goering's </span><span style=\"background-color: hsl(0, 100.00%, 90.62%); opacity: 0.83\" title=\"-0.016\">total</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.40%); opacity: 0.85\" title=\"0.032\">war</span><span style=\"opacity: 0.80\">. those who </span><span style=\"background-color: hsl(0, 100.00%, 95.50%); opacity: 0.81\" title=\"-0.005\">weren</span><span style=\"opacity: 0.80\">'t gassed </span><span style=\"background-color: hsl(120, 100.00%, 92.00%); opacity: 0.82\" title=\"0.012\">generally</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.47%); opacity: 0.80\" title=\"-0.002\">died</span><span style=\"opacity: 0.80\"> of\n",
  429. "</span><span style=\"background-color: hsl(120, 100.00%, 94.60%); opacity: 0.81\" title=\"0.007\">malnutrition</span><span style=\"opacity: 0.80\"> or </span><span style=\"background-color: hsl(0, 100.00%, 84.80%); opacity: 0.85\" title=\"-0.031\">disease</span><span style=\"opacity: 0.80\">.\n",
  430. "\n",
  431. "\n",
  432. "</span><span style=\"background-color: hsl(0, 100.00%, 80.12%); opacity: 0.87\" title=\"-0.046\">mathew</span><span style=\"opacity: 0.80\">\n",
  433. "</span>\n",
  434. " </p>\n",
  435. "\n",
  436. " \n",
  437. "\n",
  438. "\n",
  439. " \n",
  440. "\n",
  441. " \n",
  442. "\n",
  443. " \n",
  444. "\n",
  445. "\n",
  446. " \n",
  447. "\n",
  448. " \n",
  449. "\n",
  450. " \n",
  451. "\n",
  452. " \n",
  453. "\n",
  454. " \n",
  455. "\n",
  456. " \n",
  457. "\n",
  458. "\n",
  459. " \n",
  460. "\n",
  461. " \n",
  462. "\n",
  463. " \n",
  464. "\n",
  465. " \n",
  466. "\n",
  467. " \n",
  468. "\n",
  469. " \n",
  470. "\n",
  471. "\n",
  472. "\n"
  473. ],
  474. "text/plain": [
  475. 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  477. },
  478. "execution_count": 16,
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  483. "source": [
  484. "eli5.explain_prediction(clf, text, vec=vec,\n",
  485. " target_names=twenty_train.target_names)"
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