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May 24, 2017 15:12
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| " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n", | |
| " <b>\n", | |
| " \n", | |
| " y=alt.atheism\n", | |
| " \n", | |
| "</b>\n", | |
| "\n", | |
| " \n", | |
| " (score <b>1.020</b>)\n", | |
| "\n", | |
| "top features\n", | |
| " </p>\n", | |
| " \n", | |
| " <table class=\"eli5-weights\"\n", | |
| " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n", | |
| " <thead>\n", | |
| " <tr style=\"border: none;\">\n", | |
| " \n", | |
| " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n", | |
| " Contribution<sup>?</sup>\n", | |
| " </th>\n", | |
| " \n", | |
| " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", | |
| " \n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.928\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " Highlighted in text (sum)\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
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| " <tr style=\"background-color: hsl(0, 100.00%, 88.20%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.908\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " <BIAS>\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
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| " </tbody>\n", | |
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| " <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n", | |
| " <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", | |
| "</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", | |
| "</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", | |
| "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", | |
| "</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", | |
| "\n", | |
| "</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", | |
| "> ( 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", | |
| "> </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", | |
| "> \n", | |
| "> 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", | |
| "> </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", | |
| "> \n", | |
| "> 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", | |
| "> </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", | |
| "> 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", | |
| "\n", | |
| "</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", | |
| "</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", | |
| "</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", | |
| "</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", | |
| "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", | |
| "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", | |
| "</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", | |
| "</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", | |
| "\n", | |
| "\n", | |
| "</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", | |
| "</span>\n", | |
| " </p>\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n", | |
| " <b>\n", | |
| " \n", | |
| " y=comp.graphics\n", | |
| " \n", | |
| "</b>\n", | |
| "\n", | |
| " \n", | |
| " (score <b>-1.150</b>)\n", | |
| "\n", | |
| "top features\n", | |
| " </p>\n", | |
| " \n", | |
| " <table class=\"eli5-weights\"\n", | |
| " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n", | |
| " <thead>\n", | |
| " <tr style=\"border: none;\">\n", | |
| " \n", | |
| " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n", | |
| " Contribution<sup>?</sup>\n", | |
| " </th>\n", | |
| " \n", | |
| " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", | |
| " \n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 93.81%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.361\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " <BIAS>\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 89.30%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.789\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " Highlighted in text (sum)\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| "\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| " <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n", | |
| " <span style=\"opacity: 0.80\">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", | |
| "</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", | |
| "</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", | |
| "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", | |
| "</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", | |
| "\n", | |
| "</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", | |
| "> ( 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", | |
| "> </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", | |
| "> \n", | |
| "> 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", | |
| "> 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", | |
| "> \n", | |
| "> 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", | |
| "> </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", | |
| "> 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", | |
| "\n", | |
| "</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", | |
| "</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", | |
| "</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", | |
| "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", | |
| "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", | |
| "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", | |
| "</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", | |
| "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", | |
| "\n", | |
| "\n", | |
| "</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", | |
| "</span>\n", | |
| " </p>\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n", | |
| " <b>\n", | |
| " \n", | |
| " y=sci.med\n", | |
| " \n", | |
| "</b>\n", | |
| "\n", | |
| " \n", | |
| " (score <b>-0.996</b>)\n", | |
| "\n", | |
| "top features\n", | |
| " </p>\n", | |
| " \n", | |
| " <table class=\"eli5-weights\"\n", | |
| " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n", | |
| " <thead>\n", | |
| " <tr style=\"border: none;\">\n", | |
| " \n", | |
| " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n", | |
| " Contribution<sup>?</sup>\n", | |
| " </th>\n", | |
| " \n", | |
| " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", | |
| " \n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 93.01%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.429\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " Highlighted in text (sum)\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 91.51%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.567\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " <BIAS>\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| "\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| " <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n", | |
| " <span style=\"opacity: 0.80\">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", | |
| "</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", | |
| "</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", | |
| "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", | |
| "</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", | |
| "\n", | |
| "</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", | |
| "> ( 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", | |
| "> </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", | |
| "> \n", | |
| "> 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", | |
| "> </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", | |
| "> \n", | |
| "> 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", | |
| "> </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", | |
| "> 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", | |
| "\n", | |
| "</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", | |
| "</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", | |
| "</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", | |
| "</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", | |
| "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", | |
| "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", | |
| "</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", | |
| "</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", | |
| "\n", | |
| "\n", | |
| "</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", | |
| "</span>\n", | |
| " </p>\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " <p style=\"margin-bottom: 0.5em; margin-top: 0em\">\n", | |
| " <b>\n", | |
| " \n", | |
| " y=soc.religion.christian\n", | |
| " \n", | |
| "</b>\n", | |
| "\n", | |
| " \n", | |
| " (score <b>-1.119</b>)\n", | |
| "\n", | |
| "top features\n", | |
| " </p>\n", | |
| " \n", | |
| " <table class=\"eli5-weights\"\n", | |
| " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; margin-bottom: 2em;\">\n", | |
| " <thead>\n", | |
| " <tr style=\"border: none;\">\n", | |
| " \n", | |
| " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if "show_feature_values" is True.\">\n", | |
| " Contribution<sup>?</sup>\n", | |
| " </th>\n", | |
| " \n", | |
| " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", | |
| " \n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 93.10%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.422\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " Highlighted in text (sum)\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 90.19%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.697\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " <BIAS>\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| "\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| " <p style=\"margin-bottom: 2.5em; margin-top:-0.5em;\">\n", | |
| " <span style=\"opacity: 0.80\">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", | |
| "</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", | |
| "</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", | |
| "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", | |
| "</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", | |
| "\n", | |
| "</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", | |
| "> ( 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", | |
| "> </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", | |
| "> \n", | |
| "> 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", | |
| "> 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", | |
| "> \n", | |
| "> 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", | |
| "> </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", | |
| "> 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", | |
| "\n", | |
| "</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", | |
| "</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", | |
| "</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", | |
| "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", | |
| "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", | |
| "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", | |
| "</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", | |
| "</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", | |
| "\n", | |
| "\n", | |
| "</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", | |
| "</span>\n", | |
| " </p>\n", | |
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| ] | |
| }, | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "eli5.explain_prediction(clf, text, vec=vec,\n", | |
| " target_names=twenty_train.target_names)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.1" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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