NER_CRF_JUPYTER.ipynb

{
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    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n"
        }
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                  precision    recall  f1-score   support\n",
            "\n",
            "               0       0.94      0.98      0.96    114771\n",
            "CompositeMention       0.40      0.26      0.32       665\n",
            "    DiseaseClass       0.56      0.29      0.39      2406\n",
            "        Modifier       0.41      0.22      0.29      2356\n",
            " SpecificDisease       0.60      0.41      0.49      7929\n",
            "\n",
            "        accuracy                           0.92    128127\n",
            "       macro avg       0.58      0.44      0.49    128127\n",
            "    weighted avg       0.90      0.92      0.91    128127\n",
            "\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "    \u003cstyle\u003e\n",
              "    table.eli5-weights tr:hover {\n",
              "        filter: brightness(85%);\n",
              "    }\n",
              "\u003c/style\u003e\n",
              "\n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "\u003ctable class\u003d\"eli5-transition-features\" style\u003d\"margin-bottom: 0.5em;\"\u003e\n",
              "    \u003cthead\u003e\n",
              "        \u003ctr\u003e\n",
              "            \u003ctd\u003eFrom \\ To\u003c/td\u003e\n",
              "            \n",
              "                \u003cth\u003e0\u003c/th\u003e\n",
              "            \n",
              "                \u003cth\u003eCompositeMention\u003c/th\u003e\n",
              "            \n",
              "                \u003cth\u003eDiseaseClass\u003c/th\u003e\n",
              "            \n",
              "                \u003cth\u003eModifier\u003c/th\u003e\n",
              "            \n",
              "                \u003cth\u003eSpecificDisease\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "    \u003c/thead\u003e\n",
              "    \u003ctbody\u003e\n",
              "        \n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003e0\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 86.18%)\" title\u003d\"0 \u0026rArr; 0\"\u003e\n",
              "                            2.44\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 95.14%)\" title\u003d\"0 \u0026rArr; CompositeMention\"\u003e\n",
              "                            0.549\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 96.35%)\" title\u003d\"0 \u0026rArr; DiseaseClass\"\u003e\n",
              "                            0.364\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 92.41%)\" title\u003d\"0 \u0026rArr; Modifier\"\u003e\n",
              "                            1.038\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 93.66%)\" title\u003d\"0 \u0026rArr; SpecificDisease\"\u003e\n",
              "                            0.801\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003eCompositeMention\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 82.66%)\" title\u003d\"CompositeMention \u0026rArr; 0\"\u003e\n",
              "                            -3.376\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 80.00%)\" title\u003d\"CompositeMention \u0026rArr; CompositeMention\"\u003e\n",
              "                            4.139\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 82.83%)\" title\u003d\"CompositeMention \u0026rArr; DiseaseClass\"\u003e\n",
              "                            -3.327\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 82.85%)\" title\u003d\"CompositeMention \u0026rArr; Modifier\"\u003e\n",
              "                            -3.322\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 84.33%)\" title\u003d\"CompositeMention \u0026rArr; SpecificDisease\"\u003e\n",
              "                            -2.921\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003eDiseaseClass\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 90.77%)\" title\u003d\"DiseaseClass \u0026rArr; 0\"\u003e\n",
              "                            -1.371\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 100.00%)\" title\u003d\"DiseaseClass \u0026rArr; CompositeMention\"\u003e\n",
              "                            0.0\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 82.01%)\" title\u003d\"DiseaseClass \u0026rArr; DiseaseClass\"\u003e\n",
              "                            3.557\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 86.82%)\" title\u003d\"DiseaseClass \u0026rArr; Modifier\"\u003e\n",
              "                            -2.282\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 87.52%)\" title\u003d\"DiseaseClass \u0026rArr; SpecificDisease\"\u003e\n",
              "                            -2.111\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003eModifier\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 93.68%)\" title\u003d\"Modifier \u0026rArr; 0\"\u003e\n",
              "                            -0.799\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 100.00%)\" title\u003d\"Modifier \u0026rArr; CompositeMention\"\u003e\n",
              "                            0.0\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 86.37%)\" title\u003d\"Modifier \u0026rArr; DiseaseClass\"\u003e\n",
              "                            -2.393\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 81.28%)\" title\u003d\"Modifier \u0026rArr; Modifier\"\u003e\n",
              "                            3.766\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 89.65%)\" title\u003d\"Modifier \u0026rArr; SpecificDisease\"\u003e\n",
              "                            -1.616\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003eSpecificDisease\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 93.56%)\" title\u003d\"SpecificDisease \u0026rArr; 0\"\u003e\n",
              "                            -0.82\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 91.59%)\" title\u003d\"SpecificDisease \u0026rArr; CompositeMention\"\u003e\n",
              "                            -1.201\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 89.62%)\" title\u003d\"SpecificDisease \u0026rArr; DiseaseClass\"\u003e\n",
              "                            -1.622\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 95.80%)\" title\u003d\"SpecificDisease \u0026rArr; Modifier\"\u003e\n",
              "                            -0.446\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 81.92%)\" title\u003d\"SpecificDisease \u0026rArr; SpecificDisease\"\u003e\n",
              "                            3.584\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "        \n",
              "    \u003c/tbody\u003e\n",
              "\u003c/table\u003e\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "    \n",
              "        \u003ctable class\u003d\"eli5-weights-wrapper\" style\u003d\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\"\u003e\n",
              "            \u003ctr\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003d0\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003dCompositeMention\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003dDiseaseClass\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003dModifier\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003dSpecificDisease\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "            \u003c/tr\u003e\n",
              "            \u003ctr\u003e\n",
              "                \n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.42%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.052\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:patients..\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 86.04%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.750\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:suppressor\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 86.19%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.674\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:phenotype..\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 86.21%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.665\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:and/or\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 86.25%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.647\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:characteristic\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.19%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.197\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:families..\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.22%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.184\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:due\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.51%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.050\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:comprises\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.57%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.024\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:carrier\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.68%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.969\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:protein..\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.87%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.883\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:mutations..\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.03%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.810\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:predisposes\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.03%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 3601 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 88.08%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 775 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 88.08%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -3.788\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:adrenoleukodystrophy\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 87.94%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -3.853\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:VHL\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 87.55%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.031\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:X-ALD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 87.40%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.101\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:aniridia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 86.56%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.499\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:A-T\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 86.32%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.614\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:DMD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 86.27%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.638\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:PKU\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 86.00%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.768\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:PWS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.26%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.156\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:and/or\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.43%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.047\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:Duchenne/Becker\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.31%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.141\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:Becker\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.35%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.123\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:ovarian\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.67%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.522\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:bilateral\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.82%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.459\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:epididymis\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.28%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.255\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:predisposition\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.31%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.241\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:cysts\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.54%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.142\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:BRCA-linked\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.72%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.067\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:endometrial\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.80%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.031\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:1-12\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.94%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.971\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:than\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.02%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.939\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:vasculopathy\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.04%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.931\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:pancreatic\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.04%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.929\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:contractures\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.30%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.823\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:breast-ovarian\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.32%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.813\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:C6\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.33%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.809\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:dystonias\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.36%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.798\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:deficiencies\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.36%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 209 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 86.86%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 24 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 86.86%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.353\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:.\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 81.18%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +7.274\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:lipomas\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 81.31%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +7.203\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:hypopigmentation\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 82.98%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.299\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:enzymopathy\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.62%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.965\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:arthralgias\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.68%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.932\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:myopia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.76%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.894\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:chondrodysplasia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.81%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.867\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:hyperphenylalaninemia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.94%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.798\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:neurodegeneration\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.33%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.601\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:insufficiency\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.40%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.566\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:adenomas\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.90%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.311\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:carcinomas\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.07%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.227\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:eczema\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.09%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.218\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:myopathy\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.21%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.158\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:immunodeficiency\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.37%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.077\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:arthritis\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.66%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.933\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:dystonias\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.70%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.916\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:retardation\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.74%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.895\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:myotonias\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.77%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.879\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:demyelination\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.90%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.816\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:HPA\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.90%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 703 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 80.00%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 56 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 80.00%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +7.935\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:HD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 80.67%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +7.559\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:FAP\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 80.72%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +7.529\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:TSD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 81.55%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +7.072\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:CHM\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 81.82%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.922\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:FMF\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 82.33%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.649\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:VWS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 82.67%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.464\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:choroideremia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 82.74%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.432\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:AKU\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 82.90%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.345\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:Tay-Sachs\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 82.97%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.309\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:MLD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.09%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.243\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:SLS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.21%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.180\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:C5-deficient\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.30%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.133\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:BMD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.30%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.131\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:ALPS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.34%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.111\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:DGS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.40%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.082\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:cataract\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.78%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.882\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:hepatoma\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.99%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.776\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:HBL\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.03%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.755\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:alkaptonuria\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.05%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.741\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:WAGR\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.05%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 534 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 80.00%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 54 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 80.92%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +7.421\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:AS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 81.77%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.950\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:adrenomyeloneuropathy\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 82.00%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.828\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:HD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 82.51%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.554\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:AMN\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 82.74%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.431\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:PMD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.00%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.292\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:malaria\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.22%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.173\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:CP\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.37%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.094\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:FMF\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.49%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.036\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:phenylketonuria\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.57%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.992\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:FAP\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.69%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.930\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:periodontitis\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.74%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.903\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:MLD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.86%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.839\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:VWS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.88%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.832\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:CHH\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.98%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.778\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:BMD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.00%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.770\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:HMS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.04%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.750\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:hypobetalipoproteinemia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.23%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.650\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:cataracts\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.27%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.632\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:EDMD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.37%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.579\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word:piebaldism\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.37%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 1560 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 80.00%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 211 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \n",
              "            \u003c/tr\u003e\n",
              "        \u003c/table\u003e\n",
              "    \n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "\n"
            ],
            "text/plain": [
              "\u003cIPython.core.display.HTML object\u003e"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": "import pandas as pd\nimport numpy as np\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.model_selection import cross_val_predict\nfrom sklearn_crfsuite.metrics import flat_classification_report\n\n\nclass SentenceGetter(object):\n\n    def __init__(self, data):\n        self.n_sent \u003d 0\n        self.data \u003d data\n        self.empty \u003d False\n        agg_func \u003d lambda s: [(str(w), p, t) for w, p, t in zip(s[\"WORD\"].values.tolist(),\n                                                           s[\"POS\"].values.tolist(),\n                                                           s[\"CAT\"].values.tolist())]\n        self.grouped \u003d self.data.groupby(\"SENT_NO\").apply(agg_func)\n        self.sentences \u003d [s for s in self.grouped]\n\n    def get_next(self):\n        try:\n            s \u003d self.grouped[str(self.n_sent)]\n            self.n_sent +\u003d 1\n            return s\n        except:\n            return None\n\ndef word2features(sent, i):\n\n    word \u003d sent[i][0]\n    postag \u003d sent[i][1]\n    features \u003d {\n    # \u0027bias\u0027: 1.0,\n    # \u0027word.lower()\u0027: word.lower(),\n    # \u0027word[-3:]\u0027: word[-3:],\n    # \u0027word[-2:]\u0027: word[-2:],\n    # \u0027word.isupper()\u0027: word.isupper(),\n    # \u0027word.istitle()\u0027: word.istitle(),\n    # \u0027word.isdigit()\u0027: word.isdigit(),\n    \u0027word\u0027:word,\n    \u0027postag\u0027: postag,\n\n    }\n    # if i \u003e 0:\n    #     word1 \u003d sent[i-1][0]\n    #     postag1 \u003d sent[i-1][1]\n    #     features.update({\n    #     \u0027-1:word.lower()\u0027: word1.lower(),\n    #     \u0027-1:word.istitle()\u0027: word1.istitle(),\n    #     \u0027-1:word.isupper()\u0027: word1.isupper(),\n    #     \u0027-1:postag\u0027: postag1,\n    #     \u0027-1:postag[:2]\u0027: postag1[:2],\n    #     })\n    # else:features[\u0027BOS\u0027] \u003d True\n    # if i \u003c len(sent)-1:\n    #     word1 \u003d sent[i+1][0]\n    #     postag1 \u003d sent[i+1][1]\n    #     features.update({\n    #     \u0027+1:word.lower()\u0027: word1.lower(),\n    #     \u0027+1:word.istitle()\u0027: word1.istitle(),\n    #     \u0027+1:word.isupper()\u0027: word1.isupper(),\n    #     \u0027+1:postag\u0027: postag1,\n    #     })\n    # else:features[\u0027EOS\u0027] \u003d True\n    return features\ndef sent2features(sent):\n    return [word2features(sent, i) for i in range(len(sent))]\ndef sent2labels(sent):\n    return [label for token, postag, label in sent]\ndef sent2tokens(sent):\n    return [token for token, postag, label in sent]\n\n\ncorpus\u003dpd.read_csv(\u0027C:\\\\Users\\\\dell\\\\PycharmProjects\\\\LBD_test\\\\NCBI_corpus_trainset.csv\u0027,index_col\u003d0,dtype\u003d\u0027str\u0027)\ngetter\u003dSentenceGetter(corpus)\n#print(getter.get_next())\nsentences \u003d getter.sentences\nX \u003d [sent2features(s) for s in sentences]\ny \u003d [sent2labels(s) for s in sentences]\n\nfrom sklearn_crfsuite import CRF\ncrf \u003d CRF(algorithm\u003d\u0027lbfgs\u0027,\nc1\u003d0.1,\nc2\u003d0.1,\nmax_iterations\u003d100,\nall_possible_transitions\u003dFalse)\n\npred \u003d cross_val_predict(estimator\u003dcrf, X\u003dX, y\u003dy, cv\u003d5)\nreport \u003d flat_classification_report(y_pred\u003dpred, y_true\u003dy)\nprint(report)\n\ncrf.fit(X, y)\nimport IPython\nfrom eli5 import show_weights\nshow_weights(crf)\n\n#加入更多特征以及前后单词的特征以后，precision和recall率均有提高\n"
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                  precision    recall  f1-score   support\n",
            "\n",
            "               0       0.95      0.99      0.97    114771\n",
            "CompositeMention       0.68      0.31      0.43       665\n",
            "    DiseaseClass       0.61      0.33      0.43      2406\n",
            "        Modifier       0.79      0.44      0.57      2356\n",
            " SpecificDisease       0.71      0.54      0.61      7929\n",
            "\n",
            "        accuracy                           0.93    128127\n",
            "       macro avg       0.75      0.52      0.60    128127\n",
            "    weighted avg       0.92      0.93      0.93    128127\n",
            "\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "    \u003cstyle\u003e\n",
              "    table.eli5-weights tr:hover {\n",
              "        filter: brightness(85%);\n",
              "    }\n",
              "\u003c/style\u003e\n",
              "\n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "\u003ctable class\u003d\"eli5-transition-features\" style\u003d\"margin-bottom: 0.5em;\"\u003e\n",
              "    \u003cthead\u003e\n",
              "        \u003ctr\u003e\n",
              "            \u003ctd\u003eFrom \\ To\u003c/td\u003e\n",
              "            \n",
              "                \u003cth\u003e0\u003c/th\u003e\n",
              "            \n",
              "                \u003cth\u003eCompositeMention\u003c/th\u003e\n",
              "            \n",
              "                \u003cth\u003eDiseaseClass\u003c/th\u003e\n",
              "            \n",
              "                \u003cth\u003eModifier\u003c/th\u003e\n",
              "            \n",
              "                \u003cth\u003eSpecificDisease\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "    \u003c/thead\u003e\n",
              "    \u003ctbody\u003e\n",
              "        \n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003e0\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 86.74%)\" title\u003d\"0 \u0026rArr; 0\"\u003e\n",
              "                            2.947\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 95.12%)\" title\u003d\"0 \u0026rArr; CompositeMention\"\u003e\n",
              "                            -0.706\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 90.06%)\" title\u003d\"0 \u0026rArr; DiseaseClass\"\u003e\n",
              "                            -1.952\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 92.64%)\" title\u003d\"0 \u0026rArr; Modifier\"\u003e\n",
              "                            -1.269\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 94.61%)\" title\u003d\"0 \u0026rArr; SpecificDisease\"\u003e\n",
              "                            -0.814\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003eCompositeMention\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 86.39%)\" title\u003d\"CompositeMention \u0026rArr; 0\"\u003e\n",
              "                            -3.057\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 80.00%)\" title\u003d\"CompositeMention \u0026rArr; CompositeMention\"\u003e\n",
              "                            5.299\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 86.00%)\" title\u003d\"CompositeMention \u0026rArr; DiseaseClass\"\u003e\n",
              "                            -3.184\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 88.66%)\" title\u003d\"CompositeMention \u0026rArr; Modifier\"\u003e\n",
              "                            -2.357\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 91.18%)\" title\u003d\"CompositeMention \u0026rArr; SpecificDisease\"\u003e\n",
              "                            -1.646\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003eDiseaseClass\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 90.17%)\" title\u003d\"DiseaseClass \u0026rArr; 0\"\u003e\n",
              "                            -1.92\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 100.00%)\" title\u003d\"DiseaseClass \u0026rArr; CompositeMention\"\u003e\n",
              "                            0.0\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 86.62%)\" title\u003d\"DiseaseClass \u0026rArr; DiseaseClass\"\u003e\n",
              "                            2.983\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 88.05%)\" title\u003d\"DiseaseClass \u0026rArr; Modifier\"\u003e\n",
              "                            -2.538\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 89.91%)\" title\u003d\"DiseaseClass \u0026rArr; SpecificDisease\"\u003e\n",
              "                            -1.994\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003eModifier\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 93.26%)\" title\u003d\"Modifier \u0026rArr; 0\"\u003e\n",
              "                            -1.121\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 100.00%)\" title\u003d\"Modifier \u0026rArr; CompositeMention\"\u003e\n",
              "                            0.0\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 87.48%)\" title\u003d\"Modifier \u0026rArr; DiseaseClass\"\u003e\n",
              "                            -2.713\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 83.72%)\" title\u003d\"Modifier \u0026rArr; Modifier\"\u003e\n",
              "                            3.949\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 91.31%)\" title\u003d\"Modifier \u0026rArr; SpecificDisease\"\u003e\n",
              "                            -1.611\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "                \u003ctr\u003e\n",
              "                    \u003cth\u003eSpecificDisease\u003c/th\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 92.61%)\" title\u003d\"SpecificDisease \u0026rArr; 0\"\u003e\n",
              "                            -1.279\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 96.40%)\" title\u003d\"SpecificDisease \u0026rArr; CompositeMention\"\u003e\n",
              "                            -0.457\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 89.31%)\" title\u003d\"SpecificDisease \u0026rArr; DiseaseClass\"\u003e\n",
              "                            -2.165\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(0, 100.00%, 95.61%)\" title\u003d\"SpecificDisease \u0026rArr; Modifier\"\u003e\n",
              "                            -0.607\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"background-color: hsl(120, 100.00%, 82.63%)\" title\u003d\"SpecificDisease \u0026rArr; SpecificDisease\"\u003e\n",
              "                            4.333\n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \u003c/tr\u003e\n",
              "            \n",
              "        \n",
              "    \u003c/tbody\u003e\n",
              "\u003c/table\u003e\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "    \n",
              "        \u003ctable class\u003d\"eli5-weights-wrapper\" style\u003d\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\"\u003e\n",
              "            \u003ctr\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003d0\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003dCompositeMention\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003dDiseaseClass\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003dModifier\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "                    \u003ctd style\u003d\"padding: 0.5em; border: 1px solid black; text-align: center;\"\u003e\n",
              "                        \u003cb\u003e\n",
              "    \n",
              "        y\u003dSpecificDisease\n",
              "    \n",
              "\u003c/b\u003e\n",
              "\n",
              "top features\n",
              "                    \u003c/td\u003e\n",
              "                \n",
              "            \u003c/tr\u003e\n",
              "            \u003ctr\u003e\n",
              "                \n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.83%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.710\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():dystrophy\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 86.99%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.164\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():analysis\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.33%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.010\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():nephropathy\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.76%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.821\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():neurofibrosarcoma\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.90%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.757\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():ataxia-telangiectasia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.00%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.711\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():adrenomyeloneuropathy\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.09%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.674\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():meningococcemia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.54%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.476\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():syndrome\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.62%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.440\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():aniridia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.66%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.426\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():corneal\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.66%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 5750 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 88.73%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 3354 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 88.73%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -3.393\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-3:]:ias\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 88.46%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -3.511\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():fever\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 88.32%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -3.573\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-2:]:LS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 88.31%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -3.578\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():cancers\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 88.29%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -3.584\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():tumour\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 88.16%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -3.640\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():tumors\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 87.97%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -3.725\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-2:]:ia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 86.88%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.217\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():lesch-nyhan\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 86.32%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.475\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-2:]:MD\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 85.56%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -4.838\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-3:]:mas\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.24%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.175\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():testing\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.50%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.657\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():breast-ovarian\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.95%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.480\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():duchenne/becker\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 91.34%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.329\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():duchenne/becker\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 91.34%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.328\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-3:]:ker\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 91.67%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.205\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():predisposition\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 91.91%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.114\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():results\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 91.93%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.105\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():lip/palate\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 91.96%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.094\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():predisposition\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 91.97%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.090\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():becker\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 92.18%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.014\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():both\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 92.32%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +1.964\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():pancreatic\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 92.44%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +1.919\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():carriers\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 92.59%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +1.865\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():detected\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 92.81%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +1.786\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():breast/ovarian\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 92.85%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +1.773\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():breast/ovarian\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 92.86%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +1.766\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():inherited\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 93.04%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +1.705\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():bilateral\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 93.06%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +1.699\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():bilateral\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 93.06%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 765 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 91.98%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 160 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 91.98%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        -2.087\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        EOS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 80.00%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +7.701\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():hypopigmentation\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.10%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.056\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():neurodegeneration\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.74%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.826\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():demyelination\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.92%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.750\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():dysplasia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.51%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.490\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():adenoma\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.73%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.394\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():pathway\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.93%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.310\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():immunodeficiency\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.23%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.182\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():lipomas\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.59%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.029\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():goiter\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.63%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.011\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():leukemia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.81%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.939\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-3:]:orn\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.86%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.917\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():tumors\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.90%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.903\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():retardation\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.97%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.874\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():retardation\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.99%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.864\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():lymphocytic\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.01%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.857\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():chondrodysplasia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.08%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.828\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():microcystic-like\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.10%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.818\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():hyperphenylalaninemia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.25%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.759\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():neoplasms\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.27%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +2.752\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():c2\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 90.27%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 2062 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 80.00%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 335 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.36%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.419\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():aniridia-associated\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 84.68%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.260\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():c5-deficient\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 85.43%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.898\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():obese\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 86.48%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.402\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():hd-affected\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.36%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.000\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():cataract\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.85%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.779\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():neoplastic\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.00%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.712\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():mcf-7\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.00%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.711\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():nonneoplastic\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.09%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.675\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():tumor-specific\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.25%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.601\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():c2-deficient\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.30%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.578\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():hypopigmented\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.55%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.473\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():autistic\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.57%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.464\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():bfls-like\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.60%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.449\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():cen-frda-d9s5-d9s15-qter\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.74%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.390\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():multifocal\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.79%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.370\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-2:]:GS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.79%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.369\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():deafness\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.86%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.339\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():cataractous\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.91%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.318\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():suppressor\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.07%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.249\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():g6pd-deficient\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.07%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 1831 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 80.00%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 343 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                        \u003ctd style\u003d\"padding: 0px; border: 1px solid black; vertical-align: top;\"\u003e\n",
              "                            \n",
              "                                \n",
              "                                    \n",
              "                                    \n",
              "    \n",
              "    \u003ctable class\u003d\"eli5-weights\"\n",
              "           style\u003d\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\"\u003e\n",
              "        \u003cthead\u003e\n",
              "        \u003ctr style\u003d\"border: none;\"\u003e\n",
              "            \n",
              "                \u003cth style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title\u003d\"Feature weights. Note that weights do not account for feature value scales, so if feature values have different scales, features with highest weights might not be the most important.\"\u003e\n",
              "                    Weight\u003csup\u003e?\u003c/sup\u003e\n",
              "                \u003c/th\u003e\n",
              "            \n",
              "            \u003cth style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003eFeature\u003c/th\u003e\n",
              "            \n",
              "        \u003c/tr\u003e\n",
              "        \u003c/thead\u003e\n",
              "        \u003ctbody\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 81.88%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +6.688\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():cataracts\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.60%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.800\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():obesity\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 83.88%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +5.659\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():hypomyelination\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 86.39%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.444\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():goiter\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.32%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +4.018\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():hypotonic\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 87.56%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.909\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():nephritis..\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.36%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.556\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-2:]:GS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.55%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.471\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():piebaldism\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.55%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.471\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word[-2:]:PS\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.61%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.444\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():deficiencies\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.61%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.444\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():malaria\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.62%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.443\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():phenylketonuria\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.67%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.419\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():amelogenesis\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.69%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.411\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        +1:word.lower():dysplasia\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.74%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.390\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():cataract\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.93%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.307\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():available\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 88.96%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.293\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():dehydration\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.12%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.228\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        -1:word.lower():willebrand\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.18%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.201\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():jaundice\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.23%); border: none;\"\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 1em 0 0.5em; text-align: right; border: none;\"\u003e\n",
              "        +3.179\n",
              "    \u003c/td\u003e\n",
              "    \u003ctd style\u003d\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\"\u003e\n",
              "        word.lower():deafness\n",
              "    \u003c/td\u003e\n",
              "    \n",
              "\u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(120, 100.00%, 89.23%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 4334 more positive \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "\n",
              "        \n",
              "            \u003ctr style\u003d\"background-color: hsl(0, 100.00%, 80.00%); border: none;\"\u003e\n",
              "                \u003ctd colspan\u003d\"2\" style\u003d\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\"\u003e\n",
              "                    \u003ci\u003e\u0026hellip; 927 more negative \u0026hellip;\u003c/i\u003e\n",
              "                \u003c/td\u003e\n",
              "            \u003c/tr\u003e\n",
              "        \n",
              "        \n",
              "\n",
              "        \u003c/tbody\u003e\n",
              "    \u003c/table\u003e\n",
              "\n",
              "                                \n",
              "                            \n",
              "                        \u003c/td\u003e\n",
              "                    \n",
              "                \n",
              "            \u003c/tr\u003e\n",
              "        \u003c/table\u003e\n",
              "    \n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "        \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "    \n",
              "\n",
              "\n",
              "\n"
            ],
            "text/plain": [
              "\u003cIPython.core.display.HTML object\u003e"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.model_selection import cross_val_predict\n",
        "from sklearn_crfsuite.metrics import flat_classification_report\n",
        "\n",
        "\n",
        "class SentenceGetter(object):\n",
        "\n",
        "    def __init__(self, data):\n",
        "        self.n_sent \u003d 0\n",
        "        self.data \u003d data\n",
        "        self.empty \u003d False\n",
        "        agg_func \u003d lambda s: [(str(w), p, t) for w, p, t in zip(s[\"WORD\"].values.tolist(),\n",
        "                                                           s[\"POS\"].values.tolist(),\n",
        "                                                           s[\"CAT\"].values.tolist())]\n",
        "        self.grouped \u003d self.data.groupby(\"SENT_NO\").apply(agg_func)\n",
        "        self.sentences \u003d [s for s in self.grouped]\n",
        "\n",
        "    def get_next(self):\n",
        "        try:\n",
        "            s \u003d self.grouped[str(self.n_sent)]\n",
        "            self.n_sent +\u003d 1\n",
        "            return s\n",
        "        except:\n",
        "            return None\n",
        "\n",
        "def word2features(sent, i):\n",
        "\n",
        "    word \u003d sent[i][0]\n",
        "    postag \u003d sent[i][1]\n",
        "    features \u003d {\n",
        "    \u0027bias\u0027: 1.0,\n",
        "    \u0027word.lower()\u0027: word.lower(),\n",
        "    \u0027word[-3:]\u0027: word[-3:],\n",
        "    \u0027word[-2:]\u0027: word[-2:],\n",
        "    \u0027word.isupper()\u0027: word.isupper(),\n",
        "    \u0027word.istitle()\u0027: word.istitle(),\n",
        "    \u0027word.isdigit()\u0027: word.isdigit(),\n",
        "    \u0027postag\u0027: postag,\n",
        "\n",
        "    }\n",
        "    if i \u003e 0:\n",
        "        word1 \u003d sent[i-1][0]\n",
        "        postag1 \u003d sent[i-1][1]\n",
        "        features.update({\n",
        "        \u0027-1:word.lower()\u0027: word1.lower(),\n",
        "        \u0027-1:word.istitle()\u0027: word1.istitle(),\n",
        "        \u0027-1:word.isupper()\u0027: word1.isupper(),\n",
        "        \u0027-1:postag\u0027: postag1,\n",
        "        \u0027-1:postag[:2]\u0027: postag1[:2],\n",
        "        })\n",
        "    else:features[\u0027BOS\u0027] \u003d True\n",
        "    if i \u003c len(sent)-1:\n",
        "        word1 \u003d sent[i+1][0]\n",
        "        postag1 \u003d sent[i+1][1]\n",
        "        features.update({\n",
        "        \u0027+1:word.lower()\u0027: word1.lower(),\n",
        "        \u0027+1:word.istitle()\u0027: word1.istitle(),\n",
        "        \u0027+1:word.isupper()\u0027: word1.isupper(),\n",
        "        \u0027+1:postag\u0027: postag1,\n",
        "        })\n",
        "    else:features[\u0027EOS\u0027] \u003d True\n",
        "    return features\n",
        "def sent2features(sent):\n",
        "    return [word2features(sent, i) for i in range(len(sent))]\n",
        "def sent2labels(sent):\n",
        "    return [label for token, postag, label in sent]\n",
        "def sent2tokens(sent):\n",
        "    return [token for token, postag, label in sent]\n",
        "\n",
        "\n",
        "corpus\u003dpd.read_csv(\u0027NCBI_corpus_trainset.csv\u0027,index_col\u003d0,dtype\u003d\u0027str\u0027)\n",
        "getter\u003dSentenceGetter(corpus)\n",
        "#print(getter.get_next())\n",
        "sentences \u003d getter.sentences\n",
        "X \u003d [sent2features(s) for s in sentences]\n",
        "y \u003d [sent2labels(s) for s in sentences]\n",
        "\n",
        "from sklearn_crfsuite import CRF\n",
        "crf \u003d CRF(algorithm\u003d\u0027lbfgs\u0027,\n",
        "c1\u003d0.1,\n",
        "c2\u003d0.1,\n",
        "max_iterations\u003d100,\n",
        "all_possible_transitions\u003dFalse)\n",
        "\n",
        "pred \u003d cross_val_predict(estimator\u003dcrf, X\u003dX, y\u003dy, cv\u003d5)\n",
        "report \u003d flat_classification_report(y_pred\u003dpred, y_true\u003dy)\n",
        "print(report)\n",
        "\n",
        "crf.fit(X, y)\n",
        "import IPython\n",
        "from eli5 import show_weights\n",
        "show_weights(crf)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [],
      "source": ""
    },
    {
      "cell_type": "markdown",
      "source": "",
      "metadata": {
        "pycharm": {
          "metadata": false
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "outputs": [],
      "source": "crf \u003d CRF(algorithm \u003d \u0027lbfgs\u0027 ,\nc1 \u003d 10 ,\nc2 \u003d 0.1 ,\nmax_iterations \u003d 100 ,\nall_possible_transitions \u003d False)\npred \u003d cross_val_predict(estimator\u003dcrf, X\u003dX, y\u003dy, cv\u003d5)\nreport \u003d flat_classification_report(y_pred\u003dpred, y_true\u003dy)\nprint(report)\n\ncrf.fit(X, y)\nshow_weights(crf)\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n"
        }
      }
    }
  ],
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      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
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