Created
May 24, 2017 15:47
-
-
Save kmike/235463d0405bd57bed101e6bc322196b to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| " <style>\n", | |
| " table.eli5-weights tr:hover {\n", | |
| " filter: brightness(85%);\n", | |
| " }\n", | |
| "</style>\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " <table class=\"eli5-weights-wrapper\" style=\"border-collapse: collapse; border: none; margin-bottom: 1.5em;\">\n", | |
| " <tr>\n", | |
| " \n", | |
| " <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n", | |
| " <b>\n", | |
| " \n", | |
| " y=alt.atheism\n", | |
| " \n", | |
| "</b>\n", | |
| "\n", | |
| "top features\n", | |
| " </td>\n", | |
| " \n", | |
| " <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n", | |
| " <b>\n", | |
| " \n", | |
| " y=comp.graphics\n", | |
| " \n", | |
| "</b>\n", | |
| "\n", | |
| "top features\n", | |
| " </td>\n", | |
| " \n", | |
| " <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n", | |
| " <b>\n", | |
| " \n", | |
| " y=sci.med\n", | |
| " \n", | |
| "</b>\n", | |
| "\n", | |
| "top features\n", | |
| " </td>\n", | |
| " \n", | |
| " <td style=\"padding: 0.5em; border: 1px solid black; text-align: center;\">\n", | |
| " <b>\n", | |
| " \n", | |
| " y=soc.religion.christian\n", | |
| " \n", | |
| "</b>\n", | |
| "\n", | |
| "top features\n", | |
| " </td>\n", | |
| " \n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " \n", | |
| " \n", | |
| " <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " <table class=\"eli5-weights\"\n", | |
| " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n", | |
| " <thead>\n", | |
| " <tr style=\"border: none;\">\n", | |
| " \n", | |
| " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"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.\">\n", | |
| " Weight<sup>?</sup>\n", | |
| " </th>\n", | |
| " \n", | |
| " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", | |
| " \n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 83.80%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.261\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " atheism\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 85.34%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.961\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " islam\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 86.87%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.675\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " morality\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.05%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.642\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " islamic\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.23%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.610\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " bobby\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.57%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.550\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " objective\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.78%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.511\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " deletion\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 88.16%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.445\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " religion\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 89.09%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.285\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " motto\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 89.30%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.251\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " kent\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 89.30%); border: none;\">\n", | |
| " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", | |
| " <i>… 6242 more positive …</i>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 91.05%); border: none;\">\n", | |
| " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", | |
| " <i>… 12274 more negative …</i>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 91.05%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.969\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " christ\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 89.91%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -1.149\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " christians\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| "\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " </td>\n", | |
| " \n", | |
| " <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " <table class=\"eli5-weights\"\n", | |
| " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n", | |
| " <thead>\n", | |
| " <tr style=\"border: none;\">\n", | |
| " \n", | |
| " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"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.\">\n", | |
| " Weight<sup>?</sup>\n", | |
| " </th>\n", | |
| " \n", | |
| " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", | |
| " \n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +3.056\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " graphics\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 85.11%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.005\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " image\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 86.04%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.829\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " 3d\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 86.12%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.813\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " files\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 86.81%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.686\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " file\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 86.95%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.661\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " software\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.49%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.563\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " images\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 88.00%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.474\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " code\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 88.00%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.473\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " program\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 88.30%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.420\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " computer\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 88.30%); border: none;\">\n", | |
| " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", | |
| " <i>… 5545 more positive …</i>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 91.75%); border: none;\">\n", | |
| " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", | |
| " <i>… 11548 more negative …</i>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 91.75%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.863\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " who\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 90.46%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -1.062\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " of\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| "\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " </td>\n", | |
| " \n", | |
| " <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " <table class=\"eli5-weights\"\n", | |
| " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n", | |
| " <thead>\n", | |
| " <tr style=\"border: none;\">\n", | |
| " \n", | |
| " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"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.\">\n", | |
| " Weight<sup>?</sup>\n", | |
| " </th>\n", | |
| " \n", | |
| " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", | |
| " \n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 84.01%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.220\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " msg\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 84.54%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.116\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " doctor\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 86.23%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.793\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " disease\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.13%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.628\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " patients\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.95%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.482\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " pain\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.96%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.480\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " treatment\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 88.43%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.399\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " medical\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 88.84%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.328\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " cancer\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 89.04%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.295\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " food\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 89.37%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.238\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " medicine\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 89.37%); border: none;\">\n", | |
| " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", | |
| " <i>… 9977 more positive …</i>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 91.42%); border: none;\">\n", | |
| " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", | |
| " <i>… 11653 more negative …</i>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 91.42%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -0.913\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " religion\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 87.13%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -1.628\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " god\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| "\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " </td>\n", | |
| " \n", | |
| " <td style=\"padding: 0px; border: 1px solid black; vertical-align: top;\">\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " <table class=\"eli5-weights\"\n", | |
| " style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto; width: 100%;\">\n", | |
| " <thead>\n", | |
| " <tr style=\"border: none;\">\n", | |
| " \n", | |
| " <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"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.\">\n", | |
| " Weight<sup>?</sup>\n", | |
| " </th>\n", | |
| " \n", | |
| " <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n", | |
| " \n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 82.11%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.606\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " church\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 82.44%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.537\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " god\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 82.49%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.528\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " christians\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 83.32%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.359\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " christian\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 84.04%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.214\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " jesus\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 84.93%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +2.039\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " christ\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.67%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.531\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " christianity\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.73%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.520\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " heaven\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 87.96%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.480\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " sin\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 88.36%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " +1.410\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " scripture\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(120, 100.00%, 88.36%); border: none;\">\n", | |
| " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", | |
| " <i>… 7403 more positive …</i>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 90.71%); border: none;\">\n", | |
| " <td colspan=\"2\" style=\"padding: 0 0.5em 0 0.5em; text-align: center; border: none; white-space: nowrap;\">\n", | |
| " <i>… 13076 more negative …</i>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 90.71%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -1.023\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " <BIAS>\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| " <tr style=\"background-color: hsl(0, 100.00%, 89.59%); border: none;\">\n", | |
| " <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n", | |
| " -1.203\n", | |
| " </td>\n", | |
| " <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n", | |
| " atheism\n", | |
| " </td>\n", | |
| " \n", | |
| "</tr>\n", | |
| " \n", | |
| "\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " </td>\n", | |
| " \n", | |
| " \n", | |
| " </tr>\n", | |
| " </table>\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| "\n", | |
| "\n", | |
| " \n", | |
| "\n", | |
| "\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": [ | |
| "<IPython.core.display.HTML object>" | |
| ] | |
| }, | |
| "execution_count": 26, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "eli5.show_weights(text_clf, top=(10, 2),\n", | |
| " target_names=twenty_train.target_names)" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.1" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment