+++ /dev/null
-{
- "metadata": {
- "name": "",
- "signature": "sha256:319787fef945fe728683c1bd9cbdb783efff5e79fec8332f433ebca77395f16d"
- },
- "nbformat": 3,
- "nbformat_minor": 0,
- "worksheets": [
- {
- "cells": [
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "from hangman import *\n",
- "import csv"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [],
- "prompt_number": 5
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "with open('fixed_alphabetical.csv', 'w', newline='') as csvfile:\n",
- " gamewriter = csv.writer(csvfile)\n",
- " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
- " for _ in range(100):\n",
- " g = Game(random.choice(WORDS), player=PlayerAlphabetical())\n",
- " g.play_game()\n",
- " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
- " len([l for l in g.discovered if l != '_']),\n",
- " g.lives, g.game_won])"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [],
- "prompt_number": 63
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "players = [(PlayerAlphabetical, None, 'fixed_alphabetical.csv'), \n",
- " (PlayerAlphabeticalReversed, None, 'fixed_alphabetical_reversed.csv'), \n",
- " (PlayerFreqOrdered, None, 'fixed_order.csv'),\n",
- " (PlayerDictFreqOrdered, None, 'fixed_dict_order.csv'),\n",
- " (PlayerAdaptiveLength, WORDS, 'adaptive_length.csv'),\n",
- " (PlayerAdaptiveIncludedLetters, WORDS, 'adaptive_included.csv'),\n",
- " (PlayerAdaptiveExcludedLetters, WORDS, 'adaptive_excluded.csv'),\n",
- " (PlayerAdaptivePattern, WORDS, 'adaptive_pattern.csv'),\n",
- " (PlayerAdaptiveSplit, WORDS, 'adaptive_split.csv')]\n",
- "\n",
- "games_per_player = 1000\n",
- "\n",
- "for p, a, f in players:\n",
- " with open(f, 'w', newline='') as csvfile:\n",
- " gamewriter = csv.writer(csvfile)\n",
- " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
- " for _ in range(games_per_player):\n",
- " if a:\n",
- " player = p(a)\n",
- " else:\n",
- " player=p()\n",
- " g = Game(random.choice(WORDS), player=player)\n",
- " g.play_game()\n",
- " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
- " len([l for l in g.discovered if l != '_']),\n",
- " g.lives, g.game_won])"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [],
- "prompt_number": 64
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "players = [(PlayerAdaptiveSplit, WORDS, 'adaptive_split.csv')]\n",
- "\n",
- "games_per_player = 1000\n",
- "\n",
- "for p, a, f in players:\n",
- " with open(f, 'w', newline='') as csvfile:\n",
- " gamewriter = csv.writer(csvfile)\n",
- " gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
- " for _ in range(games_per_player):\n",
- " if a:\n",
- " player = p(a)\n",
- " else:\n",
- " player=p()\n",
- " g = Game(random.choice(WORDS), player=player)\n",
- " g.play_game()\n",
- " gamewriter.writerow([g.target, g.discovered, g.wrong_letters, \n",
- " len([l for l in g.discovered if l != '_']),\n",
- " g.lives, g.game_won])"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [],
- "prompt_number": 6
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "import pandas as pd\n",
- "import matplotlib as mpl\n",
- "import matplotlib.pyplot as plt\n",
- "%matplotlib inline"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [],
- "prompt_number": 7
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "fixed_order = pd.read_csv('fixed_order.csv')\n",
- "fixed_order"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "html": [
- "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>target</th>\n",
- " <th>discovered</th>\n",
- " <th>wrong letters</th>\n",
- " <th>number of hits</th>\n",
- " <th>lives remaining</th>\n",
- " <th>game won</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0 </th>\n",
- " <td> mouldering</td>\n",
- " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
- " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
- " <td> 10</td>\n",
- " <td> 2</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1 </th>\n",
- " <td> deject</td>\n",
- " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
- " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2 </th>\n",
- " <td> lipsticks</td>\n",
- " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
- " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
- " <td> 6</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3 </th>\n",
- " <td> disparaged</td>\n",
- " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
- " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4 </th>\n",
- " <td> legion</td>\n",
- " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
- " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5 </th>\n",
- " <td> fabricating</td>\n",
- " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
- " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>6 </th>\n",
- " <td> nicking</td>\n",
- " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
- " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7 </th>\n",
- " <td> actinium</td>\n",
- " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
- " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
- " <td> 8</td>\n",
- " <td> 2</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8 </th>\n",
- " <td> sedates</td>\n",
- " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
- " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
- " <td> 7</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9 </th>\n",
- " <td> modernistic</td>\n",
- " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
- " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
- " <td> 11</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10 </th>\n",
- " <td> grouchy</td>\n",
- " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
- " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11 </th>\n",
- " <td> goop</td>\n",
- " <td> ['_', 'o', 'o', '_']</td>\n",
- " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
- " <td> 2</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12 </th>\n",
- " <td> theorems</td>\n",
- " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
- " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
- " <td> 8</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13 </th>\n",
- " <td> panickiest</td>\n",
- " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
- " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>14 </th>\n",
- " <td> rightfully</td>\n",
- " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
- " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
- " <td> 10</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15 </th>\n",
- " <td> esquires</td>\n",
- " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
- " <td> 7</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>16 </th>\n",
- " <td> violet</td>\n",
- " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
- " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17 </th>\n",
- " <td> dermatologists</td>\n",
- " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
- " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
- " <td> 14</td>\n",
- " <td> 3</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>18 </th>\n",
- " <td> inane</td>\n",
- " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
- " <td> ['t', 'o', 'h']</td>\n",
- " <td> 5</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19 </th>\n",
- " <td> bonkers</td>\n",
- " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
- " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20 </th>\n",
- " <td> reassigning</td>\n",
- " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
- " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
- " <td> 9</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21 </th>\n",
- " <td> sweatshop</td>\n",
- " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
- " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22 </th>\n",
- " <td> ks</td>\n",
- " <td> ['_', 's']</td>\n",
- " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
- " <td> 1</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23 </th>\n",
- " <td> outcomes</td>\n",
- " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
- " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
- " <td> 8</td>\n",
- " <td> 2</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24 </th>\n",
- " <td> parenthood</td>\n",
- " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
- " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
- " <td> 9</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25 </th>\n",
- " <td> frequencies</td>\n",
- " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
- " <td> 10</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26 </th>\n",
- " <td> manias</td>\n",
- " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
- " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
- " <td> 6</td>\n",
- " <td> 2</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>27 </th>\n",
- " <td> resupplying</td>\n",
- " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
- " <td> 11</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>28 </th>\n",
- " <td> subcontinent</td>\n",
- " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
- " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
- " <td> 11</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29 </th>\n",
- " <td> baptismal</td>\n",
- " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
- " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
- " <td> 7</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>970</th>\n",
- " <td> toxic</td>\n",
- " <td> ['t', 'o', '_', 'i', '_']</td>\n",
- " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
- " <td> 3</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>971</th>\n",
- " <td> brigantines</td>\n",
- " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
- " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
- " <td> 9</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>972</th>\n",
- " <td> imagery</td>\n",
- " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
- " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>973</th>\n",
- " <td> melancholic</td>\n",
- " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
- " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
- " <td> 11</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>974</th>\n",
- " <td> enthusiasms</td>\n",
- " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
- " <td> ['o', 'r', 'd', 'l']</td>\n",
- " <td> 11</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>975</th>\n",
- " <td> abraded</td>\n",
- " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
- " <td> 6</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>976</th>\n",
- " <td> lakes</td>\n",
- " <td> ['l', 'a', '_', 'e', 's']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>977</th>\n",
- " <td> telepathically</td>\n",
- " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
- " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
- " <td> 13</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>978</th>\n",
- " <td> taking</td>\n",
- " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
- " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>979</th>\n",
- " <td> tomorrow</td>\n",
- " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
- " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
- " <td> 8</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>980</th>\n",
- " <td> refile</td>\n",
- " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>981</th>\n",
- " <td> unkind</td>\n",
- " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
- " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>982</th>\n",
- " <td> specimens</td>\n",
- " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>983</th>\n",
- " <td> regrets</td>\n",
- " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
- " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
- " <td> 6</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>984</th>\n",
- " <td> remaindered</td>\n",
- " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
- " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
- " <td> 11</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>985</th>\n",
- " <td> dignify</td>\n",
- " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
- " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>986</th>\n",
- " <td> bandwagon</td>\n",
- " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
- " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
- " <td> 7</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>987</th>\n",
- " <td> pacemakers</td>\n",
- " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>988</th>\n",
- " <td> dandles</td>\n",
- " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
- " <td> 7</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>989</th>\n",
- " <td> white</td>\n",
- " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
- " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
- " <td> 5</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>990</th>\n",
- " <td> arena</td>\n",
- " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>991</th>\n",
- " <td> surreal</td>\n",
- " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
- " <td> 7</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>992</th>\n",
- " <td> gutsiest</td>\n",
- " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
- " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
- " <td> 7</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>993</th>\n",
- " <td> annulments</td>\n",
- " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
- " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
- " <td> 10</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>994</th>\n",
- " <td> accretions</td>\n",
- " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
- " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
- " <td> 10</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>995</th>\n",
- " <td> safari</td>\n",
- " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
- " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>996</th>\n",
- " <td> recap</td>\n",
- " <td> ['r', 'e', '_', 'a', '_']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
- " <td> 3</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>997</th>\n",
- " <td> torts</td>\n",
- " <td> ['t', 'o', 'r', 't', 's']</td>\n",
- " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>998</th>\n",
- " <td> tyrannised</td>\n",
- " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
- " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
- " <td> 10</td>\n",
- " <td> 3</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>999</th>\n",
- " <td> indubitable</td>\n",
- " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
- " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
- " <td> 9</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>1000 rows \u00d7 6 columns</p>\n",
- "</div>"
- ],
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 8,
- "text": [
- " target discovered \\\n",
- "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
- "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
- "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
- "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
- "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
- "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
- "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
- "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
- "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
- "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
- "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
- "11 goop ['_', 'o', 'o', '_'] \n",
- "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
- "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
- "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
- "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
- "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
- "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
- "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
- "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
- "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
- "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
- "22 ks ['_', 's'] \n",
- "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
- "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
- "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
- "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
- "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
- "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
- "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
- ".. ... ... \n",
- "970 toxic ['t', 'o', '_', 'i', '_'] \n",
- "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
- "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
- "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
- "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
- "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
- "976 lakes ['l', 'a', '_', 'e', 's'] \n",
- "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
- "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
- "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
- "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
- "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
- "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
- "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
- "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
- "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
- "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
- "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
- "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
- "989 white ['w', 'h', 'i', 't', 'e'] \n",
- "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
- "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
- "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
- "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
- "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
- "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
- "996 recap ['r', 'e', '_', 'a', '_'] \n",
- "997 torts ['t', 'o', 'r', 't', 's'] \n",
- "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
- "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
- "\n",
- " wrong letters number of hits \\\n",
- "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
- "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
- "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
- "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
- "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
- "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
- "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
- "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
- "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
- "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
- "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
- "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
- "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
- "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
- "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
- "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
- "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
- "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
- "18 ['t', 'o', 'h'] 5 \n",
- "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
- "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
- "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
- "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
- "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
- "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
- "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
- "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
- "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
- "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
- "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
- ".. ... ... \n",
- "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
- "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
- "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
- "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
- "974 ['o', 'r', 'd', 'l'] 11 \n",
- "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
- "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
- "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
- "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
- "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
- "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
- "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
- "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
- "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
- "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
- "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
- "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
- "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
- "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
- "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
- "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
- "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
- "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
- "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
- "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
- "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
- "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
- "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
- "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
- "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
- "\n",
- " lives remaining game won \n",
- "0 2 True \n",
- "1 0 False \n",
- "2 0 False \n",
- "3 0 False \n",
- "4 0 False \n",
- "5 0 False \n",
- "6 0 False \n",
- "7 2 True \n",
- "8 5 True \n",
- "9 5 True \n",
- "10 0 False \n",
- "11 0 False \n",
- "12 4 True \n",
- "13 0 False \n",
- "14 1 True \n",
- "15 0 False \n",
- "16 0 False \n",
- "17 3 True \n",
- "18 7 True \n",
- "19 0 False \n",
- "20 0 False \n",
- "21 0 False \n",
- "22 0 False \n",
- "23 2 True \n",
- "24 0 False \n",
- "25 0 False \n",
- "26 2 True \n",
- "27 1 True \n",
- "28 0 False \n",
- "29 0 False \n",
- ".. ... ... \n",
- "970 0 False \n",
- "971 0 False \n",
- "972 0 False \n",
- "973 4 True \n",
- "974 6 True \n",
- "975 0 False \n",
- "976 0 False \n",
- "977 0 False \n",
- "978 0 False \n",
- "979 1 True \n",
- "980 0 False \n",
- "981 0 False \n",
- "982 0 False \n",
- "983 0 False \n",
- "984 4 True \n",
- "985 0 False \n",
- "986 0 False \n",
- "987 0 False \n",
- "988 5 True \n",
- "989 1 True \n",
- "990 5 True \n",
- "991 4 True \n",
- "992 0 False \n",
- "993 5 True \n",
- "994 4 True \n",
- "995 0 False \n",
- "996 0 False \n",
- "997 5 True \n",
- "998 3 True \n",
- "999 0 False \n",
- "\n",
- "[1000 rows x 6 columns]"
- ]
- }
- ],
- "prompt_number": 8
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "len(fixed_order['discovered'][0].split(','))"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 9,
- "text": [
- "10"
- ]
- }
- ],
- "prompt_number": 9
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "fixed_order['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
- "fixed_order"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "html": [
- "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>target</th>\n",
- " <th>discovered</th>\n",
- " <th>wrong letters</th>\n",
- " <th>number of hits</th>\n",
- " <th>lives remaining</th>\n",
- " <th>game won</th>\n",
- " <th>word length</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0 </th>\n",
- " <td> mouldering</td>\n",
- " <td> ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ...</td>\n",
- " <td> ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f']</td>\n",
- " <td> 10</td>\n",
- " <td> 2</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1 </th>\n",
- " <td> deject</td>\n",
- " <td> ['d', 'e', '_', 'e', '_', 't']</td>\n",
- " <td> ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2 </th>\n",
- " <td> lipsticks</td>\n",
- " <td> ['l', 'i', '_', 's', 't', 'i', '_', '_', 's']</td>\n",
- " <td> ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
- " <td> 6</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3 </th>\n",
- " <td> disparaged</td>\n",
- " <td> ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ...</td>\n",
- " <td> ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4 </th>\n",
- " <td> legion</td>\n",
- " <td> ['l', 'e', '_', 'i', 'o', 'n']</td>\n",
- " <td> ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5 </th>\n",
- " <td> fabricating</td>\n",
- " <td> ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ...</td>\n",
- " <td> ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>6 </th>\n",
- " <td> nicking</td>\n",
- " <td> ['n', 'i', '_', '_', 'i', 'n', '_']</td>\n",
- " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7 </th>\n",
- " <td> actinium</td>\n",
- " <td> ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm']</td>\n",
- " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w']</td>\n",
- " <td> 8</td>\n",
- " <td> 2</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8 </th>\n",
- " <td> sedates</td>\n",
- " <td> ['s', 'e', 'd', 'a', 't', 'e', 's']</td>\n",
- " <td> ['o', 'i', 'h', 'n', 'r']</td>\n",
- " <td> 7</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9 </th>\n",
- " <td> modernistic</td>\n",
- " <td> ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ...</td>\n",
- " <td> ['a', 'h', 'l', 'u', 'w']</td>\n",
- " <td> 11</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10 </th>\n",
- " <td> grouchy</td>\n",
- " <td> ['_', 'r', 'o', 'u', '_', 'h', '_']</td>\n",
- " <td> ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11 </th>\n",
- " <td> goop</td>\n",
- " <td> ['_', 'o', 'o', '_']</td>\n",
- " <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
- " <td> 2</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 4</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12 </th>\n",
- " <td> theorems</td>\n",
- " <td> ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's']</td>\n",
- " <td> ['a', 'i', 'n', 'd', 'l', 'u']</td>\n",
- " <td> 8</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13 </th>\n",
- " <td> panickiest</td>\n",
- " <td> ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ...</td>\n",
- " <td> ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>14 </th>\n",
- " <td> rightfully</td>\n",
- " <td> ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ...</td>\n",
- " <td> ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c']</td>\n",
- " <td> 10</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15 </th>\n",
- " <td> esquires</td>\n",
- " <td> ['e', 's', '_', 'u', 'i', 'r', 'e', 's']</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ...</td>\n",
- " <td> 7</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>16 </th>\n",
- " <td> violet</td>\n",
- " <td> ['_', 'i', 'o', 'l', 'e', 't']</td>\n",
- " <td> ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17 </th>\n",
- " <td> dermatologists</td>\n",
- " <td> ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ...</td>\n",
- " <td> ['h', 'n', 'u', 'w', 'c', 'y', 'f']</td>\n",
- " <td> 14</td>\n",
- " <td> 3</td>\n",
- " <td> True</td>\n",
- " <td> 14</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>18 </th>\n",
- " <td> inane</td>\n",
- " <td> ['i', 'n', 'a', 'n', 'e']</td>\n",
- " <td> ['t', 'o', 'h']</td>\n",
- " <td> 5</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19 </th>\n",
- " <td> bonkers</td>\n",
- " <td> ['_', 'o', 'n', '_', 'e', 'r', 's']</td>\n",
- " <td> ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20 </th>\n",
- " <td> reassigning</td>\n",
- " <td> ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ...</td>\n",
- " <td> ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
- " <td> 9</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21 </th>\n",
- " <td> sweatshop</td>\n",
- " <td> ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_']</td>\n",
- " <td> ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22 </th>\n",
- " <td> ks</td>\n",
- " <td> ['_', 's']</td>\n",
- " <td> ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ...</td>\n",
- " <td> 1</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 2</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23 </th>\n",
- " <td> outcomes</td>\n",
- " <td> ['o', 'u', 't', 'c', 'o', 'm', 'e', 's']</td>\n",
- " <td> ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w']</td>\n",
- " <td> 8</td>\n",
- " <td> 2</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24 </th>\n",
- " <td> parenthood</td>\n",
- " <td> ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ...</td>\n",
- " <td> ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
- " <td> 9</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25 </th>\n",
- " <td> frequencies</td>\n",
- " <td> ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ...</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ...</td>\n",
- " <td> 10</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26 </th>\n",
- " <td> manias</td>\n",
- " <td> ['m', 'a', 'n', 'i', 'a', 's']</td>\n",
- " <td> ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u']</td>\n",
- " <td> 6</td>\n",
- " <td> 2</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>27 </th>\n",
- " <td> resupplying</td>\n",
- " <td> ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ...</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f']</td>\n",
- " <td> 11</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>28 </th>\n",
- " <td> subcontinent</td>\n",
- " <td> ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ...</td>\n",
- " <td> ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ...</td>\n",
- " <td> 11</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29 </th>\n",
- " <td> baptismal</td>\n",
- " <td> ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l']</td>\n",
- " <td> ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ...</td>\n",
- " <td> 7</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>970</th>\n",
- " <td> toxic</td>\n",
- " <td> ['t', 'o', '_', 'i', '_']</td>\n",
- " <td> ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ...</td>\n",
- " <td> 3</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>971</th>\n",
- " <td> brigantines</td>\n",
- " <td> ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ...</td>\n",
- " <td> ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
- " <td> 9</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>972</th>\n",
- " <td> imagery</td>\n",
- " <td> ['i', 'm', 'a', '_', 'e', 'r', '_']</td>\n",
- " <td> ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>973</th>\n",
- " <td> melancholic</td>\n",
- " <td> ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ...</td>\n",
- " <td> ['t', 's', 'r', 'd', 'u', 'w']</td>\n",
- " <td> 11</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>974</th>\n",
- " <td> enthusiasms</td>\n",
- " <td> ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ...</td>\n",
- " <td> ['o', 'r', 'd', 'l']</td>\n",
- " <td> 11</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>975</th>\n",
- " <td> abraded</td>\n",
- " <td> ['a', '_', 'r', 'a', 'd', 'e', 'd']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ...</td>\n",
- " <td> 6</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>976</th>\n",
- " <td> lakes</td>\n",
- " <td> ['l', 'a', '_', 'e', 's']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>977</th>\n",
- " <td> telepathically</td>\n",
- " <td> ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ...</td>\n",
- " <td> ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ...</td>\n",
- " <td> 13</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 14</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>978</th>\n",
- " <td> taking</td>\n",
- " <td> ['t', 'a', '_', 'i', 'n', '_']</td>\n",
- " <td> ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>979</th>\n",
- " <td> tomorrow</td>\n",
- " <td> ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w']</td>\n",
- " <td> ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u']</td>\n",
- " <td> 8</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>980</th>\n",
- " <td> refile</td>\n",
- " <td> ['r', 'e', '_', 'i', 'l', 'e']</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>981</th>\n",
- " <td> unkind</td>\n",
- " <td> ['u', 'n', '_', 'i', 'n', 'd']</td>\n",
- " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>982</th>\n",
- " <td> specimens</td>\n",
- " <td> ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's']</td>\n",
- " <td> ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>983</th>\n",
- " <td> regrets</td>\n",
- " <td> ['r', 'e', '_', 'r', 'e', 't', 's']</td>\n",
- " <td> ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
- " <td> 6</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>984</th>\n",
- " <td> remaindered</td>\n",
- " <td> ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ...</td>\n",
- " <td> ['t', 'o', 'h', 's', 'l', 'u']</td>\n",
- " <td> 11</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>985</th>\n",
- " <td> dignify</td>\n",
- " <td> ['d', 'i', '_', 'n', 'i', '_', '_']</td>\n",
- " <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ...</td>\n",
- " <td> 4</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>986</th>\n",
- " <td> bandwagon</td>\n",
- " <td> ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n']</td>\n",
- " <td> ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ...</td>\n",
- " <td> 7</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>987</th>\n",
- " <td> pacemakers</td>\n",
- " <td> ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ...</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ...</td>\n",
- " <td> 8</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>988</th>\n",
- " <td> dandles</td>\n",
- " <td> ['d', 'a', 'n', 'd', 'l', 'e', 's']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'r']</td>\n",
- " <td> 7</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>989</th>\n",
- " <td> white</td>\n",
- " <td> ['w', 'h', 'i', 't', 'e']</td>\n",
- " <td> ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm']</td>\n",
- " <td> 5</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>990</th>\n",
- " <td> arena</td>\n",
- " <td> ['a', 'r', 'e', 'n', 'a']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 's']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>991</th>\n",
- " <td> surreal</td>\n",
- " <td> ['s', 'u', 'r', 'r', 'e', 'a', 'l']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 'd']</td>\n",
- " <td> 7</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>992</th>\n",
- " <td> gutsiest</td>\n",
- " <td> ['_', 'u', 't', 's', 'i', 'e', 's', 't']</td>\n",
- " <td> ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ...</td>\n",
- " <td> 7</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>993</th>\n",
- " <td> annulments</td>\n",
- " <td> ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ...</td>\n",
- " <td> ['o', 'i', 'h', 'r', 'd']</td>\n",
- " <td> 10</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>994</th>\n",
- " <td> accretions</td>\n",
- " <td> ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ...</td>\n",
- " <td> ['h', 'd', 'l', 'u', 'm', 'w']</td>\n",
- " <td> 10</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>995</th>\n",
- " <td> safari</td>\n",
- " <td> ['s', 'a', '_', 'a', 'r', 'i']</td>\n",
- " <td> ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
- " <td> 5</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>996</th>\n",
- " <td> recap</td>\n",
- " <td> ['r', 'e', '_', 'a', '_']</td>\n",
- " <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ...</td>\n",
- " <td> 3</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>997</th>\n",
- " <td> torts</td>\n",
- " <td> ['t', 'o', 'r', 't', 's']</td>\n",
- " <td> ['e', 'a', 'i', 'h', 'n']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>998</th>\n",
- " <td> tyrannised</td>\n",
- " <td> ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ...</td>\n",
- " <td> ['o', 'h', 'l', 'u', 'm', 'w', 'c']</td>\n",
- " <td> 10</td>\n",
- " <td> 3</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>999</th>\n",
- " <td> indubitable</td>\n",
- " <td> ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ...</td>\n",
- " <td> ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
- " <td> 9</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>1000 rows \u00d7 7 columns</p>\n",
- "</div>"
- ],
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 10,
- "text": [
- " target discovered \\\n",
- "0 mouldering ['m', 'o', 'u', 'l', 'd', 'e', 'r', 'i', 'n', ... \n",
- "1 deject ['d', 'e', '_', 'e', '_', 't'] \n",
- "2 lipsticks ['l', 'i', '_', 's', 't', 'i', '_', '_', 's'] \n",
- "3 disparaged ['d', 'i', 's', '_', 'a', 'r', 'a', '_', 'e', ... \n",
- "4 legion ['l', 'e', '_', 'i', 'o', 'n'] \n",
- "5 fabricating ['_', 'a', '_', 'r', 'i', 'c', 'a', 't', 'i', ... \n",
- "6 nicking ['n', 'i', '_', '_', 'i', 'n', '_'] \n",
- "7 actinium ['a', 'c', 't', 'i', 'n', 'i', 'u', 'm'] \n",
- "8 sedates ['s', 'e', 'd', 'a', 't', 'e', 's'] \n",
- "9 modernistic ['m', 'o', 'd', 'e', 'r', 'n', 'i', 's', 't', ... \n",
- "10 grouchy ['_', 'r', 'o', 'u', '_', 'h', '_'] \n",
- "11 goop ['_', 'o', 'o', '_'] \n",
- "12 theorems ['t', 'h', 'e', 'o', 'r', 'e', 'm', 's'] \n",
- "13 panickiest ['_', 'a', 'n', 'i', 'c', '_', 'i', 'e', 's', ... \n",
- "14 rightfully ['r', 'i', 'g', 'h', 't', 'f', 'u', 'l', 'l', ... \n",
- "15 esquires ['e', 's', '_', 'u', 'i', 'r', 'e', 's'] \n",
- "16 violet ['_', 'i', 'o', 'l', 'e', 't'] \n",
- "17 dermatologists ['d', 'e', 'r', 'm', 'a', 't', 'o', 'l', 'o', ... \n",
- "18 inane ['i', 'n', 'a', 'n', 'e'] \n",
- "19 bonkers ['_', 'o', 'n', '_', 'e', 'r', 's'] \n",
- "20 reassigning ['r', 'e', 'a', 's', 's', 'i', '_', 'n', 'i', ... \n",
- "21 sweatshop ['s', 'w', 'e', 'a', 't', 's', 'h', 'o', '_'] \n",
- "22 ks ['_', 's'] \n",
- "23 outcomes ['o', 'u', 't', 'c', 'o', 'm', 'e', 's'] \n",
- "24 parenthood ['_', 'a', 'r', 'e', 'n', 't', 'h', 'o', 'o', ... \n",
- "25 frequencies ['f', 'r', 'e', '_', 'u', 'e', 'n', 'c', 'i', ... \n",
- "26 manias ['m', 'a', 'n', 'i', 'a', 's'] \n",
- "27 resupplying ['r', 'e', 's', 'u', 'p', 'p', 'l', 'y', 'i', ... \n",
- "28 subcontinent ['s', 'u', '_', 'c', 'o', 'n', 't', 'i', 'n', ... \n",
- "29 baptismal ['_', 'a', '_', 't', 'i', 's', 'm', 'a', 'l'] \n",
- ".. ... ... \n",
- "970 toxic ['t', 'o', '_', 'i', '_'] \n",
- "971 brigantines ['_', 'r', 'i', '_', 'a', 'n', 't', 'i', 'n', ... \n",
- "972 imagery ['i', 'm', 'a', '_', 'e', 'r', '_'] \n",
- "973 melancholic ['m', 'e', 'l', 'a', 'n', 'c', 'h', 'o', 'l', ... \n",
- "974 enthusiasms ['e', 'n', 't', 'h', 'u', 's', 'i', 'a', 's', ... \n",
- "975 abraded ['a', '_', 'r', 'a', 'd', 'e', 'd'] \n",
- "976 lakes ['l', 'a', '_', 'e', 's'] \n",
- "977 telepathically ['t', 'e', 'l', 'e', '_', 'a', 't', 'h', 'i', ... \n",
- "978 taking ['t', 'a', '_', 'i', 'n', '_'] \n",
- "979 tomorrow ['t', 'o', 'm', 'o', 'r', 'r', 'o', 'w'] \n",
- "980 refile ['r', 'e', '_', 'i', 'l', 'e'] \n",
- "981 unkind ['u', 'n', '_', 'i', 'n', 'd'] \n",
- "982 specimens ['s', '_', 'e', 'c', 'i', 'm', 'e', 'n', 's'] \n",
- "983 regrets ['r', 'e', '_', 'r', 'e', 't', 's'] \n",
- "984 remaindered ['r', 'e', 'm', 'a', 'i', 'n', 'd', 'e', 'r', ... \n",
- "985 dignify ['d', 'i', '_', 'n', 'i', '_', '_'] \n",
- "986 bandwagon ['_', 'a', 'n', 'd', 'w', 'a', '_', 'o', 'n'] \n",
- "987 pacemakers ['_', 'a', 'c', 'e', 'm', 'a', '_', 'e', 'r', ... \n",
- "988 dandles ['d', 'a', 'n', 'd', 'l', 'e', 's'] \n",
- "989 white ['w', 'h', 'i', 't', 'e'] \n",
- "990 arena ['a', 'r', 'e', 'n', 'a'] \n",
- "991 surreal ['s', 'u', 'r', 'r', 'e', 'a', 'l'] \n",
- "992 gutsiest ['_', 'u', 't', 's', 'i', 'e', 's', 't'] \n",
- "993 annulments ['a', 'n', 'n', 'u', 'l', 'm', 'e', 'n', 't', ... \n",
- "994 accretions ['a', 'c', 'c', 'r', 'e', 't', 'i', 'o', 'n', ... \n",
- "995 safari ['s', 'a', '_', 'a', 'r', 'i'] \n",
- "996 recap ['r', 'e', '_', 'a', '_'] \n",
- "997 torts ['t', 'o', 'r', 't', 's'] \n",
- "998 tyrannised ['t', 'y', 'r', 'a', 'n', 'n', 'i', 's', 'e', ... \n",
- "999 indubitable ['i', 'n', 'd', 'u', '_', 'i', 't', 'a', '_', ... \n",
- "\n",
- " wrong letters number of hits \\\n",
- "0 ['t', 'a', 'h', 's', 'w', 'c', 'y', 'f'] 10 \n",
- "1 ['a', 'o', 'i', 'h', 'n', 's', 'r', 'l', 'u', ... 4 \n",
- "2 ['e', 'a', 'o', 'h', 'n', 'r', 'd', 'u', 'm', ... 6 \n",
- "3 ['t', 'o', 'h', 'n', 'l', 'u', 'm', 'w', 'c', ... 8 \n",
- "4 ['t', 'a', 'h', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
- "5 ['e', 'o', 'h', 's', 'd', 'l', 'u', 'm', 'w', ... 8 \n",
- "6 ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'l', ... 4 \n",
- "7 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'w'] 8 \n",
- "8 ['o', 'i', 'h', 'n', 'r'] 7 \n",
- "9 ['a', 'h', 'l', 'u', 'w'] 11 \n",
- "10 ['e', 't', 'a', 'i', 'n', 's', 'd', 'l', 'm', ... 4 \n",
- "11 ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ... 2 \n",
- "12 ['a', 'i', 'n', 'd', 'l', 'u'] 8 \n",
- "13 ['o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ... 8 \n",
- "14 ['e', 'a', 'o', 'n', 's', 'd', 'm', 'w', 'c'] 10 \n",
- "15 ['t', 'a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', ... 7 \n",
- "16 ['a', 'h', 'n', 's', 'r', 'd', 'u', 'm', 'w', ... 5 \n",
- "17 ['h', 'n', 'u', 'w', 'c', 'y', 'f'] 14 \n",
- "18 ['t', 'o', 'h'] 5 \n",
- "19 ['t', 'a', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ... 5 \n",
- "20 ['t', 'o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ... 9 \n",
- "21 ['i', 'n', 'r', 'd', 'l', 'u', 'm', 'c', 'y', ... 8 \n",
- "22 ['e', 't', 'a', 'o', 'i', 'h', 'n', 'r', 'd', ... 1 \n",
- "23 ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'w'] 8 \n",
- "24 ['i', 's', 'l', 'u', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
- "25 ['t', 'a', 'o', 'h', 'd', 'l', 'm', 'w', 'y', ... 10 \n",
- "26 ['e', 't', 'o', 'h', 'r', 'd', 'l', 'u'] 6 \n",
- "27 ['t', 'a', 'o', 'h', 'd', 'm', 'w', 'c', 'f'] 11 \n",
- "28 ['a', 'h', 'r', 'd', 'l', 'm', 'w', 'y', 'f', ... 11 \n",
- "29 ['e', 'o', 'h', 'n', 'r', 'd', 'u', 'w', 'c', ... 7 \n",
- ".. ... ... \n",
- "970 ['e', 'a', 'h', 'n', 's', 'r', 'd', 'l', 'u', ... 3 \n",
- "971 ['o', 'h', 'd', 'l', 'u', 'm', 'w', 'c', 'y', ... 9 \n",
- "972 ['t', 'o', 'h', 'n', 's', 'd', 'l', 'u', 'w', ... 5 \n",
- "973 ['t', 's', 'r', 'd', 'u', 'w'] 11 \n",
- "974 ['o', 'r', 'd', 'l'] 11 \n",
- "975 ['t', 'o', 'i', 'h', 'n', 's', 'l', 'u', 'm', ... 6 \n",
- "976 ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ... 4 \n",
- "977 ['o', 'n', 's', 'r', 'd', 'u', 'm', 'w', 'f', ... 13 \n",
- "978 ['e', 'o', 'h', 's', 'r', 'd', 'l', 'u', 'm', ... 4 \n",
- "979 ['e', 'a', 'i', 'h', 'n', 's', 'd', 'l', 'u'] 8 \n",
- "980 ['t', 'a', 'o', 'h', 'n', 's', 'd', 'u', 'm', ... 5 \n",
- "981 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'm', ... 5 \n",
- "982 ['t', 'a', 'o', 'h', 'r', 'd', 'l', 'u', 'w', ... 8 \n",
- "983 ['a', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ... 6 \n",
- "984 ['t', 'o', 'h', 's', 'l', 'u'] 11 \n",
- "985 ['e', 't', 'a', 'o', 'h', 's', 'r', 'l', 'u', ... 4 \n",
- "986 ['e', 't', 'i', 'h', 's', 'r', 'l', 'u', 'm', ... 7 \n",
- "987 ['t', 'o', 'i', 'h', 'n', 'd', 'l', 'u', 'w', ... 8 \n",
- "988 ['t', 'o', 'i', 'h', 'r'] 7 \n",
- "989 ['a', 'o', 'n', 's', 'r', 'd', 'l', 'u', 'm'] 5 \n",
- "990 ['t', 'o', 'i', 'h', 's'] 5 \n",
- "991 ['t', 'o', 'i', 'h', 'n', 'd'] 7 \n",
- "992 ['a', 'o', 'h', 'n', 'r', 'd', 'l', 'm', 'w', ... 7 \n",
- "993 ['o', 'i', 'h', 'r', 'd'] 10 \n",
- "994 ['h', 'd', 'l', 'u', 'm', 'w'] 10 \n",
- "995 ['e', 't', 'o', 'h', 'n', 'd', 'l', 'u', 'm', ... 5 \n",
- "996 ['t', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'u', ... 3 \n",
- "997 ['e', 'a', 'i', 'h', 'n'] 5 \n",
- "998 ['o', 'h', 'l', 'u', 'm', 'w', 'c'] 10 \n",
- "999 ['o', 'h', 's', 'r', 'm', 'w', 'c', 'y', 'f', ... 9 \n",
- "\n",
- " lives remaining game won word length \n",
- "0 2 True 10 \n",
- "1 0 False 6 \n",
- "2 0 False 9 \n",
- "3 0 False 10 \n",
- "4 0 False 6 \n",
- "5 0 False 11 \n",
- "6 0 False 7 \n",
- "7 2 True 8 \n",
- "8 5 True 7 \n",
- "9 5 True 11 \n",
- "10 0 False 7 \n",
- "11 0 False 4 \n",
- "12 4 True 8 \n",
- "13 0 False 10 \n",
- "14 1 True 10 \n",
- "15 0 False 8 \n",
- "16 0 False 6 \n",
- "17 3 True 14 \n",
- "18 7 True 5 \n",
- "19 0 False 7 \n",
- "20 0 False 11 \n",
- "21 0 False 9 \n",
- "22 0 False 2 \n",
- "23 2 True 8 \n",
- "24 0 False 10 \n",
- "25 0 False 11 \n",
- "26 2 True 6 \n",
- "27 1 True 11 \n",
- "28 0 False 12 \n",
- "29 0 False 9 \n",
- ".. ... ... ... \n",
- "970 0 False 5 \n",
- "971 0 False 11 \n",
- "972 0 False 7 \n",
- "973 4 True 11 \n",
- "974 6 True 11 \n",
- "975 0 False 7 \n",
- "976 0 False 5 \n",
- "977 0 False 14 \n",
- "978 0 False 6 \n",
- "979 1 True 8 \n",
- "980 0 False 6 \n",
- "981 0 False 6 \n",
- "982 0 False 9 \n",
- "983 0 False 7 \n",
- "984 4 True 11 \n",
- "985 0 False 7 \n",
- "986 0 False 9 \n",
- "987 0 False 10 \n",
- "988 5 True 7 \n",
- "989 1 True 5 \n",
- "990 5 True 5 \n",
- "991 4 True 7 \n",
- "992 0 False 8 \n",
- "993 5 True 10 \n",
- "994 4 True 10 \n",
- "995 0 False 6 \n",
- "996 0 False 5 \n",
- "997 5 True 5 \n",
- "998 3 True 10 \n",
- "999 0 False 11 \n",
- "\n",
- "[1000 rows x 7 columns]"
- ]
- }
- ],
- "prompt_number": 10
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "fixed_order['lives remaining'].hist()"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 11,
- "text": [
- "<matplotlib.axes.AxesSubplot at 0x7f15a58c0780>"
- ]
- },
- {
- "metadata": {},
- "output_type": "display_data",
- "png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntnpo7g5vAAAAAElFTkSuQmCC\n",
- "text": [
- "<matplotlib.figure.Figure at 0x7f15a58e0fd0>"
- ]
- }
- ],
- "prompt_number": 11
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "fixed_order.groupby('lives remaining').size()"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 12,
- "text": [
- "lives remaining\n",
- "0 667\n",
- "1 86\n",
- "2 60\n",
- "3 59\n",
- "4 50\n",
- "5 35\n",
- "6 22\n",
- "7 15\n",
- "8 6\n",
- "dtype: int64"
- ]
- }
- ],
- "prompt_number": 12
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "adaptive_pattern = pd.read_csv('adaptive_pattern.csv')\n",
- "adaptive_pattern"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "html": [
- "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>target</th>\n",
- " <th>discovered</th>\n",
- " <th>wrong letters</th>\n",
- " <th>number of hits</th>\n",
- " <th>lives remaining</th>\n",
- " <th>game won</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0 </th>\n",
- " <td> toothsome</td>\n",
- " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
- " <td> ['a', 'i']</td>\n",
- " <td> 9</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1 </th>\n",
- " <td> analgesics</td>\n",
- " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2 </th>\n",
- " <td> intrenched</td>\n",
- " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
- " <td> ['s']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3 </th>\n",
- " <td> normal</td>\n",
- " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
- " <td> ['e', 's', 'i', 'f']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4 </th>\n",
- " <td> debunks</td>\n",
- " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
- " <td> ['t']</td>\n",
- " <td> 7</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5 </th>\n",
- " <td> satanically</td>\n",
- " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
- " <td> ['e']</td>\n",
- " <td> 11</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>6 </th>\n",
- " <td> radicals</td>\n",
- " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
- " <td> ['e', 't']</td>\n",
- " <td> 8</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7 </th>\n",
- " <td> erotic</td>\n",
- " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
- " <td> []</td>\n",
- " <td> 6</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8 </th>\n",
- " <td> double</td>\n",
- " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
- " <td> ['a', 'm', 'r']</td>\n",
- " <td> 6</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9 </th>\n",
- " <td> caviar</td>\n",
- " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
- " <td> ['e', 's', 'n', 'l']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10 </th>\n",
- " <td> rigamaroles</td>\n",
- " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
- " <td> []</td>\n",
- " <td> 11</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11 </th>\n",
- " <td> disfranchises</td>\n",
- " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
- " <td> []</td>\n",
- " <td> 13</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12 </th>\n",
- " <td> mushroomed</td>\n",
- " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
- " <td> ['t']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13 </th>\n",
- " <td> rails</td>\n",
- " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
- " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
- " <td> 5</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>14 </th>\n",
- " <td> poised</td>\n",
- " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
- " <td> ['a', 'l', 't', 'k']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15 </th>\n",
- " <td> circulating</td>\n",
- " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
- " <td> ['e']</td>\n",
- " <td> 11</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>16 </th>\n",
- " <td> yesteryear</td>\n",
- " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17 </th>\n",
- " <td> chastest</td>\n",
- " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
- " <td> ['m']</td>\n",
- " <td> 8</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>18 </th>\n",
- " <td> lenders</td>\n",
- " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
- " <td> ['t', 'f', 'm']</td>\n",
- " <td> 7</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19 </th>\n",
- " <td> upshots</td>\n",
- " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
- " <td> ['e', 'i', 'a', 'n']</td>\n",
- " <td> 7</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20 </th>\n",
- " <td> stridden</td>\n",
- " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
- " <td> []</td>\n",
- " <td> 8</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21 </th>\n",
- " <td> trespassing</td>\n",
- " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
- " <td> ['o']</td>\n",
- " <td> 11</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22 </th>\n",
- " <td> muckrake</td>\n",
- " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
- " <td> ['t']</td>\n",
- " <td> 8</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23 </th>\n",
- " <td> bungalows</td>\n",
- " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
- " <td> ['e', 'i', 't']</td>\n",
- " <td> 9</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24 </th>\n",
- " <td> rewinding</td>\n",
- " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
- " <td> ['m']</td>\n",
- " <td> 9</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25 </th>\n",
- " <td> stepchildren</td>\n",
- " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
- " <td> []</td>\n",
- " <td> 12</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26 </th>\n",
- " <td> courageously</td>\n",
- " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
- " <td> ['i']</td>\n",
- " <td> 12</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>27 </th>\n",
- " <td> gladiatorial</td>\n",
- " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
- " <td> ['e']</td>\n",
- " <td> 12</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>28 </th>\n",
- " <td> unseals</td>\n",
- " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
- " <td> ['t']</td>\n",
- " <td> 7</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29 </th>\n",
- " <td> backaches</td>\n",
- " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
- " <td> ['i']</td>\n",
- " <td> 9</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>970</th>\n",
- " <td> priestliest</td>\n",
- " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
- " <td> []</td>\n",
- " <td> 11</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>971</th>\n",
- " <td> oversight</td>\n",
- " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
- " <td> []</td>\n",
- " <td> 9</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>972</th>\n",
- " <td> nutshell</td>\n",
- " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
- " <td> ['r']</td>\n",
- " <td> 8</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>973</th>\n",
- " <td> picker</td>\n",
- " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
- " <td> ['d', 's', 't', 'g']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>974</th>\n",
- " <td> prom</td>\n",
- " <td> ['p', 'r', 'o', 'm']</td>\n",
- " <td> ['e', 's', 'l']</td>\n",
- " <td> 4</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>975</th>\n",
- " <td> spoke</td>\n",
- " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
- " <td> ['a', 'i', 't', 'r']</td>\n",
- " <td> 5</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>976</th>\n",
- " <td> videodiscs</td>\n",
- " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>977</th>\n",
- " <td> braggart</td>\n",
- " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
- " <td> ['e', 'i']</td>\n",
- " <td> 8</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>978</th>\n",
- " <td> shindigs</td>\n",
- " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
- " <td> ['e']</td>\n",
- " <td> 8</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>979</th>\n",
- " <td> indorsements</td>\n",
- " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
- " <td> []</td>\n",
- " <td> 12</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>980</th>\n",
- " <td> audios</td>\n",
- " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
- " <td> ['e']</td>\n",
- " <td> 6</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>981</th>\n",
- " <td> disrobes</td>\n",
- " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
- " <td> ['t', 'm']</td>\n",
- " <td> 8</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>982</th>\n",
- " <td> drake</td>\n",
- " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
- " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>983</th>\n",
- " <td> penes</td>\n",
- " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
- " <td> ['m']</td>\n",
- " <td> 5</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>984</th>\n",
- " <td> ecological</td>\n",
- " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
- " <td> ['s']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>985</th>\n",
- " <td> consideration</td>\n",
- " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
- " <td> ['f']</td>\n",
- " <td> 13</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>986</th>\n",
- " <td> strolled</td>\n",
- " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
- " <td> ['p', 'i', 'm']</td>\n",
- " <td> 8</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>987</th>\n",
- " <td> peacemaker</td>\n",
- " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>988</th>\n",
- " <td> chilliest</td>\n",
- " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
- " <td> ['f']</td>\n",
- " <td> 9</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>989</th>\n",
- " <td> neuritis</td>\n",
- " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
- " <td> []</td>\n",
- " <td> 8</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>990</th>\n",
- " <td> quisling</td>\n",
- " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
- " <td> ['e', 't', 'k', 'p']</td>\n",
- " <td> 8</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>991</th>\n",
- " <td> transplants</td>\n",
- " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
- " <td> ['e', 'i', 'o']</td>\n",
- " <td> 11</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>992</th>\n",
- " <td> bevies</td>\n",
- " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
- " <td> ['d', 'r', 'l']</td>\n",
- " <td> 6</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>993</th>\n",
- " <td> geeky</td>\n",
- " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
- " <td> ['s', 'd', 't', 'f']</td>\n",
- " <td> 5</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>994</th>\n",
- " <td> demonstrations</td>\n",
- " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
- " <td> []</td>\n",
- " <td> 14</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>995</th>\n",
- " <td> dowses</td>\n",
- " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
- " <td> ['r', 'u']</td>\n",
- " <td> 6</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>996</th>\n",
- " <td> pummelling</td>\n",
- " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
- " <td> ['s', 'r', 'o']</td>\n",
- " <td> 10</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>997</th>\n",
- " <td> earnestness</td>\n",
- " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
- " <td> []</td>\n",
- " <td> 11</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>998</th>\n",
- " <td> thermodynamics</td>\n",
- " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
- " <td> []</td>\n",
- " <td> 14</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>999</th>\n",
- " <td> flurry</td>\n",
- " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
- " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
- " <td> 6</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>1000 rows \u00d7 6 columns</p>\n",
- "</div>"
- ],
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 18,
- "text": [
- " target discovered \\\n",
- "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
- "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
- "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
- "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
- "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
- "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
- "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
- "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
- "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
- "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
- "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
- "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
- "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
- "13 rails ['r', 'a', 'i', 'l', 's'] \n",
- "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
- "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
- "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
- "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
- "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
- "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
- "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
- "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
- "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
- "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
- "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
- "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
- "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
- "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
- "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
- "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
- ".. ... ... \n",
- "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
- "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
- "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
- "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
- "974 prom ['p', 'r', 'o', 'm'] \n",
- "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
- "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
- "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
- "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
- "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
- "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
- "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
- "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
- "983 penes ['p', 'e', 'n', 'e', 's'] \n",
- "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
- "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
- "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
- "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
- "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
- "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
- "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
- "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
- "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
- "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
- "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
- "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
- "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
- "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
- "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
- "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
- "\n",
- " wrong letters number of hits lives remaining game won \n",
- "0 ['a', 'i'] 9 8 True \n",
- "1 [] 10 10 True \n",
- "2 ['s'] 10 9 True \n",
- "3 ['e', 's', 'i', 'f'] 6 6 True \n",
- "4 ['t'] 7 9 True \n",
- "5 ['e'] 11 9 True \n",
- "6 ['e', 't'] 8 8 True \n",
- "7 [] 6 10 True \n",
- "8 ['a', 'm', 'r'] 6 7 True \n",
- "9 ['e', 's', 'n', 'l'] 6 6 True \n",
- "10 [] 11 10 True \n",
- "11 [] 13 10 True \n",
- "12 ['t'] 10 9 True \n",
- "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
- "14 ['a', 'l', 't', 'k'] 6 6 True \n",
- "15 ['e'] 11 9 True \n",
- "16 [] 10 10 True \n",
- "17 ['m'] 8 9 True \n",
- "18 ['t', 'f', 'm'] 7 7 True \n",
- "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
- "20 [] 8 10 True \n",
- "21 ['o'] 11 9 True \n",
- "22 ['t'] 8 9 True \n",
- "23 ['e', 'i', 't'] 9 7 True \n",
- "24 ['m'] 9 9 True \n",
- "25 [] 12 10 True \n",
- "26 ['i'] 12 9 True \n",
- "27 ['e'] 12 9 True \n",
- "28 ['t'] 7 9 True \n",
- "29 ['i'] 9 9 True \n",
- ".. ... ... ... ... \n",
- "970 [] 11 10 True \n",
- "971 [] 9 10 True \n",
- "972 ['r'] 8 9 True \n",
- "973 ['d', 's', 't', 'g'] 6 6 True \n",
- "974 ['e', 's', 'l'] 4 7 True \n",
- "975 ['a', 'i', 't', 'r'] 5 6 True \n",
- "976 [] 10 10 True \n",
- "977 ['e', 'i'] 8 8 True \n",
- "978 ['e'] 8 9 True \n",
- "979 [] 12 10 True \n",
- "980 ['e'] 6 9 True \n",
- "981 ['t', 'm'] 8 8 True \n",
- "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
- "983 ['m'] 5 9 True \n",
- "984 ['s'] 10 9 True \n",
- "985 ['f'] 13 9 True \n",
- "986 ['p', 'i', 'm'] 8 7 True \n",
- "987 [] 10 10 True \n",
- "988 ['f'] 9 9 True \n",
- "989 [] 8 10 True \n",
- "990 ['e', 't', 'k', 'p'] 8 6 True \n",
- "991 ['e', 'i', 'o'] 11 7 True \n",
- "992 ['d', 'r', 'l'] 6 7 True \n",
- "993 ['s', 'd', 't', 'f'] 5 6 True \n",
- "994 [] 14 10 True \n",
- "995 ['r', 'u'] 6 8 True \n",
- "996 ['s', 'r', 'o'] 10 7 True \n",
- "997 [] 11 10 True \n",
- "998 [] 14 10 True \n",
- "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
- "\n",
- "[1000 rows x 6 columns]"
- ]
- }
- ],
- "prompt_number": 18
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "adaptive_pattern['word length'] = adaptive_pattern.apply(lambda r: len(r['target']), axis=1)\n",
- "adaptive_pattern"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "html": [
- "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>target</th>\n",
- " <th>discovered</th>\n",
- " <th>wrong letters</th>\n",
- " <th>number of hits</th>\n",
- " <th>lives remaining</th>\n",
- " <th>game won</th>\n",
- " <th>word length</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0 </th>\n",
- " <td> toothsome</td>\n",
- " <td> ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e']</td>\n",
- " <td> ['a', 'i']</td>\n",
- " <td> 9</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1 </th>\n",
- " <td> analgesics</td>\n",
- " <td> ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2 </th>\n",
- " <td> intrenched</td>\n",
- " <td> ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ...</td>\n",
- " <td> ['s']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3 </th>\n",
- " <td> normal</td>\n",
- " <td> ['n', 'o', 'r', 'm', 'a', 'l']</td>\n",
- " <td> ['e', 's', 'i', 'f']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4 </th>\n",
- " <td> debunks</td>\n",
- " <td> ['d', 'e', 'b', 'u', 'n', 'k', 's']</td>\n",
- " <td> ['t']</td>\n",
- " <td> 7</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5 </th>\n",
- " <td> satanically</td>\n",
- " <td> ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ...</td>\n",
- " <td> ['e']</td>\n",
- " <td> 11</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>6 </th>\n",
- " <td> radicals</td>\n",
- " <td> ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's']</td>\n",
- " <td> ['e', 't']</td>\n",
- " <td> 8</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7 </th>\n",
- " <td> erotic</td>\n",
- " <td> ['e', 'r', 'o', 't', 'i', 'c']</td>\n",
- " <td> []</td>\n",
- " <td> 6</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8 </th>\n",
- " <td> double</td>\n",
- " <td> ['d', 'o', 'u', 'b', 'l', 'e']</td>\n",
- " <td> ['a', 'm', 'r']</td>\n",
- " <td> 6</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9 </th>\n",
- " <td> caviar</td>\n",
- " <td> ['c', 'a', 'v', 'i', 'a', 'r']</td>\n",
- " <td> ['e', 's', 'n', 'l']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10 </th>\n",
- " <td> rigamaroles</td>\n",
- " <td> ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ...</td>\n",
- " <td> []</td>\n",
- " <td> 11</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11 </th>\n",
- " <td> disfranchises</td>\n",
- " <td> ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ...</td>\n",
- " <td> []</td>\n",
- " <td> 13</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12 </th>\n",
- " <td> mushroomed</td>\n",
- " <td> ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ...</td>\n",
- " <td> ['t']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13 </th>\n",
- " <td> rails</td>\n",
- " <td> ['r', 'a', 'i', 'l', 's']</td>\n",
- " <td> ['e', 'o', 't', 'm', 'f', 'w']</td>\n",
- " <td> 5</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>14 </th>\n",
- " <td> poised</td>\n",
- " <td> ['p', 'o', 'i', 's', 'e', 'd']</td>\n",
- " <td> ['a', 'l', 't', 'k']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15 </th>\n",
- " <td> circulating</td>\n",
- " <td> ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ...</td>\n",
- " <td> ['e']</td>\n",
- " <td> 11</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>16 </th>\n",
- " <td> yesteryear</td>\n",
- " <td> ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17 </th>\n",
- " <td> chastest</td>\n",
- " <td> ['c', 'h', 'a', 's', 't', 'e', 's', 't']</td>\n",
- " <td> ['m']</td>\n",
- " <td> 8</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>18 </th>\n",
- " <td> lenders</td>\n",
- " <td> ['l', 'e', 'n', 'd', 'e', 'r', 's']</td>\n",
- " <td> ['t', 'f', 'm']</td>\n",
- " <td> 7</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19 </th>\n",
- " <td> upshots</td>\n",
- " <td> ['u', 'p', 's', 'h', 'o', 't', 's']</td>\n",
- " <td> ['e', 'i', 'a', 'n']</td>\n",
- " <td> 7</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20 </th>\n",
- " <td> stridden</td>\n",
- " <td> ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n']</td>\n",
- " <td> []</td>\n",
- " <td> 8</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21 </th>\n",
- " <td> trespassing</td>\n",
- " <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ...</td>\n",
- " <td> ['o']</td>\n",
- " <td> 11</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22 </th>\n",
- " <td> muckrake</td>\n",
- " <td> ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e']</td>\n",
- " <td> ['t']</td>\n",
- " <td> 8</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23 </th>\n",
- " <td> bungalows</td>\n",
- " <td> ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's']</td>\n",
- " <td> ['e', 'i', 't']</td>\n",
- " <td> 9</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24 </th>\n",
- " <td> rewinding</td>\n",
- " <td> ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g']</td>\n",
- " <td> ['m']</td>\n",
- " <td> 9</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25 </th>\n",
- " <td> stepchildren</td>\n",
- " <td> ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ...</td>\n",
- " <td> []</td>\n",
- " <td> 12</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26 </th>\n",
- " <td> courageously</td>\n",
- " <td> ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ...</td>\n",
- " <td> ['i']</td>\n",
- " <td> 12</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>27 </th>\n",
- " <td> gladiatorial</td>\n",
- " <td> ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ...</td>\n",
- " <td> ['e']</td>\n",
- " <td> 12</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>28 </th>\n",
- " <td> unseals</td>\n",
- " <td> ['u', 'n', 's', 'e', 'a', 'l', 's']</td>\n",
- " <td> ['t']</td>\n",
- " <td> 7</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29 </th>\n",
- " <td> backaches</td>\n",
- " <td> ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's']</td>\n",
- " <td> ['i']</td>\n",
- " <td> 9</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>970</th>\n",
- " <td> priestliest</td>\n",
- " <td> ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ...</td>\n",
- " <td> []</td>\n",
- " <td> 11</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>971</th>\n",
- " <td> oversight</td>\n",
- " <td> ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't']</td>\n",
- " <td> []</td>\n",
- " <td> 9</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>972</th>\n",
- " <td> nutshell</td>\n",
- " <td> ['n', 'u', 't', 's', 'h', 'e', 'l', 'l']</td>\n",
- " <td> ['r']</td>\n",
- " <td> 8</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>973</th>\n",
- " <td> picker</td>\n",
- " <td> ['p', 'i', 'c', 'k', 'e', 'r']</td>\n",
- " <td> ['d', 's', 't', 'g']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>974</th>\n",
- " <td> prom</td>\n",
- " <td> ['p', 'r', 'o', 'm']</td>\n",
- " <td> ['e', 's', 'l']</td>\n",
- " <td> 4</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 4</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>975</th>\n",
- " <td> spoke</td>\n",
- " <td> ['s', 'p', 'o', 'k', 'e']</td>\n",
- " <td> ['a', 'i', 't', 'r']</td>\n",
- " <td> 5</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>976</th>\n",
- " <td> videodiscs</td>\n",
- " <td> ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>977</th>\n",
- " <td> braggart</td>\n",
- " <td> ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't']</td>\n",
- " <td> ['e', 'i']</td>\n",
- " <td> 8</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>978</th>\n",
- " <td> shindigs</td>\n",
- " <td> ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's']</td>\n",
- " <td> ['e']</td>\n",
- " <td> 8</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>979</th>\n",
- " <td> indorsements</td>\n",
- " <td> ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ...</td>\n",
- " <td> []</td>\n",
- " <td> 12</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>980</th>\n",
- " <td> audios</td>\n",
- " <td> ['a', 'u', 'd', 'i', 'o', 's']</td>\n",
- " <td> ['e']</td>\n",
- " <td> 6</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>981</th>\n",
- " <td> disrobes</td>\n",
- " <td> ['d', 'i', 's', 'r', 'o', 'b', 'e', 's']</td>\n",
- " <td> ['t', 'm']</td>\n",
- " <td> 8</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>982</th>\n",
- " <td> drake</td>\n",
- " <td> ['d', 'r', 'a', 'k', 'e']</td>\n",
- " <td> ['s', 'c', 't', 'g', 'p']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>983</th>\n",
- " <td> penes</td>\n",
- " <td> ['p', 'e', 'n', 'e', 's']</td>\n",
- " <td> ['m']</td>\n",
- " <td> 5</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>984</th>\n",
- " <td> ecological</td>\n",
- " <td> ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ...</td>\n",
- " <td> ['s']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>985</th>\n",
- " <td> consideration</td>\n",
- " <td> ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ...</td>\n",
- " <td> ['f']</td>\n",
- " <td> 13</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>986</th>\n",
- " <td> strolled</td>\n",
- " <td> ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd']</td>\n",
- " <td> ['p', 'i', 'm']</td>\n",
- " <td> 8</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>987</th>\n",
- " <td> peacemaker</td>\n",
- " <td> ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>988</th>\n",
- " <td> chilliest</td>\n",
- " <td> ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't']</td>\n",
- " <td> ['f']</td>\n",
- " <td> 9</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>989</th>\n",
- " <td> neuritis</td>\n",
- " <td> ['n', 'e', 'u', 'r', 'i', 't', 'i', 's']</td>\n",
- " <td> []</td>\n",
- " <td> 8</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>990</th>\n",
- " <td> quisling</td>\n",
- " <td> ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g']</td>\n",
- " <td> ['e', 't', 'k', 'p']</td>\n",
- " <td> 8</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>991</th>\n",
- " <td> transplants</td>\n",
- " <td> ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ...</td>\n",
- " <td> ['e', 'i', 'o']</td>\n",
- " <td> 11</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>992</th>\n",
- " <td> bevies</td>\n",
- " <td> ['b', 'e', 'v', 'i', 'e', 's']</td>\n",
- " <td> ['d', 'r', 'l']</td>\n",
- " <td> 6</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>993</th>\n",
- " <td> geeky</td>\n",
- " <td> ['g', 'e', 'e', 'k', 'y']</td>\n",
- " <td> ['s', 'd', 't', 'f']</td>\n",
- " <td> 5</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>994</th>\n",
- " <td> demonstrations</td>\n",
- " <td> ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ...</td>\n",
- " <td> []</td>\n",
- " <td> 14</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 14</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>995</th>\n",
- " <td> dowses</td>\n",
- " <td> ['d', 'o', 'w', 's', 'e', 's']</td>\n",
- " <td> ['r', 'u']</td>\n",
- " <td> 6</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>996</th>\n",
- " <td> pummelling</td>\n",
- " <td> ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ...</td>\n",
- " <td> ['s', 'r', 'o']</td>\n",
- " <td> 10</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>997</th>\n",
- " <td> earnestness</td>\n",
- " <td> ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ...</td>\n",
- " <td> []</td>\n",
- " <td> 11</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>998</th>\n",
- " <td> thermodynamics</td>\n",
- " <td> ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ...</td>\n",
- " <td> []</td>\n",
- " <td> 14</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 14</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>999</th>\n",
- " <td> flurry</td>\n",
- " <td> ['f', 'l', 'u', 'r', 'r', 'y']</td>\n",
- " <td> ['e', 's', 'i', 'a', 'o']</td>\n",
- " <td> 6</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>1000 rows \u00d7 7 columns</p>\n",
- "</div>"
- ],
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 14,
- "text": [
- " target discovered \\\n",
- "0 toothsome ['t', 'o', 'o', 't', 'h', 's', 'o', 'm', 'e'] \n",
- "1 analgesics ['a', 'n', 'a', 'l', 'g', 'e', 's', 'i', 'c', ... \n",
- "2 intrenched ['i', 'n', 't', 'r', 'e', 'n', 'c', 'h', 'e', ... \n",
- "3 normal ['n', 'o', 'r', 'm', 'a', 'l'] \n",
- "4 debunks ['d', 'e', 'b', 'u', 'n', 'k', 's'] \n",
- "5 satanically ['s', 'a', 't', 'a', 'n', 'i', 'c', 'a', 'l', ... \n",
- "6 radicals ['r', 'a', 'd', 'i', 'c', 'a', 'l', 's'] \n",
- "7 erotic ['e', 'r', 'o', 't', 'i', 'c'] \n",
- "8 double ['d', 'o', 'u', 'b', 'l', 'e'] \n",
- "9 caviar ['c', 'a', 'v', 'i', 'a', 'r'] \n",
- "10 rigamaroles ['r', 'i', 'g', 'a', 'm', 'a', 'r', 'o', 'l', ... \n",
- "11 disfranchises ['d', 'i', 's', 'f', 'r', 'a', 'n', 'c', 'h', ... \n",
- "12 mushroomed ['m', 'u', 's', 'h', 'r', 'o', 'o', 'm', 'e', ... \n",
- "13 rails ['r', 'a', 'i', 'l', 's'] \n",
- "14 poised ['p', 'o', 'i', 's', 'e', 'd'] \n",
- "15 circulating ['c', 'i', 'r', 'c', 'u', 'l', 'a', 't', 'i', ... \n",
- "16 yesteryear ['y', 'e', 's', 't', 'e', 'r', 'y', 'e', 'a', ... \n",
- "17 chastest ['c', 'h', 'a', 's', 't', 'e', 's', 't'] \n",
- "18 lenders ['l', 'e', 'n', 'd', 'e', 'r', 's'] \n",
- "19 upshots ['u', 'p', 's', 'h', 'o', 't', 's'] \n",
- "20 stridden ['s', 't', 'r', 'i', 'd', 'd', 'e', 'n'] \n",
- "21 trespassing ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'i', ... \n",
- "22 muckrake ['m', 'u', 'c', 'k', 'r', 'a', 'k', 'e'] \n",
- "23 bungalows ['b', 'u', 'n', 'g', 'a', 'l', 'o', 'w', 's'] \n",
- "24 rewinding ['r', 'e', 'w', 'i', 'n', 'd', 'i', 'n', 'g'] \n",
- "25 stepchildren ['s', 't', 'e', 'p', 'c', 'h', 'i', 'l', 'd', ... \n",
- "26 courageously ['c', 'o', 'u', 'r', 'a', 'g', 'e', 'o', 'u', ... \n",
- "27 gladiatorial ['g', 'l', 'a', 'd', 'i', 'a', 't', 'o', 'r', ... \n",
- "28 unseals ['u', 'n', 's', 'e', 'a', 'l', 's'] \n",
- "29 backaches ['b', 'a', 'c', 'k', 'a', 'c', 'h', 'e', 's'] \n",
- ".. ... ... \n",
- "970 priestliest ['p', 'r', 'i', 'e', 's', 't', 'l', 'i', 'e', ... \n",
- "971 oversight ['o', 'v', 'e', 'r', 's', 'i', 'g', 'h', 't'] \n",
- "972 nutshell ['n', 'u', 't', 's', 'h', 'e', 'l', 'l'] \n",
- "973 picker ['p', 'i', 'c', 'k', 'e', 'r'] \n",
- "974 prom ['p', 'r', 'o', 'm'] \n",
- "975 spoke ['s', 'p', 'o', 'k', 'e'] \n",
- "976 videodiscs ['v', 'i', 'd', 'e', 'o', 'd', 'i', 's', 'c', ... \n",
- "977 braggart ['b', 'r', 'a', 'g', 'g', 'a', 'r', 't'] \n",
- "978 shindigs ['s', 'h', 'i', 'n', 'd', 'i', 'g', 's'] \n",
- "979 indorsements ['i', 'n', 'd', 'o', 'r', 's', 'e', 'm', 'e', ... \n",
- "980 audios ['a', 'u', 'd', 'i', 'o', 's'] \n",
- "981 disrobes ['d', 'i', 's', 'r', 'o', 'b', 'e', 's'] \n",
- "982 drake ['d', 'r', 'a', 'k', 'e'] \n",
- "983 penes ['p', 'e', 'n', 'e', 's'] \n",
- "984 ecological ['e', 'c', 'o', 'l', 'o', 'g', 'i', 'c', 'a', ... \n",
- "985 consideration ['c', 'o', 'n', 's', 'i', 'd', 'e', 'r', 'a', ... \n",
- "986 strolled ['s', 't', 'r', 'o', 'l', 'l', 'e', 'd'] \n",
- "987 peacemaker ['p', 'e', 'a', 'c', 'e', 'm', 'a', 'k', 'e', ... \n",
- "988 chilliest ['c', 'h', 'i', 'l', 'l', 'i', 'e', 's', 't'] \n",
- "989 neuritis ['n', 'e', 'u', 'r', 'i', 't', 'i', 's'] \n",
- "990 quisling ['q', 'u', 'i', 's', 'l', 'i', 'n', 'g'] \n",
- "991 transplants ['t', 'r', 'a', 'n', 's', 'p', 'l', 'a', 'n', ... \n",
- "992 bevies ['b', 'e', 'v', 'i', 'e', 's'] \n",
- "993 geeky ['g', 'e', 'e', 'k', 'y'] \n",
- "994 demonstrations ['d', 'e', 'm', 'o', 'n', 's', 't', 'r', 'a', ... \n",
- "995 dowses ['d', 'o', 'w', 's', 'e', 's'] \n",
- "996 pummelling ['p', 'u', 'm', 'm', 'e', 'l', 'l', 'i', 'n', ... \n",
- "997 earnestness ['e', 'a', 'r', 'n', 'e', 's', 't', 'n', 'e', ... \n",
- "998 thermodynamics ['t', 'h', 'e', 'r', 'm', 'o', 'd', 'y', 'n', ... \n",
- "999 flurry ['f', 'l', 'u', 'r', 'r', 'y'] \n",
- "\n",
- " wrong letters number of hits lives remaining game won \\\n",
- "0 ['a', 'i'] 9 8 True \n",
- "1 [] 10 10 True \n",
- "2 ['s'] 10 9 True \n",
- "3 ['e', 's', 'i', 'f'] 6 6 True \n",
- "4 ['t'] 7 9 True \n",
- "5 ['e'] 11 9 True \n",
- "6 ['e', 't'] 8 8 True \n",
- "7 [] 6 10 True \n",
- "8 ['a', 'm', 'r'] 6 7 True \n",
- "9 ['e', 's', 'n', 'l'] 6 6 True \n",
- "10 [] 11 10 True \n",
- "11 [] 13 10 True \n",
- "12 ['t'] 10 9 True \n",
- "13 ['e', 'o', 't', 'm', 'f', 'w'] 5 4 True \n",
- "14 ['a', 'l', 't', 'k'] 6 6 True \n",
- "15 ['e'] 11 9 True \n",
- "16 [] 10 10 True \n",
- "17 ['m'] 8 9 True \n",
- "18 ['t', 'f', 'm'] 7 7 True \n",
- "19 ['e', 'i', 'a', 'n'] 7 6 True \n",
- "20 [] 8 10 True \n",
- "21 ['o'] 11 9 True \n",
- "22 ['t'] 8 9 True \n",
- "23 ['e', 'i', 't'] 9 7 True \n",
- "24 ['m'] 9 9 True \n",
- "25 [] 12 10 True \n",
- "26 ['i'] 12 9 True \n",
- "27 ['e'] 12 9 True \n",
- "28 ['t'] 7 9 True \n",
- "29 ['i'] 9 9 True \n",
- ".. ... ... ... ... \n",
- "970 [] 11 10 True \n",
- "971 [] 9 10 True \n",
- "972 ['r'] 8 9 True \n",
- "973 ['d', 's', 't', 'g'] 6 6 True \n",
- "974 ['e', 's', 'l'] 4 7 True \n",
- "975 ['a', 'i', 't', 'r'] 5 6 True \n",
- "976 [] 10 10 True \n",
- "977 ['e', 'i'] 8 8 True \n",
- "978 ['e'] 8 9 True \n",
- "979 [] 12 10 True \n",
- "980 ['e'] 6 9 True \n",
- "981 ['t', 'm'] 8 8 True \n",
- "982 ['s', 'c', 't', 'g', 'p'] 5 5 True \n",
- "983 ['m'] 5 9 True \n",
- "984 ['s'] 10 9 True \n",
- "985 ['f'] 13 9 True \n",
- "986 ['p', 'i', 'm'] 8 7 True \n",
- "987 [] 10 10 True \n",
- "988 ['f'] 9 9 True \n",
- "989 [] 8 10 True \n",
- "990 ['e', 't', 'k', 'p'] 8 6 True \n",
- "991 ['e', 'i', 'o'] 11 7 True \n",
- "992 ['d', 'r', 'l'] 6 7 True \n",
- "993 ['s', 'd', 't', 'f'] 5 6 True \n",
- "994 [] 14 10 True \n",
- "995 ['r', 'u'] 6 8 True \n",
- "996 ['s', 'r', 'o'] 10 7 True \n",
- "997 [] 11 10 True \n",
- "998 [] 14 10 True \n",
- "999 ['e', 's', 'i', 'a', 'o'] 6 5 True \n",
- "\n",
- " word length \n",
- "0 9 \n",
- "1 10 \n",
- "2 10 \n",
- "3 6 \n",
- "4 7 \n",
- "5 11 \n",
- "6 8 \n",
- "7 6 \n",
- "8 6 \n",
- "9 6 \n",
- "10 11 \n",
- "11 13 \n",
- "12 10 \n",
- "13 5 \n",
- "14 6 \n",
- "15 11 \n",
- "16 10 \n",
- "17 8 \n",
- "18 7 \n",
- "19 7 \n",
- "20 8 \n",
- "21 11 \n",
- "22 8 \n",
- "23 9 \n",
- "24 9 \n",
- "25 12 \n",
- "26 12 \n",
- "27 12 \n",
- "28 7 \n",
- "29 9 \n",
- ".. ... \n",
- "970 11 \n",
- "971 9 \n",
- "972 8 \n",
- "973 6 \n",
- "974 4 \n",
- "975 5 \n",
- "976 10 \n",
- "977 8 \n",
- "978 8 \n",
- "979 12 \n",
- "980 6 \n",
- "981 8 \n",
- "982 5 \n",
- "983 5 \n",
- "984 10 \n",
- "985 13 \n",
- "986 8 \n",
- "987 10 \n",
- "988 9 \n",
- "989 8 \n",
- "990 8 \n",
- "991 11 \n",
- "992 6 \n",
- "993 5 \n",
- "994 14 \n",
- "995 6 \n",
- "996 10 \n",
- "997 11 \n",
- "998 14 \n",
- "999 6 \n",
- "\n",
- "[1000 rows x 7 columns]"
- ]
- }
- ],
- "prompt_number": 14
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "adaptive_pattern['lives remaining'].hist()"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 15,
- "text": [
- "<matplotlib.axes.AxesSubplot at 0x7f1586fb5978>"
- ]
- },
- {
- "metadata": {},
- "output_type": "display_data",
- "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEACAYAAAC57G0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwf8D25ze66lP9woAAAAASUVORK5CYII=\n",
- "text": [
- "<matplotlib.figure.Figure at 0x7f1586fb55f8>"
- ]
- }
- ],
- "prompt_number": 15
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "adaptive_pattern.groupby('lives remaining').size()"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 16,
- "text": [
- "lives remaining\n",
- "0 11\n",
- "1 5\n",
- "2 5\n",
- "3 22\n",
- "4 40\n",
- "5 42\n",
- "6 79\n",
- "7 109\n",
- "8 161\n",
- "9 290\n",
- "10 236\n",
- "dtype: int64"
- ]
- }
- ],
- "prompt_number": 16
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "adaptive_split = pd.read_csv('adaptive_split.csv')\n",
- "adaptive_split"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "html": [
- "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>target</th>\n",
- " <th>discovered</th>\n",
- " <th>wrong letters</th>\n",
- " <th>number of hits</th>\n",
- " <th>lives remaining</th>\n",
- " <th>game won</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0 </th>\n",
- " <td> punned</td>\n",
- " <td> ['p', 'u', 'n', 'n', 'e', 'd']</td>\n",
- " <td> ['s', 'r', 'l', 'a', 'i']</td>\n",
- " <td> 6</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1 </th>\n",
- " <td> anode</td>\n",
- " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
- " <td> ['s', 'l', 'b']</td>\n",
- " <td> 5</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2 </th>\n",
- " <td> passes</td>\n",
- " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
- " <td> ['l', 'b']</td>\n",
- " <td> 6</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3 </th>\n",
- " <td> maxing</td>\n",
- " <td> ['m', 'a', 'x', 'i', 'n', 'g']</td>\n",
- " <td> ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c']</td>\n",
- " <td> 6</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4 </th>\n",
- " <td> quadrant</td>\n",
- " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</td>\n",
- " <td> []</td>\n",
- " <td> 8</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5 </th>\n",
- " <td> polygamy</td>\n",
- " <td> ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y']</td>\n",
- " <td> ['r', 'i', 's', 'd']</td>\n",
- " <td> 8</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>6 </th>\n",
- " <td> technologists</td>\n",
- " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
- " <td> ['r']</td>\n",
- " <td> 13</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7 </th>\n",
- " <td> tussle</td>\n",
- " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
- " <td> ['a']</td>\n",
- " <td> 6</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8 </th>\n",
- " <td> explicitly</td>\n",
- " <td> ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ...</td>\n",
- " <td> ['o', 'a', 'b', 's', 'm']</td>\n",
- " <td> 10</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9 </th>\n",
- " <td> moderators</td>\n",
- " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
- " <td> ['u']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10 </th>\n",
- " <td> error</td>\n",
- " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
- " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11 </th>\n",
- " <td> stamped</td>\n",
- " <td> ['s', 't', 'a', 'm', 'p', 'e', 'd']</td>\n",
- " <td> ['r', 'i', 'l', 'b', 'c']</td>\n",
- " <td> 7</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12 </th>\n",
- " <td> dress</td>\n",
- " <td> ['d', 'r', 'e', 's', 's']</td>\n",
- " <td> []</td>\n",
- " <td> 5</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13 </th>\n",
- " <td> truckled</td>\n",
- " <td> ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd']</td>\n",
- " <td> ['s', 'i', 'a', 'b', 'p']</td>\n",
- " <td> 8</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>14 </th>\n",
- " <td> accommodation</td>\n",
- " <td> ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ...</td>\n",
- " <td> ['s', 'g']</td>\n",
- " <td> 13</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15 </th>\n",
- " <td> reload</td>\n",
- " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
- " <td> ['s', 'i']</td>\n",
- " <td> 6</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>16 </th>\n",
- " <td> confounded</td>\n",
- " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
- " <td> ['p']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17 </th>\n",
- " <td> racketeers</td>\n",
- " <td> ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ...</td>\n",
- " <td> ['o', 'l']</td>\n",
- " <td> 10</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>18 </th>\n",
- " <td> ignoramuses</td>\n",
- " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
- " <td> ['l']</td>\n",
- " <td> 11</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19 </th>\n",
- " <td> party</td>\n",
- " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
- " <td> ['s', 'e', 'n', 'd']</td>\n",
- " <td> 5</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20 </th>\n",
- " <td> rill</td>\n",
- " <td> ['r', 'i', 'l', 'l']</td>\n",
- " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
- " <td> 4</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21 </th>\n",
- " <td> player</td>\n",
- " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
- " <td> ['s', 'm']</td>\n",
- " <td> 6</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22 </th>\n",
- " <td> protester</td>\n",
- " <td> ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r']</td>\n",
- " <td> ['i', 'd', 'l']</td>\n",
- " <td> 9</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23 </th>\n",
- " <td> asphalted</td>\n",
- " <td> ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd']</td>\n",
- " <td> ['r', 'i']</td>\n",
- " <td> 9</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24 </th>\n",
- " <td> uniforms</td>\n",
- " <td> ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's']</td>\n",
- " <td> ['a', 't', 'p']</td>\n",
- " <td> 8</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25 </th>\n",
- " <td> coniferous</td>\n",
- " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26 </th>\n",
- " <td> dishearten</td>\n",
- " <td> ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ...</td>\n",
- " <td> ['o', 'l', 'g']</td>\n",
- " <td> 10</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>27 </th>\n",
- " <td> scull</td>\n",
- " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
- " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>28 </th>\n",
- " <td> virgin</td>\n",
- " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
- " <td> ['s', 'a', 'd']</td>\n",
- " <td> 6</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29 </th>\n",
- " <td> licentiously</td>\n",
- " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</td>\n",
- " <td> []</td>\n",
- " <td> 12</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>970</th>\n",
- " <td> grindstone</td>\n",
- " <td> ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ...</td>\n",
- " <td> ['a', 'u', 'p']</td>\n",
- " <td> 10</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>971</th>\n",
- " <td> bankruptcies</td>\n",
- " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</td>\n",
- " <td> []</td>\n",
- " <td> 12</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>972</th>\n",
- " <td> smalls</td>\n",
- " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
- " <td> ['e', 't', 'k', 'w']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>973</th>\n",
- " <td> limping</td>\n",
- " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
- " <td> ['s', 'r', 'e', 'a', 'o', 'u', 'k']</td>\n",
- " <td> 7</td>\n",
- " <td> 3</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>974</th>\n",
- " <td> interfacing</td>\n",
- " <td> ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ...</td>\n",
- " <td> ['o', 'l', 'd', 's']</td>\n",
- " <td> 11</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>975</th>\n",
- " <td> mint</td>\n",
- " <td> ['_', '_', 'n', 't']</td>\n",
- " <td> ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ...</td>\n",
- " <td> 2</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>976</th>\n",
- " <td> romanticises</td>\n",
- " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
- " <td> ['d']</td>\n",
- " <td> 12</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>977</th>\n",
- " <td> cleavage</td>\n",
- " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
- " <td> ['r', 's']</td>\n",
- " <td> 8</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>978</th>\n",
- " <td> revival</td>\n",
- " <td> ['r', 'e', 'v', 'i', 'v', 'a', 'l']</td>\n",
- " <td> ['s', 'n', 'c', 'm']</td>\n",
- " <td> 7</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>979</th>\n",
- " <td> praying</td>\n",
- " <td> ['p', 'r', 'a', 'y', 'i', 'n', 'g']</td>\n",
- " <td> ['s', 'd', 'c', 'b']</td>\n",
- " <td> 7</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>980</th>\n",
- " <td> troupe</td>\n",
- " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
- " <td> ['s', 'g', 'a', 'l']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>981</th>\n",
- " <td> public</td>\n",
- " <td> ['p', 'u', 'b', 'l', 'i', 'c']</td>\n",
- " <td> ['s', 'r', 'd', 'n', 'a', 'e']</td>\n",
- " <td> 6</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>982</th>\n",
- " <td> generating</td>\n",
- " <td> ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ...</td>\n",
- " <td> ['o', 'l']</td>\n",
- " <td> 10</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>983</th>\n",
- " <td> sallies</td>\n",
- " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
- " <td> ['r']</td>\n",
- " <td> 7</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>984</th>\n",
- " <td> yacht</td>\n",
- " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
- " <td> ['s', 'e']</td>\n",
- " <td> 5</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>985</th>\n",
- " <td> armpits</td>\n",
- " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
- " <td> ['o']</td>\n",
- " <td> 7</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>986</th>\n",
- " <td> oblongs</td>\n",
- " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
- " <td> ['r', 'i', 'a']</td>\n",
- " <td> 7</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>987</th>\n",
- " <td> developed</td>\n",
- " <td> ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd']</td>\n",
- " <td> ['t', 'a', 'r', 'n', 'i']</td>\n",
- " <td> 9</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>988</th>\n",
- " <td> demolish</td>\n",
- " <td> ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h']</td>\n",
- " <td> ['r', 'a', 't']</td>\n",
- " <td> 8</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>989</th>\n",
- " <td> pincers</td>\n",
- " <td> ['p', 'i', 'n', 'c', 'e', 'r', 's']</td>\n",
- " <td> ['a', 'o', 't', 'd', 'l']</td>\n",
- " <td> 7</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>990</th>\n",
- " <td> telecommunications</td>\n",
- " <td> ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ...</td>\n",
- " <td> ['p', 'r']</td>\n",
- " <td> 18</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>991</th>\n",
- " <td> dabble</td>\n",
- " <td> ['d', 'a', 'b', 'b', 'l', 'e']</td>\n",
- " <td> ['s', 'r', 'i', 'n', 'y']</td>\n",
- " <td> 6</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>992</th>\n",
- " <td> morticing</td>\n",
- " <td> ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g']</td>\n",
- " <td> ['a', 's', 'f', 'd']</td>\n",
- " <td> 9</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>993</th>\n",
- " <td> weals</td>\n",
- " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
- " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>994</th>\n",
- " <td> dryer</td>\n",
- " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
- " <td> ['s', 'i']</td>\n",
- " <td> 5</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>995</th>\n",
- " <td> inconclusively</td>\n",
- " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
- " <td> ['d']</td>\n",
- " <td> 14</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>996</th>\n",
- " <td> bubbliest</td>\n",
- " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
- " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
- " <td> 1</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>997</th>\n",
- " <td> graded</td>\n",
- " <td> ['g', 'r', 'a', 'd', 'e', 'd']</td>\n",
- " <td> ['s', 'c', 'v', 'y', 't', 'z']</td>\n",
- " <td> 6</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>998</th>\n",
- " <td> carriage</td>\n",
- " <td> ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e']</td>\n",
- " <td> ['s', 'l', 'd']</td>\n",
- " <td> 8</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>999</th>\n",
- " <td> datelining</td>\n",
- " <td> ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ...</td>\n",
- " <td> ['o', 's']</td>\n",
- " <td> 10</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>1000 rows \u00d7 6 columns</p>\n",
- "</div>"
- ],
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 19,
- "text": [
- " target discovered \\\n",
- "0 punned ['p', 'u', 'n', 'n', 'e', 'd'] \n",
- "1 anode ['a', 'n', 'o', 'd', 'e'] \n",
- "2 passes ['p', 'a', 's', 's', 'e', 's'] \n",
- "3 maxing ['m', 'a', 'x', 'i', 'n', 'g'] \n",
- "4 quadrant ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't'] \n",
- "5 polygamy ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y'] \n",
- "6 technologists ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ... \n",
- "7 tussle ['t', 'u', 's', 's', 'l', 'e'] \n",
- "8 explicitly ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ... \n",
- "9 moderators ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ... \n",
- "10 error ['e', 'r', 'r', 'o', 'r'] \n",
- "11 stamped ['s', 't', 'a', 'm', 'p', 'e', 'd'] \n",
- "12 dress ['d', 'r', 'e', 's', 's'] \n",
- "13 truckled ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd'] \n",
- "14 accommodation ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ... \n",
- "15 reload ['r', 'e', 'l', 'o', 'a', 'd'] \n",
- "16 confounded ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ... \n",
- "17 racketeers ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ... \n",
- "18 ignoramuses ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ... \n",
- "19 party ['p', 'a', 'r', 't', 'y'] \n",
- "20 rill ['r', 'i', 'l', 'l'] \n",
- "21 player ['p', 'l', 'a', 'y', 'e', 'r'] \n",
- "22 protester ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r'] \n",
- "23 asphalted ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd'] \n",
- "24 uniforms ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's'] \n",
- "25 coniferous ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ... \n",
- "26 dishearten ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ... \n",
- "27 scull ['s', 'c', 'u', 'l', 'l'] \n",
- "28 virgin ['v', 'i', 'r', 'g', 'i', 'n'] \n",
- "29 licentiously ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ... \n",
- ".. ... ... \n",
- "970 grindstone ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ... \n",
- "971 bankruptcies ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ... \n",
- "972 smalls ['s', 'm', 'a', 'l', 'l', 's'] \n",
- "973 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
- "974 interfacing ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ... \n",
- "975 mint ['_', '_', 'n', 't'] \n",
- "976 romanticises ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ... \n",
- "977 cleavage ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e'] \n",
- "978 revival ['r', 'e', 'v', 'i', 'v', 'a', 'l'] \n",
- "979 praying ['p', 'r', 'a', 'y', 'i', 'n', 'g'] \n",
- "980 troupe ['t', 'r', 'o', 'u', 'p', 'e'] \n",
- "981 public ['p', 'u', 'b', 'l', 'i', 'c'] \n",
- "982 generating ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ... \n",
- "983 sallies ['s', 'a', 'l', 'l', 'i', 'e', 's'] \n",
- "984 yacht ['y', 'a', 'c', 'h', 't'] \n",
- "985 armpits ['a', 'r', 'm', 'p', 'i', 't', 's'] \n",
- "986 oblongs ['o', 'b', 'l', 'o', 'n', 'g', 's'] \n",
- "987 developed ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd'] \n",
- "988 demolish ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h'] \n",
- "989 pincers ['p', 'i', 'n', 'c', 'e', 'r', 's'] \n",
- "990 telecommunications ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ... \n",
- "991 dabble ['d', 'a', 'b', 'b', 'l', 'e'] \n",
- "992 morticing ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g'] \n",
- "993 weals ['w', 'e', 'a', 'l', 's'] \n",
- "994 dryer ['d', 'r', 'y', 'e', 'r'] \n",
- "995 inconclusively ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ... \n",
- "996 bubbliest ['_', '_', '_', '_', '_', '_', '_', '_', 't'] \n",
- "997 graded ['g', 'r', 'a', 'd', 'e', 'd'] \n",
- "998 carriage ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e'] \n",
- "999 datelining ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ... \n",
- "\n",
- " wrong letters number of hits \\\n",
- "0 ['s', 'r', 'l', 'a', 'i'] 6 \n",
- "1 ['s', 'l', 'b'] 5 \n",
- "2 ['l', 'b'] 6 \n",
- "3 ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c'] 6 \n",
- "4 [] 8 \n",
- "5 ['r', 'i', 's', 'd'] 8 \n",
- "6 ['r'] 13 \n",
- "7 ['a'] 6 \n",
- "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
- "9 ['u'] 10 \n",
- "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
- "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
- "12 [] 5 \n",
- "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
- "14 ['s', 'g'] 13 \n",
- "15 ['s', 'i'] 6 \n",
- "16 ['p'] 10 \n",
- "17 ['o', 'l'] 10 \n",
- "18 ['l'] 11 \n",
- "19 ['s', 'e', 'n', 'd'] 5 \n",
- "20 ['e', 's', 'a', 'o', 'u', 'n'] 4 \n",
- "21 ['s', 'm'] 6 \n",
- "22 ['i', 'd', 'l'] 9 \n",
- "23 ['r', 'i'] 9 \n",
- "24 ['a', 't', 'p'] 8 \n",
- "25 [] 10 \n",
- "26 ['o', 'l', 'g'] 10 \n",
- "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
- "28 ['s', 'a', 'd'] 6 \n",
- "29 [] 12 \n",
- ".. ... ... \n",
- "970 ['a', 'u', 'p'] 10 \n",
- "971 [] 12 \n",
- "972 ['e', 't', 'k', 'w'] 6 \n",
- "973 ['s', 'r', 'e', 'a', 'o', 'u', 'k'] 7 \n",
- "974 ['o', 'l', 'd', 's'] 11 \n",
- "975 ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ... 2 \n",
- "976 ['d'] 12 \n",
- "977 ['r', 's'] 8 \n",
- "978 ['s', 'n', 'c', 'm'] 7 \n",
- "979 ['s', 'd', 'c', 'b'] 7 \n",
- "980 ['s', 'g', 'a', 'l'] 6 \n",
- "981 ['s', 'r', 'd', 'n', 'a', 'e'] 6 \n",
- "982 ['o', 'l'] 10 \n",
- "983 ['r'] 7 \n",
- "984 ['s', 'e'] 5 \n",
- "985 ['o'] 7 \n",
- "986 ['r', 'i', 'a'] 7 \n",
- "987 ['t', 'a', 'r', 'n', 'i'] 9 \n",
- "988 ['r', 'a', 't'] 8 \n",
- "989 ['a', 'o', 't', 'd', 'l'] 7 \n",
- "990 ['p', 'r'] 18 \n",
- "991 ['s', 'r', 'i', 'n', 'y'] 6 \n",
- "992 ['a', 's', 'f', 'd'] 9 \n",
- "993 ['r', 'd', 'p', 'm', 'h'] 5 \n",
- "994 ['s', 'i'] 5 \n",
- "995 ['d'] 14 \n",
- "996 ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ... 1 \n",
- "997 ['s', 'c', 'v', 'y', 't', 'z'] 6 \n",
- "998 ['s', 'l', 'd'] 8 \n",
- "999 ['o', 's'] 10 \n",
- "\n",
- " lives remaining game won \n",
- "0 5 True \n",
- "1 7 True \n",
- "2 8 True \n",
- "3 1 True \n",
- "4 10 True \n",
- "5 6 True \n",
- "6 9 True \n",
- "7 9 True \n",
- "8 5 True \n",
- "9 9 True \n",
- "10 5 True \n",
- "11 5 True \n",
- "12 10 True \n",
- "13 5 True \n",
- "14 8 True \n",
- "15 8 True \n",
- "16 9 True \n",
- "17 8 True \n",
- "18 9 True \n",
- "19 6 True \n",
- "20 4 True \n",
- "21 8 True \n",
- "22 7 True \n",
- "23 8 True \n",
- "24 7 True \n",
- "25 10 True \n",
- "26 7 True \n",
- "27 5 True \n",
- "28 7 True \n",
- "29 10 True \n",
- ".. ... ... \n",
- "970 7 True \n",
- "971 10 True \n",
- "972 6 True \n",
- "973 3 True \n",
- "974 6 True \n",
- "975 0 False \n",
- "976 9 True \n",
- "977 8 True \n",
- "978 6 True \n",
- "979 6 True \n",
- "980 6 True \n",
- "981 4 True \n",
- "982 8 True \n",
- "983 9 True \n",
- "984 8 True \n",
- "985 9 True \n",
- "986 7 True \n",
- "987 5 True \n",
- "988 7 True \n",
- "989 5 True \n",
- "990 8 True \n",
- "991 5 True \n",
- "992 6 True \n",
- "993 5 True \n",
- "994 8 True \n",
- "995 9 True \n",
- "996 0 False \n",
- "997 4 True \n",
- "998 7 True \n",
- "999 8 True \n",
- "\n",
- "[1000 rows x 6 columns]"
- ]
- }
- ],
- "prompt_number": 19
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "adaptive_split['word length'] = adaptive_split.apply(lambda r: len(r['target']), axis=1)\n",
- "adaptive_split"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "html": [
- "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>target</th>\n",
- " <th>discovered</th>\n",
- " <th>wrong letters</th>\n",
- " <th>number of hits</th>\n",
- " <th>lives remaining</th>\n",
- " <th>game won</th>\n",
- " <th>word length</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0 </th>\n",
- " <td> punned</td>\n",
- " <td> ['p', 'u', 'n', 'n', 'e', 'd']</td>\n",
- " <td> ['s', 'r', 'l', 'a', 'i']</td>\n",
- " <td> 6</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1 </th>\n",
- " <td> anode</td>\n",
- " <td> ['a', 'n', 'o', 'd', 'e']</td>\n",
- " <td> ['s', 'l', 'b']</td>\n",
- " <td> 5</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2 </th>\n",
- " <td> passes</td>\n",
- " <td> ['p', 'a', 's', 's', 'e', 's']</td>\n",
- " <td> ['l', 'b']</td>\n",
- " <td> 6</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3 </th>\n",
- " <td> maxing</td>\n",
- " <td> ['m', 'a', 'x', 'i', 'n', 'g']</td>\n",
- " <td> ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c']</td>\n",
- " <td> 6</td>\n",
- " <td> 1</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4 </th>\n",
- " <td> quadrant</td>\n",
- " <td> ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't']</td>\n",
- " <td> []</td>\n",
- " <td> 8</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5 </th>\n",
- " <td> polygamy</td>\n",
- " <td> ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y']</td>\n",
- " <td> ['r', 'i', 's', 'd']</td>\n",
- " <td> 8</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>6 </th>\n",
- " <td> technologists</td>\n",
- " <td> ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ...</td>\n",
- " <td> ['r']</td>\n",
- " <td> 13</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7 </th>\n",
- " <td> tussle</td>\n",
- " <td> ['t', 'u', 's', 's', 'l', 'e']</td>\n",
- " <td> ['a']</td>\n",
- " <td> 6</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>8 </th>\n",
- " <td> explicitly</td>\n",
- " <td> ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ...</td>\n",
- " <td> ['o', 'a', 'b', 's', 'm']</td>\n",
- " <td> 10</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>9 </th>\n",
- " <td> moderators</td>\n",
- " <td> ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ...</td>\n",
- " <td> ['u']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>10 </th>\n",
- " <td> error</td>\n",
- " <td> ['e', 'r', 'r', 'o', 'r']</td>\n",
- " <td> ['s', 't', 'n', 'l', 'y']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>11 </th>\n",
- " <td> stamped</td>\n",
- " <td> ['s', 't', 'a', 'm', 'p', 'e', 'd']</td>\n",
- " <td> ['r', 'i', 'l', 'b', 'c']</td>\n",
- " <td> 7</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>12 </th>\n",
- " <td> dress</td>\n",
- " <td> ['d', 'r', 'e', 's', 's']</td>\n",
- " <td> []</td>\n",
- " <td> 5</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>13 </th>\n",
- " <td> truckled</td>\n",
- " <td> ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd']</td>\n",
- " <td> ['s', 'i', 'a', 'b', 'p']</td>\n",
- " <td> 8</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>14 </th>\n",
- " <td> accommodation</td>\n",
- " <td> ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ...</td>\n",
- " <td> ['s', 'g']</td>\n",
- " <td> 13</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>15 </th>\n",
- " <td> reload</td>\n",
- " <td> ['r', 'e', 'l', 'o', 'a', 'd']</td>\n",
- " <td> ['s', 'i']</td>\n",
- " <td> 6</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>16 </th>\n",
- " <td> confounded</td>\n",
- " <td> ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ...</td>\n",
- " <td> ['p']</td>\n",
- " <td> 10</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17 </th>\n",
- " <td> racketeers</td>\n",
- " <td> ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ...</td>\n",
- " <td> ['o', 'l']</td>\n",
- " <td> 10</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>18 </th>\n",
- " <td> ignoramuses</td>\n",
- " <td> ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ...</td>\n",
- " <td> ['l']</td>\n",
- " <td> 11</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>19 </th>\n",
- " <td> party</td>\n",
- " <td> ['p', 'a', 'r', 't', 'y']</td>\n",
- " <td> ['s', 'e', 'n', 'd']</td>\n",
- " <td> 5</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>20 </th>\n",
- " <td> rill</td>\n",
- " <td> ['r', 'i', 'l', 'l']</td>\n",
- " <td> ['e', 's', 'a', 'o', 'u', 'n']</td>\n",
- " <td> 4</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " <td> 4</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>21 </th>\n",
- " <td> player</td>\n",
- " <td> ['p', 'l', 'a', 'y', 'e', 'r']</td>\n",
- " <td> ['s', 'm']</td>\n",
- " <td> 6</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>22 </th>\n",
- " <td> protester</td>\n",
- " <td> ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r']</td>\n",
- " <td> ['i', 'd', 'l']</td>\n",
- " <td> 9</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>23 </th>\n",
- " <td> asphalted</td>\n",
- " <td> ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd']</td>\n",
- " <td> ['r', 'i']</td>\n",
- " <td> 9</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>24 </th>\n",
- " <td> uniforms</td>\n",
- " <td> ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's']</td>\n",
- " <td> ['a', 't', 'p']</td>\n",
- " <td> 8</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>25 </th>\n",
- " <td> coniferous</td>\n",
- " <td> ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ...</td>\n",
- " <td> []</td>\n",
- " <td> 10</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>26 </th>\n",
- " <td> dishearten</td>\n",
- " <td> ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ...</td>\n",
- " <td> ['o', 'l', 'g']</td>\n",
- " <td> 10</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>27 </th>\n",
- " <td> scull</td>\n",
- " <td> ['s', 'c', 'u', 'l', 'l']</td>\n",
- " <td> ['e', 'a', 'o', 'i', 'n']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>28 </th>\n",
- " <td> virgin</td>\n",
- " <td> ['v', 'i', 'r', 'g', 'i', 'n']</td>\n",
- " <td> ['s', 'a', 'd']</td>\n",
- " <td> 6</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>29 </th>\n",
- " <td> licentiously</td>\n",
- " <td> ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ...</td>\n",
- " <td> []</td>\n",
- " <td> 12</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>970</th>\n",
- " <td> grindstone</td>\n",
- " <td> ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ...</td>\n",
- " <td> ['a', 'u', 'p']</td>\n",
- " <td> 10</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>971</th>\n",
- " <td> bankruptcies</td>\n",
- " <td> ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ...</td>\n",
- " <td> []</td>\n",
- " <td> 12</td>\n",
- " <td> 10</td>\n",
- " <td> True</td>\n",
- " <td> 12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>972</th>\n",
- " <td> smalls</td>\n",
- " <td> ['s', 'm', 'a', 'l', 'l', 's']</td>\n",
- " <td> ['e', 't', 'k', 'w']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>973</th>\n",
- " <td> limping</td>\n",
- " <td> ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
- " <td> ['s', 'r', 'e', 'a', 'o', 'u', 'k']</td>\n",
- " <td> 7</td>\n",
- " <td> 3</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>974</th>\n",
- " <td> interfacing</td>\n",
- " <td> ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ...</td>\n",
- " <td> ['o', 'l', 'd', 's']</td>\n",
- " <td> 11</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 11</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>975</th>\n",
- " <td> mint</td>\n",
- " <td> ['_', '_', 'n', 't']</td>\n",
- " <td> ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ...</td>\n",
- " <td> 2</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 4</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>976</th>\n",
- " <td> romanticises</td>\n",
- " <td> ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ...</td>\n",
- " <td> ['d']</td>\n",
- " <td> 12</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>977</th>\n",
- " <td> cleavage</td>\n",
- " <td> ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e']</td>\n",
- " <td> ['r', 's']</td>\n",
- " <td> 8</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>978</th>\n",
- " <td> revival</td>\n",
- " <td> ['r', 'e', 'v', 'i', 'v', 'a', 'l']</td>\n",
- " <td> ['s', 'n', 'c', 'm']</td>\n",
- " <td> 7</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>979</th>\n",
- " <td> praying</td>\n",
- " <td> ['p', 'r', 'a', 'y', 'i', 'n', 'g']</td>\n",
- " <td> ['s', 'd', 'c', 'b']</td>\n",
- " <td> 7</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>980</th>\n",
- " <td> troupe</td>\n",
- " <td> ['t', 'r', 'o', 'u', 'p', 'e']</td>\n",
- " <td> ['s', 'g', 'a', 'l']</td>\n",
- " <td> 6</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>981</th>\n",
- " <td> public</td>\n",
- " <td> ['p', 'u', 'b', 'l', 'i', 'c']</td>\n",
- " <td> ['s', 'r', 'd', 'n', 'a', 'e']</td>\n",
- " <td> 6</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>982</th>\n",
- " <td> generating</td>\n",
- " <td> ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ...</td>\n",
- " <td> ['o', 'l']</td>\n",
- " <td> 10</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>983</th>\n",
- " <td> sallies</td>\n",
- " <td> ['s', 'a', 'l', 'l', 'i', 'e', 's']</td>\n",
- " <td> ['r']</td>\n",
- " <td> 7</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>984</th>\n",
- " <td> yacht</td>\n",
- " <td> ['y', 'a', 'c', 'h', 't']</td>\n",
- " <td> ['s', 'e']</td>\n",
- " <td> 5</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>985</th>\n",
- " <td> armpits</td>\n",
- " <td> ['a', 'r', 'm', 'p', 'i', 't', 's']</td>\n",
- " <td> ['o']</td>\n",
- " <td> 7</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>986</th>\n",
- " <td> oblongs</td>\n",
- " <td> ['o', 'b', 'l', 'o', 'n', 'g', 's']</td>\n",
- " <td> ['r', 'i', 'a']</td>\n",
- " <td> 7</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>987</th>\n",
- " <td> developed</td>\n",
- " <td> ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd']</td>\n",
- " <td> ['t', 'a', 'r', 'n', 'i']</td>\n",
- " <td> 9</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>988</th>\n",
- " <td> demolish</td>\n",
- " <td> ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h']</td>\n",
- " <td> ['r', 'a', 't']</td>\n",
- " <td> 8</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>989</th>\n",
- " <td> pincers</td>\n",
- " <td> ['p', 'i', 'n', 'c', 'e', 'r', 's']</td>\n",
- " <td> ['a', 'o', 't', 'd', 'l']</td>\n",
- " <td> 7</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 7</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>990</th>\n",
- " <td> telecommunications</td>\n",
- " <td> ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ...</td>\n",
- " <td> ['p', 'r']</td>\n",
- " <td> 18</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 18</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>991</th>\n",
- " <td> dabble</td>\n",
- " <td> ['d', 'a', 'b', 'b', 'l', 'e']</td>\n",
- " <td> ['s', 'r', 'i', 'n', 'y']</td>\n",
- " <td> 6</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>992</th>\n",
- " <td> morticing</td>\n",
- " <td> ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g']</td>\n",
- " <td> ['a', 's', 'f', 'd']</td>\n",
- " <td> 9</td>\n",
- " <td> 6</td>\n",
- " <td> True</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>993</th>\n",
- " <td> weals</td>\n",
- " <td> ['w', 'e', 'a', 'l', 's']</td>\n",
- " <td> ['r', 'd', 'p', 'm', 'h']</td>\n",
- " <td> 5</td>\n",
- " <td> 5</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>994</th>\n",
- " <td> dryer</td>\n",
- " <td> ['d', 'r', 'y', 'e', 'r']</td>\n",
- " <td> ['s', 'i']</td>\n",
- " <td> 5</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 5</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>995</th>\n",
- " <td> inconclusively</td>\n",
- " <td> ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ...</td>\n",
- " <td> ['d']</td>\n",
- " <td> 14</td>\n",
- " <td> 9</td>\n",
- " <td> True</td>\n",
- " <td> 14</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>996</th>\n",
- " <td> bubbliest</td>\n",
- " <td> ['_', '_', '_', '_', '_', '_', '_', '_', 't']</td>\n",
- " <td> ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ...</td>\n",
- " <td> 1</td>\n",
- " <td> 0</td>\n",
- " <td> False</td>\n",
- " <td> 9</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>997</th>\n",
- " <td> graded</td>\n",
- " <td> ['g', 'r', 'a', 'd', 'e', 'd']</td>\n",
- " <td> ['s', 'c', 'v', 'y', 't', 'z']</td>\n",
- " <td> 6</td>\n",
- " <td> 4</td>\n",
- " <td> True</td>\n",
- " <td> 6</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>998</th>\n",
- " <td> carriage</td>\n",
- " <td> ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e']</td>\n",
- " <td> ['s', 'l', 'd']</td>\n",
- " <td> 8</td>\n",
- " <td> 7</td>\n",
- " <td> True</td>\n",
- " <td> 8</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>999</th>\n",
- " <td> datelining</td>\n",
- " <td> ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ...</td>\n",
- " <td> ['o', 's']</td>\n",
- " <td> 10</td>\n",
- " <td> 8</td>\n",
- " <td> True</td>\n",
- " <td> 10</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "<p>1000 rows \u00d7 7 columns</p>\n",
- "</div>"
- ],
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 20,
- "text": [
- " target discovered \\\n",
- "0 punned ['p', 'u', 'n', 'n', 'e', 'd'] \n",
- "1 anode ['a', 'n', 'o', 'd', 'e'] \n",
- "2 passes ['p', 'a', 's', 's', 'e', 's'] \n",
- "3 maxing ['m', 'a', 'x', 'i', 'n', 'g'] \n",
- "4 quadrant ['q', 'u', 'a', 'd', 'r', 'a', 'n', 't'] \n",
- "5 polygamy ['p', 'o', 'l', 'y', 'g', 'a', 'm', 'y'] \n",
- "6 technologists ['t', 'e', 'c', 'h', 'n', 'o', 'l', 'o', 'g', ... \n",
- "7 tussle ['t', 'u', 's', 's', 'l', 'e'] \n",
- "8 explicitly ['e', 'x', 'p', 'l', 'i', 'c', 'i', 't', 'l', ... \n",
- "9 moderators ['m', 'o', 'd', 'e', 'r', 'a', 't', 'o', 'r', ... \n",
- "10 error ['e', 'r', 'r', 'o', 'r'] \n",
- "11 stamped ['s', 't', 'a', 'm', 'p', 'e', 'd'] \n",
- "12 dress ['d', 'r', 'e', 's', 's'] \n",
- "13 truckled ['t', 'r', 'u', 'c', 'k', 'l', 'e', 'd'] \n",
- "14 accommodation ['a', 'c', 'c', 'o', 'm', 'm', 'o', 'd', 'a', ... \n",
- "15 reload ['r', 'e', 'l', 'o', 'a', 'd'] \n",
- "16 confounded ['c', 'o', 'n', 'f', 'o', 'u', 'n', 'd', 'e', ... \n",
- "17 racketeers ['r', 'a', 'c', 'k', 'e', 't', 'e', 'e', 'r', ... \n",
- "18 ignoramuses ['i', 'g', 'n', 'o', 'r', 'a', 'm', 'u', 's', ... \n",
- "19 party ['p', 'a', 'r', 't', 'y'] \n",
- "20 rill ['r', 'i', 'l', 'l'] \n",
- "21 player ['p', 'l', 'a', 'y', 'e', 'r'] \n",
- "22 protester ['p', 'r', 'o', 't', 'e', 's', 't', 'e', 'r'] \n",
- "23 asphalted ['a', 's', 'p', 'h', 'a', 'l', 't', 'e', 'd'] \n",
- "24 uniforms ['u', 'n', 'i', 'f', 'o', 'r', 'm', 's'] \n",
- "25 coniferous ['c', 'o', 'n', 'i', 'f', 'e', 'r', 'o', 'u', ... \n",
- "26 dishearten ['d', 'i', 's', 'h', 'e', 'a', 'r', 't', 'e', ... \n",
- "27 scull ['s', 'c', 'u', 'l', 'l'] \n",
- "28 virgin ['v', 'i', 'r', 'g', 'i', 'n'] \n",
- "29 licentiously ['l', 'i', 'c', 'e', 'n', 't', 'i', 'o', 'u', ... \n",
- ".. ... ... \n",
- "970 grindstone ['g', 'r', 'i', 'n', 'd', 's', 't', 'o', 'n', ... \n",
- "971 bankruptcies ['b', 'a', 'n', 'k', 'r', 'u', 'p', 't', 'c', ... \n",
- "972 smalls ['s', 'm', 'a', 'l', 'l', 's'] \n",
- "973 limping ['l', 'i', 'm', 'p', 'i', 'n', 'g'] \n",
- "974 interfacing ['i', 'n', 't', 'e', 'r', 'f', 'a', 'c', 'i', ... \n",
- "975 mint ['_', '_', 'n', 't'] \n",
- "976 romanticises ['r', 'o', 'm', 'a', 'n', 't', 'i', 'c', 'i', ... \n",
- "977 cleavage ['c', 'l', 'e', 'a', 'v', 'a', 'g', 'e'] \n",
- "978 revival ['r', 'e', 'v', 'i', 'v', 'a', 'l'] \n",
- "979 praying ['p', 'r', 'a', 'y', 'i', 'n', 'g'] \n",
- "980 troupe ['t', 'r', 'o', 'u', 'p', 'e'] \n",
- "981 public ['p', 'u', 'b', 'l', 'i', 'c'] \n",
- "982 generating ['g', 'e', 'n', 'e', 'r', 'a', 't', 'i', 'n', ... \n",
- "983 sallies ['s', 'a', 'l', 'l', 'i', 'e', 's'] \n",
- "984 yacht ['y', 'a', 'c', 'h', 't'] \n",
- "985 armpits ['a', 'r', 'm', 'p', 'i', 't', 's'] \n",
- "986 oblongs ['o', 'b', 'l', 'o', 'n', 'g', 's'] \n",
- "987 developed ['d', 'e', 'v', 'e', 'l', 'o', 'p', 'e', 'd'] \n",
- "988 demolish ['d', 'e', 'm', 'o', 'l', 'i', 's', 'h'] \n",
- "989 pincers ['p', 'i', 'n', 'c', 'e', 'r', 's'] \n",
- "990 telecommunications ['t', 'e', 'l', 'e', 'c', 'o', 'm', 'm', 'u', ... \n",
- "991 dabble ['d', 'a', 'b', 'b', 'l', 'e'] \n",
- "992 morticing ['m', 'o', 'r', 't', 'i', 'c', 'i', 'n', 'g'] \n",
- "993 weals ['w', 'e', 'a', 'l', 's'] \n",
- "994 dryer ['d', 'r', 'y', 'e', 'r'] \n",
- "995 inconclusively ['i', 'n', 'c', 'o', 'n', 'c', 'l', 'u', 's', ... \n",
- "996 bubbliest ['_', '_', '_', '_', '_', '_', '_', '_', 't'] \n",
- "997 graded ['g', 'r', 'a', 'd', 'e', 'd'] \n",
- "998 carriage ['c', 'a', 'r', 'r', 'i', 'a', 'g', 'e'] \n",
- "999 datelining ['d', 'a', 't', 'e', 'l', 'i', 'n', 'i', 'n', ... \n",
- "\n",
- " wrong letters number of hits \\\n",
- "0 ['s', 'r', 'l', 'a', 'i'] 6 \n",
- "1 ['s', 'l', 'b'] 5 \n",
- "2 ['l', 'b'] 6 \n",
- "3 ['s', 'r', 'd', 't', 'w', 'l', 'p', 'k', 'c'] 6 \n",
- "4 [] 8 \n",
- "5 ['r', 'i', 's', 'd'] 8 \n",
- "6 ['r'] 13 \n",
- "7 ['a'] 6 \n",
- "8 ['o', 'a', 'b', 's', 'm'] 10 \n",
- "9 ['u'] 10 \n",
- "10 ['s', 't', 'n', 'l', 'y'] 5 \n",
- "11 ['r', 'i', 'l', 'b', 'c'] 7 \n",
- "12 [] 5 \n",
- "13 ['s', 'i', 'a', 'b', 'p'] 8 \n",
- "14 ['s', 'g'] 13 \n",
- "15 ['s', 'i'] 6 \n",
- "16 ['p'] 10 \n",
- "17 ['o', 'l'] 10 \n",
- "18 ['l'] 11 \n",
- "19 ['s', 'e', 'n', 'd'] 5 \n",
- "20 ['e', 's', 'a', 'o', 'u', 'n'] 4 \n",
- "21 ['s', 'm'] 6 \n",
- "22 ['i', 'd', 'l'] 9 \n",
- "23 ['r', 'i'] 9 \n",
- "24 ['a', 't', 'p'] 8 \n",
- "25 [] 10 \n",
- "26 ['o', 'l', 'g'] 10 \n",
- "27 ['e', 'a', 'o', 'i', 'n'] 5 \n",
- "28 ['s', 'a', 'd'] 6 \n",
- "29 [] 12 \n",
- ".. ... ... \n",
- "970 ['a', 'u', 'p'] 10 \n",
- "971 [] 12 \n",
- "972 ['e', 't', 'k', 'w'] 6 \n",
- "973 ['s', 'r', 'e', 'a', 'o', 'u', 'k'] 7 \n",
- "974 ['o', 'l', 'd', 's'] 11 \n",
- "975 ['e', 's', 'a', 'o', 'u', 'd', 'k', 'l', 'p', ... 2 \n",
- "976 ['d'] 12 \n",
- "977 ['r', 's'] 8 \n",
- "978 ['s', 'n', 'c', 'm'] 7 \n",
- "979 ['s', 'd', 'c', 'b'] 7 \n",
- "980 ['s', 'g', 'a', 'l'] 6 \n",
- "981 ['s', 'r', 'd', 'n', 'a', 'e'] 6 \n",
- "982 ['o', 'l'] 10 \n",
- "983 ['r'] 7 \n",
- "984 ['s', 'e'] 5 \n",
- "985 ['o'] 7 \n",
- "986 ['r', 'i', 'a'] 7 \n",
- "987 ['t', 'a', 'r', 'n', 'i'] 9 \n",
- "988 ['r', 'a', 't'] 8 \n",
- "989 ['a', 'o', 't', 'd', 'l'] 7 \n",
- "990 ['p', 'r'] 18 \n",
- "991 ['s', 'r', 'i', 'n', 'y'] 6 \n",
- "992 ['a', 's', 'f', 'd'] 9 \n",
- "993 ['r', 'd', 'p', 'm', 'h'] 5 \n",
- "994 ['s', 'i'] 5 \n",
- "995 ['d'] 14 \n",
- "996 ['n', 'r', 'o', 'c', 'a', 'm', 'h', 'p', 'f', ... 1 \n",
- "997 ['s', 'c', 'v', 'y', 't', 'z'] 6 \n",
- "998 ['s', 'l', 'd'] 8 \n",
- "999 ['o', 's'] 10 \n",
- "\n",
- " lives remaining game won word length \n",
- "0 5 True 6 \n",
- "1 7 True 5 \n",
- "2 8 True 6 \n",
- "3 1 True 6 \n",
- "4 10 True 8 \n",
- "5 6 True 8 \n",
- "6 9 True 13 \n",
- "7 9 True 6 \n",
- "8 5 True 10 \n",
- "9 9 True 10 \n",
- "10 5 True 5 \n",
- "11 5 True 7 \n",
- "12 10 True 5 \n",
- "13 5 True 8 \n",
- "14 8 True 13 \n",
- "15 8 True 6 \n",
- "16 9 True 10 \n",
- "17 8 True 10 \n",
- "18 9 True 11 \n",
- "19 6 True 5 \n",
- "20 4 True 4 \n",
- "21 8 True 6 \n",
- "22 7 True 9 \n",
- "23 8 True 9 \n",
- "24 7 True 8 \n",
- "25 10 True 10 \n",
- "26 7 True 10 \n",
- "27 5 True 5 \n",
- "28 7 True 6 \n",
- "29 10 True 12 \n",
- ".. ... ... ... \n",
- "970 7 True 10 \n",
- "971 10 True 12 \n",
- "972 6 True 6 \n",
- "973 3 True 7 \n",
- "974 6 True 11 \n",
- "975 0 False 4 \n",
- "976 9 True 12 \n",
- "977 8 True 8 \n",
- "978 6 True 7 \n",
- "979 6 True 7 \n",
- "980 6 True 6 \n",
- "981 4 True 6 \n",
- "982 8 True 10 \n",
- "983 9 True 7 \n",
- "984 8 True 5 \n",
- "985 9 True 7 \n",
- "986 7 True 7 \n",
- "987 5 True 9 \n",
- "988 7 True 8 \n",
- "989 5 True 7 \n",
- "990 8 True 18 \n",
- "991 5 True 6 \n",
- "992 6 True 9 \n",
- "993 5 True 5 \n",
- "994 8 True 5 \n",
- "995 9 True 14 \n",
- "996 0 False 9 \n",
- "997 4 True 6 \n",
- "998 7 True 8 \n",
- "999 8 True 10 \n",
- "\n",
- "[1000 rows x 7 columns]"
- ]
- }
- ],
- "prompt_number": 20
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "adaptive_split['lives remaining'].hist()"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 21,
- "text": [
- "<matplotlib.axes.AxesSubplot at 0x7f1586ed5470>"
- ]
- },
- {
- "metadata": {},
- "output_type": "display_data",
- "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEACAYAAAC57G0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAEQ1JREFUeJzt3G2MXOV5xvH/FpuornE2Vlq/4XQciJVYirK0idVCI29f\nhEjaQPqFJm0kNrRVJKpAG6nF5gOmX9oEiSaqqkRqA8EowcGClkAkUuOIVVNVCW0xL4kxL46txhhM\nSrFiI6vFsP3wnMlzWC+7M7Mz89x75v+TRjPnzOzOxSN879nrnB2QJEmSJEmSJEmSJEmSJEkaSRuB\nh4AfAN8Hrq323wQcBfZXtw/VvmYH8AxwELh0WEElSd1ZC0xUj1cCTwHvAXYCn5nj9VuAR4HlQAt4\nFviZgaeUJJ1loeH7AmlgA5wCngQ2VNtjc7z+CmA38CpwhDTgty46pSSpa90cXbeAi4DvVtufBh4D\nbgXGq33rSdVN21HyDwRJ0hB1OuBXAncD15GO5L8EbCLVN88Dt8zztTOLCShJ6s2yDl6zHLgH+Cpw\nb7XvxdrzXwburx4/Rzox23Z+te8N1q9fP3Ps2LGuw0rSiDsEXNjpixc6gh8jVTAHgC/U9q+rPf5d\n4Inq8X3Ax4BzSUf47wIenv1Njx07xszMjLeZGXbu3Fk8Q5Sba+FauBbz34ALOh3usPAR/CXAJ4DH\nSZdDAtwAfJxUz8wAh4FPVc8dAPZU92eAa7CimdeRI0dKRwjDtchci8y16N1CA/5fmfso/4F5vuav\nqpskqSCvUS9samqqdIQwXIvMtchci97NdS37MMxUfZIkqUNjY2PQxdz2CL6w6enp0hHCcC0y1yJz\nLXrngJekhrKikaQlwopGkgQ44IuzX8xci8y1yFyL3jngJamh7OAlaYmwg5ckAQ744uwXM9cicy0y\n16J3DnhJaig7eElaIuzgJUmAA744+8XMtchci8y16J0DXpIayg5ekpYIO3hJEuCAL85+MXMtMtci\ncy1654CXpIayg5ekJcIOXpIEOOCLs1/MXIvMtchci9454CWpoezgJWmJsIOXJAEO+OLsFzPXInMt\nMteidw54SWooO3hJWiLs4CVJgAO+OPvFzLXIXIvMteidA16SGsoOXpKWCDt4SRLggC/OfjFzLTLX\nInMteueAl6SGWqjL2QjcAfwCMAP8PfC3wGrgLuAXgSPAlcCJ6mt2AFcDrwHXAnvn+L528JLUpW47\n+IVeuLa6PQqsBP4T+CjwSeC/gZuB64G3AduBLcCdwAeADcA+YDPw+qzv64CXpC71+yTrC6ThDnAK\neJI0uC8HdlX7d5GGPsAVwG7gVdKR/bPA1k7DjCL7xcy1yFyLzLXo3bIuXtsCLgK+B6wBjlf7j1fb\nAOuB79a+5ijpB4IkLVmrVq3m5MmXS8foWqcDfiVwD3AdcHLWczPV7c3M+dzU1BStVguA8fFxJiYm\nmJycBPJP7FHYnpycDJXH7TjbbVHylNpu7yuZJw339iibru4nh7A9DdxebbeAv6QbnXQ5y4FvAg8A\nX6j2Haze/QVgHfAQ8G5SDw/w2er+W8BO0lF/nR28pCUjdd8RZlZ/O/gx4FbgAHm4A9wHXFU9vgq4\nt7b/Y8C5wCbgXcDDnYYZRbOP1kaZa5G5Fplr0buFKppLgE8AjwP7q307SEfoe4A/JF8mCekHwZ7q\n/gxwDTF+7EnSyPGzaCRpAU2taCRJS5QDvjD7xcy1yFyLzLXonQNekhrKDl6SFmAHL0kKxQFfmP1i\n5lpkrkXmWvTOAS9JDWUHL0kLsIOXJIXigC/MfjFzLTLXInMtetfN58FL0tB9+MMf4fTpU6VjLEl2\n8JJCi9F/R8gAdvCSJMABX5z9YuZaZK6F+sEBL0kNZQcvKTQ7+Do7eEkSDvji7Foz1yJzLdQPDnhJ\naig7eEmh2cHXddfB+5eskua0atVqTp58uXQMLYIVTWF2rZlrkUVYizTcZwLc1CsHvCQ1lB28pDnF\n6L4hRv8dIQN4HbwkCXDAFxeha43CtchcC/WDV9FIAfkZ6OoHO3gpoBj9d4QMECNHhAxgBy9JAhzw\nxdm1Zq6F1F8OeElqKDt4KSA7+LoIOSJkADt4SRLggC/O3jlzLaT+csBLUkN10uXcBvw28CLw3mrf\nTcAfAT+utm8AHqge7wCuBl4DrgX2zvE97eCledjB10XIESEDdNvBd/LCDwKngDvIA34ncBL4m1mv\n3QLcCXwA2ADsAzYDr896nQNemocDvi5CjggZYBAnWb8DzPWp/3O9yRXAbuBV4AjwLLC10zCjyN45\ncy2k/lpMB/9p4DHgVmC82rceOFp7zVHSkbwkach6HfBfAjYBE8DzwC3zvDbC7zVhTU5Olo4Qhmsh\n9Vevnyb5Yu3xl4H7q8fPARtrz51f7TvL1NQUrVYLgPHxcSYmJn76D7z9q7rbbo/ydtbenhzydun3\nb2+395V6//Y2Czw/iO1p4PZqu0W3Oi3rW6Qh3j7Juo505A7wZ6STqr9PPsm6lXyS9ULOPor3JGtl\nenraI9eKa5F5krUuQo4IGaDbk6ydHMHvBrYBbwd+RLqCZpJUz8wAh4FPVa89AOyp7s8A1xBjVSRp\n5PhZNFJAHsHXRcgRIQP4WTSSJMABX5zXfmeuhdRfDnhJaig7eCkgO/i6CDkiZAA7eEkS4IAvzt45\ncy2k/nLAS1JD2cFLAdnB10XIESED2MFLkgAHfHH2zplrIfWXA16SGsoOXgrIDr4uQo4IGcAOXpIE\nOOCLs3fOXAupvxzwktRQdvBSQHbwdRFyRMgAdvCSJMABX5y9c+ZaSP3lgJekhrKDlwKyg6+LkCNC\nBrCDlyQBDvji7J0z10LqLwe8JDWUHbwUkB18XYQcETKAHbwkCXDAF2fvnLkWUn854CWpoezgpYDs\n4Osi5IiQAezgJUmAA744e+fMtZD6ywEvSQ1lBy8FZAdfFyFHhAxgBy9JAhzwxdk7Z66F1F8OeElq\nKDt4KSA7+LoIOSJkgEF08LcBx4EnavtWAw8CTwN7gfHaczuAZ4CDwKWdBpEiWLVqNWNjY8VvUj90\nMuC/Alw2a9920oDfDHy72gbYAvxedX8Z8MUO32Nk2TtnEdbi5MmXSUdqpW/S4nUyfL8DvDxr3+XA\nrurxLuCj1eMrgN3Aq8AR4Flg66JTSpK61uvR9RpSbUN1v6Z6vB44WnvdUWBDj+8xEiYnJ0tHCMO1\nkPqrH/XJQr9T+vumJBWwrMevOw6sBV4A1gEvVvufAzbWXnd+te8sU1NTtFotAMbHx5mYmPjpEVy7\nix2F7XrvHCFPye32vtJ5oJ2n9DYLPN/0929vt/eVev/2Ngs8P4jtaeD2artFtzo9Xd8C7gfeW23f\nDLwEfI50gnW8ut8C3Enq3TcA+4ALOfso3sskK9PT01YTlQhrEePyRIhxWV6EDBAjR4QM0O1lkp28\ncDewDXg76cj9RuAbwB7gHaSTqVcCJ6rX3wBcDZwBrgP+eY7v6YBXSA74aBkgRo4IGWAQA34QHPAK\nyQEfLQPEyBEhA/hhY0tMhGu/o3AtpP5ywEtSQ1nRSDVWNNEyQIwcETKAFY0kCXDAF2fvnLkWUn85\n4CWpoezgpRo7+GgZIEaOCBnADl6SBDjgi7N3zlwLqb8c8JLUUHbwUo0dfLQMECNHhAxgBy9JAhzw\nxdk7Z66F1F8OeElqKDt4qcYOPloGiJEjQgawg5ckAQ744uydM9dC6i8HvCQ1lB28VGMHHy0DxMgR\nIQPYwUuSAAd8cfbOmWsh9ZcDXpIayg5eqrGDj5YBYuSIkAHs4CVJgAO+OHvnbMWK8xgbGyt6k5pk\nWekAUtvp06co/2uwQ17NYQevMGL03xEyQIwcETJAjBwRMoAdvCQJcMAXZwcvaVAc8JLUUHbwCsMO\nvi5CjggZIEaOCBnADl6SBDjgi7ODlzQoDnhJaig7eIVhB18XIUeEDBAjR4QM0G0H71+yilWrVnPy\n5MulY0jqs8VWNEeAx4H9wMPVvtXAg8DTwF5gfJHv0WgROvg03GcC3CT102IH/AwwCVwEbK32bScN\n+M3At6ttSdKQLbaDPwy8H3iptu8gsA04DqwFpoF3z/o6O/hAYnTfEKPnjJABYuSIkAFi5IiQAYZ9\nHfwMsA/4D+CPq31rSMOd6n7NIt9DktSDxZ5kvQR4Hvh5Ui1zcNbzb1quTk1N0Wq1ABgfH2diYoLJ\nyUkg99KjsF3v4EvlSaZJbVv7MQW2WeD5Udtmgeeb/v7t7fa+Uu/f3maB5wexPQ3cXm236FY/L5Pc\nCZwiHclPAi8A64CHsKJ5U9PT07MG7fBZ0UTLADFyRMgAMXJEyADDrGhWAOdVj38OuBR4ArgPuKra\nfxVw7yLeo/FKD3dJzbWYI/hNwD9Vj5cBXwP+mnSZ5B7gHaTLKK8ETsz6Wo/gA/EIPloGiJEjQgaI\nkSNCBuj2CN6/ZC3MiqYuQo4IGSBGjggZIEaOCBnAT5OUJAEewQuP4ONlgBg5ImSAGDkiZACP4CVJ\ngAO+uAifRSOpmRzwktRQdvCygw+XAWLkiJABYuSIkAHs4CVJgAO+ODt4SYPigJekhrKDlx18uAwQ\nI0eEDBAjR4QMYAcvSQIc8MXZwUsaFAe8JDWUHbzs4MNlgBg5ImSAGDkiZAA7eEkS4IAvzg5e0qA4\n4CWpoezgZQcfLgPEyBEhA8TIESED2MFLkgAHfHF28JIGxYqmsBUrzuP06VOlYxDn18/SOSJkgBg5\nImSAGDkiZIBuKxoHfGEx+u8IGSBGjggZIEaOCBkgRo4IGaDbAb9scEHmd9llV5Z6awAuvviXufHG\n64tmkKRBKnYED3cVemuAH/LOd+7h0KFHCmZIPIKvi5AjQgaIkSNCBoiRI0IGWDJH8FDyCP4RYE/B\n95ekwfMqGklqKAe8JDWUA16SGsoBL0kN5YCXpIZywEtSQzngJamhCl4HX9bhwweqPzKSpGYa2QE/\nM/O/BPrLNEnqOysaSWqoQQ34y4CDwDOAn+glSQUMYsCfA/wdachvAT4OvGcA7yNJmscgBvxW4Fng\nCPAq8HXgigG8jyRpHoMY8BuAH9W2j1b7JElDNIiraDq6NGXVqo8M4K0789prJ3jllWJvL0lDMYgB\n/xywsba9kXQUX3foJz/55gUDeO8uRblEMUKOCBkgRo4IGSBGjggZIEaOCBk4VDrAsipECzgXeBRP\nskpSY3wIeIp0snVH4SySJEmSeuUfQCUbgYeAHwDfB64tGyeEc4D9wP2lgxQ2DtwNPAkcAH6lbJyi\ndpD+jTwB3Am8pWycoboNOE76b29bDTwIPA3sJf2/EsY5pMqmBSxntLv5tcBE9Xglqc4a1bVo+wzw\nNeC+0kEK2wVcXT1eBry1YJaSWsAPyUP9LuCqYmmG74PARbxxwN8M/EX1+Hrgs8MONZ9fBb5V295e\n3QT3Ar9ZOkRB5wP7gF9ntI/g30oaakpHq08BbyP9oLsf+K2iiYavxRsH/EFgTfV4bbU9r2F+2Jh/\nADW3Fukn9fcK5yjp88CfA6+XDlLYJuDHwFeAR4B/AFYUTVTO/wC3AP8FHANOkA4CRtkaUm1Ddb9m\nntcCwx3wET6bN5qVpL71OuBU4Syl/A7wIql/D3GhcUHLgF8Cvljdv8Lo/pZ7AfCnpAOg9aR/K39Q\nMlAwM3QwU4c54Dv5A6hRshy4B/gqqaIZVRcDlwOHgd3AbwB3FE1UztHq9u/V9t2kQT+K3g/8G/AS\ncAb4R9L/K6PsOKmaAVhHOjAKwz+AysZIQ+zzpYMEs43R7uAB/gXYXD2+CfhcuShFvY90hdnPkv69\n7AL+pGii4Wtx9knW9tWH2wl2khX8A6i2XyP1zY+Sqon9pEtIR902vIrmfaQj+MdIR62jehUNpCtG\n2pdJ7iL91jsqdpPOPfwf6dzlJ0knnvcR9DJJSZIkSZIkSZIkSZIkSZIkSZIkSZrT/wNDjrZHdtUP\nLwAAAABJRU5ErkJggg==\n",
- "text": [
- "<matplotlib.figure.Figure at 0x7f1586eb5da0>"
- ]
- }
- ],
- "prompt_number": 21
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [
- "adaptive_split.groupby('lives remaining').size()"
- ],
- "language": "python",
- "metadata": {},
- "outputs": [
- {
- "metadata": {},
- "output_type": "pyout",
- "prompt_number": 22,
- "text": [
- "lives remaining\n",
- "0 19\n",
- "1 9\n",
- "2 22\n",
- "3 56\n",
- "4 68\n",
- "5 105\n",
- "6 165\n",
- "7 172\n",
- "8 183\n",
- "9 124\n",
- "10 77\n",
- "dtype: int64"
- ]
- }
- ],
- "prompt_number": 22
- },
- {
- "cell_type": "code",
- "collapsed": false,
- "input": [],
- "language": "python",
- "metadata": {},
- "outputs": [],
- "prompt_number": 75
- }
- ],
- "metadata": {}
- }
- ]
-}
\ No newline at end of file
projects / cas-master-teacher-training.git / commitdiff