Tweaked the logging files again: logs more variants, nothing uses regexes any more.
[cas-master-teacher-training.git] / hangman-logging.ipynb
index afb30d2413e7f3bfb7a55d9975eff88ed7adf356..dee08277bf089138f7f2b5f2e52fd0b592664390 100644 (file)
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:445c0bbd851ff7b6a03c242b95a838b45261c92eee2d71a86721d2ce663cdb27"
+  "signature": "sha256:38ae0184dcdd428a55c93ae13db3a3e3943b6209ac6e253ac0ff48e1bf4486c5"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -21,7 +21,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 23
+     "prompt_number": 30
     },
     {
      "cell_type": "code",
@@ -33,7 +33,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 24
+     "prompt_number": 31
     },
     {
      "cell_type": "code",
@@ -46,7 +46,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 25
+     "prompt_number": 32
     },
     {
      "cell_type": "code",
@@ -59,7 +59,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 26
+     "prompt_number": 33
     },
     {
      "cell_type": "code",
@@ -70,7 +70,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 27
+     "prompt_number": 34
     },
     {
      "cell_type": "code",
       "        self.game_lost = False\n",
       "    \n",
       "    def find_all(self, letter):\n",
-      "        locations = []\n",
-      "        starting=0\n",
-      "        location = self.target.find(letter)\n",
-      "        while location > -1:\n",
-      "            locations += [location]\n",
-      "            starting = location + 1\n",
-      "            location = self.target.find(letter, starting)\n",
-      "        return locations\n",
+      "        return [p for p, l in enumerate(self.target) if l == letter]\n",
       "    \n",
       "    def update_discovered_word(self, guessed_letter):\n",
       "        locations = self.find_all(guessed_letter)\n",
       "        guess = input('Enter letter: ').strip().lower()[0]\n",
       "        return guess\n",
       "    \n",
-      "    def play_game(self, csvwriter=None):\n",
+      "    def play_game(self):\n",
       "        while not self.game_finished:\n",
       "            self.do_turn()\n",
       "        if not self.player:\n",
       "            self.report_on_game()\n",
-      "        if csvwriter:\n",
-      "            csvwriter.writerow([self.target, self.discovered, self.wrong_letters, \n",
-      "                                len([l for l in self.discovered if l != '_']),\n",
-      "                                self.lives, self.game_won])\n",
       "        return self.game_won\n",
       "    \n",
       "    def report_on_game(self):\n",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 70
+     "prompt_number": 35
     },
     {
      "cell_type": "code",
       "        \n",
       "    def guess(self, discovered, missed, lives):\n",
       "        guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
-      "        self.ordered_subtract(guessed_letters)\n",
-      "        return self.ordered_letters[0]\n",
-      "\n",
-      "    def ordered_subtract(self, to_remove):\n",
-      "        for r in to_remove:\n",
-      "            if r in self.ordered_letters:\n",
-      "                ri = self.ordered_letters.index(r)\n",
-      "                self.ordered_letters = self.ordered_letters[:ri] + self.ordered_letters[ri+1:]"
+      "        return [l for l in self.ordered_letters if l not in guessed_letters][0]"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 29
+     "prompt_number": 36
     },
     {
      "cell_type": "code",
       "    def __init__(self):\n",
       "        super().__init__(string.ascii_lowercase)\n",
       "\n",
+      "class PlayerAlphabeticalReversed(PlayerFixedOrder):\n",
+      "    def __init__(self):\n",
+      "        super().__init__(list(reversed(string.ascii_lowercase)))\n",
+      "\n",
       "class PlayerFreqOrdered(PlayerFixedOrder):\n",
       "    def __init__(self):\n",
-      "        super().__init__(LETTERS_IN_ORDER)\n"
+      "        super().__init__(LETTERS_IN_ORDER)\n",
+      "\n",
+      "class PlayerDictFreqOrdered(PlayerFixedOrder):\n",
+      "    def __init__(self):\n",
+      "        super().__init__(DICT_LETTERS_IN_ORDER)"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 30
+     "prompt_number": 56
     },
     {
      "cell_type": "code",
       "        self.filter_candidate_words(discovered, missed)\n",
       "        self.set_ordered_letters()\n",
       "        guessed_letters = [l.lower() for l in discovered + missed if l in string.ascii_letters]\n",
-      "        self.ordered_subtract(guessed_letters)\n",
-      "        return self.ordered_letters[0]\n",
-      "\n",
-      "    def ordered_subtract(self, to_remove):\n",
-      "        for r in to_remove:\n",
-      "            if r in self.ordered_letters:\n",
-      "                ri = self.ordered_letters.index(r)\n",
-      "                self.ordered_letters = self.ordered_letters[:ri] + self.ordered_letters[ri+1:]\n",
+      "        return [l for l in self.ordered_letters if l not in guessed_letters][0]\n",
       "    \n",
       "    def filter_candidate_words(self, discovered, missed):\n",
       "        pass\n",
       "        counts = collections.Counter(l.lower() \n",
       "                                     for l in ''.join(self.candidate_words) + string.ascii_lowercase \n",
       "                                     if l in string.ascii_letters)\n",
-      "        self.ordered_letters = [p[0] for p in counts.most_common()]"
+      "        self.ordered_letters = [p[0] for p in counts.most_common()]\n",
+      "        \n",
+      "    def match(self, pattern, target, excluded=None):\n",
+      "        if not excluded:\n",
+      "            excluded = ''\n",
+      "        if len(pattern) != len(target):\n",
+      "            return False\n",
+      "        for m, c in zip(pattern, target):\n",
+      "            if m == '_' and c not in excluded:\n",
+      "                # true\n",
+      "                pass\n",
+      "            elif m != '_' and m == c:\n",
+      "                # true\n",
+      "                pass\n",
+      "            else:\n",
+      "                return False\n",
+      "        return True        "
      ],
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 31
+     "prompt_number": 38
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 32
+     "prompt_number": 39
     },
     {
      "cell_type": "code",
      "collapsed": false,
      "input": [
       "class PlayerAdaptiveIncludedLetters(PlayerAdaptive):\n",
-      "    def filter_candidate_words(self, discovered, missed):\n",
-      "        exp = re.compile('^' + ''.join(discovered).replace('_', '.') + '$')\n",
-      "        self.candidate_words = [w for w in self.candidate_words if exp.match(w)]"
+      "    def filter_candidate_words(self, discovered, missed):        \n",
+      "        self.candidate_words = [w for w in self.candidate_words if self.match(discovered, w, missed)]"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 33
+     "prompt_number": 59
     },
     {
      "cell_type": "code",
       "class PlayerAdaptiveExcludedLetters(PlayerAdaptive):\n",
       "    def filter_candidate_words(self, discovered, missed):\n",
       "        if missed:\n",
-      "            exp = re.compile('^[^' + ''.join(missed) + ']*$')\n",
-      "            self.candidate_words = [w for w in self.candidate_words if exp.match(w)]        "
+      "            empty_target = '_' * len(discovered)\n",
+      "            self.candidate_words = [w for w in self.candidate_words if self.match(empty_target, w, missed)]        "
      ],
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 34
+     "prompt_number": 60
     },
     {
      "cell_type": "code",
       "class PlayerAdaptivePattern(PlayerAdaptive):\n",
       "    def filter_candidate_words(self, discovered, missed):\n",
       "        attempted_letters = [l for l in discovered if l != '_'] + missed\n",
-      "        if attempted_letters:\n",
-      "            exclusion_pattern = '[^' + ''.join(attempted_letters) + ']'\n",
-      "        else:\n",
-      "            exclusion_pattern = '.'\n",
-      "        exp = re.compile('^' + ''.join(discovered).replace('_', exclusion_pattern) + '$')\n",
-      "        self.candidate_words = [w for w in self.candidate_words if exp.match(w)]"
+      "        self.candidate_words = [w for w in self.candidate_words if self.match(discovered, w, attempted_letters)]"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 35
+     "prompt_number": 61
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 37,
+       "prompt_number": 62,
        "text": [
-        "True"
+        "False"
        ]
       }
      ],
-     "prompt_number": 37
+     "prompt_number": 62
     },
     {
      "cell_type": "code",
       "    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(gamewriter)"
+      "        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": 72
+     "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",
       "        gamewriter.writerow([\"target\", \"discovered\", \"wrong letters\", \"number of hits\", \"lives remaining\", \"game won\"])\n",
       "        for _ in range(games_per_player):\n",
       "            if a:\n",
-      "                g = Game(random.choice(WORDS), player=p(a))\n",
+      "                player = p(a)\n",
       "            else:\n",
-      "                g = Game(random.choice(WORDS), player=p())\n",
-      "            g.play_game(gamewriter)"
+      "                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": 73
+     "prompt_number": 64
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 86
+     "prompt_number": 66
     },
     {
      "cell_type": "code",
         "  <tbody>\n",
         "    <tr>\n",
         "      <th>0  </th>\n",
-        "      <td>        gushed</td>\n",
-        "      <td>                    ['_', 'u', 's', 'h', 'e', 'd']</td>\n",
-        "      <td> ['t', 'a', 'o', 'i', 'n', 'r', 'l', 'm', 'w', ...</td>\n",
-        "      <td>  5</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>       marvels</td>\n",
-        "      <td>               ['m', 'a', 'r', '_', 'e', 'l', 's']</td>\n",
-        "      <td> ['t', 'o', 'i', 'h', 'n', 'd', 'u', 'w', 'c', ...</td>\n",
-        "      <td>  6</td>\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>        theist</td>\n",
-        "      <td>                    ['t', 'h', 'e', 'i', 's', 't']</td>\n",
-        "      <td>                                   ['a', 'o', 'n']</td>\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> 7</td>\n",
-        "      <td>  True</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>3  </th>\n",
-        "      <td>    dislocated</td>\n",
-        "      <td> ['d', 'i', 's', 'l', 'o', 'c', 'a', 't', 'e', ...</td>\n",
-        "      <td>                    ['h', 'n', 'r', 'u', 'm', 'w']</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 4</td>\n",
-        "      <td>  True</td>\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>        groans</td>\n",
-        "      <td>                    ['_', 'r', 'o', 'a', 'n', 's']</td>\n",
-        "      <td> ['e', 't', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\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>         nukes</td>\n",
-        "      <td>                         ['n', 'u', '_', 'e', 's']</td>\n",
-        "      <td> ['t', 'a', 'o', 'i', 'h', 'r', 'd', 'l', 'm', ...</td>\n",
-        "      <td>  4</td>\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>      meagerly</td>\n",
-        "      <td>          ['m', 'e', 'a', '_', 'e', 'r', 'l', '_']</td>\n",
-        "      <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'u', 'w', ...</td>\n",
-        "      <td>  6</td>\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>       mewling</td>\n",
-        "      <td>               ['m', 'e', 'w', 'l', 'i', 'n', '_']</td>\n",
-        "      <td> ['t', 'a', 'o', 'h', 's', 'r', 'd', 'u', 'c', ...</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>       ageings</td>\n",
-        "      <td>               ['a', '_', 'e', 'i', 'n', '_', 's']</td>\n",
-        "      <td> ['t', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
-        "      <td>  5</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>      showered</td>\n",
-        "      <td>          ['s', 'h', 'o', 'w', 'e', 'r', 'e', 'd']</td>\n",
-        "      <td>               ['t', 'a', 'i', 'n', 'l', 'u', 'm']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 3</td>\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> explosiveness</td>\n",
-        "      <td> ['e', '_', '_', 'l', 'o', 's', 'i', '_', 'e', ...</td>\n",
-        "      <td> ['t', 'a', 'h', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
-        "      <td> 10</td>\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>    flyswatter</td>\n",
-        "      <td> ['f', 'l', 'y', 's', 'w', 'a', 't', 't', 'e', ...</td>\n",
-        "      <td>          ['o', 'i', 'h', 'n', 'd', 'u', 'm', 'c']</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 2</td>\n",
-        "      <td>  True</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>12 </th>\n",
-        "      <td>          lazy</td>\n",
-        "      <td>                              ['l', 'a', '_', '_']</td>\n",
-        "      <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\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>13 </th>\n",
-        "      <td>      literacy</td>\n",
-        "      <td>          ['l', 'i', 't', 'e', 'r', 'a', 'c', 'y']</td>\n",
-        "      <td>          ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w']</td>\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> 2</td>\n",
+        "      <td> 4</td>\n",
         "      <td>  True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>14 </th>\n",
-        "      <td>   changeovers</td>\n",
-        "      <td> ['c', 'h', 'a', 'n', 'g', 'e', 'o', '_', 'e', ...</td>\n",
-        "      <td> ['t', 'i', 'd', 'l', 'u', 'm', 'w', 'y', 'f', ...</td>\n",
-        "      <td> 10</td>\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>        bowers</td>\n",
-        "      <td>                    ['_', 'o', 'w', 'e', 'r', 's']</td>\n",
-        "      <td> ['t', 'a', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\n",
-        "      <td>  5</td>\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>    strychnine</td>\n",
-        "      <td> ['s', 't', 'r', 'y', 'c', 'h', 'n', 'i', 'n', ...</td>\n",
-        "      <td>               ['a', 'o', 'd', 'l', 'u', 'm', 'w']</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 3</td>\n",
-        "      <td>  True</td>\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>       halting</td>\n",
-        "      <td>               ['h', 'a', 'l', 't', 'i', 'n', '_']</td>\n",
-        "      <td> ['e', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>        throat</td>\n",
-        "      <td>                    ['t', 'h', 'r', 'o', 'a', 't']</td>\n",
-        "      <td>                              ['e', 'i', 'n', 's']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 6</td>\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>         crazy</td>\n",
-        "      <td>                         ['_', 'r', 'a', '_', '_']</td>\n",
-        "      <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'd', 'l', ...</td>\n",
-        "      <td>  2</td>\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>   hourglasses</td>\n",
-        "      <td> ['h', 'o', 'u', 'r', 'g', 'l', 'a', 's', 's', ...</td>\n",
-        "      <td>     ['t', 'i', 'n', 'd', 'm', 'w', 'c', 'y', 'f']</td>\n",
-        "      <td> 11</td>\n",
-        "      <td> 1</td>\n",
-        "      <td>  True</td>\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>     unbiassed</td>\n",
-        "      <td>     ['u', 'n', '_', 'i', 'a', 's', 's', 'e', 'd']</td>\n",
-        "      <td> ['t', 'o', 'h', 'r', 'l', 'm', 'w', 'c', 'y', ...</td>\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>      snooping</td>\n",
-        "      <td>          ['s', 'n', 'o', 'o', '_', 'i', 'n', '_']</td>\n",
-        "      <td> ['e', 't', 'a', 'h', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
-        "      <td>  6</td>\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>      gradient</td>\n",
-        "      <td>          ['_', 'r', 'a', 'd', 'i', 'e', 'n', 't']</td>\n",
-        "      <td> ['o', 'h', 's', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>       mourned</td>\n",
-        "      <td>               ['m', 'o', 'u', 'r', 'n', 'e', 'd']</td>\n",
-        "      <td>                    ['t', 'a', 'i', 'h', 's', 'l']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 4</td>\n",
-        "      <td>  True</td>\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>       ingress</td>\n",
-        "      <td>               ['i', 'n', '_', 'r', 'e', 's', 's']</td>\n",
-        "      <td> ['t', 'a', 'o', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
-        "      <td>  6</td>\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>   desensitise</td>\n",
-        "      <td> ['d', 'e', 's', 'e', 'n', 's', 'i', 't', 'i', ...</td>\n",
-        "      <td>                              ['a', 'o', 'h', 'r']</td>\n",
-        "      <td> 11</td>\n",
-        "      <td> 6</td>\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>    histamines</td>\n",
-        "      <td> ['h', 'i', 's', 't', 'a', 'm', 'i', 'n', 'e', ...</td>\n",
-        "      <td>                         ['o', 'r', 'd', 'l', 'u']</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 5</td>\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>   extravagant</td>\n",
-        "      <td> ['e', '_', 't', 'r', 'a', '_', 'a', '_', 'a', ...</td>\n",
-        "      <td> ['o', 'i', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
-        "      <td>  8</td>\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> propagandists</td>\n",
-        "      <td> ['p', 'r', 'o', 'p', 'a', 'g', 'a', 'n', 'd', ...</td>\n",
-        "      <td>     ['e', 'h', 'l', 'u', 'm', 'w', 'c', 'y', 'f']</td>\n",
-        "      <td> 13</td>\n",
-        "      <td> 1</td>\n",
-        "      <td>  True</td>\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",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>970</th>\n",
-        "      <td>        pantry</td>\n",
-        "      <td>                    ['_', 'a', 'n', 't', 'r', '_']</td>\n",
-        "      <td> ['e', 'o', 'i', 'h', 's', 'd', 'l', 'u', 'm', ...</td>\n",
-        "      <td>  4</td>\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>      tethered</td>\n",
-        "      <td>          ['t', 'e', 't', 'h', 'e', 'r', 'e', 'd']</td>\n",
-        "      <td>                         ['a', 'o', 'i', 'n', 's']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 5</td>\n",
-        "      <td>  True</td>\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>     frizziest</td>\n",
-        "      <td>     ['_', 'r', 'i', '_', '_', 'i', 'e', 's', 't']</td>\n",
-        "      <td> ['a', 'o', 'h', 'n', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
-        "      <td>  6</td>\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>     recurrent</td>\n",
-        "      <td>     ['r', 'e', 'c', 'u', 'r', 'r', 'e', 'n', 't']</td>\n",
-        "      <td>     ['a', 'o', 'i', 'h', 's', 'd', 'l', 'm', 'w']</td>\n",
-        "      <td>  9</td>\n",
-        "      <td> 1</td>\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>         truce</td>\n",
-        "      <td>                         ['t', 'r', 'u', '_', 'e']</td>\n",
-        "      <td> ['a', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'm', ...</td>\n",
-        "      <td>  4</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>   panhandlers</td>\n",
-        "      <td> ['_', 'a', 'n', 'h', 'a', 'n', 'd', 'l', 'e', ...</td>\n",
-        "      <td> ['t', 'o', 'i', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
-        "      <td> 10</td>\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>     heehawing</td>\n",
-        "      <td>     ['h', 'e', 'e', 'h', 'a', 'w', 'i', 'n', '_']</td>\n",
-        "      <td> ['t', 'o', 's', 'r', 'd', 'l', 'u', 'm', 'c', ...</td>\n",
-        "      <td>  8</td>\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>   catafalques</td>\n",
-        "      <td> ['c', 'a', 't', 'a', 'f', 'a', 'l', '_', 'u', ...</td>\n",
-        "      <td> ['o', 'i', 'h', 'n', 'r', 'd', 'm', 'w', 'y', ...</td>\n",
-        "      <td> 10</td>\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>       deeming</td>\n",
-        "      <td>               ['d', 'e', 'e', 'm', 'i', 'n', '_']</td>\n",
-        "      <td> ['t', 'a', 'o', 'h', 's', 'r', 'l', 'u', 'w', ...</td>\n",
-        "      <td>  6</td>\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>          hoof</td>\n",
-        "      <td>                              ['h', 'o', 'o', '_']</td>\n",
-        "      <td> ['e', 't', 'a', 'i', 'n', 's', 'r', 'd', 'l', ...</td>\n",
-        "      <td>  3</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>      takeouts</td>\n",
-        "      <td>          ['t', 'a', '_', 'e', 'o', 'u', 't', 's']</td>\n",
-        "      <td> ['i', 'h', 'n', 'r', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  7</td>\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>    commencing</td>\n",
-        "      <td> ['c', 'o', 'm', 'm', 'e', 'n', 'c', 'i', 'n', ...</td>\n",
-        "      <td> ['t', 'a', 'h', 's', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
-        "      <td>  9</td>\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>    ventilates</td>\n",
-        "      <td> ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'e', ...</td>\n",
-        "      <td> ['o', 'h', 'r', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
-        "      <td>  9</td>\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>   ventilators</td>\n",
-        "      <td> ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'o', ...</td>\n",
-        "      <td> ['h', 'd', 'u', 'm', 'w', 'c', 'y', 'f', 'g', ...</td>\n",
-        "      <td> 10</td>\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>     silkworms</td>\n",
-        "      <td>     ['s', 'i', 'l', '_', 'w', 'o', 'r', 'm', 's']</td>\n",
-        "      <td> ['e', 't', 'a', 'h', 'n', 'd', 'u', 'c', 'y', ...</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>      schemers</td>\n",
-        "      <td>          ['s', 'c', 'h', 'e', 'm', 'e', 'r', 's']</td>\n",
-        "      <td>     ['t', 'a', 'o', 'i', 'n', 'd', 'l', 'u', 'w']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 1</td>\n",
-        "      <td>  True</td>\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>      glorious</td>\n",
-        "      <td>          ['_', 'l', 'o', 'r', 'i', 'o', 'u', 's']</td>\n",
-        "      <td> ['e', 't', 'a', 'h', 'n', 'd', 'm', 'w', 'c', ...</td>\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> primogeniture</td>\n",
-        "      <td> ['p', 'r', 'i', 'm', 'o', 'g', 'e', 'n', 'i', ...</td>\n",
-        "      <td>     ['a', 'h', 's', 'd', 'l', 'w', 'c', 'y', 'f']</td>\n",
-        "      <td> 13</td>\n",
-        "      <td> 1</td>\n",
-        "      <td>  True</td>\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>         vowel</td>\n",
-        "      <td>                         ['_', 'o', '_', 'e', 'l']</td>\n",
-        "      <td> ['t', 'a', 'i', 'h', 'n', 's', 'r', 'd', 'u', ...</td>\n",
-        "      <td>  3</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>       bulging</td>\n",
-        "      <td>               ['_', 'u', 'l', '_', 'i', 'n', '_']</td>\n",
-        "      <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'm', ...</td>\n",
-        "      <td>  4</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>     regarding</td>\n",
-        "      <td>     ['r', 'e', '_', 'a', 'r', 'd', 'i', 'n', '_']</td>\n",
-        "      <td> ['t', 'o', 'h', 's', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>     intensify</td>\n",
-        "      <td>     ['i', 'n', 't', 'e', 'n', 's', 'i', '_', '_']</td>\n",
-        "      <td> ['a', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\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> 0</td>\n",
-        "      <td> False</td>\n",
+        "      <td> 4</td>\n",
+        "      <td>  True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>992</th>\n",
-        "      <td>  interception</td>\n",
-        "      <td> ['i', 'n', 't', 'e', 'r', 'c', 'e', '_', 't', ...</td>\n",
-        "      <td> ['a', 'h', 's', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
-        "      <td> 11</td>\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>      kohlrabi</td>\n",
-        "      <td>          ['_', 'o', 'h', 'l', 'r', 'a', '_', 'i']</td>\n",
-        "      <td> ['e', 't', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>     putrefies</td>\n",
-        "      <td>     ['_', 'u', 't', 'r', 'e', '_', 'i', 'e', 's']</td>\n",
-        "      <td> ['a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>     moneybags</td>\n",
-        "      <td>     ['m', 'o', 'n', 'e', 'y', '_', 'a', '_', 's']</td>\n",
-        "      <td> ['t', 'i', 'h', 'r', 'd', 'l', 'u', 'w', 'c', ...</td>\n",
-        "      <td>  7</td>\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>       comrade</td>\n",
-        "      <td>               ['c', 'o', 'm', 'r', 'a', 'd', 'e']</td>\n",
-        "      <td>          ['t', 'i', 'h', 'n', 's', 'l', 'u', 'w']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 2</td>\n",
-        "      <td>  True</td>\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>      encircle</td>\n",
-        "      <td>          ['e', 'n', 'c', 'i', 'r', 'c', 'l', 'e']</td>\n",
-        "      <td>     ['t', 'a', 'o', 'h', 's', 'd', 'u', 'm', 'w']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 1</td>\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>    choppiness</td>\n",
-        "      <td> ['c', 'h', 'o', '_', '_', 'i', 'n', 'e', 's', ...</td>\n",
-        "      <td> ['t', 'a', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>        showed</td>\n",
-        "      <td>                    ['s', 'h', 'o', 'w', 'e', 'd']</td>\n",
-        "      <td>          ['t', 'a', 'i', 'n', 'r', 'l', 'u', 'm']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 2</td>\n",
-        "      <td>  True</td>\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",
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 79,
+       "prompt_number": 67,
        "text": [
-        "            target                                         discovered  \\\n",
-        "0           gushed                     ['_', 'u', 's', 'h', 'e', 'd']   \n",
-        "1          marvels                ['m', 'a', 'r', '_', 'e', 'l', 's']   \n",
-        "2           theist                     ['t', 'h', 'e', 'i', 's', 't']   \n",
-        "3       dislocated  ['d', 'i', 's', 'l', 'o', 'c', 'a', 't', 'e', ...   \n",
-        "4           groans                     ['_', 'r', 'o', 'a', 'n', 's']   \n",
-        "5            nukes                          ['n', 'u', '_', 'e', 's']   \n",
-        "6         meagerly           ['m', 'e', 'a', '_', 'e', 'r', 'l', '_']   \n",
-        "7          mewling                ['m', 'e', 'w', 'l', 'i', 'n', '_']   \n",
-        "8          ageings                ['a', '_', 'e', 'i', 'n', '_', 's']   \n",
-        "9         showered           ['s', 'h', 'o', 'w', 'e', 'r', 'e', 'd']   \n",
-        "10   explosiveness  ['e', '_', '_', 'l', 'o', 's', 'i', '_', 'e', ...   \n",
-        "11      flyswatter  ['f', 'l', 'y', 's', 'w', 'a', 't', 't', 'e', ...   \n",
-        "12            lazy                               ['l', 'a', '_', '_']   \n",
-        "13        literacy           ['l', 'i', 't', 'e', 'r', 'a', 'c', 'y']   \n",
-        "14     changeovers  ['c', 'h', 'a', 'n', 'g', 'e', 'o', '_', 'e', ...   \n",
-        "15          bowers                     ['_', 'o', 'w', 'e', 'r', 's']   \n",
-        "16      strychnine  ['s', 't', 'r', 'y', 'c', 'h', 'n', 'i', 'n', ...   \n",
-        "17         halting                ['h', 'a', 'l', 't', 'i', 'n', '_']   \n",
-        "18          throat                     ['t', 'h', 'r', 'o', 'a', 't']   \n",
-        "19           crazy                          ['_', 'r', 'a', '_', '_']   \n",
-        "20     hourglasses  ['h', 'o', 'u', 'r', 'g', 'l', 'a', 's', 's', ...   \n",
-        "21       unbiassed      ['u', 'n', '_', 'i', 'a', 's', 's', 'e', 'd']   \n",
-        "22        snooping           ['s', 'n', 'o', 'o', '_', 'i', 'n', '_']   \n",
-        "23        gradient           ['_', 'r', 'a', 'd', 'i', 'e', 'n', 't']   \n",
-        "24         mourned                ['m', 'o', 'u', 'r', 'n', 'e', 'd']   \n",
-        "25         ingress                ['i', 'n', '_', 'r', 'e', 's', 's']   \n",
-        "26     desensitise  ['d', 'e', 's', 'e', 'n', 's', 'i', 't', 'i', ...   \n",
-        "27      histamines  ['h', 'i', 's', 't', 'a', 'm', 'i', 'n', 'e', ...   \n",
-        "28     extravagant  ['e', '_', 't', 'r', 'a', '_', 'a', '_', 'a', ...   \n",
-        "29   propagandists  ['p', 'r', 'o', 'p', 'a', 'g', 'a', 'n', 'd', ...   \n",
-        "..             ...                                                ...   \n",
-        "970         pantry                     ['_', 'a', 'n', 't', 'r', '_']   \n",
-        "971       tethered           ['t', 'e', 't', 'h', 'e', 'r', 'e', 'd']   \n",
-        "972      frizziest      ['_', 'r', 'i', '_', '_', 'i', 'e', 's', 't']   \n",
-        "973      recurrent      ['r', 'e', 'c', 'u', 'r', 'r', 'e', 'n', 't']   \n",
-        "974          truce                          ['t', 'r', 'u', '_', 'e']   \n",
-        "975    panhandlers  ['_', 'a', 'n', 'h', 'a', 'n', 'd', 'l', 'e', ...   \n",
-        "976      heehawing      ['h', 'e', 'e', 'h', 'a', 'w', 'i', 'n', '_']   \n",
-        "977    catafalques  ['c', 'a', 't', 'a', 'f', 'a', 'l', '_', 'u', ...   \n",
-        "978        deeming                ['d', 'e', 'e', 'm', 'i', 'n', '_']   \n",
-        "979           hoof                               ['h', 'o', 'o', '_']   \n",
-        "980       takeouts           ['t', 'a', '_', 'e', 'o', 'u', 't', 's']   \n",
-        "981     commencing  ['c', 'o', 'm', 'm', 'e', 'n', 'c', 'i', 'n', ...   \n",
-        "982     ventilates  ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'e', ...   \n",
-        "983    ventilators  ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'o', ...   \n",
-        "984      silkworms      ['s', 'i', 'l', '_', 'w', 'o', 'r', 'm', 's']   \n",
-        "985       schemers           ['s', 'c', 'h', 'e', 'm', 'e', 'r', 's']   \n",
-        "986       glorious           ['_', 'l', 'o', 'r', 'i', 'o', 'u', 's']   \n",
-        "987  primogeniture  ['p', 'r', 'i', 'm', 'o', 'g', 'e', 'n', 'i', ...   \n",
-        "988          vowel                          ['_', 'o', '_', 'e', 'l']   \n",
-        "989        bulging                ['_', 'u', 'l', '_', 'i', 'n', '_']   \n",
-        "990      regarding      ['r', 'e', '_', 'a', 'r', 'd', 'i', 'n', '_']   \n",
-        "991      intensify      ['i', 'n', 't', 'e', 'n', 's', 'i', '_', '_']   \n",
-        "992   interception  ['i', 'n', 't', 'e', 'r', 'c', 'e', '_', 't', ...   \n",
-        "993       kohlrabi           ['_', 'o', 'h', 'l', 'r', 'a', '_', 'i']   \n",
-        "994      putrefies      ['_', 'u', 't', 'r', 'e', '_', 'i', 'e', 's']   \n",
-        "995      moneybags      ['m', 'o', 'n', 'e', 'y', '_', 'a', '_', 's']   \n",
-        "996        comrade                ['c', 'o', 'm', 'r', 'a', 'd', 'e']   \n",
-        "997       encircle           ['e', 'n', 'c', 'i', 'r', 'c', 'l', 'e']   \n",
-        "998     choppiness  ['c', 'h', 'o', '_', '_', 'i', 'n', 'e', 's', ...   \n",
-        "999         showed                     ['s', 'h', 'o', 'w', 'e', 'd']   \n",
+        "             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', 'o', 'i', 'n', 'r', 'l', 'm', 'w', ...               5   \n",
-        "1    ['t', 'o', 'i', 'h', 'n', 'd', 'u', 'w', 'c', ...               6   \n",
-        "2                                      ['a', 'o', 'n']               6   \n",
-        "3                       ['h', 'n', 'r', 'u', 'm', 'w']              10   \n",
-        "4    ['e', 't', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...               5   \n",
-        "5    ['t', 'a', 'o', 'i', 'h', 'r', 'd', 'l', 'm', ...               4   \n",
-        "6    ['t', 'o', 'i', 'h', 'n', 's', 'd', 'u', 'w', ...               6   \n",
-        "7    ['t', 'a', 'o', 'h', 's', 'r', 'd', 'u', 'c', ...               6   \n",
-        "8    ['t', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...               5   \n",
-        "9                  ['t', 'a', 'i', 'n', 'l', 'u', 'm']               8   \n",
-        "10   ['t', 'a', 'h', 'r', 'd', 'u', 'm', 'w', 'c', ...              10   \n",
-        "11            ['o', 'i', 'h', 'n', 'd', 'u', 'm', 'c']              10   \n",
-        "12   ['e', 't', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               2   \n",
-        "13            ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w']               8   \n",
-        "14   ['t', 'i', 'd', 'l', 'u', 'm', 'w', 'y', 'f', ...              10   \n",
-        "15   ['t', 'a', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...               5   \n",
-        "16                 ['a', 'o', 'd', 'l', 'u', 'm', 'w']              10   \n",
-        "17   ['e', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...               6   \n",
-        "18                                ['e', 'i', 'n', 's']               6   \n",
-        "19   ['e', 't', 'o', 'i', 'h', 'n', 's', 'd', 'l', ...               2   \n",
-        "20       ['t', 'i', 'n', 'd', 'm', 'w', 'c', 'y', 'f']              11   \n",
-        "21   ['t', 'o', 'h', 'r', 'l', 'm', 'w', 'c', 'y', ...               8   \n",
-        "22   ['e', 't', 'a', 'h', 'r', 'd', 'l', 'u', 'm', ...               6   \n",
-        "23   ['o', 'h', 's', 'l', 'u', 'm', 'w', 'c', 'y', ...               7   \n",
-        "24                      ['t', 'a', 'i', 'h', 's', 'l']               7   \n",
-        "25   ['t', 'a', 'o', 'h', 'd', 'l', 'u', 'm', 'w', ...               6   \n",
-        "26                                ['a', 'o', 'h', 'r']              11   \n",
-        "27                           ['o', 'r', 'd', 'l', 'u']              10   \n",
-        "28   ['o', 'i', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...               8   \n",
-        "29       ['e', 'h', 'l', 'u', 'm', 'w', 'c', 'y', 'f']              13   \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', 'o', 'i', 'h', 's', 'd', 'l', 'u', 'm', ...               4   \n",
-        "971                          ['a', 'o', 'i', 'n', 's']               8   \n",
-        "972  ['a', 'o', 'h', 'n', 'd', 'l', 'u', 'm', 'w', ...               6   \n",
-        "973      ['a', 'o', 'i', 'h', 's', 'd', 'l', 'm', 'w']               9   \n",
-        "974  ['a', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'm', ...               4   \n",
-        "975  ['t', 'o', 'i', 'u', 'm', 'w', 'c', 'y', 'f', ...              10   \n",
-        "976  ['t', 'o', 's', 'r', 'd', 'l', 'u', 'm', 'c', ...               8   \n",
-        "977  ['o', 'i', 'h', 'n', 'r', 'd', 'm', 'w', 'y', ...              10   \n",
-        "978  ['t', 'a', 'o', 'h', 's', 'r', 'l', 'u', 'w', ...               6   \n",
-        "979  ['e', 't', 'a', 'i', 'n', 's', 'r', 'd', 'l', ...               3   \n",
-        "980  ['i', 'h', 'n', 'r', 'd', 'l', 'm', 'w', 'c', ...               7   \n",
-        "981  ['t', 'a', 'h', 's', 'r', 'd', 'l', 'u', 'w', ...               9   \n",
-        "982  ['o', 'h', 'r', 'd', 'u', 'm', 'w', 'c', 'y', ...               9   \n",
-        "983  ['h', 'd', 'u', 'm', 'w', 'c', 'y', 'f', 'g', ...              10   \n",
-        "984  ['e', 't', 'a', 'h', 'n', 'd', 'u', 'c', 'y', ...               8   \n",
-        "985      ['t', 'a', 'o', 'i', 'n', 'd', 'l', 'u', 'w']               8   \n",
-        "986  ['e', 't', 'a', 'h', 'n', 'd', 'm', 'w', 'c', ...               7   \n",
-        "987      ['a', 'h', 's', 'd', 'l', 'w', 'c', 'y', 'f']              13   \n",
-        "988  ['t', 'a', 'i', 'h', 'n', 's', 'r', 'd', 'u', ...               3   \n",
-        "989  ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'm', ...               4   \n",
-        "990  ['t', 'o', 'h', 's', 'l', 'u', 'm', 'w', 'c', ...               7   \n",
-        "991  ['a', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...               7   \n",
-        "992  ['a', 'h', 's', 'd', 'l', 'u', 'm', 'w', 'y', ...              11   \n",
-        "993  ['e', 't', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...               6   \n",
-        "994  ['a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', 'c', ...               7   \n",
-        "995  ['t', 'i', 'h', 'r', 'd', 'l', 'u', 'w', 'c', ...               7   \n",
-        "996           ['t', 'i', 'h', 'n', 's', 'l', 'u', 'w']               7   \n",
-        "997      ['t', 'a', 'o', 'h', 's', 'd', 'u', 'm', 'w']               8   \n",
-        "998  ['t', 'a', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...               8   \n",
-        "999           ['t', 'a', 'i', 'n', 'r', 'l', 'u', 'm']               6   \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                  0    False  \n",
+        "0                  2     True  \n",
         "1                  0    False  \n",
-        "2                  7     True  \n",
-        "3                  4     True  \n",
+        "2                  0    False  \n",
+        "3                  0    False  \n",
         "4                  0    False  \n",
         "5                  0    False  \n",
         "6                  0    False  \n",
-        "7                  0    False  \n",
-        "8                  0    False  \n",
-        "9                  3     True  \n",
+        "7                  2     True  \n",
+        "8                  5     True  \n",
+        "9                  5     True  \n",
         "10                 0    False  \n",
-        "11                 2     True  \n",
-        "12                 0    False  \n",
-        "13                 2     True  \n",
-        "14                 0    False  \n",
+        "11                 0    False  \n",
+        "12                 4     True  \n",
+        "13                 0    False  \n",
+        "14                 1     True  \n",
         "15                 0    False  \n",
-        "16                 3     True  \n",
-        "17                 0    False  \n",
-        "18                 6     True  \n",
+        "16                 0    False  \n",
+        "17                 3     True  \n",
+        "18                 7     True  \n",
         "19                 0    False  \n",
-        "20                 1     True  \n",
+        "20                 0    False  \n",
         "21                 0    False  \n",
         "22                 0    False  \n",
-        "23                 0    False  \n",
-        "24                 4     True  \n",
+        "23                 2     True  \n",
+        "24                 0    False  \n",
         "25                 0    False  \n",
-        "26                 6     True  \n",
-        "27                 5     True  \n",
+        "26                 2     True  \n",
+        "27                 1     True  \n",
         "28                 0    False  \n",
-        "29                 1     True  \n",
+        "29                 0    False  \n",
         "..               ...      ...  \n",
         "970                0    False  \n",
-        "971                5     True  \n",
+        "971                0    False  \n",
         "972                0    False  \n",
-        "973                1     True  \n",
-        "974                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                0    False  \n",
+        "979                1     True  \n",
         "980                0    False  \n",
         "981                0    False  \n",
         "982                0    False  \n",
         "983                0    False  \n",
-        "984                0    False  \n",
-        "985                1     True  \n",
+        "984                4     True  \n",
+        "985                0    False  \n",
         "986                0    False  \n",
-        "987                1     True  \n",
-        "988                0    False  \n",
-        "989                0    False  \n",
-        "990                0    False  \n",
-        "991                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                0    False  \n",
-        "994                0    False  \n",
+        "993                5     True  \n",
+        "994                4     True  \n",
         "995                0    False  \n",
-        "996                2     True  \n",
-        "997                1     True  \n",
-        "998                0    False  \n",
-        "999                2     True  \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": 79
+     "prompt_number": 67
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 82,
+       "prompt_number": 68,
        "text": [
-        "6"
+        "10"
        ]
       }
      ],
-     "prompt_number": 82
+     "prompt_number": 68
     },
     {
      "cell_type": "code",
         "  <tbody>\n",
         "    <tr>\n",
         "      <th>0  </th>\n",
-        "      <td>        gushed</td>\n",
-        "      <td>                    ['_', 'u', 's', 'h', 'e', 'd']</td>\n",
-        "      <td> ['t', 'a', 'o', 'i', 'n', 'r', 'l', 'm', 'w', ...</td>\n",
-        "      <td>  5</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  6</td>\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>       marvels</td>\n",
-        "      <td>               ['m', 'a', 'r', '_', 'e', 'l', 's']</td>\n",
-        "      <td> ['t', 'o', 'i', 'h', 'n', 'd', 'u', 'w', 'c', ...</td>\n",
-        "      <td>  6</td>\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>  7</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>2  </th>\n",
-        "      <td>        theist</td>\n",
-        "      <td>                    ['t', 'h', 'e', 'i', 's', 't']</td>\n",
-        "      <td>                                   ['a', 'o', 'n']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 7</td>\n",
-        "      <td>  True</td>\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>    dislocated</td>\n",
-        "      <td> ['d', 'i', 's', 'l', 'o', 'c', 'a', 't', 'e', ...</td>\n",
-        "      <td>                    ['h', 'n', 'r', 'u', 'm', 'w']</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 4</td>\n",
-        "      <td>  True</td>\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>        groans</td>\n",
-        "      <td>                    ['_', 'r', 'o', 'a', 'n', 's']</td>\n",
-        "      <td> ['e', 't', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\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>         nukes</td>\n",
-        "      <td>                         ['n', 'u', '_', 'e', 's']</td>\n",
-        "      <td> ['t', 'a', 'o', 'i', 'h', 'r', 'd', 'l', 'm', ...</td>\n",
-        "      <td>  4</td>\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>  5</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>6  </th>\n",
-        "      <td>      meagerly</td>\n",
-        "      <td>          ['m', 'e', 'a', '_', 'e', 'r', 'l', '_']</td>\n",
-        "      <td> ['t', 'o', 'i', 'h', 'n', 's', 'd', 'u', 'w', ...</td>\n",
-        "      <td>  6</td>\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>  8</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>7  </th>\n",
-        "      <td>       mewling</td>\n",
-        "      <td>               ['m', 'e', 'w', 'l', 'i', 'n', '_']</td>\n",
-        "      <td> ['t', 'a', 'o', 'h', 's', 'r', 'd', 'u', 'c', ...</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  7</td>\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>       ageings</td>\n",
-        "      <td>               ['a', '_', 'e', 'i', 'n', '_', 's']</td>\n",
-        "      <td> ['t', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
-        "      <td>  5</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>      showered</td>\n",
-        "      <td>          ['s', 'h', 'o', 'w', 'e', 'r', 'e', 'd']</td>\n",
-        "      <td>               ['t', 'a', 'i', 'n', 'l', 'u', 'm']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 3</td>\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>  8</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>10 </th>\n",
-        "      <td> explosiveness</td>\n",
-        "      <td> ['e', '_', '_', 'l', 'o', 's', 'i', '_', 'e', ...</td>\n",
-        "      <td> ['t', 'a', 'h', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
-        "      <td> 10</td>\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> 13</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>11 </th>\n",
-        "      <td>    flyswatter</td>\n",
-        "      <td> ['f', 'l', 'y', 's', 'w', 'a', 't', 't', 'e', ...</td>\n",
-        "      <td>          ['o', 'i', 'h', 'n', 'd', 'u', 'm', 'c']</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 2</td>\n",
-        "      <td>  True</td>\n",
-        "      <td> 10</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>12 </th>\n",
-        "      <td>          lazy</td>\n",
-        "      <td>                              ['l', 'a', '_', '_']</td>\n",
-        "      <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\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>13 </th>\n",
-        "      <td>      literacy</td>\n",
-        "      <td>          ['l', 'i', 't', 'e', 'r', 'a', 'c', 'y']</td>\n",
-        "      <td>          ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w']</td>\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> 2</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>   changeovers</td>\n",
-        "      <td> ['c', 'h', 'a', 'n', 'g', 'e', 'o', '_', 'e', ...</td>\n",
-        "      <td> ['t', 'i', 'd', 'l', 'u', 'm', 'w', 'y', 'f', ...</td>\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> 11</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
-        "      <th>15 </th>\n",
-        "      <td>        bowers</td>\n",
-        "      <td>                    ['_', 'o', 'w', 'e', 'r', 's']</td>\n",
-        "      <td> ['t', 'a', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...</td>\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>16 </th>\n",
-        "      <td>    strychnine</td>\n",
-        "      <td> ['s', 't', 'r', 'y', 'c', 'h', 'n', 'i', 'n', ...</td>\n",
-        "      <td>               ['a', 'o', 'd', 'l', 'u', 'm', 'w']</td>\n",
-        "      <td> 10</td>\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> 10</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>17 </th>\n",
-        "      <td>       halting</td>\n",
-        "      <td>               ['h', 'a', 'l', 't', 'i', 'n', '_']</td>\n",
-        "      <td> ['e', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  7</td>\n",
+        "      <td> 14</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>18 </th>\n",
-        "      <td>        throat</td>\n",
-        "      <td>                    ['t', 'h', 'r', 'o', 'a', 't']</td>\n",
-        "      <td>                              ['e', 'i', 'n', 's']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 6</td>\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>  6</td>\n",
+        "      <td>  5</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>19 </th>\n",
-        "      <td>         crazy</td>\n",
-        "      <td>                         ['_', 'r', 'a', '_', '_']</td>\n",
-        "      <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'd', 'l', ...</td>\n",
-        "      <td>  2</td>\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>  5</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>20 </th>\n",
-        "      <td>   hourglasses</td>\n",
-        "      <td> ['h', 'o', 'u', 'r', 'g', 'l', 'a', 's', 's', ...</td>\n",
-        "      <td>     ['t', 'i', 'n', 'd', 'm', 'w', 'c', 'y', 'f']</td>\n",
-        "      <td> 11</td>\n",
-        "      <td> 1</td>\n",
-        "      <td>  True</td>\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>     unbiassed</td>\n",
-        "      <td>     ['u', 'n', '_', 'i', 'a', 's', 's', 'e', 'd']</td>\n",
-        "      <td> ['t', 'o', 'h', 'r', 'l', 'm', 'w', 'c', 'y', ...</td>\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>      snooping</td>\n",
-        "      <td>          ['s', 'n', 'o', 'o', '_', 'i', 'n', '_']</td>\n",
-        "      <td> ['e', 't', 'a', 'h', 'r', 'd', 'l', 'u', 'm', ...</td>\n",
-        "      <td>  6</td>\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>  8</td>\n",
+        "      <td>  2</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>23 </th>\n",
-        "      <td>      gradient</td>\n",
-        "      <td>          ['_', 'r', 'a', 'd', 'i', 'e', 'n', 't']</td>\n",
-        "      <td> ['o', 'h', 's', 'l', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>       mourned</td>\n",
-        "      <td>               ['m', 'o', 'u', 'r', 'n', 'e', 'd']</td>\n",
-        "      <td>                    ['t', 'a', 'i', 'h', 's', 'l']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 4</td>\n",
-        "      <td>  True</td>\n",
-        "      <td>  7</td>\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>       ingress</td>\n",
-        "      <td>               ['i', 'n', '_', 'r', 'e', 's', 's']</td>\n",
-        "      <td> ['t', 'a', 'o', 'h', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
-        "      <td>  6</td>\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>  7</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>26 </th>\n",
-        "      <td>   desensitise</td>\n",
-        "      <td> ['d', 'e', 's', 'e', 'n', 's', 'i', 't', 'i', ...</td>\n",
-        "      <td>                              ['a', 'o', 'h', 'r']</td>\n",
-        "      <td> 11</td>\n",
-        "      <td> 6</td>\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> 11</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>27 </th>\n",
-        "      <td>    histamines</td>\n",
-        "      <td> ['h', 'i', 's', 't', 'a', 'm', 'i', 'n', 'e', ...</td>\n",
-        "      <td>                         ['o', 'r', 'd', 'l', 'u']</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 5</td>\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> 10</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>28 </th>\n",
-        "      <td>   extravagant</td>\n",
-        "      <td> ['e', '_', 't', 'r', 'a', '_', 'a', '_', 'a', ...</td>\n",
-        "      <td> ['o', 'i', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
-        "      <td>  8</td>\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> 11</td>\n",
+        "      <td> 12</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>29 </th>\n",
-        "      <td> propagandists</td>\n",
-        "      <td> ['p', 'r', 'o', 'p', 'a', 'g', 'a', 'n', 'd', ...</td>\n",
-        "      <td>     ['e', 'h', 'l', 'u', 'm', 'w', 'c', 'y', 'f']</td>\n",
-        "      <td> 13</td>\n",
-        "      <td> 1</td>\n",
-        "      <td>  True</td>\n",
-        "      <td> 13</td>\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",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>970</th>\n",
-        "      <td>        pantry</td>\n",
-        "      <td>                    ['_', 'a', 'n', 't', 'r', '_']</td>\n",
-        "      <td> ['e', 'o', 'i', 'h', 's', 'd', 'l', 'u', 'm', ...</td>\n",
-        "      <td>  4</td>\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>  6</td>\n",
+        "      <td>  5</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>971</th>\n",
-        "      <td>      tethered</td>\n",
-        "      <td>          ['t', 'e', 't', 'h', 'e', 'r', 'e', 'd']</td>\n",
-        "      <td>                         ['a', 'o', 'i', 'n', 's']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 5</td>\n",
-        "      <td>  True</td>\n",
-        "      <td>  8</td>\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>     frizziest</td>\n",
-        "      <td>     ['_', 'r', 'i', '_', '_', 'i', 'e', 's', 't']</td>\n",
-        "      <td> ['a', 'o', 'h', 'n', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
-        "      <td>  6</td>\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>  9</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>973</th>\n",
-        "      <td>     recurrent</td>\n",
-        "      <td>     ['r', 'e', 'c', 'u', 'r', 'r', 'e', 'n', 't']</td>\n",
-        "      <td>     ['a', 'o', 'i', 'h', 's', 'd', 'l', 'm', 'w']</td>\n",
-        "      <td>  9</td>\n",
-        "      <td> 1</td>\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>  9</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>974</th>\n",
-        "      <td>         truce</td>\n",
-        "      <td>                         ['t', 'r', 'u', '_', 'e']</td>\n",
-        "      <td> ['a', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'm', ...</td>\n",
-        "      <td>  4</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  5</td>\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>   panhandlers</td>\n",
-        "      <td> ['_', 'a', 'n', 'h', 'a', 'n', 'd', 'l', 'e', ...</td>\n",
-        "      <td> ['t', 'o', 'i', 'u', 'm', 'w', 'c', 'y', 'f', ...</td>\n",
-        "      <td> 10</td>\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> 11</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>976</th>\n",
-        "      <td>     heehawing</td>\n",
-        "      <td>     ['h', 'e', 'e', 'h', 'a', 'w', 'i', 'n', '_']</td>\n",
-        "      <td> ['t', 'o', 's', 'r', 'd', 'l', 'u', 'm', 'c', ...</td>\n",
-        "      <td>  8</td>\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>  9</td>\n",
+        "      <td>  5</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>977</th>\n",
-        "      <td>   catafalques</td>\n",
-        "      <td> ['c', 'a', 't', 'a', 'f', 'a', 'l', '_', 'u', ...</td>\n",
-        "      <td> ['o', 'i', 'h', 'n', 'r', 'd', 'm', 'w', 'y', ...</td>\n",
-        "      <td> 10</td>\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> 11</td>\n",
+        "      <td> 14</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>978</th>\n",
-        "      <td>       deeming</td>\n",
-        "      <td>               ['d', 'e', 'e', 'm', 'i', 'n', '_']</td>\n",
-        "      <td> ['t', 'a', 'o', 'h', 's', 'r', 'l', 'u', 'w', ...</td>\n",
-        "      <td>  6</td>\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>  7</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>979</th>\n",
-        "      <td>          hoof</td>\n",
-        "      <td>                              ['h', 'o', 'o', '_']</td>\n",
-        "      <td> ['e', 't', 'a', 'i', 'n', 's', 'r', 'd', 'l', ...</td>\n",
-        "      <td>  3</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  4</td>\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>      takeouts</td>\n",
-        "      <td>          ['t', 'a', '_', 'e', 'o', 'u', 't', 's']</td>\n",
-        "      <td> ['i', 'h', 'n', 'r', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  7</td>\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>  8</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>981</th>\n",
-        "      <td>    commencing</td>\n",
-        "      <td> ['c', 'o', 'm', 'm', 'e', 'n', 'c', 'i', 'n', ...</td>\n",
-        "      <td> ['t', 'a', 'h', 's', 'r', 'd', 'l', 'u', 'w', ...</td>\n",
-        "      <td>  9</td>\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> 10</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>982</th>\n",
-        "      <td>    ventilates</td>\n",
-        "      <td> ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'e', ...</td>\n",
-        "      <td> ['o', 'h', 'r', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
-        "      <td>  9</td>\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> 10</td>\n",
+        "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>983</th>\n",
-        "      <td>   ventilators</td>\n",
-        "      <td> ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'o', ...</td>\n",
-        "      <td> ['h', 'd', 'u', 'm', 'w', 'c', 'y', 'f', 'g', ...</td>\n",
-        "      <td> 10</td>\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> 11</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>984</th>\n",
-        "      <td>     silkworms</td>\n",
-        "      <td>     ['s', 'i', 'l', '_', 'w', 'o', 'r', 'm', 's']</td>\n",
-        "      <td> ['e', 't', 'a', 'h', 'n', 'd', 'u', 'c', 'y', ...</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  9</td>\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>      schemers</td>\n",
-        "      <td>          ['s', 'c', 'h', 'e', 'm', 'e', 'r', 's']</td>\n",
-        "      <td>     ['t', 'a', 'o', 'i', 'n', 'd', 'l', 'u', 'w']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 1</td>\n",
-        "      <td>  True</td>\n",
-        "      <td>  8</td>\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>      glorious</td>\n",
-        "      <td>          ['_', 'l', 'o', 'r', 'i', 'o', 'u', 's']</td>\n",
-        "      <td> ['e', 't', 'a', 'h', 'n', 'd', 'm', 'w', 'c', ...</td>\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>  8</td>\n",
+        "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>987</th>\n",
-        "      <td> primogeniture</td>\n",
-        "      <td> ['p', 'r', 'i', 'm', 'o', 'g', 'e', 'n', 'i', ...</td>\n",
-        "      <td>     ['a', 'h', 's', 'd', 'l', 'w', 'c', 'y', 'f']</td>\n",
-        "      <td> 13</td>\n",
-        "      <td> 1</td>\n",
-        "      <td>  True</td>\n",
-        "      <td> 13</td>\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>         vowel</td>\n",
-        "      <td>                         ['_', 'o', '_', 'e', 'l']</td>\n",
-        "      <td> ['t', 'a', 'i', 'h', 'n', 's', 'r', 'd', 'u', ...</td>\n",
-        "      <td>  3</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  5</td>\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>       bulging</td>\n",
-        "      <td>               ['_', 'u', 'l', '_', 'i', 'n', '_']</td>\n",
-        "      <td> ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'm', ...</td>\n",
-        "      <td>  4</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  7</td>\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>     regarding</td>\n",
-        "      <td>     ['r', 'e', '_', 'a', 'r', 'd', 'i', 'n', '_']</td>\n",
-        "      <td> ['t', 'o', 'h', 's', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  9</td>\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>     intensify</td>\n",
-        "      <td>     ['i', 'n', 't', 'e', 'n', 's', 'i', '_', '_']</td>\n",
-        "      <td> ['a', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\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",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>992</th>\n",
-        "      <td>  interception</td>\n",
-        "      <td> ['i', 'n', 't', 'e', 'r', 'c', 'e', '_', 't', ...</td>\n",
-        "      <td> ['a', 'h', 's', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
-        "      <td> 11</td>\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> 12</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>993</th>\n",
-        "      <td>      kohlrabi</td>\n",
-        "      <td>          ['_', 'o', 'h', 'l', 'r', 'a', '_', 'i']</td>\n",
-        "      <td> ['e', 't', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  8</td>\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>     putrefies</td>\n",
-        "      <td>     ['_', 'u', 't', 'r', 'e', '_', 'i', 'e', 's']</td>\n",
-        "      <td> ['a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', 'c', ...</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  9</td>\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>     moneybags</td>\n",
-        "      <td>     ['m', 'o', 'n', 'e', 'y', '_', 'a', '_', 's']</td>\n",
-        "      <td> ['t', 'i', 'h', 'r', 'd', 'l', 'u', 'w', 'c', ...</td>\n",
-        "      <td>  7</td>\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>  9</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>996</th>\n",
-        "      <td>       comrade</td>\n",
-        "      <td>               ['c', 'o', 'm', 'r', 'a', 'd', 'e']</td>\n",
-        "      <td>          ['t', 'i', 'h', 'n', 's', 'l', 'u', 'w']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td> 2</td>\n",
-        "      <td>  True</td>\n",
-        "      <td>  7</td>\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>      encircle</td>\n",
-        "      <td>          ['e', 'n', 'c', 'i', 'r', 'c', 'l', 'e']</td>\n",
-        "      <td>     ['t', 'a', 'o', 'h', 's', 'd', 'u', 'm', 'w']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 1</td>\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>  8</td>\n",
+        "      <td>  5</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>998</th>\n",
-        "      <td>    choppiness</td>\n",
-        "      <td> ['c', 'h', 'o', '_', '_', 'i', 'n', 'e', 's', ...</td>\n",
-        "      <td> ['t', 'a', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\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>        showed</td>\n",
-        "      <td>                    ['s', 'h', 'o', 'w', 'e', 'd']</td>\n",
-        "      <td>          ['t', 'a', 'i', 'n', 'r', 'l', 'u', 'm']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 2</td>\n",
-        "      <td>  True</td>\n",
-        "      <td>  6</td>\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",
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 84,
+       "prompt_number": 69,
        "text": [
-        "            target                                         discovered  \\\n",
-        "0           gushed                     ['_', 'u', 's', 'h', 'e', 'd']   \n",
-        "1          marvels                ['m', 'a', 'r', '_', 'e', 'l', 's']   \n",
-        "2           theist                     ['t', 'h', 'e', 'i', 's', 't']   \n",
-        "3       dislocated  ['d', 'i', 's', 'l', 'o', 'c', 'a', 't', 'e', ...   \n",
-        "4           groans                     ['_', 'r', 'o', 'a', 'n', 's']   \n",
-        "5            nukes                          ['n', 'u', '_', 'e', 's']   \n",
-        "6         meagerly           ['m', 'e', 'a', '_', 'e', 'r', 'l', '_']   \n",
-        "7          mewling                ['m', 'e', 'w', 'l', 'i', 'n', '_']   \n",
-        "8          ageings                ['a', '_', 'e', 'i', 'n', '_', 's']   \n",
-        "9         showered           ['s', 'h', 'o', 'w', 'e', 'r', 'e', 'd']   \n",
-        "10   explosiveness  ['e', '_', '_', 'l', 'o', 's', 'i', '_', 'e', ...   \n",
-        "11      flyswatter  ['f', 'l', 'y', 's', 'w', 'a', 't', 't', 'e', ...   \n",
-        "12            lazy                               ['l', 'a', '_', '_']   \n",
-        "13        literacy           ['l', 'i', 't', 'e', 'r', 'a', 'c', 'y']   \n",
-        "14     changeovers  ['c', 'h', 'a', 'n', 'g', 'e', 'o', '_', 'e', ...   \n",
-        "15          bowers                     ['_', 'o', 'w', 'e', 'r', 's']   \n",
-        "16      strychnine  ['s', 't', 'r', 'y', 'c', 'h', 'n', 'i', 'n', ...   \n",
-        "17         halting                ['h', 'a', 'l', 't', 'i', 'n', '_']   \n",
-        "18          throat                     ['t', 'h', 'r', 'o', 'a', 't']   \n",
-        "19           crazy                          ['_', 'r', 'a', '_', '_']   \n",
-        "20     hourglasses  ['h', 'o', 'u', 'r', 'g', 'l', 'a', 's', 's', ...   \n",
-        "21       unbiassed      ['u', 'n', '_', 'i', 'a', 's', 's', 'e', 'd']   \n",
-        "22        snooping           ['s', 'n', 'o', 'o', '_', 'i', 'n', '_']   \n",
-        "23        gradient           ['_', 'r', 'a', 'd', 'i', 'e', 'n', 't']   \n",
-        "24         mourned                ['m', 'o', 'u', 'r', 'n', 'e', 'd']   \n",
-        "25         ingress                ['i', 'n', '_', 'r', 'e', 's', 's']   \n",
-        "26     desensitise  ['d', 'e', 's', 'e', 'n', 's', 'i', 't', 'i', ...   \n",
-        "27      histamines  ['h', 'i', 's', 't', 'a', 'm', 'i', 'n', 'e', ...   \n",
-        "28     extravagant  ['e', '_', 't', 'r', 'a', '_', 'a', '_', 'a', ...   \n",
-        "29   propagandists  ['p', 'r', 'o', 'p', 'a', 'g', 'a', 'n', 'd', ...   \n",
-        "..             ...                                                ...   \n",
-        "970         pantry                     ['_', 'a', 'n', 't', 'r', '_']   \n",
-        "971       tethered           ['t', 'e', 't', 'h', 'e', 'r', 'e', 'd']   \n",
-        "972      frizziest      ['_', 'r', 'i', '_', '_', 'i', 'e', 's', 't']   \n",
-        "973      recurrent      ['r', 'e', 'c', 'u', 'r', 'r', 'e', 'n', 't']   \n",
-        "974          truce                          ['t', 'r', 'u', '_', 'e']   \n",
-        "975    panhandlers  ['_', 'a', 'n', 'h', 'a', 'n', 'd', 'l', 'e', ...   \n",
-        "976      heehawing      ['h', 'e', 'e', 'h', 'a', 'w', 'i', 'n', '_']   \n",
-        "977    catafalques  ['c', 'a', 't', 'a', 'f', 'a', 'l', '_', 'u', ...   \n",
-        "978        deeming                ['d', 'e', 'e', 'm', 'i', 'n', '_']   \n",
-        "979           hoof                               ['h', 'o', 'o', '_']   \n",
-        "980       takeouts           ['t', 'a', '_', 'e', 'o', 'u', 't', 's']   \n",
-        "981     commencing  ['c', 'o', 'm', 'm', 'e', 'n', 'c', 'i', 'n', ...   \n",
-        "982     ventilates  ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'e', ...   \n",
-        "983    ventilators  ['_', 'e', 'n', 't', 'i', 'l', 'a', 't', 'o', ...   \n",
-        "984      silkworms      ['s', 'i', 'l', '_', 'w', 'o', 'r', 'm', 's']   \n",
-        "985       schemers           ['s', 'c', 'h', 'e', 'm', 'e', 'r', 's']   \n",
-        "986       glorious           ['_', 'l', 'o', 'r', 'i', 'o', 'u', 's']   \n",
-        "987  primogeniture  ['p', 'r', 'i', 'm', 'o', 'g', 'e', 'n', 'i', ...   \n",
-        "988          vowel                          ['_', 'o', '_', 'e', 'l']   \n",
-        "989        bulging                ['_', 'u', 'l', '_', 'i', 'n', '_']   \n",
-        "990      regarding      ['r', 'e', '_', 'a', 'r', 'd', 'i', 'n', '_']   \n",
-        "991      intensify      ['i', 'n', 't', 'e', 'n', 's', 'i', '_', '_']   \n",
-        "992   interception  ['i', 'n', 't', 'e', 'r', 'c', 'e', '_', 't', ...   \n",
-        "993       kohlrabi           ['_', 'o', 'h', 'l', 'r', 'a', '_', 'i']   \n",
-        "994      putrefies      ['_', 'u', 't', 'r', 'e', '_', 'i', 'e', 's']   \n",
-        "995      moneybags      ['m', 'o', 'n', 'e', 'y', '_', 'a', '_', 's']   \n",
-        "996        comrade                ['c', 'o', 'm', 'r', 'a', 'd', 'e']   \n",
-        "997       encircle           ['e', 'n', 'c', 'i', 'r', 'c', 'l', 'e']   \n",
-        "998     choppiness  ['c', 'h', 'o', '_', '_', 'i', 'n', 'e', 's', ...   \n",
-        "999         showed                     ['s', 'h', 'o', 'w', 'e', 'd']   \n",
+        "             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', 'o', 'i', 'n', 'r', 'l', 'm', 'w', ...               5   \n",
-        "1    ['t', 'o', 'i', 'h', 'n', 'd', 'u', 'w', 'c', ...               6   \n",
-        "2                                      ['a', 'o', 'n']               6   \n",
-        "3                       ['h', 'n', 'r', 'u', 'm', 'w']              10   \n",
-        "4    ['e', 't', 'i', 'h', 'd', 'l', 'u', 'm', 'w', ...               5   \n",
-        "5    ['t', 'a', 'o', 'i', 'h', 'r', 'd', 'l', 'm', ...               4   \n",
-        "6    ['t', 'o', 'i', 'h', 'n', 's', 'd', 'u', 'w', ...               6   \n",
-        "7    ['t', 'a', 'o', 'h', 's', 'r', 'd', 'u', 'c', ...               6   \n",
-        "8    ['t', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...               5   \n",
-        "9                  ['t', 'a', 'i', 'n', 'l', 'u', 'm']               8   \n",
-        "10   ['t', 'a', 'h', 'r', 'd', 'u', 'm', 'w', 'c', ...              10   \n",
-        "11            ['o', 'i', 'h', 'n', 'd', 'u', 'm', 'c']              10   \n",
-        "12   ['e', 't', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               2   \n",
-        "13            ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w']               8   \n",
-        "14   ['t', 'i', 'd', 'l', 'u', 'm', 'w', 'y', 'f', ...              10   \n",
-        "15   ['t', 'a', 'i', 'h', 'n', 'd', 'l', 'u', 'm', ...               5   \n",
-        "16                 ['a', 'o', 'd', 'l', 'u', 'm', 'w']              10   \n",
-        "17   ['e', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...               6   \n",
-        "18                                ['e', 'i', 'n', 's']               6   \n",
-        "19   ['e', 't', 'o', 'i', 'h', 'n', 's', 'd', 'l', ...               2   \n",
-        "20       ['t', 'i', 'n', 'd', 'm', 'w', 'c', 'y', 'f']              11   \n",
-        "21   ['t', 'o', 'h', 'r', 'l', 'm', 'w', 'c', 'y', ...               8   \n",
-        "22   ['e', 't', 'a', 'h', 'r', 'd', 'l', 'u', 'm', ...               6   \n",
-        "23   ['o', 'h', 's', 'l', 'u', 'm', 'w', 'c', 'y', ...               7   \n",
-        "24                      ['t', 'a', 'i', 'h', 's', 'l']               7   \n",
-        "25   ['t', 'a', 'o', 'h', 'd', 'l', 'u', 'm', 'w', ...               6   \n",
-        "26                                ['a', 'o', 'h', 'r']              11   \n",
-        "27                           ['o', 'r', 'd', 'l', 'u']              10   \n",
-        "28   ['o', 'i', 'h', 's', 'd', 'l', 'u', 'm', 'w', ...               8   \n",
-        "29       ['e', 'h', 'l', 'u', 'm', 'w', 'c', 'y', 'f']              13   \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', 'o', 'i', 'h', 's', 'd', 'l', 'u', 'm', ...               4   \n",
-        "971                          ['a', 'o', 'i', 'n', 's']               8   \n",
-        "972  ['a', 'o', 'h', 'n', 'd', 'l', 'u', 'm', 'w', ...               6   \n",
-        "973      ['a', 'o', 'i', 'h', 's', 'd', 'l', 'm', 'w']               9   \n",
-        "974  ['a', 'o', 'i', 'h', 'n', 's', 'd', 'l', 'm', ...               4   \n",
-        "975  ['t', 'o', 'i', 'u', 'm', 'w', 'c', 'y', 'f', ...              10   \n",
-        "976  ['t', 'o', 's', 'r', 'd', 'l', 'u', 'm', 'c', ...               8   \n",
-        "977  ['o', 'i', 'h', 'n', 'r', 'd', 'm', 'w', 'y', ...              10   \n",
-        "978  ['t', 'a', 'o', 'h', 's', 'r', 'l', 'u', 'w', ...               6   \n",
-        "979  ['e', 't', 'a', 'i', 'n', 's', 'r', 'd', 'l', ...               3   \n",
-        "980  ['i', 'h', 'n', 'r', 'd', 'l', 'm', 'w', 'c', ...               7   \n",
-        "981  ['t', 'a', 'h', 's', 'r', 'd', 'l', 'u', 'w', ...               9   \n",
-        "982  ['o', 'h', 'r', 'd', 'u', 'm', 'w', 'c', 'y', ...               9   \n",
-        "983  ['h', 'd', 'u', 'm', 'w', 'c', 'y', 'f', 'g', ...              10   \n",
-        "984  ['e', 't', 'a', 'h', 'n', 'd', 'u', 'c', 'y', ...               8   \n",
-        "985      ['t', 'a', 'o', 'i', 'n', 'd', 'l', 'u', 'w']               8   \n",
-        "986  ['e', 't', 'a', 'h', 'n', 'd', 'm', 'w', 'c', ...               7   \n",
-        "987      ['a', 'h', 's', 'd', 'l', 'w', 'c', 'y', 'f']              13   \n",
-        "988  ['t', 'a', 'i', 'h', 'n', 's', 'r', 'd', 'u', ...               3   \n",
-        "989  ['e', 't', 'a', 'o', 'h', 's', 'r', 'd', 'm', ...               4   \n",
-        "990  ['t', 'o', 'h', 's', 'l', 'u', 'm', 'w', 'c', ...               7   \n",
-        "991  ['a', 'o', 'h', 'r', 'd', 'l', 'u', 'm', 'w', ...               7   \n",
-        "992  ['a', 'h', 's', 'd', 'l', 'u', 'm', 'w', 'y', ...              11   \n",
-        "993  ['e', 't', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...               6   \n",
-        "994  ['a', 'o', 'h', 'n', 'd', 'l', 'm', 'w', 'c', ...               7   \n",
-        "995  ['t', 'i', 'h', 'r', 'd', 'l', 'u', 'w', 'c', ...               7   \n",
-        "996           ['t', 'i', 'h', 'n', 's', 'l', 'u', 'w']               7   \n",
-        "997      ['t', 'a', 'o', 'h', 's', 'd', 'u', 'm', 'w']               8   \n",
-        "998  ['t', 'a', 'r', 'd', 'l', 'u', 'm', 'w', 'y', ...               8   \n",
-        "999           ['t', 'a', 'i', 'n', 'r', 'l', 'u', 'm']               6   \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                  0    False            6  \n",
-        "1                  0    False            7  \n",
-        "2                  7     True            6  \n",
-        "3                  4     True           10  \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            5  \n",
-        "6                  0    False            8  \n",
-        "7                  0    False            7  \n",
-        "8                  0    False            7  \n",
-        "9                  3     True            8  \n",
-        "10                 0    False           13  \n",
-        "11                 2     True           10  \n",
-        "12                 0    False            4  \n",
-        "13                 2     True            8  \n",
-        "14                 0    False           11  \n",
-        "15                 0    False            6  \n",
-        "16                 3     True           10  \n",
-        "17                 0    False            7  \n",
-        "18                 6     True            6  \n",
-        "19                 0    False            5  \n",
-        "20                 1     True           11  \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            8  \n",
-        "23                 0    False            8  \n",
-        "24                 4     True            7  \n",
-        "25                 0    False            7  \n",
-        "26                 6     True           11  \n",
-        "27                 5     True           10  \n",
-        "28                 0    False           11  \n",
-        "29                 1     True           13  \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            6  \n",
-        "971                5     True            8  \n",
-        "972                0    False            9  \n",
-        "973                1     True            9  \n",
-        "974                0    False            5  \n",
-        "975                0    False           11  \n",
-        "976                0    False            9  \n",
-        "977                0    False           11  \n",
-        "978                0    False            7  \n",
-        "979                0    False            4  \n",
-        "980                0    False            8  \n",
-        "981                0    False           10  \n",
-        "982                0    False           10  \n",
-        "983                0    False           11  \n",
-        "984                0    False            9  \n",
-        "985                1     True            8  \n",
-        "986                0    False            8  \n",
-        "987                1     True           13  \n",
-        "988                0    False            5  \n",
-        "989                0    False            7  \n",
-        "990                0    False            9  \n",
-        "991                0    False            9  \n",
-        "992                0    False           12  \n",
-        "993                0    False            8  \n",
-        "994                0    False            9  \n",
-        "995                0    False            9  \n",
-        "996                2     True            7  \n",
-        "997                1     True            8  \n",
-        "998                0    False           10  \n",
-        "999                2     True            6  \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": 84
+     "prompt_number": 69
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 87,
+       "prompt_number": 70,
        "text": [
-        "<matplotlib.axes.AxesSubplot at 0x7fefde312ac8>"
+        "<matplotlib.axes.AxesSubplot at 0x7f6708f506a0>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
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+       "png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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        "text": [
-        "<matplotlib.figure.Figure at 0x7fefde6a0ef0>"
+        "<matplotlib.figure.Figure at 0x7f6709919fd0>"
        ]
       }
      ],
-     "prompt_number": 87
+     "prompt_number": 70
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 93,
+       "prompt_number": 71,
        "text": [
         "lives remaining\n",
-        "0                  676\n",
-        "1                   88\n",
-        "2                   54\n",
-        "3                   60\n",
-        "4                   44\n",
-        "5                   31\n",
-        "6                   28\n",
-        "7                   12\n",
-        "8                    4\n",
-        "9                    3\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": 93
+     "prompt_number": 71
     },
     {
      "cell_type": "code",
         "  <tbody>\n",
         "    <tr>\n",
         "      <th>0  </th>\n",
-        "      <td>         begrudges</td>\n",
-        "      <td>     ['b', 'e', 'g', 'r', 'u', 'd', 'g', 'e', 's']</td>\n",
-        "      <td>                                       []</td>\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> 10</td>\n",
+        "      <td>  8</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>1  </th>\n",
-        "      <td>            omegas</td>\n",
-        "      <td>                    ['o', 'm', 'e', 'g', 'a', 's']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  6</td>\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>         caliphate</td>\n",
-        "      <td>     ['c', 'a', 'l', 'i', 'p', 'h', 'a', 't', 'e']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  9</td>\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>     sarsaparillas</td>\n",
-        "      <td> ['s', 'a', 'r', 's', 'a', 'p', 'a', 'r', 'i', ...</td>\n",
-        "      <td>                                    ['e']</td>\n",
-        "      <td> 13</td>\n",
-        "      <td>  9</td>\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>            retook</td>\n",
-        "      <td>                    ['r', 'e', 't', 'o', 'o', 'k']</td>\n",
-        "      <td>                               ['a', 'i']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  8</td>\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>            rafter</td>\n",
-        "      <td>                    ['r', 'a', 'f', 't', 'e', 'r']</td>\n",
-        "      <td>                          ['d', 's', 'o']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  7</td>\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>        declassify</td>\n",
-        "      <td> ['d', 'e', 'c', 'l', 'a', 's', 's', 'i', 'f', ...</td>\n",
-        "      <td>                                    ['n']</td>\n",
-        "      <td> 10</td>\n",
-        "      <td>  9</td>\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>           hyaenas</td>\n",
-        "      <td>               ['h', 'y', 'a', 'e', 'n', 'a', 's']</td>\n",
-        "      <td>                               ['t', 'd']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  8</td>\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>           limping</td>\n",
-        "      <td>               ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
-        "      <td>                               ['e', 't']</td>\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>  8</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>9  </th>\n",
-        "      <td>          cocoanut</td>\n",
-        "      <td>          ['c', 'o', 'c', 'o', 'a', 'n', 'u', 't']</td>\n",
-        "      <td>                     ['e', 'i', 's', 'l']</td>\n",
-        "      <td>  8</td>\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>       prematurely</td>\n",
-        "      <td> ['p', 'r', 'e', 'm', 'a', 't', 'u', 'r', 'e', ...</td>\n",
-        "      <td>                               ['s', 'i']</td>\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>  8</td>\n",
+        "      <td> 10</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>11 </th>\n",
-        "      <td>           lentils</td>\n",
-        "      <td>               ['l', 'e', 'n', 't', 'i', 'l', 's']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  7</td>\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>          releases</td>\n",
-        "      <td>          ['r', 'e', 'l', 'e', 'a', 's', 'e', 's']</td>\n",
-        "      <td>                                    ['d']</td>\n",
-        "      <td>  8</td>\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>         doddering</td>\n",
-        "      <td>     ['d', 'o', 'd', 'd', 'e', 'r', 'i', 'n', 'g']</td>\n",
-        "      <td>                               ['t', 'm']</td>\n",
-        "      <td>  9</td>\n",
-        "      <td>  8</td>\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>            dozens</td>\n",
-        "      <td>                    ['d', 'o', 'z', 'e', 'n', 's']</td>\n",
-        "      <td>                ['r', 'l', 'y', 't', 'm']</td>\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>  5</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>15 </th>\n",
-        "      <td>          sprawled</td>\n",
-        "      <td>          ['s', 'p', 'r', 'a', 'w', 'l', 'e', 'd']</td>\n",
-        "      <td>                     ['t', 'c', 'i', 'g']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  6</td>\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>          upgrades</td>\n",
-        "      <td>          ['u', 'p', 'g', 'r', 'a', 'd', 'e', 's']</td>\n",
-        "      <td>                               ['i', 'o']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  8</td>\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>         bleakness</td>\n",
-        "      <td>     ['b', 'l', 'e', 'a', 'k', 'n', 'e', 's', 's']</td>\n",
-        "      <td>                                       []</td>\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> 10</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>18 </th>\n",
-        "      <td>            ampler</td>\n",
-        "      <td>                    ['a', 'm', 'p', 'l', 'e', 'r']</td>\n",
-        "      <td>                ['d', 's', 'i', 't', 'g']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  5</td>\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>            smithy</td>\n",
-        "      <td>                    ['s', 'm', 'i', 't', 'h', 'y']</td>\n",
-        "      <td>                          ['e', 'a', 'n']</td>\n",
-        "      <td>  6</td>\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>            ranger</td>\n",
-        "      <td>                    ['r', 'a', 'n', 'g', 'e', 'r']</td>\n",
-        "      <td>                ['d', 's', 'o', 't', 'p']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  5</td>\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>          prenatal</td>\n",
-        "      <td>          ['p', 'r', 'e', 'n', 'a', 't', 'a', 'l']</td>\n",
-        "      <td>                               ['i', 's']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  8</td>\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>        shopkeeper</td>\n",
-        "      <td> ['s', 'h', 'o', 'p', 'k', 'e', 'e', 'p', 'e', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 10</td>\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>          wriggled</td>\n",
-        "      <td>          ['w', 'r', 'i', 'g', 'g', 'l', 'e', 'd']</td>\n",
-        "      <td>                     ['s', 'p', 'z', 'c']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  6</td>\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>          revivify</td>\n",
-        "      <td>          ['r', 'e', 'v', 'i', 'v', 'i', 'f', 'y']</td>\n",
-        "      <td>                          ['n', 's', 't']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  7</td>\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>          snaffles</td>\n",
-        "      <td>          ['s', 'n', 'a', 'f', 'f', 'l', 'e', 's']</td>\n",
-        "      <td>                          ['i', 't', 'u']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  7</td>\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>           compels</td>\n",
-        "      <td>               ['c', 'o', 'm', 'p', 'e', 'l', 's']</td>\n",
-        "      <td>                               ['r', 't']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  8</td>\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>         hunchback</td>\n",
-        "      <td>     ['h', 'u', 'n', 'c', 'h', 'b', 'a', 'c', 'k']</td>\n",
-        "      <td>                     ['e', 'i', 'o', 's']</td>\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>  6</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>28 </th>\n",
-        "      <td>           ridging</td>\n",
-        "      <td>               ['r', 'i', 'd', 'g', 'i', 'n', 'g']</td>\n",
-        "      <td>                                    ['e']</td>\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>           foghorn</td>\n",
-        "      <td>               ['f', 'o', 'g', 'h', 'o', 'r', 'n']</td>\n",
-        "      <td>                ['e', 'i', 'a', 's', 'c']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  5</td>\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",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>970</th>\n",
-        "      <td>          absurdly</td>\n",
-        "      <td>          ['a', 'b', 's', 'u', 'r', 'd', 'l', 'y']</td>\n",
-        "      <td>                          ['e', 'i', 'o']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  7</td>\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>         insincere</td>\n",
-        "      <td>     ['i', 'n', 's', 'i', 'n', 'c', 'e', 'r', 'e']</td>\n",
-        "      <td>                                       []</td>\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>          preempts</td>\n",
-        "      <td>          ['p', 'r', 'e', 'e', 'm', 'p', 't', 's']</td>\n",
-        "      <td>                                    ['i']</td>\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>           fullest</td>\n",
-        "      <td>               ['f', 'u', 'l', 'l', 'e', 's', 't']</td>\n",
-        "      <td>                ['i', 'a', 'o', 'm', 'n']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  5</td>\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>      prerecording</td>\n",
-        "      <td> ['p', 'r', 'e', 'r', 'e', 'c', 'o', 'r', 'd', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 12</td>\n",
-        "      <td> 10</td>\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>         disinters</td>\n",
-        "      <td>     ['d', 'i', 's', 'i', 'n', 't', 'e', 'r', 's']</td>\n",
-        "      <td>                                    ['o']</td>\n",
-        "      <td>  9</td>\n",
-        "      <td>  9</td>\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>         entreated</td>\n",
-        "      <td>     ['e', 'n', 't', 'r', 'e', 'a', 't', 'e', 'd']</td>\n",
-        "      <td>                                    ['s']</td>\n",
-        "      <td>  9</td>\n",
-        "      <td>  9</td>\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>           podcast</td>\n",
-        "      <td>               ['p', 'o', 'd', 'c', 'a', 's', 't']</td>\n",
-        "      <td>                          ['e', 'i', 'm']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  7</td>\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>          corporal</td>\n",
-        "      <td>          ['c', 'o', 'r', 'p', 'o', 'r', 'a', 'l']</td>\n",
-        "      <td>                               ['e', 'i']</td>\n",
-        "      <td>  8</td>\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>           couples</td>\n",
-        "      <td>               ['c', 'o', 'u', 'p', 'l', 'e', 's']</td>\n",
-        "      <td>                ['i', 'b', 'd', 'g', 't']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  5</td>\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>         thirsting</td>\n",
-        "      <td>     ['t', 'h', 'i', 'r', 's', 't', 'i', 'n', 'g']</td>\n",
-        "      <td>                               ['e', 'l']</td>\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>  8</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>981</th>\n",
-        "      <td>              rums</td>\n",
-        "      <td>                              ['r', 'u', 'm', 's']</td>\n",
-        "      <td> ['e', 'a', 'o', 'i', 'b', 'g', 't', 'h']</td>\n",
-        "      <td>  4</td>\n",
-        "      <td>  2</td>\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>         unaltered</td>\n",
-        "      <td>     ['u', 'n', 'a', 'l', 't', 'e', 'r', 'e', 'd']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  9</td>\n",
-        "      <td> 10</td>\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>           mottoes</td>\n",
-        "      <td>               ['m', 'o', 't', 't', 'o', 'e', 's']</td>\n",
-        "      <td>                          ['i', 'l', 'a']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  7</td>\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>      multipurpose</td>\n",
-        "      <td> ['m', 'u', 'l', 't', 'i', 'p', 'u', 'r', 'p', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 12</td>\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>            cuddly</td>\n",
-        "      <td>                    ['c', 'u', 'd', 'd', 'l', 'y']</td>\n",
-        "      <td>           ['e', 's', 'i', 'a', 'o', 'b']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  4</td>\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>         staggered</td>\n",
-        "      <td>     ['s', 't', 'a', 'g', 'g', 'e', 'r', 'e', 'd']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  9</td>\n",
-        "      <td> 10</td>\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>       sociability</td>\n",
-        "      <td> ['s', 'o', 'c', 'i', 'a', 'b', 'i', 'l', 'i', ...</td>\n",
-        "      <td>                                    ['e']</td>\n",
-        "      <td> 11</td>\n",
-        "      <td>  9</td>\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>          broaches</td>\n",
-        "      <td>          ['b', 'r', 'o', 'a', 'c', 'h', 'e', 's']</td>\n",
-        "      <td>                                    ['i']</td>\n",
-        "      <td>  8</td>\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>            rushes</td>\n",
-        "      <td>                    ['r', 'u', 's', 'h', 'e', 's']</td>\n",
-        "      <td>           ['d', 't', 'g', 'm', 'l', 'p']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  4</td>\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>           dualism</td>\n",
-        "      <td>               ['d', 'u', 'a', 'l', 'i', 's', 'm']</td>\n",
-        "      <td>                ['e', 'n', 'h', 't', 'o']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  5</td>\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>       playgrounds</td>\n",
-        "      <td> ['p', 'l', 'a', 'y', 'g', 'r', 'o', 'u', 'n', ...</td>\n",
-        "      <td>                               ['e', 'i']</td>\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>  8</td>\n",
+        "      <td>  7</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>992</th>\n",
-        "      <td>        trespasses</td>\n",
-        "      <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'e', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 10</td>\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>          smooched</td>\n",
-        "      <td>          ['s', 'm', 'o', 'o', 'c', 'h', 'e', 'd']</td>\n",
-        "      <td>                     ['r', 'l', 't', 'i']</td>\n",
-        "      <td>  8</td>\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>          faceting</td>\n",
-        "      <td>          ['f', 'a', 'c', 'e', 't', 'i', 'n', 'g']</td>\n",
-        "      <td>                                    ['r']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  9</td>\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>        marinading</td>\n",
-        "      <td> ['m', 'a', 'r', 'i', 'n', 'a', 'd', 'i', 'n', ...</td>\n",
-        "      <td>                               ['e', 't']</td>\n",
-        "      <td> 10</td>\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>           detract</td>\n",
-        "      <td>               ['d', 'e', 't', 'r', 'a', 'c', 't']</td>\n",
-        "      <td>                                    ['n']</td>\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>  9</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>997</th>\n",
-        "      <td> comprehensibility</td>\n",
-        "      <td> ['c', 'o', 'm', 'p', 'r', 'e', 'h', 'e', 'n', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 17</td>\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>        humaneness</td>\n",
-        "      <td> ['h', 'u', 'm', 'a', 'n', 'e', 'n', 'e', 's', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 10</td>\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>     troubleshoots</td>\n",
-        "      <td> ['t', 'r', 'o', 'u', 'b', 'l', 'e', 's', 'h', ...</td>\n",
-        "      <td>                                    ['i']</td>\n",
-        "      <td> 13</td>\n",
-        "      <td>  9</td>\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",
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 88,
+       "prompt_number": 72,
        "text": [
-        "                target                                         discovered  \\\n",
-        "0            begrudges      ['b', 'e', 'g', 'r', 'u', 'd', 'g', 'e', 's']   \n",
-        "1               omegas                     ['o', 'm', 'e', 'g', 'a', 's']   \n",
-        "2            caliphate      ['c', 'a', 'l', 'i', 'p', 'h', 'a', 't', 'e']   \n",
-        "3        sarsaparillas  ['s', 'a', 'r', 's', 'a', 'p', 'a', 'r', 'i', ...   \n",
-        "4               retook                     ['r', 'e', 't', 'o', 'o', 'k']   \n",
-        "5               rafter                     ['r', 'a', 'f', 't', 'e', 'r']   \n",
-        "6           declassify  ['d', 'e', 'c', 'l', 'a', 's', 's', 'i', 'f', ...   \n",
-        "7              hyaenas                ['h', 'y', 'a', 'e', 'n', 'a', 's']   \n",
-        "8              limping                ['l', 'i', 'm', 'p', 'i', 'n', 'g']   \n",
-        "9             cocoanut           ['c', 'o', 'c', 'o', 'a', 'n', 'u', 't']   \n",
-        "10         prematurely  ['p', 'r', 'e', 'm', 'a', 't', 'u', 'r', 'e', ...   \n",
-        "11             lentils                ['l', 'e', 'n', 't', 'i', 'l', 's']   \n",
-        "12            releases           ['r', 'e', 'l', 'e', 'a', 's', 'e', 's']   \n",
-        "13           doddering      ['d', 'o', 'd', 'd', 'e', 'r', 'i', 'n', 'g']   \n",
-        "14              dozens                     ['d', 'o', 'z', 'e', 'n', 's']   \n",
-        "15            sprawled           ['s', 'p', 'r', 'a', 'w', 'l', 'e', 'd']   \n",
-        "16            upgrades           ['u', 'p', 'g', 'r', 'a', 'd', 'e', 's']   \n",
-        "17           bleakness      ['b', 'l', 'e', 'a', 'k', 'n', 'e', 's', 's']   \n",
-        "18              ampler                     ['a', 'm', 'p', 'l', 'e', 'r']   \n",
-        "19              smithy                     ['s', 'm', 'i', 't', 'h', 'y']   \n",
-        "20              ranger                     ['r', 'a', 'n', 'g', 'e', 'r']   \n",
-        "21            prenatal           ['p', 'r', 'e', 'n', 'a', 't', 'a', 'l']   \n",
-        "22          shopkeeper  ['s', 'h', 'o', 'p', 'k', 'e', 'e', 'p', 'e', ...   \n",
-        "23            wriggled           ['w', 'r', 'i', 'g', 'g', 'l', 'e', 'd']   \n",
-        "24            revivify           ['r', 'e', 'v', 'i', 'v', 'i', 'f', 'y']   \n",
-        "25            snaffles           ['s', 'n', 'a', 'f', 'f', 'l', 'e', 's']   \n",
-        "26             compels                ['c', 'o', 'm', 'p', 'e', 'l', 's']   \n",
-        "27           hunchback      ['h', 'u', 'n', 'c', 'h', 'b', 'a', 'c', 'k']   \n",
-        "28             ridging                ['r', 'i', 'd', 'g', 'i', 'n', 'g']   \n",
-        "29             foghorn                ['f', 'o', 'g', 'h', 'o', 'r', 'n']   \n",
-        "..                 ...                                                ...   \n",
-        "970           absurdly           ['a', 'b', 's', 'u', 'r', 'd', 'l', 'y']   \n",
-        "971          insincere      ['i', 'n', 's', 'i', 'n', 'c', 'e', 'r', 'e']   \n",
-        "972           preempts           ['p', 'r', 'e', 'e', 'm', 'p', 't', 's']   \n",
-        "973            fullest                ['f', 'u', 'l', 'l', 'e', 's', 't']   \n",
-        "974       prerecording  ['p', 'r', 'e', 'r', 'e', 'c', 'o', 'r', 'd', ...   \n",
-        "975          disinters      ['d', 'i', 's', 'i', 'n', 't', 'e', 'r', 's']   \n",
-        "976          entreated      ['e', 'n', 't', 'r', 'e', 'a', 't', 'e', 'd']   \n",
-        "977            podcast                ['p', 'o', 'd', 'c', 'a', 's', 't']   \n",
-        "978           corporal           ['c', 'o', 'r', 'p', 'o', 'r', 'a', 'l']   \n",
-        "979            couples                ['c', 'o', 'u', 'p', 'l', 'e', 's']   \n",
-        "980          thirsting      ['t', 'h', 'i', 'r', 's', 't', 'i', 'n', 'g']   \n",
-        "981               rums                               ['r', 'u', 'm', 's']   \n",
-        "982          unaltered      ['u', 'n', 'a', 'l', 't', 'e', 'r', 'e', 'd']   \n",
-        "983            mottoes                ['m', 'o', 't', 't', 'o', 'e', 's']   \n",
-        "984       multipurpose  ['m', 'u', 'l', 't', 'i', 'p', 'u', 'r', 'p', ...   \n",
-        "985             cuddly                     ['c', 'u', 'd', 'd', 'l', 'y']   \n",
-        "986          staggered      ['s', 't', 'a', 'g', 'g', 'e', 'r', 'e', 'd']   \n",
-        "987        sociability  ['s', 'o', 'c', 'i', 'a', 'b', 'i', 'l', 'i', ...   \n",
-        "988           broaches           ['b', 'r', 'o', 'a', 'c', 'h', 'e', 's']   \n",
-        "989             rushes                     ['r', 'u', 's', 'h', 'e', 's']   \n",
-        "990            dualism                ['d', 'u', 'a', 'l', 'i', 's', 'm']   \n",
-        "991        playgrounds  ['p', 'l', 'a', 'y', 'g', 'r', 'o', 'u', 'n', ...   \n",
-        "992         trespasses  ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'e', ...   \n",
-        "993           smooched           ['s', 'm', 'o', 'o', 'c', 'h', 'e', 'd']   \n",
-        "994           faceting           ['f', 'a', 'c', 'e', 't', 'i', 'n', 'g']   \n",
-        "995         marinading  ['m', 'a', 'r', 'i', 'n', 'a', 'd', 'i', 'n', ...   \n",
-        "996            detract                ['d', 'e', 't', 'r', 'a', 'c', 't']   \n",
-        "997  comprehensibility  ['c', 'o', 'm', 'p', 'r', 'e', 'h', 'e', 'n', ...   \n",
-        "998         humaneness  ['h', 'u', 'm', 'a', 'n', 'e', 'n', 'e', 's', ...   \n",
-        "999      troubleshoots  ['t', 'r', 'o', 'u', 'b', 'l', 'e', 's', 'h', ...   \n",
+        "             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  \\\n",
-        "0                                          []               9   \n",
-        "1                                          []               6   \n",
-        "2                                          []               9   \n",
-        "3                                       ['e']              13   \n",
-        "4                                  ['a', 'i']               6   \n",
-        "5                             ['d', 's', 'o']               6   \n",
-        "6                                       ['n']              10   \n",
-        "7                                  ['t', 'd']               7   \n",
-        "8                                  ['e', 't']               7   \n",
-        "9                        ['e', 'i', 's', 'l']               8   \n",
-        "10                                 ['s', 'i']              11   \n",
-        "11                                         []               7   \n",
-        "12                                      ['d']               8   \n",
-        "13                                 ['t', 'm']               9   \n",
-        "14                  ['r', 'l', 'y', 't', 'm']               6   \n",
-        "15                       ['t', 'c', 'i', 'g']               8   \n",
-        "16                                 ['i', 'o']               8   \n",
-        "17                                         []               9   \n",
-        "18                  ['d', 's', 'i', 't', 'g']               6   \n",
-        "19                            ['e', 'a', 'n']               6   \n",
-        "20                  ['d', 's', 'o', 't', 'p']               6   \n",
-        "21                                 ['i', 's']               8   \n",
-        "22                                         []              10   \n",
-        "23                       ['s', 'p', 'z', 'c']               8   \n",
-        "24                            ['n', 's', 't']               8   \n",
-        "25                            ['i', 't', 'u']               8   \n",
-        "26                                 ['r', 't']               7   \n",
-        "27                       ['e', 'i', 'o', 's']               9   \n",
-        "28                                      ['e']               7   \n",
-        "29                  ['e', 'i', 'a', 's', 'c']               7   \n",
-        "..                                        ...             ...   \n",
-        "970                           ['e', 'i', 'o']               8   \n",
-        "971                                        []               9   \n",
-        "972                                     ['i']               8   \n",
-        "973                 ['i', 'a', 'o', 'm', 'n']               7   \n",
-        "974                                        []              12   \n",
-        "975                                     ['o']               9   \n",
-        "976                                     ['s']               9   \n",
-        "977                           ['e', 'i', 'm']               7   \n",
-        "978                                ['e', 'i']               8   \n",
-        "979                 ['i', 'b', 'd', 'g', 't']               7   \n",
-        "980                                ['e', 'l']               9   \n",
-        "981  ['e', 'a', 'o', 'i', 'b', 'g', 't', 'h']               4   \n",
-        "982                                        []               9   \n",
-        "983                           ['i', 'l', 'a']               7   \n",
-        "984                                        []              12   \n",
-        "985            ['e', 's', 'i', 'a', 'o', 'b']               6   \n",
-        "986                                        []               9   \n",
-        "987                                     ['e']              11   \n",
-        "988                                     ['i']               8   \n",
-        "989            ['d', 't', 'g', 'm', 'l', 'p']               6   \n",
-        "990                 ['e', 'n', 'h', 't', 'o']               7   \n",
-        "991                                ['e', 'i']              11   \n",
-        "992                                        []              10   \n",
-        "993                      ['r', 'l', 't', 'i']               8   \n",
-        "994                                     ['r']               8   \n",
-        "995                                ['e', 't']              10   \n",
-        "996                                     ['n']               7   \n",
-        "997                                        []              17   \n",
-        "998                                        []              10   \n",
-        "999                                     ['i']              13   \n",
-        "\n",
-        "     lives remaining game won  \n",
-        "0                 10     True  \n",
-        "1                 10     True  \n",
-        "2                 10     True  \n",
-        "3                  9     True  \n",
-        "4                  8     True  \n",
-        "5                  7     True  \n",
-        "6                  9     True  \n",
-        "7                  8     True  \n",
-        "8                  8     True  \n",
-        "9                  6     True  \n",
-        "10                 8     True  \n",
-        "11                10     True  \n",
-        "12                 9     True  \n",
-        "13                 8     True  \n",
-        "14                 5     True  \n",
-        "15                 6     True  \n",
-        "16                 8     True  \n",
-        "17                10     True  \n",
-        "18                 5     True  \n",
-        "19                 7     True  \n",
-        "20                 5     True  \n",
-        "21                 8     True  \n",
-        "22                10     True  \n",
-        "23                 6     True  \n",
-        "24                 7     True  \n",
-        "25                 7     True  \n",
-        "26                 8     True  \n",
-        "27                 6     True  \n",
-        "28                 9     True  \n",
-        "29                 5     True  \n",
-        "..               ...      ...  \n",
-        "970                7     True  \n",
-        "971               10     True  \n",
-        "972                9     True  \n",
-        "973                5     True  \n",
-        "974               10     True  \n",
-        "975                9     True  \n",
-        "976                9     True  \n",
-        "977                7     True  \n",
-        "978                8     True  \n",
-        "979                5     True  \n",
-        "980                8     True  \n",
-        "981                2     True  \n",
-        "982               10     True  \n",
-        "983                7     True  \n",
-        "984               10     True  \n",
-        "985                4     True  \n",
-        "986               10     True  \n",
-        "987                9     True  \n",
-        "988                9     True  \n",
-        "989                4     True  \n",
-        "990                5     True  \n",
-        "991                8     True  \n",
-        "992               10     True  \n",
-        "993                6     True  \n",
-        "994                9     True  \n",
-        "995                8     True  \n",
-        "996                9     True  \n",
-        "997               10     True  \n",
-        "998               10     True  \n",
-        "999                9     True  \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": 88
+     "prompt_number": 72
     },
     {
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "adaptive_pattern['word length'] = fixed_order.apply(lambda r: len(r['target']), axis=1)\n",
+      "adaptive_pattern['word length'] = adaptive_pattern.apply(lambda r: len(r['target']), axis=1)\n",
       "adaptive_pattern"
      ],
      "language": "python",
         "  <tbody>\n",
         "    <tr>\n",
         "      <th>0  </th>\n",
-        "      <td>         begrudges</td>\n",
-        "      <td>     ['b', 'e', 'g', 'r', 'u', 'd', 'g', 'e', 's']</td>\n",
-        "      <td>                                       []</td>\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> 10</td>\n",
+        "      <td>  8</td>\n",
         "      <td> True</td>\n",
-        "      <td>  6</td>\n",
+        "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>1  </th>\n",
-        "      <td>            omegas</td>\n",
-        "      <td>                    ['o', 'm', 'e', 'g', 'a', 's']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  6</td>\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>  7</td>\n",
+        "      <td> 10</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>2  </th>\n",
-        "      <td>         caliphate</td>\n",
-        "      <td>     ['c', 'a', 'l', 'i', 'p', 'h', 'a', 't', 'e']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  9</td>\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>  6</td>\n",
+        "      <td> 10</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>3  </th>\n",
-        "      <td>     sarsaparillas</td>\n",
-        "      <td> ['s', 'a', 'r', 's', 'a', 'p', 'a', 'r', 'i', ...</td>\n",
-        "      <td>                                    ['e']</td>\n",
-        "      <td> 13</td>\n",
-        "      <td>  9</td>\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> 10</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>4  </th>\n",
-        "      <td>            retook</td>\n",
-        "      <td>                    ['r', 'e', 't', 'o', 'o', 'k']</td>\n",
-        "      <td>                               ['a', 'i']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  8</td>\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>  6</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>5  </th>\n",
-        "      <td>            rafter</td>\n",
-        "      <td>                    ['r', 'a', 'f', 't', 'e', 'r']</td>\n",
-        "      <td>                          ['d', 's', 'o']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  7</td>\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>  5</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>6  </th>\n",
-        "      <td>        declassify</td>\n",
-        "      <td> ['d', 'e', 'c', 'l', 'a', 's', 's', 'i', 'f', ...</td>\n",
-        "      <td>                                    ['n']</td>\n",
-        "      <td> 10</td>\n",
-        "      <td>  9</td>\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>           hyaenas</td>\n",
-        "      <td>               ['h', 'y', 'a', 'e', 'n', 'a', 's']</td>\n",
-        "      <td>                               ['t', 'd']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  8</td>\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>  7</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>8  </th>\n",
-        "      <td>           limping</td>\n",
-        "      <td>               ['l', 'i', 'm', 'p', 'i', 'n', 'g']</td>\n",
-        "      <td>                               ['e', 't']</td>\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>  8</td>\n",
         "      <td> True</td>\n",
-        "      <td>  7</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>9  </th>\n",
-        "      <td>          cocoanut</td>\n",
-        "      <td>          ['c', 'o', 'c', 'o', 'a', 'n', 'u', 't']</td>\n",
-        "      <td>                     ['e', 'i', 's', 'l']</td>\n",
-        "      <td>  8</td>\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>  8</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>10 </th>\n",
-        "      <td>       prematurely</td>\n",
-        "      <td> ['p', 'r', 'e', 'm', 'a', 't', 'u', 'r', 'e', ...</td>\n",
-        "      <td>                               ['s', 'i']</td>\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>  8</td>\n",
+        "      <td> 10</td>\n",
         "      <td> True</td>\n",
-        "      <td> 13</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>11 </th>\n",
-        "      <td>           lentils</td>\n",
-        "      <td>               ['l', 'e', 'n', 't', 'i', 'l', 's']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  7</td>\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> 10</td>\n",
+        "      <td> 13</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>12 </th>\n",
-        "      <td>          releases</td>\n",
-        "      <td>          ['r', 'e', 'l', 'e', 'a', 's', 'e', 's']</td>\n",
-        "      <td>                                    ['d']</td>\n",
-        "      <td>  8</td>\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>  4</td>\n",
+        "      <td> 10</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>13 </th>\n",
-        "      <td>         doddering</td>\n",
-        "      <td>     ['d', 'o', 'd', 'd', 'e', 'r', 'i', 'n', 'g']</td>\n",
-        "      <td>                               ['t', 'm']</td>\n",
-        "      <td>  9</td>\n",
-        "      <td>  8</td>\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>  8</td>\n",
+        "      <td>  5</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>14 </th>\n",
-        "      <td>            dozens</td>\n",
-        "      <td>                    ['d', 'o', 'z', 'e', 'n', 's']</td>\n",
-        "      <td>                ['r', 'l', 'y', 't', 'm']</td>\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>  5</td>\n",
         "      <td> True</td>\n",
-        "      <td> 11</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>15 </th>\n",
-        "      <td>          sprawled</td>\n",
-        "      <td>          ['s', 'p', 'r', 'a', 'w', 'l', 'e', 'd']</td>\n",
-        "      <td>                     ['t', 'c', 'i', 'g']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  6</td>\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>  6</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>16 </th>\n",
-        "      <td>          upgrades</td>\n",
-        "      <td>          ['u', 'p', 'g', 'r', 'a', 'd', 'e', 's']</td>\n",
-        "      <td>                               ['i', 'o']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  8</td>\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>         bleakness</td>\n",
-        "      <td>     ['b', 'l', 'e', 'a', 'k', 'n', 'e', 's', 's']</td>\n",
-        "      <td>                                       []</td>\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> 10</td>\n",
         "      <td> True</td>\n",
-        "      <td>  7</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>18 </th>\n",
-        "      <td>            ampler</td>\n",
-        "      <td>                    ['a', 'm', 'p', 'l', 'e', 'r']</td>\n",
-        "      <td>                ['d', 's', 'i', 't', 'g']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  5</td>\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>  6</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>19 </th>\n",
-        "      <td>            smithy</td>\n",
-        "      <td>                    ['s', 'm', 'i', 't', 'h', 'y']</td>\n",
-        "      <td>                          ['e', 'a', 'n']</td>\n",
-        "      <td>  6</td>\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>  5</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>20 </th>\n",
-        "      <td>            ranger</td>\n",
-        "      <td>                    ['r', 'a', 'n', 'g', 'e', 'r']</td>\n",
-        "      <td>                ['d', 's', 'o', 't', 'p']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  5</td>\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> 11</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>21 </th>\n",
-        "      <td>          prenatal</td>\n",
-        "      <td>          ['p', 'r', 'e', 'n', 'a', 't', 'a', 'l']</td>\n",
-        "      <td>                               ['i', 's']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  8</td>\n",
-        "      <td> True</td>\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>        shopkeeper</td>\n",
-        "      <td> ['s', 'h', 'o', 'p', 'k', 'e', 'e', 'p', 'e', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 10</td>\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>          wriggled</td>\n",
-        "      <td>          ['w', 'r', 'i', 'g', 'g', 'l', 'e', 'd']</td>\n",
-        "      <td>                     ['s', 'p', 'z', 'c']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  6</td>\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>  8</td>\n",
+        "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>24 </th>\n",
-        "      <td>          revivify</td>\n",
-        "      <td>          ['r', 'e', 'v', 'i', 'v', 'i', 'f', 'y']</td>\n",
-        "      <td>                          ['n', 's', 't']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  7</td>\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>  7</td>\n",
+        "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>25 </th>\n",
-        "      <td>          snaffles</td>\n",
-        "      <td>          ['s', 'n', 'a', 'f', 'f', 'l', 'e', 's']</td>\n",
-        "      <td>                          ['i', 't', 'u']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  7</td>\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>  7</td>\n",
+        "      <td> 12</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>26 </th>\n",
-        "      <td>           compels</td>\n",
-        "      <td>               ['c', 'o', 'm', 'p', 'e', 'l', 's']</td>\n",
-        "      <td>                               ['r', 't']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  8</td>\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> 11</td>\n",
+        "      <td> 12</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>27 </th>\n",
-        "      <td>         hunchback</td>\n",
-        "      <td>     ['h', 'u', 'n', 'c', 'h', 'b', 'a', 'c', 'k']</td>\n",
-        "      <td>                     ['e', 'i', 'o', 's']</td>\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>  6</td>\n",
         "      <td> True</td>\n",
-        "      <td> 10</td>\n",
+        "      <td> 12</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>28 </th>\n",
-        "      <td>           ridging</td>\n",
-        "      <td>               ['r', 'i', 'd', 'g', 'i', 'n', 'g']</td>\n",
-        "      <td>                                    ['e']</td>\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> 11</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>29 </th>\n",
-        "      <td>           foghorn</td>\n",
-        "      <td>               ['f', 'o', 'g', 'h', 'o', 'r', 'n']</td>\n",
-        "      <td>                ['e', 'i', 'a', 's', 'c']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  5</td>\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> 13</td>\n",
+        "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>...</th>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>970</th>\n",
-        "      <td>          absurdly</td>\n",
-        "      <td>          ['a', 'b', 's', 'u', 'r', 'd', 'l', 'y']</td>\n",
-        "      <td>                          ['e', 'i', 'o']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  7</td>\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>  6</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>971</th>\n",
-        "      <td>         insincere</td>\n",
-        "      <td>     ['i', 'n', 's', 'i', 'n', 'c', 'e', 'r', 'e']</td>\n",
-        "      <td>                                       []</td>\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>  8</td>\n",
+        "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>972</th>\n",
-        "      <td>          preempts</td>\n",
-        "      <td>          ['p', 'r', 'e', 'e', 'm', 'p', 't', 's']</td>\n",
-        "      <td>                                    ['i']</td>\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>  9</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>973</th>\n",
-        "      <td>           fullest</td>\n",
-        "      <td>               ['f', 'u', 'l', 'l', 'e', 's', 't']</td>\n",
-        "      <td>                ['i', 'a', 'o', 'm', 'n']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  5</td>\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>  9</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>974</th>\n",
-        "      <td>      prerecording</td>\n",
-        "      <td> ['p', 'r', 'e', 'r', 'e', 'c', 'o', 'r', 'd', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 12</td>\n",
-        "      <td> 10</td>\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>  5</td>\n",
+        "      <td>  4</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>975</th>\n",
-        "      <td>         disinters</td>\n",
-        "      <td>     ['d', 'i', 's', 'i', 'n', 't', 'e', 'r', 's']</td>\n",
-        "      <td>                                    ['o']</td>\n",
-        "      <td>  9</td>\n",
-        "      <td>  9</td>\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> 11</td>\n",
+        "      <td>  5</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>976</th>\n",
-        "      <td>         entreated</td>\n",
-        "      <td>     ['e', 'n', 't', 'r', 'e', 'a', 't', 'e', 'd']</td>\n",
-        "      <td>                                    ['s']</td>\n",
-        "      <td>  9</td>\n",
-        "      <td>  9</td>\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>  9</td>\n",
+        "      <td> 10</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>977</th>\n",
-        "      <td>           podcast</td>\n",
-        "      <td>               ['p', 'o', 'd', 'c', 'a', 's', 't']</td>\n",
-        "      <td>                          ['e', 'i', 'm']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  7</td>\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> 11</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>978</th>\n",
-        "      <td>          corporal</td>\n",
-        "      <td>          ['c', 'o', 'r', 'p', 'o', 'r', 'a', 'l']</td>\n",
-        "      <td>                               ['e', 'i']</td>\n",
-        "      <td>  8</td>\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>  7</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>979</th>\n",
-        "      <td>           couples</td>\n",
-        "      <td>               ['c', 'o', 'u', 'p', 'l', 'e', 's']</td>\n",
-        "      <td>                ['i', 'b', 'd', 'g', 't']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  5</td>\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>  4</td>\n",
+        "      <td> 12</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>980</th>\n",
-        "      <td>         thirsting</td>\n",
-        "      <td>     ['t', 'h', 'i', 'r', 's', 't', 'i', 'n', 'g']</td>\n",
-        "      <td>                               ['e', 'l']</td>\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>  8</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>981</th>\n",
-        "      <td>              rums</td>\n",
-        "      <td>                              ['r', 'u', 'm', 's']</td>\n",
-        "      <td> ['e', 'a', 'o', 'i', 'b', 'g', 't', 'h']</td>\n",
-        "      <td>  4</td>\n",
-        "      <td>  2</td>\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> 10</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>982</th>\n",
-        "      <td>         unaltered</td>\n",
-        "      <td>     ['u', 'n', 'a', 'l', 't', 'e', 'r', 'e', 'd']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  9</td>\n",
-        "      <td> 10</td>\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> 10</td>\n",
+        "      <td>  5</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>983</th>\n",
-        "      <td>           mottoes</td>\n",
-        "      <td>               ['m', 'o', 't', 't', 'o', 'e', 's']</td>\n",
-        "      <td>                          ['i', 'l', 'a']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  7</td>\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> 11</td>\n",
+        "      <td>  5</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>984</th>\n",
-        "      <td>      multipurpose</td>\n",
-        "      <td> ['m', 'u', 'l', 't', 'i', 'p', 'u', 'r', 'p', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 12</td>\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> True</td>\n",
         "      <td>  9</td>\n",
+        "      <td> True</td>\n",
+        "      <td> 10</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>985</th>\n",
-        "      <td>            cuddly</td>\n",
-        "      <td>                    ['c', 'u', 'd', 'd', 'l', 'y']</td>\n",
-        "      <td>           ['e', 's', 'i', 'a', 'o', 'b']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  4</td>\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>  8</td>\n",
+        "      <td> 13</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>986</th>\n",
-        "      <td>         staggered</td>\n",
-        "      <td>     ['s', 't', 'a', 'g', 'g', 'e', 'r', 'e', 'd']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  9</td>\n",
-        "      <td> 10</td>\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>       sociability</td>\n",
-        "      <td> ['s', 'o', 'c', 'i', 'a', 'b', 'i', 'l', 'i', ...</td>\n",
-        "      <td>                                    ['e']</td>\n",
-        "      <td> 11</td>\n",
-        "      <td>  9</td>\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> 13</td>\n",
+        "      <td> 10</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>988</th>\n",
-        "      <td>          broaches</td>\n",
-        "      <td>          ['b', 'r', 'o', 'a', 'c', 'h', 'e', 's']</td>\n",
-        "      <td>                                    ['i']</td>\n",
-        "      <td>  8</td>\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>  5</td>\n",
+        "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>989</th>\n",
-        "      <td>            rushes</td>\n",
-        "      <td>                    ['r', 'u', 's', 'h', 'e', 's']</td>\n",
-        "      <td>           ['d', 't', 'g', 'm', 'l', 'p']</td>\n",
-        "      <td>  6</td>\n",
-        "      <td>  4</td>\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>  7</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>990</th>\n",
-        "      <td>           dualism</td>\n",
-        "      <td>               ['d', 'u', 'a', 'l', 'i', 's', 'm']</td>\n",
-        "      <td>                ['e', 'n', 'h', 't', 'o']</td>\n",
-        "      <td>  7</td>\n",
-        "      <td>  5</td>\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>  9</td>\n",
+        "      <td>  8</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>991</th>\n",
-        "      <td>       playgrounds</td>\n",
-        "      <td> ['p', 'l', 'a', 'y', 'g', 'r', 'o', 'u', 'n', ...</td>\n",
-        "      <td>                               ['e', 'i']</td>\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>  8</td>\n",
+        "      <td>  7</td>\n",
         "      <td> True</td>\n",
-        "      <td>  9</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>992</th>\n",
-        "      <td>        trespasses</td>\n",
-        "      <td> ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'e', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> 10</td>\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> 12</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>993</th>\n",
-        "      <td>          smooched</td>\n",
-        "      <td>          ['s', 'm', 'o', 'o', 'c', 'h', 'e', 'd']</td>\n",
-        "      <td>                     ['r', 'l', 't', 'i']</td>\n",
-        "      <td>  8</td>\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>  8</td>\n",
+        "      <td>  5</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>994</th>\n",
-        "      <td>          faceting</td>\n",
-        "      <td>          ['f', 'a', 'c', 'e', 't', 'i', 'n', 'g']</td>\n",
-        "      <td>                                    ['r']</td>\n",
-        "      <td>  8</td>\n",
-        "      <td>  9</td>\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>  9</td>\n",
+        "      <td> 14</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>995</th>\n",
-        "      <td>        marinading</td>\n",
-        "      <td> ['m', 'a', 'r', 'i', 'n', 'a', 'd', 'i', 'n', ...</td>\n",
-        "      <td>                               ['e', 't']</td>\n",
-        "      <td> 10</td>\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>  9</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>996</th>\n",
-        "      <td>           detract</td>\n",
-        "      <td>               ['d', 'e', 't', 'r', 'a', 'c', 't']</td>\n",
-        "      <td>                                    ['n']</td>\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>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  7</td>\n",
+        "      <td> 10</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>997</th>\n",
-        "      <td> comprehensibility</td>\n",
-        "      <td> ['c', 'o', 'm', 'p', 'r', 'e', 'h', 'e', 'n', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 17</td>\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>  8</td>\n",
+        "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>998</th>\n",
-        "      <td>        humaneness</td>\n",
-        "      <td> ['h', 'u', 'm', 'a', 'n', 'e', 'n', 'e', 's', ...</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td> 10</td>\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> 10</td>\n",
+        "      <td> 14</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>999</th>\n",
-        "      <td>     troubleshoots</td>\n",
-        "      <td> ['t', 'r', 'o', 'u', 'b', 'l', 'e', 's', 'h', ...</td>\n",
-        "      <td>                                    ['i']</td>\n",
-        "      <td> 13</td>\n",
-        "      <td>  9</td>\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",
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 89,
+       "prompt_number": 73,
        "text": [
-        "                target                                         discovered  \\\n",
-        "0            begrudges      ['b', 'e', 'g', 'r', 'u', 'd', 'g', 'e', 's']   \n",
-        "1               omegas                     ['o', 'm', 'e', 'g', 'a', 's']   \n",
-        "2            caliphate      ['c', 'a', 'l', 'i', 'p', 'h', 'a', 't', 'e']   \n",
-        "3        sarsaparillas  ['s', 'a', 'r', 's', 'a', 'p', 'a', 'r', 'i', ...   \n",
-        "4               retook                     ['r', 'e', 't', 'o', 'o', 'k']   \n",
-        "5               rafter                     ['r', 'a', 'f', 't', 'e', 'r']   \n",
-        "6           declassify  ['d', 'e', 'c', 'l', 'a', 's', 's', 'i', 'f', ...   \n",
-        "7              hyaenas                ['h', 'y', 'a', 'e', 'n', 'a', 's']   \n",
-        "8              limping                ['l', 'i', 'm', 'p', 'i', 'n', 'g']   \n",
-        "9             cocoanut           ['c', 'o', 'c', 'o', 'a', 'n', 'u', 't']   \n",
-        "10         prematurely  ['p', 'r', 'e', 'm', 'a', 't', 'u', 'r', 'e', ...   \n",
-        "11             lentils                ['l', 'e', 'n', 't', 'i', 'l', 's']   \n",
-        "12            releases           ['r', 'e', 'l', 'e', 'a', 's', 'e', 's']   \n",
-        "13           doddering      ['d', 'o', 'd', 'd', 'e', 'r', 'i', 'n', 'g']   \n",
-        "14              dozens                     ['d', 'o', 'z', 'e', 'n', 's']   \n",
-        "15            sprawled           ['s', 'p', 'r', 'a', 'w', 'l', 'e', 'd']   \n",
-        "16            upgrades           ['u', 'p', 'g', 'r', 'a', 'd', 'e', 's']   \n",
-        "17           bleakness      ['b', 'l', 'e', 'a', 'k', 'n', 'e', 's', 's']   \n",
-        "18              ampler                     ['a', 'm', 'p', 'l', 'e', 'r']   \n",
-        "19              smithy                     ['s', 'm', 'i', 't', 'h', 'y']   \n",
-        "20              ranger                     ['r', 'a', 'n', 'g', 'e', 'r']   \n",
-        "21            prenatal           ['p', 'r', 'e', 'n', 'a', 't', 'a', 'l']   \n",
-        "22          shopkeeper  ['s', 'h', 'o', 'p', 'k', 'e', 'e', 'p', 'e', ...   \n",
-        "23            wriggled           ['w', 'r', 'i', 'g', 'g', 'l', 'e', 'd']   \n",
-        "24            revivify           ['r', 'e', 'v', 'i', 'v', 'i', 'f', 'y']   \n",
-        "25            snaffles           ['s', 'n', 'a', 'f', 'f', 'l', 'e', 's']   \n",
-        "26             compels                ['c', 'o', 'm', 'p', 'e', 'l', 's']   \n",
-        "27           hunchback      ['h', 'u', 'n', 'c', 'h', 'b', 'a', 'c', 'k']   \n",
-        "28             ridging                ['r', 'i', 'd', 'g', 'i', 'n', 'g']   \n",
-        "29             foghorn                ['f', 'o', 'g', 'h', 'o', 'r', 'n']   \n",
-        "..                 ...                                                ...   \n",
-        "970           absurdly           ['a', 'b', 's', 'u', 'r', 'd', 'l', 'y']   \n",
-        "971          insincere      ['i', 'n', 's', 'i', 'n', 'c', 'e', 'r', 'e']   \n",
-        "972           preempts           ['p', 'r', 'e', 'e', 'm', 'p', 't', 's']   \n",
-        "973            fullest                ['f', 'u', 'l', 'l', 'e', 's', 't']   \n",
-        "974       prerecording  ['p', 'r', 'e', 'r', 'e', 'c', 'o', 'r', 'd', ...   \n",
-        "975          disinters      ['d', 'i', 's', 'i', 'n', 't', 'e', 'r', 's']   \n",
-        "976          entreated      ['e', 'n', 't', 'r', 'e', 'a', 't', 'e', 'd']   \n",
-        "977            podcast                ['p', 'o', 'd', 'c', 'a', 's', 't']   \n",
-        "978           corporal           ['c', 'o', 'r', 'p', 'o', 'r', 'a', 'l']   \n",
-        "979            couples                ['c', 'o', 'u', 'p', 'l', 'e', 's']   \n",
-        "980          thirsting      ['t', 'h', 'i', 'r', 's', 't', 'i', 'n', 'g']   \n",
-        "981               rums                               ['r', 'u', 'm', 's']   \n",
-        "982          unaltered      ['u', 'n', 'a', 'l', 't', 'e', 'r', 'e', 'd']   \n",
-        "983            mottoes                ['m', 'o', 't', 't', 'o', 'e', 's']   \n",
-        "984       multipurpose  ['m', 'u', 'l', 't', 'i', 'p', 'u', 'r', 'p', ...   \n",
-        "985             cuddly                     ['c', 'u', 'd', 'd', 'l', 'y']   \n",
-        "986          staggered      ['s', 't', 'a', 'g', 'g', 'e', 'r', 'e', 'd']   \n",
-        "987        sociability  ['s', 'o', 'c', 'i', 'a', 'b', 'i', 'l', 'i', ...   \n",
-        "988           broaches           ['b', 'r', 'o', 'a', 'c', 'h', 'e', 's']   \n",
-        "989             rushes                     ['r', 'u', 's', 'h', 'e', 's']   \n",
-        "990            dualism                ['d', 'u', 'a', 'l', 'i', 's', 'm']   \n",
-        "991        playgrounds  ['p', 'l', 'a', 'y', 'g', 'r', 'o', 'u', 'n', ...   \n",
-        "992         trespasses  ['t', 'r', 'e', 's', 'p', 'a', 's', 's', 'e', ...   \n",
-        "993           smooched           ['s', 'm', 'o', 'o', 'c', 'h', 'e', 'd']   \n",
-        "994           faceting           ['f', 'a', 'c', 'e', 't', 'i', 'n', 'g']   \n",
-        "995         marinading  ['m', 'a', 'r', 'i', 'n', 'a', 'd', 'i', 'n', ...   \n",
-        "996            detract                ['d', 'e', 't', 'r', 'a', 'c', 't']   \n",
-        "997  comprehensibility  ['c', 'o', 'm', 'p', 'r', 'e', 'h', 'e', 'n', ...   \n",
-        "998         humaneness  ['h', 'u', 'm', 'a', 'n', 'e', 'n', 'e', 's', ...   \n",
-        "999      troubleshoots  ['t', 'r', 'o', 'u', 'b', 'l', 'e', 's', 'h', ...   \n",
+        "             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  \\\n",
-        "0                                          []               9   \n",
-        "1                                          []               6   \n",
-        "2                                          []               9   \n",
-        "3                                       ['e']              13   \n",
-        "4                                  ['a', 'i']               6   \n",
-        "5                             ['d', 's', 'o']               6   \n",
-        "6                                       ['n']              10   \n",
-        "7                                  ['t', 'd']               7   \n",
-        "8                                  ['e', 't']               7   \n",
-        "9                        ['e', 'i', 's', 'l']               8   \n",
-        "10                                 ['s', 'i']              11   \n",
-        "11                                         []               7   \n",
-        "12                                      ['d']               8   \n",
-        "13                                 ['t', 'm']               9   \n",
-        "14                  ['r', 'l', 'y', 't', 'm']               6   \n",
-        "15                       ['t', 'c', 'i', 'g']               8   \n",
-        "16                                 ['i', 'o']               8   \n",
-        "17                                         []               9   \n",
-        "18                  ['d', 's', 'i', 't', 'g']               6   \n",
-        "19                            ['e', 'a', 'n']               6   \n",
-        "20                  ['d', 's', 'o', 't', 'p']               6   \n",
-        "21                                 ['i', 's']               8   \n",
-        "22                                         []              10   \n",
-        "23                       ['s', 'p', 'z', 'c']               8   \n",
-        "24                            ['n', 's', 't']               8   \n",
-        "25                            ['i', 't', 'u']               8   \n",
-        "26                                 ['r', 't']               7   \n",
-        "27                       ['e', 'i', 'o', 's']               9   \n",
-        "28                                      ['e']               7   \n",
-        "29                  ['e', 'i', 'a', 's', 'c']               7   \n",
-        "..                                        ...             ...   \n",
-        "970                           ['e', 'i', 'o']               8   \n",
-        "971                                        []               9   \n",
-        "972                                     ['i']               8   \n",
-        "973                 ['i', 'a', 'o', 'm', 'n']               7   \n",
-        "974                                        []              12   \n",
-        "975                                     ['o']               9   \n",
-        "976                                     ['s']               9   \n",
-        "977                           ['e', 'i', 'm']               7   \n",
-        "978                                ['e', 'i']               8   \n",
-        "979                 ['i', 'b', 'd', 'g', 't']               7   \n",
-        "980                                ['e', 'l']               9   \n",
-        "981  ['e', 'a', 'o', 'i', 'b', 'g', 't', 'h']               4   \n",
-        "982                                        []               9   \n",
-        "983                           ['i', 'l', 'a']               7   \n",
-        "984                                        []              12   \n",
-        "985            ['e', 's', 'i', 'a', 'o', 'b']               6   \n",
-        "986                                        []               9   \n",
-        "987                                     ['e']              11   \n",
-        "988                                     ['i']               8   \n",
-        "989            ['d', 't', 'g', 'm', 'l', 'p']               6   \n",
-        "990                 ['e', 'n', 'h', 't', 'o']               7   \n",
-        "991                                ['e', 'i']              11   \n",
-        "992                                        []              10   \n",
-        "993                      ['r', 'l', 't', 'i']               8   \n",
-        "994                                     ['r']               8   \n",
-        "995                                ['e', 't']              10   \n",
-        "996                                     ['n']               7   \n",
-        "997                                        []              17   \n",
-        "998                                        []              10   \n",
-        "999                                     ['i']              13   \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",
-        "     lives remaining game won  word length  \n",
-        "0                 10     True            6  \n",
-        "1                 10     True            7  \n",
-        "2                 10     True            6  \n",
-        "3                  9     True           10  \n",
-        "4                  8     True            6  \n",
-        "5                  7     True            5  \n",
-        "6                  9     True            8  \n",
-        "7                  8     True            7  \n",
-        "8                  8     True            7  \n",
-        "9                  6     True            8  \n",
-        "10                 8     True           13  \n",
-        "11                10     True           10  \n",
-        "12                 9     True            4  \n",
-        "13                 8     True            8  \n",
-        "14                 5     True           11  \n",
-        "15                 6     True            6  \n",
-        "16                 8     True           10  \n",
-        "17                10     True            7  \n",
-        "18                 5     True            6  \n",
-        "19                 7     True            5  \n",
-        "20                 5     True           11  \n",
-        "21                 8     True            9  \n",
-        "22                10     True            8  \n",
-        "23                 6     True            8  \n",
-        "24                 7     True            7  \n",
-        "25                 7     True            7  \n",
-        "26                 8     True           11  \n",
-        "27                 6     True           10  \n",
-        "28                 9     True           11  \n",
-        "29                 5     True           13  \n",
-        "..               ...      ...          ...  \n",
-        "970                7     True            6  \n",
-        "971               10     True            8  \n",
-        "972                9     True            9  \n",
-        "973                5     True            9  \n",
-        "974               10     True            5  \n",
-        "975                9     True           11  \n",
-        "976                9     True            9  \n",
-        "977                7     True           11  \n",
-        "978                8     True            7  \n",
-        "979                5     True            4  \n",
-        "980                8     True            8  \n",
-        "981                2     True           10  \n",
-        "982               10     True           10  \n",
-        "983                7     True           11  \n",
-        "984               10     True            9  \n",
-        "985                4     True            8  \n",
-        "986               10     True            8  \n",
-        "987                9     True           13  \n",
-        "988                9     True            5  \n",
-        "989                4     True            7  \n",
-        "990                5     True            9  \n",
-        "991                8     True            9  \n",
-        "992               10     True           12  \n",
-        "993                6     True            8  \n",
-        "994                9     True            9  \n",
-        "995                8     True            9  \n",
-        "996                9     True            7  \n",
-        "997               10     True            8  \n",
-        "998               10     True           10  \n",
-        "999                9     True            6  \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": 89
+     "prompt_number": 73
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 91,
+       "prompt_number": 74,
        "text": [
-        "<matplotlib.axes.AxesSubplot at 0x7fefda6e7588>"
+        "<matplotlib.axes.AxesSubplot at 0x7f672cca9ba8>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
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+       "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEACAYAAAC57G0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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        "text": [
-        "<matplotlib.figure.Figure at 0x7fefda672710>"
+        "<matplotlib.figure.Figure at 0x7f672c353a58>"
        ]
       }
      ],
-     "prompt_number": 91
+     "prompt_number": 74
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 92,
+       "prompt_number": 75,
        "text": [
         "lives remaining\n",
-        "0                    8\n",
-        "1                    2\n",
-        "2                   15\n",
-        "3                   16\n",
-        "4                   30\n",
-        "5                   59\n",
+        "0                   11\n",
+        "1                    5\n",
+        "2                    5\n",
+        "3                   22\n",
+        "4                   40\n",
+        "5                   42\n",
         "6                   79\n",
-        "7                  120\n",
-        "8                  182\n",
-        "9                  232\n",
-        "10                 257\n",
+        "7                  109\n",
+        "8                  161\n",
+        "9                  290\n",
+        "10                 236\n",
         "dtype: int64"
        ]
       }
      ],
-     "prompt_number": 92
+     "prompt_number": 75
     },
     {
      "cell_type": "code",
      "input": [],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 75
     }
    ],
    "metadata": {}