Started slides for algorithms, also make the Python more idiomatic (and faster)
[cas-master-teacher-training.git] / hangman-logging.ipynb
index afb30d2413e7f3bfb7a55d9975eff88ed7adf356..1464b2b54b79e97b5955be6ff2d6bb49e4e6a1ad 100644 (file)
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:445c0bbd851ff7b6a03c242b95a838b45261c92eee2d71a86721d2ce663cdb27"
+  "signature": "sha256:68618a996de5665d650cf3d51934bda396b1168f907f5e8de5bff75bb5dfc8b6"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -21,7 +21,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 23
+     "prompt_number": 17
     },
     {
      "cell_type": "code",
@@ -33,7 +33,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 24
+     "prompt_number": 18
     },
     {
      "cell_type": "code",
@@ -46,7 +46,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 25
+     "prompt_number": 19
     },
     {
      "cell_type": "code",
@@ -59,7 +59,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 26
+     "prompt_number": 20
     },
     {
      "cell_type": "code",
@@ -70,7 +70,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 27
+     "prompt_number": 21
     },
     {
      "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",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 70
+     "prompt_number": 22
     },
     {
      "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": 23
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 30
+     "prompt_number": 24
     },
     {
      "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",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 31
+     "prompt_number": 25
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 32
+     "prompt_number": 26
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 33
+     "prompt_number": 27
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 34
+     "prompt_number": 28
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 35
+     "prompt_number": 29
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 37,
+       "prompt_number": 30,
        "text": [
         "True"
        ]
       }
      ],
-     "prompt_number": 37
+     "prompt_number": 30
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 72
+     "prompt_number": 31
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 73
+     "prompt_number": 32
     },
     {
      "cell_type": "code",
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 86
+     "prompt_number": 33
     },
     {
      "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>           fume</td>\n",
+        "      <td>                              ['_', '_', '_', 'e']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  1</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>      nightlife</td>\n",
+        "      <td>     ['n', 'i', '_', 'h', 't', 'l', 'i', '_', 'e']</td>\n",
+        "      <td> ['a', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td>  7</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>  6</td>\n",
-        "      <td> 7</td>\n",
-        "      <td>  True</td>\n",
+        "      <td>        skydove</td>\n",
+        "      <td>               ['s', '_', '_', 'd', 'o', '_', 'e']</td>\n",
+        "      <td> ['t', 'a', 'i', 'h', 'n', 'r', 'l', 'u', 'm', ...</td>\n",
+        "      <td>  4</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>      generates</td>\n",
+        "      <td>     ['_', 'e', 'n', 'e', 'r', 'a', 't', 'e', 's']</td>\n",
+        "      <td> ['o', 'i', 'h', 'd', '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>  5</td>\n",
+        "      <td>            mes</td>\n",
+        "      <td>                                   ['_', 'e', 's']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'n', 'r', 'd', 'l', ...</td>\n",
+        "      <td>  2</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>       sphinges</td>\n",
+        "      <td>          ['s', '_', 'h', 'i', 'n', '_', 'e', 's']</td>\n",
+        "      <td> ['t', 'a', 'o', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
+        "      <td>  6</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>     backgammon</td>\n",
+        "      <td> ['_', 'a', '_', '_', '_', 'a', 'm', 'm', 'o', ...</td>\n",
+        "      <td> ['e', 't', 'i', 'h', 's', 'r', 'd', 'l', 'u', ...</td>\n",
         "      <td>  6</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>         stares</td>\n",
+        "      <td>                    ['s', 't', 'a', 'r', 'e', 's']</td>\n",
+        "      <td>                              ['o', 'i', 'h', 'n']</td>\n",
         "      <td>  6</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
+        "      <td> 6</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>      exemplify</td>\n",
+        "      <td>     ['e', '_', 'e', 'm', '_', 'l', 'i', '_', '_']</td>\n",
+        "      <td> ['t', 'a', 'o', 'h', 'n', 's', 'r', 'd', 'u', ...</td>\n",
         "      <td>  5</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>  True</td>\n",
+        "      <td>        placard</td>\n",
+        "      <td>               ['_', 'l', 'a', '_', 'a', 'r', 'd']</td>\n",
+        "      <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'u', 'm', ...</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</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>    magnetising</td>\n",
+        "      <td> ['m', 'a', '_', 'n', 'e', 't', 'i', 's', 'i', ...</td>\n",
+        "      <td> ['o', 'h', 'r', 'd', 'l', 'u', 'w', 'c', 'y', ...</td>\n",
+        "      <td>  9</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>        curried</td>\n",
+        "      <td>               ['c', 'u', 'r', 'r', 'i', 'e', 'd']</td>\n",
+        "      <td>     ['t', 'a', 'o', 'h', 'n', 's', 'l', 'm', 'w']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 1</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>  2</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
+        "      <td>         drouth</td>\n",
+        "      <td>                    ['d', 'r', 'o', 'u', 't', 'h']</td>\n",
+        "      <td>                    ['e', 'a', 'i', 'n', 's', 'l']</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 4</td>\n",
+        "      <td>  True</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",
-        "      <td>  8</td>\n",
-        "      <td> 2</td>\n",
+        "      <td>          trash</td>\n",
+        "      <td>                         ['t', 'r', 'a', 's', 'h']</td>\n",
+        "      <td>                              ['e', 'o', 'i', 'n']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 6</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",
+        "      <td>  irretrievable</td>\n",
+        "      <td> ['i', 'r', 'r', 'e', 't', 'r', 'i', 'e', '_', ...</td>\n",
+        "      <td> ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td> 11</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>     exploiters</td>\n",
+        "      <td> ['e', '_', '_', 'l', 'o', 'i', 't', 'e', 'r', ...</td>\n",
+        "      <td> ['a', 'h', 'n', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
+        "      <td>  8</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>       newscast</td>\n",
+        "      <td>          ['n', 'e', 'w', 's', 'c', 'a', 's', 't']</td>\n",
+        "      <td>          ['o', 'i', 'h', 'r', 'd', 'l', 'u', 'm']</td>\n",
+        "      <td>  8</td>\n",
+        "      <td> 2</td>\n",
         "      <td>  True</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>     compliment</td>\n",
+        "      <td> ['c', 'o', 'm', '_', 'l', 'i', 'm', 'e', 'n', ...</td>\n",
+        "      <td> ['a', 'h', 's', 'r', 'd', 'u', 'w', 'y', 'f', ...</td>\n",
+        "      <td>  9</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>   faithfulness</td>\n",
+        "      <td> ['f', 'a', 'i', 't', 'h', 'f', 'u', 'l', 'n', ...</td>\n",
+        "      <td>               ['o', 'r', 'd', 'm', 'w', 'c', 'y']</td>\n",
+        "      <td> 12</td>\n",
+        "      <td> 3</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>         muzzle</td>\n",
+        "      <td>                    ['m', 'u', '_', '_', 'l', 'e']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  4</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>     ministered</td>\n",
+        "      <td> ['m', 'i', 'n', 'i', 's', 't', 'e', 'r', 'e', ...</td>\n",
+        "      <td>                         ['a', 'o', 'h', 'l', 'u']</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 5</td>\n",
         "      <td>  True</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>  8</td>\n",
+        "      <td>           clef</td>\n",
+        "      <td>                              ['_', 'l', 'e', '_']</td>\n",
+        "      <td> ['t', 'a', 'o', '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>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>        sunning</td>\n",
+        "      <td>               ['s', 'u', 'n', 'n', 'i', 'n', '_']</td>\n",
+        "      <td> ['e', 't', 'a', 'o', 'h', 'r', 'd', 'l', 'm', ...</td>\n",
         "      <td>  6</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>            cow</td>\n",
+        "      <td>                                   ['_', 'o', '_']</td>\n",
+        "      <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  1</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>           loon</td>\n",
+        "      <td>                              ['l', 'o', 'o', 'n']</td>\n",
+        "      <td>          ['e', 't', 'a', 'i', 'h', 's', 'r', 'd']</td>\n",
+        "      <td>  4</td>\n",
+        "      <td> 2</td>\n",
         "      <td>  True</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>     pepperonis</td>\n",
+        "      <td> ['_', 'e', '_', '_', 'e', 'r', 'o', 'n', 'i', ...</td>\n",
+        "      <td> ['t', 'a', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td>  7</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>  True</td>\n",
+        "      <td>       alerting</td>\n",
+        "      <td>          ['a', 'l', 'e', 'r', 't', 'i', 'n', '_']</td>\n",
+        "      <td> ['o', 'h', 's', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</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>        hoorahs</td>\n",
+        "      <td>               ['h', 'o', 'o', 'r', 'a', 'h', 's']</td>\n",
+        "      <td>                              ['e', 't', 'i', 'n']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 6</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>     legislates</td>\n",
+        "      <td> ['l', 'e', '_', 'i', 's', 'l', 'a', 't', 'e', ...</td>\n",
+        "      <td> ['o', 'h', 'n', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td>  9</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>        readout</td>\n",
+        "      <td>               ['r', 'e', 'a', 'd', 'o', 'u', 't']</td>\n",
+        "      <td>                         ['i', 'h', 'n', 's', 'l']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 5</td>\n",
         "      <td>  True</td>\n",
         "    </tr>\n",
         "    <tr>\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> 0</td>\n",
-        "      <td> False</td>\n",
+        "      <td>         washes</td>\n",
+        "      <td>                    ['w', 'a', 's', 'h', 'e', 's']</td>\n",
+        "      <td>     ['t', 'o', 'i', 'n', 'r', 'd', 'l', 'u', 'm']</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>  True</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>       twirlers</td>\n",
+        "      <td>          ['t', 'w', 'i', 'r', 'l', 'e', 'r', 's']</td>\n",
+        "      <td>               ['a', 'o', 'h', 'n', 'd', 'u', 'm']</td>\n",
         "      <td>  8</td>\n",
-        "      <td> 5</td>\n",
+        "      <td> 3</td>\n",
         "      <td>  True</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>         equine</td>\n",
+        "      <td>                    ['e', '_', 'u', 'i', 'n', 'e']</td>\n",
+        "      <td> ['t', 'a', 'o', 'h', 's', 'r', 'd', 'l', 'm', ...</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>      sacristan</td>\n",
+        "      <td>     ['s', 'a', 'c', 'r', 'i', 's', 't', 'a', 'n']</td>\n",
+        "      <td>          ['e', 'o', 'h', 'd', 'l', 'u', 'm', 'w']</td>\n",
         "      <td>  9</td>\n",
-        "      <td> 1</td>\n",
+        "      <td> 2</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>      handballs</td>\n",
+        "      <td>     ['h', 'a', 'n', 'd', '_', 'a', 'l', 'l', 's']</td>\n",
+        "      <td> ['e', 't', 'o', 'i', 'r', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td>  8</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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> 0</td>\n",
-        "      <td> False</td>\n",
+        "      <td>          hello</td>\n",
+        "      <td>                         ['h', 'e', 'l', 'l', 'o']</td>\n",
+        "      <td>               ['t', 'a', 'i', 'n', 's', 'r', 'd']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 3</td>\n",
+        "      <td>  True</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>       promoter</td>\n",
+        "      <td>          ['_', 'r', 'o', 'm', 'o', 't', 'e', 'r']</td>\n",
+        "      <td> ['a', 'i', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
+        "      <td>  7</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>      gesturing</td>\n",
+        "      <td>     ['_', 'e', 's', 't', 'u', 'r', 'i', 'n', '_']</td>\n",
+        "      <td> ['a', 'o', 'h', 'd', 'l', 'm', 'w', 'c', 'y', ...</td>\n",
+        "      <td>  7</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>           clew</td>\n",
+        "      <td>                              ['_', 'l', 'e', '_']</td>\n",
+        "      <td> ['t', 'a', 'o', '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>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>        jarring</td>\n",
+        "      <td>               ['_', 'a', 'r', 'r', 'i', 'n', '_']</td>\n",
+        "      <td> ['e', 't', 'o', 'h', 's', 'd', 'l', 'u', 'm', ...</td>\n",
+        "      <td>  5</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>     bedraggled</td>\n",
+        "      <td> ['_', 'e', 'd', 'r', 'a', '_', '_', 'l', 'e', ...</td>\n",
+        "      <td> ['t', 'o', 'i', 'h', 'n', 's', 'u', 'm', 'w', ...</td>\n",
         "      <td>  7</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> 0</td>\n",
-        "      <td> False</td>\n",
+        "      <td>          snout</td>\n",
+        "      <td>                         ['s', 'n', 'o', 'u', 't']</td>\n",
+        "      <td>               ['e', 'a', 'i', 'h', 'r', 'd', 'l']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 3</td>\n",
+        "      <td>  True</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>            bog</td>\n",
+        "      <td>                                   ['_', 'o', '_']</td>\n",
+        "      <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  1</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>        envious</td>\n",
+        "      <td>               ['e', 'n', '_', 'i', 'o', 'u', 's']</td>\n",
+        "      <td> ['t', 'a', 'h', 'r', 'd', 'l', 'm', 'w', 'c', ...</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>        vandals</td>\n",
+        "      <td>               ['_', 'a', 'n', 'd', 'a', 'l', 's']</td>\n",
+        "      <td> ['e', 't', 'o', 'i', 'h', 'r', 'u', 'm', 'w', ...</td>\n",
+        "      <td>  6</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>         hobble</td>\n",
+        "      <td>                    ['h', 'o', '_', '_', 'l', 'e']</td>\n",
+        "      <td> ['t', 'a', 'i', 'n', 's', 'r', 'd', 'u', 'm', ...</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>  7</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
+        "      <td>          motes</td>\n",
+        "      <td>                         ['m', 'o', 't', 'e', 's']</td>\n",
+        "      <td>          ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'u']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>  True</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>        sodding</td>\n",
+        "      <td>               ['s', 'o', 'd', 'd', 'i', 'n', '_']</td>\n",
+        "      <td> ['e', 't', 'a', 'h', 'r', 'l', 'u', 'm', 'w', ...</td>\n",
+        "      <td>  6</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>     connivance</td>\n",
+        "      <td> ['c', 'o', 'n', 'n', 'i', '_', 'a', 'n', 'c', ...</td>\n",
+        "      <td> ['t', 'h', 's', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
+        "      <td>  9</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>     anchorites</td>\n",
+        "      <td> ['a', 'n', 'c', 'h', 'o', 'r', 'i', 't', 'e', ...</td>\n",
+        "      <td>                         ['d', 'l', 'u', 'm', 'w']</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 5</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>         squats</td>\n",
+        "      <td>                    ['s', '_', 'u', 'a', 't', 's']</td>\n",
+        "      <td> ['e', 'o', 'i', 'h', 'n', 'r', 'd', 'l', 'm', ...</td>\n",
+        "      <td>  5</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>  7</td>\n",
+        "      <td>         amebae</td>\n",
+        "      <td>                    ['a', '_', 'e', '_', 'a', 'e']</td>\n",
+        "      <td> ['t', 'o', 'i', 'h', 'n', 's', 'r', 'd', 'l', ...</td>\n",
+        "      <td>  4</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>    freelancers</td>\n",
+        "      <td> ['f', 'r', 'e', 'e', 'l', 'a', 'n', 'c', 'e', ...</td>\n",
+        "      <td>     ['t', 'o', 'i', 'h', 'd', 'u', 'm', 'w', 'y']</td>\n",
         "      <td> 11</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>  True</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>     indentures</td>\n",
+        "      <td> ['i', 'n', 'd', 'e', 'n', 't', 'u', 'r', 'e', ...</td>\n",
+        "      <td>                              ['a', 'o', 'h', 'l']</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 6</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>     eulogistic</td>\n",
+        "      <td> ['e', 'u', 'l', 'o', 'g', 'i', 's', 't', 'i', ...</td>\n",
+        "      <td>     ['a', 'h', 'n', 'r', 'd', 'm', 'w', 'y', 'f']</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 1</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>       mandrake</td>\n",
+        "      <td>          ['m', 'a', 'n', 'd', 'r', 'a', '_', 'e']</td>\n",
+        "      <td> ['t', 'o', 'i', 'h', 's', 'l', 'u', 'w', 'c', ...</td>\n",
         "      <td>  7</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> aforementioned</td>\n",
+        "      <td> ['a', 'f', 'o', 'r', 'e', 'm', 'e', 'n', 't', ...</td>\n",
+        "      <td>               ['h', 's', 'l', 'u', 'w', 'c', 'y']</td>\n",
+        "      <td> 14</td>\n",
+        "      <td> 3</td>\n",
         "      <td>  True</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>  True</td>\n",
+        "      <td>        pleases</td>\n",
+        "      <td>               ['_', 'l', 'e', 'a', 's', 'e', 's']</td>\n",
+        "      <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>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>        screens</td>\n",
+        "      <td>               ['s', '_', 'r', 'e', 'e', 'n', 's']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'd', 'l', 'u', 'm', ...</td>\n",
+        "      <td>  6</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</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>        conches</td>\n",
+        "      <td>               ['c', 'o', 'n', 'c', 'h', 'e', 's']</td>\n",
+        "      <td>     ['t', 'a', 'i', 'r', 'd', 'l', 'u', 'm', 'w']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 1</td>\n",
         "      <td>  True</td>\n",
         "    </tr>\n",
         "  </tbody>\n",
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 79,
+       "prompt_number": 34,
        "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              fume                               ['_', '_', '_', 'e']   \n",
+        "1         nightlife      ['n', 'i', '_', 'h', 't', 'l', 'i', '_', 'e']   \n",
+        "2           skydove                ['s', '_', '_', 'd', 'o', '_', 'e']   \n",
+        "3         generates      ['_', 'e', 'n', 'e', 'r', 'a', 't', 'e', 's']   \n",
+        "4               mes                                    ['_', 'e', 's']   \n",
+        "5          sphinges           ['s', '_', 'h', 'i', 'n', '_', 'e', 's']   \n",
+        "6        backgammon  ['_', 'a', '_', '_', '_', 'a', 'm', 'm', 'o', ...   \n",
+        "7            stares                     ['s', 't', 'a', 'r', 'e', 's']   \n",
+        "8         exemplify      ['e', '_', 'e', 'm', '_', 'l', 'i', '_', '_']   \n",
+        "9           placard                ['_', 'l', 'a', '_', 'a', 'r', 'd']   \n",
+        "10      magnetising  ['m', 'a', '_', 'n', 'e', 't', 'i', 's', 'i', ...   \n",
+        "11          curried                ['c', 'u', 'r', 'r', 'i', 'e', 'd']   \n",
+        "12           drouth                     ['d', 'r', 'o', 'u', 't', 'h']   \n",
+        "13            trash                          ['t', 'r', 'a', 's', 'h']   \n",
+        "14    irretrievable  ['i', 'r', 'r', 'e', 't', 'r', 'i', 'e', '_', ...   \n",
+        "15       exploiters  ['e', '_', '_', 'l', 'o', 'i', 't', 'e', 'r', ...   \n",
+        "16         newscast           ['n', 'e', 'w', 's', 'c', 'a', 's', 't']   \n",
+        "17       compliment  ['c', 'o', 'm', '_', 'l', 'i', 'm', 'e', 'n', ...   \n",
+        "18     faithfulness  ['f', 'a', 'i', 't', 'h', 'f', 'u', 'l', 'n', ...   \n",
+        "19           muzzle                     ['m', 'u', '_', '_', 'l', 'e']   \n",
+        "20       ministered  ['m', 'i', 'n', 'i', 's', 't', 'e', 'r', 'e', ...   \n",
+        "21             clef                               ['_', 'l', 'e', '_']   \n",
+        "22          sunning                ['s', 'u', 'n', 'n', 'i', 'n', '_']   \n",
+        "23              cow                                    ['_', 'o', '_']   \n",
+        "24             loon                               ['l', 'o', 'o', 'n']   \n",
+        "25       pepperonis  ['_', 'e', '_', '_', 'e', 'r', 'o', 'n', 'i', ...   \n",
+        "26         alerting           ['a', 'l', 'e', 'r', 't', 'i', 'n', '_']   \n",
+        "27          hoorahs                ['h', 'o', 'o', 'r', 'a', 'h', 's']   \n",
+        "28       legislates  ['l', 'e', '_', 'i', 's', 'l', 'a', 't', 'e', ...   \n",
+        "29          readout                ['r', 'e', 'a', 'd', 'o', 'u', 't']   \n",
+        "..              ...                                                ...   \n",
+        "970          washes                     ['w', 'a', 's', 'h', 'e', 's']   \n",
+        "971        twirlers           ['t', 'w', 'i', 'r', 'l', 'e', 'r', 's']   \n",
+        "972          equine                     ['e', '_', 'u', 'i', 'n', 'e']   \n",
+        "973       sacristan      ['s', 'a', 'c', 'r', 'i', 's', 't', 'a', 'n']   \n",
+        "974       handballs      ['h', 'a', 'n', 'd', '_', 'a', 'l', 'l', 's']   \n",
+        "975           hello                          ['h', 'e', 'l', 'l', 'o']   \n",
+        "976        promoter           ['_', 'r', 'o', 'm', 'o', 't', 'e', 'r']   \n",
+        "977       gesturing      ['_', 'e', 's', 't', 'u', 'r', 'i', 'n', '_']   \n",
+        "978            clew                               ['_', 'l', 'e', '_']   \n",
+        "979         jarring                ['_', 'a', 'r', 'r', 'i', 'n', '_']   \n",
+        "980      bedraggled  ['_', 'e', 'd', 'r', 'a', '_', '_', 'l', 'e', ...   \n",
+        "981           snout                          ['s', 'n', 'o', 'u', 't']   \n",
+        "982             bog                                    ['_', 'o', '_']   \n",
+        "983         envious                ['e', 'n', '_', 'i', 'o', 'u', 's']   \n",
+        "984         vandals                ['_', 'a', 'n', 'd', 'a', 'l', 's']   \n",
+        "985          hobble                     ['h', 'o', '_', '_', 'l', 'e']   \n",
+        "986           motes                          ['m', 'o', 't', 'e', 's']   \n",
+        "987         sodding                ['s', 'o', 'd', 'd', 'i', 'n', '_']   \n",
+        "988      connivance  ['c', 'o', 'n', 'n', 'i', '_', 'a', 'n', 'c', ...   \n",
+        "989      anchorites  ['a', 'n', 'c', 'h', 'o', 'r', 'i', 't', 'e', ...   \n",
+        "990          squats                     ['s', '_', 'u', 'a', 't', 's']   \n",
+        "991          amebae                     ['a', '_', 'e', '_', 'a', 'e']   \n",
+        "992     freelancers  ['f', 'r', 'e', 'e', 'l', 'a', 'n', 'c', 'e', ...   \n",
+        "993      indentures  ['i', 'n', 'd', 'e', 'n', 't', 'u', 'r', 'e', ...   \n",
+        "994      eulogistic  ['e', 'u', 'l', 'o', 'g', 'i', 's', 't', 'i', ...   \n",
+        "995        mandrake           ['m', 'a', 'n', 'd', 'r', 'a', '_', 'e']   \n",
+        "996  aforementioned  ['a', 'f', 'o', 'r', 'e', 'm', 'e', 'n', 't', ...   \n",
+        "997         pleases                ['_', 'l', 'e', 'a', 's', 'e', 's']   \n",
+        "998         screens                ['s', '_', 'r', 'e', 'e', 'n', 's']   \n",
+        "999         conches                ['c', 'o', 'n', 'c', 'h', 'e', 's']   \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', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               1   \n",
+        "1    ['a', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...               7   \n",
+        "2    ['t', 'a', 'i', 'h', 'n', 'r', 'l', 'u', 'm', ...               4   \n",
+        "3    ['o', 'i', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...               8   \n",
+        "4    ['t', 'a', 'o', 'i', 'h', 'n', 'r', 'd', 'l', ...               2   \n",
+        "5    ['t', 'a', 'o', 'r', 'd', 'l', 'u', 'm', 'w', ...               6   \n",
+        "6    ['e', 't', 'i', 'h', 's', 'r', 'd', 'l', 'u', ...               6   \n",
+        "7                                 ['o', 'i', 'h', 'n']               6   \n",
+        "8    ['t', 'a', 'o', 'h', 'n', 's', 'r', 'd', 'u', ...               5   \n",
+        "9    ['e', 't', 'o', 'i', 'h', 'n', 's', 'u', 'm', ...               5   \n",
+        "10   ['o', 'h', 'r', 'd', 'l', 'u', 'w', 'c', 'y', ...               9   \n",
+        "11       ['t', 'a', 'o', 'h', 'n', 's', 'l', 'm', 'w']               7   \n",
+        "12                      ['e', 'a', 'i', 'n', 's', 'l']               6   \n",
+        "13                                ['e', 'o', 'i', 'n']               5   \n",
+        "14   ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...              11   \n",
+        "15   ['a', 'h', 'n', 'd', 'u', 'm', 'w', 'c', 'y', ...               8   \n",
+        "16            ['o', 'i', 'h', 'r', 'd', 'l', 'u', 'm']               8   \n",
+        "17   ['a', 'h', 's', 'r', 'd', 'u', 'w', 'y', 'f', ...               9   \n",
+        "18                 ['o', 'r', 'd', 'm', 'w', 'c', 'y']              12   \n",
+        "19   ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               4   \n",
+        "20                           ['a', 'o', 'h', 'l', 'u']              10   \n",
+        "21   ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               2   \n",
+        "22   ['e', 't', 'a', 'o', 'h', 'r', 'd', 'l', 'm', ...               6   \n",
+        "23   ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...               1   \n",
+        "24            ['e', 't', 'a', 'i', 'h', 's', 'r', 'd']               4   \n",
+        "25   ['t', 'a', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...               7   \n",
+        "26   ['o', 'h', 's', 'd', 'u', 'm', 'w', 'c', 'y', ...               7   \n",
+        "27                                ['e', 't', 'i', 'n']               7   \n",
+        "28   ['o', 'h', 'n', 'r', 'd', 'u', 'm', 'w', 'c', ...               9   \n",
+        "29                           ['i', 'h', 'n', 's', 'l']               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      ['t', 'o', 'i', 'n', 'r', 'd', 'l', 'u', 'm']               6   \n",
+        "971                ['a', 'o', 'h', 'n', 'd', 'u', 'm']               8   \n",
+        "972  ['t', 'a', 'o', 'h', 's', 'r', 'd', 'l', 'm', ...               5   \n",
+        "973           ['e', 'o', 'h', 'd', 'l', 'u', 'm', 'w']               9   \n",
+        "974  ['e', 't', 'o', 'i', 'r', 'u', 'm', 'w', 'c', ...               8   \n",
+        "975                ['t', 'a', 'i', 'n', 's', 'r', 'd']               5   \n",
+        "976  ['a', 'i', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...               7   \n",
+        "977  ['a', 'o', 'h', 'd', 'l', 'm', 'w', 'c', 'y', ...               7   \n",
+        "978  ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               2   \n",
+        "979  ['e', 't', 'o', 'h', 's', 'd', 'l', 'u', 'm', ...               5   \n",
+        "980  ['t', 'o', 'i', 'h', 'n', 's', 'u', 'm', 'w', ...               7   \n",
+        "981                ['e', 'a', 'i', 'h', 'r', 'd', 'l']               5   \n",
+        "982  ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...               1   \n",
+        "983  ['t', 'a', 'h', 'r', 'd', 'l', 'm', 'w', 'c', ...               6   \n",
+        "984  ['e', 't', 'o', 'i', 'h', 'r', 'u', 'm', 'w', ...               6   \n",
+        "985  ['t', 'a', 'i', 'n', 's', 'r', 'd', 'u', 'm', ...               4   \n",
+        "986           ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'u']               5   \n",
+        "987  ['e', 't', 'a', 'h', 'r', 'l', 'u', 'm', 'w', ...               6   \n",
+        "988  ['t', 'h', 's', 'r', 'd', 'l', 'u', 'm', 'w', ...               9   \n",
+        "989                          ['d', 'l', 'u', 'm', 'w']              10   \n",
+        "990  ['e', 'o', 'i', 'h', 'n', 'r', 'd', 'l', 'm', ...               5   \n",
+        "991  ['t', 'o', 'i', 'h', 'n', 's', 'r', 'd', 'l', ...               4   \n",
+        "992      ['t', 'o', 'i', 'h', 'd', 'u', 'm', 'w', 'y']              11   \n",
+        "993                               ['a', 'o', 'h', 'l']              10   \n",
+        "994      ['a', 'h', 'n', 'r', 'd', 'm', 'w', 'y', 'f']              10   \n",
+        "995  ['t', 'o', 'i', 'h', 's', 'l', 'u', 'w', 'c', ...               7   \n",
+        "996                ['h', 's', 'l', 'u', 'w', 'c', 'y']              14   \n",
+        "997  ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...               6   \n",
+        "998  ['t', 'a', 'o', 'i', 'h', 'd', 'l', 'u', 'm', ...               6   \n",
+        "999      ['t', 'a', 'i', 'r', 'd', 'l', 'u', 'm', 'w']               7   \n",
         "\n",
         "     lives remaining game won  \n",
         "0                  0    False  \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",
+        "7                  6     True  \n",
         "8                  0    False  \n",
-        "9                  3     True  \n",
+        "9                  0    False  \n",
         "10                 0    False  \n",
-        "11                 2     True  \n",
-        "12                 0    False  \n",
-        "13                 2     True  \n",
+        "11                 1     True  \n",
+        "12                 4     True  \n",
+        "13                 6     True  \n",
         "14                 0    False  \n",
         "15                 0    False  \n",
-        "16                 3     True  \n",
+        "16                 2     True  \n",
         "17                 0    False  \n",
-        "18                 6     True  \n",
+        "18                 3     True  \n",
         "19                 0    False  \n",
-        "20                 1     True  \n",
+        "20                 5     True  \n",
         "21                 0    False  \n",
         "22                 0    False  \n",
         "23                 0    False  \n",
-        "24                 4     True  \n",
+        "24                 2     True  \n",
         "25                 0    False  \n",
-        "26                 6     True  \n",
-        "27                 5     True  \n",
+        "26                 0    False  \n",
+        "27                 6     True  \n",
         "28                 0    False  \n",
-        "29                 1     True  \n",
+        "29                 5     True  \n",
         "..               ...      ...  \n",
-        "970                0    False  \n",
-        "971                5     True  \n",
+        "970                1     True  \n",
+        "971                3     True  \n",
         "972                0    False  \n",
-        "973                1     True  \n",
+        "973                2     True  \n",
         "974                0    False  \n",
-        "975                0    False  \n",
+        "975                3     True  \n",
         "976                0    False  \n",
         "977                0    False  \n",
         "978                0    False  \n",
         "979                0    False  \n",
         "980                0    False  \n",
-        "981                0    False  \n",
+        "981                3     True  \n",
         "982                0    False  \n",
         "983                0    False  \n",
         "984                0    False  \n",
-        "985                1     True  \n",
-        "986                0    False  \n",
-        "987                1     True  \n",
+        "985                0    False  \n",
+        "986                2     True  \n",
+        "987                0    False  \n",
         "988                0    False  \n",
-        "989                0    False  \n",
+        "989                5     True  \n",
         "990                0    False  \n",
         "991                0    False  \n",
-        "992                0    False  \n",
-        "993                0    False  \n",
-        "994                0    False  \n",
+        "992                1     True  \n",
+        "993                6     True  \n",
+        "994                1     True  \n",
         "995                0    False  \n",
-        "996                2     True  \n",
-        "997                1     True  \n",
+        "996                3     True  \n",
+        "997                0    False  \n",
         "998                0    False  \n",
-        "999                2     True  \n",
+        "999                1     True  \n",
         "\n",
         "[1000 rows x 6 columns]"
        ]
       }
      ],
-     "prompt_number": 79
+     "prompt_number": 34
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 82,
+       "prompt_number": 35,
        "text": [
-        "6"
+        "4"
        ]
       }
      ],
-     "prompt_number": 82
+     "prompt_number": 35
     },
     {
      "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>           fume</td>\n",
+        "      <td>                              ['_', '_', '_', 'e']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  1</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  6</td>\n",
+        "      <td>  4</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>      nightlife</td>\n",
+        "      <td>     ['n', 'i', '_', 'h', 't', 'l', 'i', '_', 'e']</td>\n",
+        "      <td> ['a', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td>  7</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  7</td>\n",
+        "      <td>  9</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>  6</td>\n",
+        "      <td>        skydove</td>\n",
+        "      <td>               ['s', '_', '_', 'd', 'o', '_', 'e']</td>\n",
+        "      <td> ['t', 'a', 'i', 'h', 'n', 'r', 'l', 'u', 'm', ...</td>\n",
+        "      <td>  4</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</td>\n",
+        "      <td>  7</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> 10</td>\n",
+        "      <td>      generates</td>\n",
+        "      <td>     ['_', 'e', 'n', 'e', 'r', 'a', 't', 'e', 's']</td>\n",
+        "      <td> ['o', 'i', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td>  8</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</td>\n",
+        "      <td>  9</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>  5</td>\n",
+        "      <td>            mes</td>\n",
+        "      <td>                                   ['_', 'e', 's']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'n', 'r', 'd', 'l', ...</td>\n",
+        "      <td>  2</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  6</td>\n",
+        "      <td>  3</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>       sphinges</td>\n",
+        "      <td>          ['s', '_', 'h', 'i', 'n', '_', 'e', 's']</td>\n",
+        "      <td> ['t', 'a', 'o', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
+        "      <td>  6</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  8</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>     backgammon</td>\n",
+        "      <td> ['_', 'a', '_', '_', '_', 'a', 'm', 'm', 'o', ...</td>\n",
+        "      <td> ['e', 't', 'i', 'h', 's', 'r', 'd', 'l', 'u', ...</td>\n",
         "      <td>  6</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  8</td>\n",
+        "      <td> 10</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>         stares</td>\n",
+        "      <td>                    ['s', 't', 'a', 'r', 'e', 's']</td>\n",
+        "      <td>                              ['o', 'i', 'h', 'n']</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 6</td>\n",
+        "      <td>  True</td>\n",
         "      <td>  6</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  7</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>      exemplify</td>\n",
+        "      <td>     ['e', '_', 'e', 'm', '_', 'l', 'i', '_', '_']</td>\n",
+        "      <td> ['t', 'a', 'o', 'h', 'n', 's', 'r', 'd', 'u', ...</td>\n",
         "      <td>  5</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  7</td>\n",
+        "      <td>  9</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>  True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>        placard</td>\n",
+        "      <td>               ['_', 'l', 'a', '_', 'a', 'r', 'd']</td>\n",
+        "      <td> ['e', 't', 'o', 'i', 'h', 'n', 's', 'u', 'm', ...</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</td>\n",
+        "      <td>  7</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>    magnetising</td>\n",
+        "      <td> ['m', 'a', '_', 'n', 'e', 't', 'i', 's', 'i', ...</td>\n",
+        "      <td> ['o', 'h', 'r', 'd', 'l', 'u', 'w', 'c', 'y', ...</td>\n",
+        "      <td>  9</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td> 13</td>\n",
+        "      <td> 11</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>        curried</td>\n",
+        "      <td>               ['c', 'u', 'r', 'r', 'i', 'e', 'd']</td>\n",
+        "      <td>     ['t', 'a', 'o', 'h', 'n', 's', 'l', 'm', 'w']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 1</td>\n",
         "      <td>  True</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  7</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>  2</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  4</td>\n",
+        "      <td>         drouth</td>\n",
+        "      <td>                    ['d', 'r', 'o', 'u', 't', 'h']</td>\n",
+        "      <td>                    ['e', 'a', 'i', 'n', 's', 'l']</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 4</td>\n",
+        "      <td>  True</td>\n",
+        "      <td>  6</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",
-        "      <td>  8</td>\n",
-        "      <td> 2</td>\n",
+        "      <td>          trash</td>\n",
+        "      <td>                         ['t', 'r', 'a', 's', 'h']</td>\n",
+        "      <td>                              ['e', 'o', 'i', 'n']</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>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",
+        "      <td>  irretrievable</td>\n",
+        "      <td> ['i', 'r', 'r', 'e', 't', 'r', 'i', 'e', '_', ...</td>\n",
+        "      <td> ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td> 11</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td> 11</td>\n",
+        "      <td> 13</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>     exploiters</td>\n",
+        "      <td> ['e', '_', '_', 'l', 'o', 'i', 't', 'e', 'r', ...</td>\n",
+        "      <td> ['a', 'h', 'n', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
+        "      <td>  8</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  6</td>\n",
+        "      <td> 10</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>       newscast</td>\n",
+        "      <td>          ['n', 'e', 'w', 's', 'c', 'a', 's', 't']</td>\n",
+        "      <td>          ['o', 'i', 'h', 'r', 'd', 'l', 'u', 'm']</td>\n",
+        "      <td>  8</td>\n",
+        "      <td> 2</td>\n",
         "      <td>  True</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  8</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>     compliment</td>\n",
+        "      <td> ['c', 'o', 'm', '_', 'l', 'i', 'm', 'e', 'n', ...</td>\n",
+        "      <td> ['a', 'h', 's', 'r', 'd', 'u', 'w', 'y', 'f', ...</td>\n",
+        "      <td>  9</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  7</td>\n",
+        "      <td> 10</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>   faithfulness</td>\n",
+        "      <td> ['f', 'a', 'i', 't', 'h', 'f', 'u', 'l', 'n', ...</td>\n",
+        "      <td>               ['o', 'r', 'd', 'm', 'w', 'c', 'y']</td>\n",
+        "      <td> 12</td>\n",
+        "      <td> 3</td>\n",
         "      <td>  True</td>\n",
-        "      <td>  6</td>\n",
+        "      <td> 12</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>         muzzle</td>\n",
+        "      <td>                    ['m', 'u', '_', '_', 'l', 'e']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  4</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  6</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>     ministered</td>\n",
+        "      <td> ['m', 'i', 'n', 'i', 's', 't', 'e', 'r', 'e', ...</td>\n",
+        "      <td>                         ['a', 'o', 'h', 'l', 'u']</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 5</td>\n",
         "      <td>  True</td>\n",
-        "      <td> 11</td>\n",
+        "      <td> 10</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>  8</td>\n",
+        "      <td>           clef</td>\n",
+        "      <td>                              ['_', 'l', 'e', '_']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  2</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  4</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>        sunning</td>\n",
+        "      <td>               ['s', 'u', 'n', 'n', 'i', 'n', '_']</td>\n",
+        "      <td> ['e', 't', 'a', 'o', 'h', 'r', 'd', 'l', 'm', ...</td>\n",
         "      <td>  6</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  7</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>            cow</td>\n",
+        "      <td>                                   ['_', 'o', '_']</td>\n",
+        "      <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  1</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  3</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>           loon</td>\n",
+        "      <td>                              ['l', 'o', 'o', 'n']</td>\n",
+        "      <td>          ['e', 't', 'a', 'i', 'h', 's', 'r', 'd']</td>\n",
+        "      <td>  4</td>\n",
+        "      <td> 2</td>\n",
         "      <td>  True</td>\n",
-        "      <td>  7</td>\n",
+        "      <td>  4</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>     pepperonis</td>\n",
+        "      <td> ['_', 'e', '_', '_', 'e', 'r', 'o', 'n', 'i', ...</td>\n",
+        "      <td> ['t', 'a', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td>  7</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  7</td>\n",
+        "      <td> 10</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>  True</td>\n",
-        "      <td> 11</td>\n",
+        "      <td>       alerting</td>\n",
+        "      <td>          ['a', 'l', 'e', 'r', 't', 'i', 'n', '_']</td>\n",
+        "      <td> ['o', 'h', 's', 'd', 'u', 'm', 'w', 'c', 'y', ...</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</td>\n",
+        "      <td>  8</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>        hoorahs</td>\n",
+        "      <td>               ['h', 'o', 'o', 'r', 'a', 'h', 's']</td>\n",
+        "      <td>                              ['e', 't', 'i', 'n']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 6</td>\n",
         "      <td>  True</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  7</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>     legislates</td>\n",
+        "      <td> ['l', 'e', '_', 'i', 's', 'l', 'a', 't', 'e', ...</td>\n",
+        "      <td> ['o', 'h', 'n', 'r', 'd', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td>  9</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td> 11</td>\n",
+        "      <td> 10</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>        readout</td>\n",
+        "      <td>               ['r', 'e', 'a', 'd', 'o', 'u', 't']</td>\n",
+        "      <td>                         ['i', 'h', 'n', 's', 'l']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 5</td>\n",
         "      <td>  True</td>\n",
-        "      <td> 13</td>\n",
+        "      <td>  7</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> 0</td>\n",
-        "      <td> False</td>\n",
+        "      <td>         washes</td>\n",
+        "      <td>                    ['w', 'a', 's', 'h', 'e', 's']</td>\n",
+        "      <td>     ['t', 'o', 'i', 'n', 'r', 'd', 'l', 'u', 'm']</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>  True</td>\n",
         "      <td>  6</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>       twirlers</td>\n",
+        "      <td>          ['t', 'w', 'i', 'r', 'l', 'e', 'r', 's']</td>\n",
+        "      <td>               ['a', 'o', 'h', 'n', 'd', 'u', 'm']</td>\n",
         "      <td>  8</td>\n",
-        "      <td> 5</td>\n",
+        "      <td> 3</td>\n",
         "      <td>  True</td>\n",
         "      <td>  8</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>         equine</td>\n",
+        "      <td>                    ['e', '_', 'u', 'i', 'n', 'e']</td>\n",
+        "      <td> ['t', 'a', 'o', 'h', 's', 'r', 'd', 'l', '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>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>      sacristan</td>\n",
+        "      <td>     ['s', 'a', 'c', 'r', 'i', 's', 't', 'a', 'n']</td>\n",
+        "      <td>          ['e', 'o', 'h', 'd', 'l', 'u', 'm', 'w']</td>\n",
         "      <td>  9</td>\n",
-        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
         "      <td>  True</td>\n",
         "      <td>  9</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>      handballs</td>\n",
+        "      <td>     ['h', 'a', 'n', 'd', '_', 'a', 'l', 'l', 's']</td>\n",
+        "      <td> ['e', 't', 'o', 'i', 'r', 'u', 'm', 'w', 'c', ...</td>\n",
+        "      <td>  8</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  9</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> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td> 11</td>\n",
+        "      <td>          hello</td>\n",
+        "      <td>                         ['h', 'e', 'l', 'l', 'o']</td>\n",
+        "      <td>               ['t', 'a', 'i', 'n', 's', 'r', 'd']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 3</td>\n",
+        "      <td>  True</td>\n",
+        "      <td>  5</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>       promoter</td>\n",
+        "      <td>          ['_', 'r', 'o', 'm', 'o', 't', 'e', 'r']</td>\n",
+        "      <td> ['a', 'i', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...</td>\n",
+        "      <td>  7</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  8</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>      gesturing</td>\n",
+        "      <td>     ['_', 'e', 's', 't', 'u', 'r', 'i', 'n', '_']</td>\n",
+        "      <td> ['a', 'o', 'h', 'd', 'l', 'm', 'w', 'c', 'y', ...</td>\n",
+        "      <td>  7</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td> 11</td>\n",
+        "      <td>  9</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>           clew</td>\n",
+        "      <td>                              ['_', 'l', 'e', '_']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  2</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  7</td>\n",
+        "      <td>  4</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>        jarring</td>\n",
+        "      <td>               ['_', 'a', 'r', 'r', 'i', 'n', '_']</td>\n",
+        "      <td> ['e', 't', 'o', 'h', 's', 'd', 'l', 'u', 'm', ...</td>\n",
+        "      <td>  5</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  4</td>\n",
+        "      <td>  7</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>     bedraggled</td>\n",
+        "      <td> ['_', 'e', 'd', 'r', 'a', '_', '_', 'l', 'e', ...</td>\n",
+        "      <td> ['t', 'o', 'i', 'h', 'n', 's', 'u', 'm', 'w', ...</td>\n",
         "      <td>  7</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  8</td>\n",
+        "      <td> 10</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> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>          snout</td>\n",
+        "      <td>                         ['s', 'n', 'o', 'u', 't']</td>\n",
+        "      <td>               ['e', 'a', 'i', 'h', 'r', 'd', 'l']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 3</td>\n",
+        "      <td>  True</td>\n",
+        "      <td>  5</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>            bog</td>\n",
+        "      <td>                                   ['_', 'o', '_']</td>\n",
+        "      <td> ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...</td>\n",
+        "      <td>  1</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  3</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>        envious</td>\n",
+        "      <td>               ['e', 'n', '_', 'i', 'o', 'u', 's']</td>\n",
+        "      <td> ['t', 'a', 'h', 'r', 'd', 'l', 'm', 'w', 'c', ...</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>        vandals</td>\n",
+        "      <td>               ['_', 'a', 'n', 'd', 'a', 'l', 's']</td>\n",
+        "      <td> ['e', 't', 'o', 'i', 'h', 'r', 'u', 'm', 'w', ...</td>\n",
+        "      <td>  6</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  7</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>         hobble</td>\n",
+        "      <td>                    ['h', 'o', '_', '_', 'l', 'e']</td>\n",
+        "      <td> ['t', 'a', 'i', 'n', 's', 'r', 'd', 'u', 'm', ...</td>\n",
+        "      <td>  4</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</td>\n",
+        "      <td>  6</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>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>  7</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>          motes</td>\n",
+        "      <td>                         ['m', 'o', 't', 'e', 's']</td>\n",
+        "      <td>          ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'u']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>  True</td>\n",
+        "      <td>  5</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>        sodding</td>\n",
+        "      <td>               ['s', 'o', 'd', 'd', 'i', 'n', '_']</td>\n",
+        "      <td> ['e', 't', 'a', 'h', 'r', 'l', 'u', 'm', 'w', ...</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</td>\n",
+        "      <td>  7</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>     connivance</td>\n",
+        "      <td> ['c', 'o', 'n', 'n', 'i', '_', 'a', 'n', 'c', ...</td>\n",
+        "      <td> ['t', 'h', 's', 'r', 'd', 'l', 'u', 'm', 'w', ...</td>\n",
+        "      <td>  9</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  5</td>\n",
+        "      <td> 10</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>     anchorites</td>\n",
+        "      <td> ['a', 'n', 'c', 'h', 'o', 'r', 'i', 't', 'e', ...</td>\n",
+        "      <td>                         ['d', 'l', 'u', 'm', 'w']</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 5</td>\n",
+        "      <td>  True</td>\n",
+        "      <td> 10</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>         squats</td>\n",
+        "      <td>                    ['s', '_', 'u', 'a', 't', 's']</td>\n",
+        "      <td> ['e', 'o', 'i', 'h', 'n', 'r', 'd', 'l', '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>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>  7</td>\n",
+        "      <td>         amebae</td>\n",
+        "      <td>                    ['a', '_', 'e', '_', 'a', 'e']</td>\n",
+        "      <td> ['t', 'o', 'i', 'h', 'n', 's', 'r', 'd', 'l', ...</td>\n",
+        "      <td>  4</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  6</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>    freelancers</td>\n",
+        "      <td> ['f', 'r', 'e', 'e', 'l', 'a', 'n', 'c', 'e', ...</td>\n",
+        "      <td>     ['t', 'o', 'i', 'h', 'd', 'u', 'm', 'w', 'y']</td>\n",
+        "      <td> 11</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>  True</td>\n",
         "      <td> 11</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> False</td>\n",
-        "      <td> 12</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>     indentures</td>\n",
+        "      <td> ['i', 'n', 'd', 'e', 'n', 't', 'u', 'r', 'e', ...</td>\n",
+        "      <td>                              ['a', 'o', 'h', 'l']</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 6</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>     eulogistic</td>\n",
+        "      <td> ['e', 'u', 'l', 'o', 'g', 'i', 's', 't', 'i', ...</td>\n",
+        "      <td>     ['a', 'h', 'n', 'r', 'd', 'm', 'w', 'y', 'f']</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 1</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>       mandrake</td>\n",
+        "      <td>          ['m', 'a', 'n', 'd', 'r', 'a', '_', 'e']</td>\n",
+        "      <td> ['t', 'o', 'i', 'h', 's', 'l', 'u', 'w', 'c', ...</td>\n",
         "      <td>  7</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  8</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> aforementioned</td>\n",
+        "      <td> ['a', 'f', 'o', 'r', 'e', 'm', 'e', 'n', 't', ...</td>\n",
+        "      <td>               ['h', 's', 'l', 'u', 'w', 'c', 'y']</td>\n",
+        "      <td> 14</td>\n",
+        "      <td> 3</td>\n",
         "      <td>  True</td>\n",
-        "      <td>  7</td>\n",
+        "      <td> 14</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>  True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>        pleases</td>\n",
+        "      <td>               ['_', 'l', 'e', 'a', 's', 'e', 's']</td>\n",
+        "      <td> ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> False</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>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>        screens</td>\n",
+        "      <td>               ['s', '_', 'r', 'e', 'e', 'n', 's']</td>\n",
+        "      <td> ['t', 'a', 'o', 'i', 'h', 'd', 'l', 'u', 'm', ...</td>\n",
+        "      <td>  6</td>\n",
         "      <td> 0</td>\n",
         "      <td> False</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  7</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>        conches</td>\n",
+        "      <td>               ['c', 'o', 'n', 'c', 'h', 'e', 's']</td>\n",
+        "      <td>     ['t', 'a', 'i', 'r', 'd', 'l', 'u', 'm', 'w']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 1</td>\n",
         "      <td>  True</td>\n",
-        "      <td>  6</td>\n",
+        "      <td>  7</td>\n",
         "    </tr>\n",
         "  </tbody>\n",
         "</table>\n",
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 84,
+       "prompt_number": 36,
        "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              fume                               ['_', '_', '_', 'e']   \n",
+        "1         nightlife      ['n', 'i', '_', 'h', 't', 'l', 'i', '_', 'e']   \n",
+        "2           skydove                ['s', '_', '_', 'd', 'o', '_', 'e']   \n",
+        "3         generates      ['_', 'e', 'n', 'e', 'r', 'a', 't', 'e', 's']   \n",
+        "4               mes                                    ['_', 'e', 's']   \n",
+        "5          sphinges           ['s', '_', 'h', 'i', 'n', '_', 'e', 's']   \n",
+        "6        backgammon  ['_', 'a', '_', '_', '_', 'a', 'm', 'm', 'o', ...   \n",
+        "7            stares                     ['s', 't', 'a', 'r', 'e', 's']   \n",
+        "8         exemplify      ['e', '_', 'e', 'm', '_', 'l', 'i', '_', '_']   \n",
+        "9           placard                ['_', 'l', 'a', '_', 'a', 'r', 'd']   \n",
+        "10      magnetising  ['m', 'a', '_', 'n', 'e', 't', 'i', 's', 'i', ...   \n",
+        "11          curried                ['c', 'u', 'r', 'r', 'i', 'e', 'd']   \n",
+        "12           drouth                     ['d', 'r', 'o', 'u', 't', 'h']   \n",
+        "13            trash                          ['t', 'r', 'a', 's', 'h']   \n",
+        "14    irretrievable  ['i', 'r', 'r', 'e', 't', 'r', 'i', 'e', '_', ...   \n",
+        "15       exploiters  ['e', '_', '_', 'l', 'o', 'i', 't', 'e', 'r', ...   \n",
+        "16         newscast           ['n', 'e', 'w', 's', 'c', 'a', 's', 't']   \n",
+        "17       compliment  ['c', 'o', 'm', '_', 'l', 'i', 'm', 'e', 'n', ...   \n",
+        "18     faithfulness  ['f', 'a', 'i', 't', 'h', 'f', 'u', 'l', 'n', ...   \n",
+        "19           muzzle                     ['m', 'u', '_', '_', 'l', 'e']   \n",
+        "20       ministered  ['m', 'i', 'n', 'i', 's', 't', 'e', 'r', 'e', ...   \n",
+        "21             clef                               ['_', 'l', 'e', '_']   \n",
+        "22          sunning                ['s', 'u', 'n', 'n', 'i', 'n', '_']   \n",
+        "23              cow                                    ['_', 'o', '_']   \n",
+        "24             loon                               ['l', 'o', 'o', 'n']   \n",
+        "25       pepperonis  ['_', 'e', '_', '_', 'e', 'r', 'o', 'n', 'i', ...   \n",
+        "26         alerting           ['a', 'l', 'e', 'r', 't', 'i', 'n', '_']   \n",
+        "27          hoorahs                ['h', 'o', 'o', 'r', 'a', 'h', 's']   \n",
+        "28       legislates  ['l', 'e', '_', 'i', 's', 'l', 'a', 't', 'e', ...   \n",
+        "29          readout                ['r', 'e', 'a', 'd', 'o', 'u', 't']   \n",
+        "..              ...                                                ...   \n",
+        "970          washes                     ['w', 'a', 's', 'h', 'e', 's']   \n",
+        "971        twirlers           ['t', 'w', 'i', 'r', 'l', 'e', 'r', 's']   \n",
+        "972          equine                     ['e', '_', 'u', 'i', 'n', 'e']   \n",
+        "973       sacristan      ['s', 'a', 'c', 'r', 'i', 's', 't', 'a', 'n']   \n",
+        "974       handballs      ['h', 'a', 'n', 'd', '_', 'a', 'l', 'l', 's']   \n",
+        "975           hello                          ['h', 'e', 'l', 'l', 'o']   \n",
+        "976        promoter           ['_', 'r', 'o', 'm', 'o', 't', 'e', 'r']   \n",
+        "977       gesturing      ['_', 'e', 's', 't', 'u', 'r', 'i', 'n', '_']   \n",
+        "978            clew                               ['_', 'l', 'e', '_']   \n",
+        "979         jarring                ['_', 'a', 'r', 'r', 'i', 'n', '_']   \n",
+        "980      bedraggled  ['_', 'e', 'd', 'r', 'a', '_', '_', 'l', 'e', ...   \n",
+        "981           snout                          ['s', 'n', 'o', 'u', 't']   \n",
+        "982             bog                                    ['_', 'o', '_']   \n",
+        "983         envious                ['e', 'n', '_', 'i', 'o', 'u', 's']   \n",
+        "984         vandals                ['_', 'a', 'n', 'd', 'a', 'l', 's']   \n",
+        "985          hobble                     ['h', 'o', '_', '_', 'l', 'e']   \n",
+        "986           motes                          ['m', 'o', 't', 'e', 's']   \n",
+        "987         sodding                ['s', 'o', 'd', 'd', 'i', 'n', '_']   \n",
+        "988      connivance  ['c', 'o', 'n', 'n', 'i', '_', 'a', 'n', 'c', ...   \n",
+        "989      anchorites  ['a', 'n', 'c', 'h', 'o', 'r', 'i', 't', 'e', ...   \n",
+        "990          squats                     ['s', '_', 'u', 'a', 't', 's']   \n",
+        "991          amebae                     ['a', '_', 'e', '_', 'a', 'e']   \n",
+        "992     freelancers  ['f', 'r', 'e', 'e', 'l', 'a', 'n', 'c', 'e', ...   \n",
+        "993      indentures  ['i', 'n', 'd', 'e', 'n', 't', 'u', 'r', 'e', ...   \n",
+        "994      eulogistic  ['e', 'u', 'l', 'o', 'g', 'i', 's', 't', 'i', ...   \n",
+        "995        mandrake           ['m', 'a', 'n', 'd', 'r', 'a', '_', 'e']   \n",
+        "996  aforementioned  ['a', 'f', 'o', 'r', 'e', 'm', 'e', 'n', 't', ...   \n",
+        "997         pleases                ['_', 'l', 'e', 'a', 's', 'e', 's']   \n",
+        "998         screens                ['s', '_', 'r', 'e', 'e', 'n', 's']   \n",
+        "999         conches                ['c', 'o', 'n', 'c', 'h', 'e', 's']   \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', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               1   \n",
+        "1    ['a', 'o', 's', 'r', 'd', 'u', 'm', 'w', 'c', ...               7   \n",
+        "2    ['t', 'a', 'i', 'h', 'n', 'r', 'l', 'u', 'm', ...               4   \n",
+        "3    ['o', 'i', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...               8   \n",
+        "4    ['t', 'a', 'o', 'i', 'h', 'n', 'r', 'd', 'l', ...               2   \n",
+        "5    ['t', 'a', 'o', 'r', 'd', 'l', 'u', 'm', 'w', ...               6   \n",
+        "6    ['e', 't', 'i', 'h', 's', 'r', 'd', 'l', 'u', ...               6   \n",
+        "7                                 ['o', 'i', 'h', 'n']               6   \n",
+        "8    ['t', 'a', 'o', 'h', 'n', 's', 'r', 'd', 'u', ...               5   \n",
+        "9    ['e', 't', 'o', 'i', 'h', 'n', 's', 'u', 'm', ...               5   \n",
+        "10   ['o', 'h', 'r', 'd', 'l', 'u', 'w', 'c', 'y', ...               9   \n",
+        "11       ['t', 'a', 'o', 'h', 'n', 's', 'l', 'm', 'w']               7   \n",
+        "12                      ['e', 'a', 'i', 'n', 's', 'l']               6   \n",
+        "13                                ['e', 'o', 'i', 'n']               5   \n",
+        "14   ['o', 'h', 'n', 's', 'd', 'u', 'm', 'w', 'c', ...              11   \n",
+        "15   ['a', 'h', 'n', 'd', 'u', 'm', 'w', 'c', 'y', ...               8   \n",
+        "16            ['o', 'i', 'h', 'r', 'd', 'l', 'u', 'm']               8   \n",
+        "17   ['a', 'h', 's', 'r', 'd', 'u', 'w', 'y', 'f', ...               9   \n",
+        "18                 ['o', 'r', 'd', 'm', 'w', 'c', 'y']              12   \n",
+        "19   ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               4   \n",
+        "20                           ['a', 'o', 'h', 'l', 'u']              10   \n",
+        "21   ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               2   \n",
+        "22   ['e', 't', 'a', 'o', 'h', 'r', 'd', 'l', 'm', ...               6   \n",
+        "23   ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...               1   \n",
+        "24            ['e', 't', 'a', 'i', 'h', 's', 'r', 'd']               4   \n",
+        "25   ['t', 'a', 'h', 'd', 'l', 'u', 'm', 'w', 'c', ...               7   \n",
+        "26   ['o', 'h', 's', 'd', 'u', 'm', 'w', 'c', 'y', ...               7   \n",
+        "27                                ['e', 't', 'i', 'n']               7   \n",
+        "28   ['o', 'h', 'n', 'r', 'd', 'u', 'm', 'w', 'c', ...               9   \n",
+        "29                           ['i', 'h', 'n', 's', 'l']               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      ['t', 'o', 'i', 'n', 'r', 'd', 'l', 'u', 'm']               6   \n",
+        "971                ['a', 'o', 'h', 'n', 'd', 'u', 'm']               8   \n",
+        "972  ['t', 'a', 'o', 'h', 's', 'r', 'd', 'l', 'm', ...               5   \n",
+        "973           ['e', 'o', 'h', 'd', 'l', 'u', 'm', 'w']               9   \n",
+        "974  ['e', 't', 'o', 'i', 'r', 'u', 'm', 'w', 'c', ...               8   \n",
+        "975                ['t', 'a', 'i', 'n', 's', 'r', 'd']               5   \n",
+        "976  ['a', 'i', 'h', 'n', 's', 'd', 'l', 'u', 'w', ...               7   \n",
+        "977  ['a', 'o', 'h', 'd', 'l', 'm', 'w', 'c', 'y', ...               7   \n",
+        "978  ['t', 'a', 'o', 'i', 'h', 'n', 's', 'r', 'd', ...               2   \n",
+        "979  ['e', 't', 'o', 'h', 's', 'd', 'l', 'u', 'm', ...               5   \n",
+        "980  ['t', 'o', 'i', 'h', 'n', 's', 'u', 'm', 'w', ...               7   \n",
+        "981                ['e', 'a', 'i', 'h', 'r', 'd', 'l']               5   \n",
+        "982  ['e', 't', 'a', 'i', 'h', 'n', 's', 'r', 'd', ...               1   \n",
+        "983  ['t', 'a', 'h', 'r', 'd', 'l', 'm', 'w', 'c', ...               6   \n",
+        "984  ['e', 't', 'o', 'i', 'h', 'r', 'u', 'm', 'w', ...               6   \n",
+        "985  ['t', 'a', 'i', 'n', 's', 'r', 'd', 'u', 'm', ...               4   \n",
+        "986           ['a', 'i', 'h', 'n', 'r', 'd', 'l', 'u']               5   \n",
+        "987  ['e', 't', 'a', 'h', 'r', 'l', 'u', 'm', 'w', ...               6   \n",
+        "988  ['t', 'h', 's', 'r', 'd', 'l', 'u', 'm', 'w', ...               9   \n",
+        "989                          ['d', 'l', 'u', 'm', 'w']              10   \n",
+        "990  ['e', 'o', 'i', 'h', 'n', 'r', 'd', 'l', 'm', ...               5   \n",
+        "991  ['t', 'o', 'i', 'h', 'n', 's', 'r', 'd', 'l', ...               4   \n",
+        "992      ['t', 'o', 'i', 'h', 'd', 'u', 'm', 'w', 'y']              11   \n",
+        "993                               ['a', 'o', 'h', 'l']              10   \n",
+        "994      ['a', 'h', 'n', 'r', 'd', 'm', 'w', 'y', 'f']              10   \n",
+        "995  ['t', 'o', 'i', 'h', 's', 'l', 'u', 'w', 'c', ...               7   \n",
+        "996                ['h', 's', 'l', 'u', 'w', 'c', 'y']              14   \n",
+        "997  ['t', 'o', 'i', 'h', 'n', 'r', 'd', 'u', 'm', ...               6   \n",
+        "998  ['t', 'a', 'o', 'i', 'h', 'd', 'l', 'u', 'm', ...               6   \n",
+        "999      ['t', 'a', 'i', 'r', 'd', 'l', 'u', 'm', 'w']               7   \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",
-        "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",
-        "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",
+        "0                  0    False            4  \n",
+        "1                  0    False            9  \n",
+        "2                  0    False            7  \n",
+        "3                  0    False            9  \n",
+        "4                  0    False            3  \n",
+        "5                  0    False            8  \n",
+        "6                  0    False           10  \n",
+        "7                  6     True            6  \n",
+        "8                  0    False            9  \n",
+        "9                  0    False            7  \n",
+        "10                 0    False           11  \n",
+        "11                 1     True            7  \n",
+        "12                 4     True            6  \n",
+        "13                 6     True            5  \n",
+        "14                 0    False           13  \n",
+        "15                 0    False           10  \n",
+        "16                 2     True            8  \n",
+        "17                 0    False           10  \n",
+        "18                 3     True           12  \n",
+        "19                 0    False            6  \n",
+        "20                 5     True           10  \n",
+        "21                 0    False            4  \n",
+        "22                 0    False            7  \n",
+        "23                 0    False            3  \n",
+        "24                 2     True            4  \n",
+        "25                 0    False           10  \n",
+        "26                 0    False            8  \n",
+        "27                 6     True            7  \n",
+        "28                 0    False           10  \n",
+        "29                 5     True            7  \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                1     True            6  \n",
+        "971                3     True            8  \n",
+        "972                0    False            6  \n",
+        "973                2     True            9  \n",
+        "974                0    False            9  \n",
+        "975                3     True            5  \n",
+        "976                0    False            8  \n",
+        "977                0    False            9  \n",
+        "978                0    False            4  \n",
+        "979                0    False            7  \n",
+        "980                0    False           10  \n",
+        "981                3     True            5  \n",
+        "982                0    False            3  \n",
+        "983                0    False            7  \n",
+        "984                0    False            7  \n",
+        "985                0    False            6  \n",
+        "986                2     True            5  \n",
+        "987                0    False            7  \n",
+        "988                0    False           10  \n",
+        "989                5     True           10  \n",
+        "990                0    False            6  \n",
+        "991                0    False            6  \n",
+        "992                1     True           11  \n",
+        "993                6     True           10  \n",
+        "994                1     True           10  \n",
+        "995                0    False            8  \n",
+        "996                3     True           14  \n",
+        "997                0    False            7  \n",
+        "998                0    False            7  \n",
+        "999                1     True            7  \n",
         "\n",
         "[1000 rows x 7 columns]"
        ]
       }
      ],
-     "prompt_number": 84
+     "prompt_number": 36
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 87,
+       "prompt_number": 37,
        "text": [
-        "<matplotlib.axes.AxesSubplot at 0x7fefde312ac8>"
+        "<matplotlib.axes.AxesSubplot at 0x7f73af3b35c0>"
        ]
       },
       {
        "metadata": {},
        "output_type": "display_data",
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+       "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEACAYAAAC57G0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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        "text": [
-        "<matplotlib.figure.Figure at 0x7fefde6a0ef0>"
+        "<matplotlib.figure.Figure at 0x7f73af3b3eb8>"
        ]
       }
      ],
-     "prompt_number": 87
+     "prompt_number": 37
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 93,
+       "prompt_number": 38,
        "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                  638\n",
+        "1                   82\n",
+        "2                   77\n",
+        "3                   61\n",
+        "4                   47\n",
+        "5                   41\n",
+        "6                   30\n",
+        "7                   13\n",
+        "8                   10\n",
+        "9                    1\n",
         "dtype: int64"
        ]
       }
      ],
-     "prompt_number": 93
+     "prompt_number": 38
     },
     {
      "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>  9</td>\n",
+        "      <td>    arboretums</td>\n",
+        "      <td> ['a', 'r', 'b', 'o', 'r', 'e', 't', 'u', 'm', ...</td>\n",
+        "      <td>                                         ['n']</td>\n",
         "      <td> 10</td>\n",
+        "      <td>  9</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> 10</td>\n",
+        "      <td>  coordination</td>\n",
+        "      <td> ['c', 'o', 'o', 'r', 'd', 'i', 'n', 'a', 't', ...</td>\n",
+        "      <td>                                         ['e']</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  9</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>   refurbishes</td>\n",
+        "      <td> ['r', 'e', 'f', 'u', 'r', 'b', 'i', 's', 'h', ...</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td> 11</td>\n",
         "      <td> 10</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>        portal</td>\n",
+        "      <td>                    ['p', 'o', 'r', 't', 'a', 'l']</td>\n",
+        "      <td>                          ['e', 's', 'i', 'm']</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>   incontinent</td>\n",
+        "      <td> ['i', 'n', 'c', 'o', 'n', 't', 'i', 'n', 'e', ...</td>\n",
+        "      <td>                                         ['s']</td>\n",
+        "      <td> 11</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>   dilapidated</td>\n",
+        "      <td> ['d', 'i', 'l', 'a', 'p', 'i', 'd', 'a', 't', ...</td>\n",
+        "      <td>                                         ['h']</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>        retake</td>\n",
+        "      <td>                    ['r', 'e', 't', 'a', 'k', 'e']</td>\n",
+        "      <td>                                         ['i']</td>\n",
+        "      <td>  6</td>\n",
         "      <td>  9</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>         pored</td>\n",
+        "      <td>                         ['p', 'o', 'r', 'e', 'd']</td>\n",
+        "      <td>                     ['s', 'a', 'w', 'l', 'k']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  5</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>  7</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>     dictators</td>\n",
+        "      <td>     ['d', 'i', 'c', 't', 'a', 't', 'o', 'r', 's']</td>\n",
+        "      <td>                                         ['e']</td>\n",
+        "      <td>  9</td>\n",
+        "      <td>  9</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>      tutoring</td>\n",
+        "      <td>          ['t', 'u', 't', 'o', 'r', 'i', 'n', 'g']</td>\n",
+        "      <td>                                    ['e', 'a']</td>\n",
+        "      <td>  8</td>\n",
         "      <td>  8</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> 11</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>         nites</td>\n",
+        "      <td>                         ['n', 'i', 't', 'e', 's']</td>\n",
+        "      <td>                ['a', 'r', 'k', 'm', 'b', 'c']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  4</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> 10</td>\n",
+        "      <td>         geeky</td>\n",
+        "      <td>                         ['g', 'e', 'e', 'k', 'y']</td>\n",
+        "      <td>                          ['s', 'd', 't', 'l']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  6</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>  transsexuals</td>\n",
+        "      <td> ['t', 'r', 'a', 'n', 's', 's', 'e', 'x', 'u', ...</td>\n",
+        "      <td>                                         ['i']</td>\n",
+        "      <td> 12</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>   explosively</td>\n",
+        "      <td> ['e', 'x', 'p', 'l', 'o', 's', 'i', 'v', 'e', ...</td>\n",
+        "      <td>                                         ['n']</td>\n",
+        "      <td> 11</td>\n",
         "      <td>  9</td>\n",
-        "      <td>  8</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>  6</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>      hosteler</td>\n",
+        "      <td>          ['h', 'o', 's', 't', 'e', 'l', 'e', 'r']</td>\n",
+        "      <td>                                         ['d']</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>  9</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>          fake</td>\n",
+        "      <td>                              ['f', 'a', 'k', 'e']</td>\n",
+        "      <td> ['l', 'r', 'm', 'p', 's', 'g', 'd', 't', 'w']</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  1</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>     thralling</td>\n",
+        "      <td>     ['t', 'h', 'r', 'a', 'l', 'l', 'i', 'n', 'g']</td>\n",
+        "      <td>                               ['e', 'o', 's']</td>\n",
+        "      <td>  9</td>\n",
+        "      <td>  7</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>  9</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>          skew</td>\n",
+        "      <td>                              ['s', 'k', 'e', 'w']</td>\n",
+        "      <td>                               ['t', 'd', 'l']</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  7</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> sportscasters</td>\n",
+        "      <td> ['s', 'p', 'o', 'r', 't', 's', 'c', 'a', 's', ...</td>\n",
+        "      <td>                                         ['i']</td>\n",
+        "      <td> 13</td>\n",
+        "      <td>  9</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>     forsaking</td>\n",
+        "      <td>     ['f', 'o', 'r', 's', 'a', 'k', 'i', 'n', 'g']</td>\n",
+        "      <td>                               ['e', 't', 'l']</td>\n",
+        "      <td>  9</td>\n",
         "      <td>  7</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>       fevered</td>\n",
+        "      <td>               ['f', 'e', 'v', 'e', 'r', 'e', 'd']</td>\n",
+        "      <td>                                    ['s', 'l']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td>  8</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>          duds</td>\n",
+        "      <td>                              ['d', 'u', 'd', 's']</td>\n",
+        "      <td> ['e', 'a', 'o', 'i', 'b', 'g', 't', 'p', 'm']</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  1</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>     beautiful</td>\n",
+        "      <td>     ['b', 'e', 'a', 'u', 't', 'i', 'f', 'u', 'l']</td>\n",
+        "      <td>                                         ['s']</td>\n",
+        "      <td>  9</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>       swiftly</td>\n",
+        "      <td>               ['s', 'w', 'i', 'f', 't', 'l', 'y']</td>\n",
+        "      <td>                                    ['e', 'a']</td>\n",
+        "      <td>  7</td>\n",
         "      <td>  8</td>\n",
-        "      <td>  6</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>     pestering</td>\n",
+        "      <td>     ['p', 'e', 's', 't', 'e', 'r', 'i', 'n', 'g']</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> 10</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>  subcontinent</td>\n",
+        "      <td> ['s', 'u', 'b', 'c', 'o', 'n', 't', 'i', 'n', ...</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>   reanimating</td>\n",
+        "      <td> ['r', 'e', 'a', 'n', 'i', 'm', 'a', 't', 'i', ...</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td> 11</td>\n",
+        "      <td> 10</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>  undocumented</td>\n",
+        "      <td> ['u', 'n', 'd', 'o', 'c', 'u', 'm', 'e', 'n', ...</td>\n",
+        "      <td>                                         ['s']</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>  7</td>\n",
+        "      <td>     adjoining</td>\n",
+        "      <td>     ['a', 'd', 'j', 'o', 'i', 'n', 'i', 'n', 'g']</td>\n",
+        "      <td>                                         ['e']</td>\n",
+        "      <td>  9</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>       tabuing</td>\n",
+        "      <td>               ['t', 'a', 'b', 'u', 'i', 'n', 'g']</td>\n",
+        "      <td>                          ['e', 'l', 'r', 'p']</td>\n",
         "      <td>  7</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  6</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>      taprooms</td>\n",
+        "      <td>          ['t', 'a', 'p', 'r', 'o', 'o', 'm', 's']</td>\n",
+        "      <td>                                    ['e', 'i']</td>\n",
+        "      <td>  8</td>\n",
         "      <td>  8</td>\n",
-        "      <td>  7</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>  9</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>       enliven</td>\n",
+        "      <td>               ['e', 'n', 'l', 'i', 'v', 'e', 'n']</td>\n",
+        "      <td>                          ['s', 'd', 'r', 't']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td>  6</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>  8</td>\n",
+        "      <td>    fathomless</td>\n",
+        "      <td> ['f', 'a', 't', 'h', 'o', 'm', 'l', 'e', 's', ...</td>\n",
+        "      <td>                                         ['n']</td>\n",
+        "      <td> 10</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>       modules</td>\n",
+        "      <td>               ['m', 'o', 'd', 'u', 'l', 'e', 's']</td>\n",
+        "      <td>                                    ['i', 'b']</td>\n",
         "      <td>  7</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  8</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>      breeding</td>\n",
+        "      <td>          ['b', 'r', 'e', 'e', 'd', 'i', 'n', 'g']</td>\n",
+        "      <td>                                    ['s', 'z']</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>  8</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>     announces</td>\n",
+        "      <td>     ['a', 'n', 'n', 'o', 'u', 'n', 'c', 'e', 's']</td>\n",
+        "      <td>                                         ['i']</td>\n",
         "      <td>  9</td>\n",
         "      <td>  9</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>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>     inertness</td>\n",
+        "      <td>     ['i', 'n', 'e', 'r', 't', 'n', 'e', 's', 's']</td>\n",
+        "      <td>                                            []</td>\n",
         "      <td>  9</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>   judgemental</td>\n",
+        "      <td> ['j', 'u', 'd', 'g', 'e', 'm', 'e', 'n', 't', ...</td>\n",
+        "      <td>                                         ['s']</td>\n",
+        "      <td> 11</td>\n",
+        "      <td>  9</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>       refocus</td>\n",
+        "      <td>               ['r', 'e', 'f', 'o', 'c', 'u', 's']</td>\n",
+        "      <td>                                    ['n', 'l']</td>\n",
+        "      <td>  7</td>\n",
         "      <td>  8</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>       jigsawn</td>\n",
+        "      <td>               ['j', 'i', 'g', 's', 'a', 'w', 'n']</td>\n",
+        "      <td>                                         ['e']</td>\n",
         "      <td>  7</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  9</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>  9</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>         boons</td>\n",
+        "      <td>                         ['b', 'o', 'o', 'n', 's']</td>\n",
+        "      <td>      ['e', 't', 'k', 'm', 'p', 'd', 'f', 'r']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  2</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>  matriculated</td>\n",
+        "      <td> ['m', 'a', 't', 'r', 'i', 'c', 'u', 'l', 'a', ...</td>\n",
+        "      <td>                                         ['s']</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  9</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>         sedan</td>\n",
+        "      <td>                         ['s', 'e', 'd', 'a', 'n']</td>\n",
+        "      <td>                                         ['l']</td>\n",
+        "      <td>  5</td>\n",
         "      <td>  9</td>\n",
-        "      <td> 10</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>  photographed</td>\n",
+        "      <td> ['p', 'h', 'o', 't', 'o', 'g', 'r', 'a', 'p', ...</td>\n",
+        "      <td>                                         ['i']</td>\n",
+        "      <td> 12</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>        lasted</td>\n",
+        "      <td>                    ['l', 'a', 's', 't', 'e', 'd']</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td>  6</td>\n",
         "      <td> 10</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>         salty</td>\n",
+        "      <td>                         ['s', 'a', 'l', 't', 'y']</td>\n",
+        "      <td>                                         ['e']</td>\n",
+        "      <td>  5</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>     prohibits</td>\n",
+        "      <td>     ['p', 'r', 'o', 'h', 'i', 'b', 'i', 't', 's']</td>\n",
+        "      <td>                               ['e', 'n', 'y']</td>\n",
         "      <td>  9</td>\n",
-        "      <td> 10</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>     encompass</td>\n",
+        "      <td>     ['e', 'n', 'c', 'o', 'm', 'p', 'a', 's', 's']</td>\n",
+        "      <td>                                         ['i']</td>\n",
+        "      <td>  9</td>\n",
         "      <td>  9</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>           sot</td>\n",
+        "      <td>                                   ['s', 'o', 't']</td>\n",
+        "      <td>                                         ['a']</td>\n",
+        "      <td>  3</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>         blink</td>\n",
+        "      <td>                         ['b', 'l', 'i', 'n', 'k']</td>\n",
+        "      <td>                ['s', 'e', 'a', 'o', 'c', 't']</td>\n",
+        "      <td>  5</td>\n",
         "      <td>  4</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>    popularise</td>\n",
+        "      <td> ['p', 'o', 'p', 'u', 'l', 'a', 'r', 'i', 's', ...</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 10</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> 11</td>\n",
+        "      <td>      solarium</td>\n",
+        "      <td>          ['s', 'o', 'l', 'a', 'r', 'i', 'u', 'm']</td>\n",
+        "      <td>                               ['e', 'n', 't']</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>      sprucing</td>\n",
+        "      <td>          ['s', 'p', 'r', 'u', 'c', 'i', 'n', 'g']</td>\n",
+        "      <td>                               ['e', 'a', 'o']</td>\n",
+        "      <td>  8</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>  6</td>\n",
+        "      <td>     palisades</td>\n",
+        "      <td>     ['p', 'a', 'l', 'i', 's', 'a', 'd', 'e', 's']</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> 10</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>         tides</td>\n",
+        "      <td>                         ['t', 'i', 'd', 'e', 's']</td>\n",
+        "      <td>                          ['a', 'l', 'r', 'k']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  6</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>        hereby</td>\n",
+        "      <td>                    ['h', 'e', 'r', 'e', 'b', 'y']</td>\n",
+        "      <td>                                    ['t', 's']</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>  7</td>\n",
+        "      <td>     swarthier</td>\n",
+        "      <td>     ['s', 'w', 'a', 'r', 't', 'h', 'i', 'e', 'r']</td>\n",
+        "      <td>                                            []</td>\n",
         "      <td>  9</td>\n",
+        "      <td> 10</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> unwillingness</td>\n",
+        "      <td> ['u', 'n', 'w', 'i', 'l', 'l', 'i', 'n', 'g', ...</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td> 13</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>     shoeshine</td>\n",
+        "      <td>     ['s', 'h', 'o', 'e', 's', 'h', 'i', 'n', 'e']</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td>  9</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> substantiates</td>\n",
+        "      <td> ['s', 'u', 'b', 's', 't', 'a', 'n', 't', 'i', ...</td>\n",
+        "      <td>                                            []</td>\n",
         "      <td> 13</td>\n",
-        "      <td>  9</td>\n",
+        "      <td> 10</td>\n",
         "      <td> True</td>\n",
         "    </tr>\n",
         "  </tbody>\n",
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 88,
+       "prompt_number": 39,
        "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       arboretums  ['a', 'r', 'b', 'o', 'r', 'e', 't', 'u', 'm', ...   \n",
+        "1     coordination  ['c', 'o', 'o', 'r', 'd', 'i', 'n', 'a', 't', ...   \n",
+        "2      refurbishes  ['r', 'e', 'f', 'u', 'r', 'b', 'i', 's', 'h', ...   \n",
+        "3           portal                     ['p', 'o', 'r', 't', 'a', 'l']   \n",
+        "4      incontinent  ['i', 'n', 'c', 'o', 'n', 't', 'i', 'n', 'e', ...   \n",
+        "5      dilapidated  ['d', 'i', 'l', 'a', 'p', 'i', 'd', 'a', 't', ...   \n",
+        "6           retake                     ['r', 'e', 't', 'a', 'k', 'e']   \n",
+        "7            pored                          ['p', 'o', 'r', 'e', 'd']   \n",
+        "8        dictators      ['d', 'i', 'c', 't', 'a', 't', 'o', 'r', 's']   \n",
+        "9         tutoring           ['t', 'u', 't', 'o', 'r', 'i', 'n', 'g']   \n",
+        "10           nites                          ['n', 'i', 't', 'e', 's']   \n",
+        "11           geeky                          ['g', 'e', 'e', 'k', 'y']   \n",
+        "12    transsexuals  ['t', 'r', 'a', 'n', 's', 's', 'e', 'x', 'u', ...   \n",
+        "13     explosively  ['e', 'x', 'p', 'l', 'o', 's', 'i', 'v', 'e', ...   \n",
+        "14        hosteler           ['h', 'o', 's', 't', 'e', 'l', 'e', 'r']   \n",
+        "15            fake                               ['f', 'a', 'k', 'e']   \n",
+        "16       thralling      ['t', 'h', 'r', 'a', 'l', 'l', 'i', 'n', 'g']   \n",
+        "17            skew                               ['s', 'k', 'e', 'w']   \n",
+        "18   sportscasters  ['s', 'p', 'o', 'r', 't', 's', 'c', 'a', 's', ...   \n",
+        "19       forsaking      ['f', 'o', 'r', 's', 'a', 'k', 'i', 'n', 'g']   \n",
+        "20         fevered                ['f', 'e', 'v', 'e', 'r', 'e', 'd']   \n",
+        "21            duds                               ['d', 'u', 'd', 's']   \n",
+        "22       beautiful      ['b', 'e', 'a', 'u', 't', 'i', 'f', 'u', 'l']   \n",
+        "23         swiftly                ['s', 'w', 'i', 'f', 't', 'l', 'y']   \n",
+        "24       pestering      ['p', 'e', 's', 't', 'e', 'r', 'i', 'n', 'g']   \n",
+        "25    subcontinent  ['s', 'u', 'b', 'c', 'o', 'n', 't', 'i', 'n', ...   \n",
+        "26     reanimating  ['r', 'e', 'a', 'n', 'i', 'm', 'a', 't', 'i', ...   \n",
+        "27    undocumented  ['u', 'n', 'd', 'o', 'c', 'u', 'm', 'e', 'n', ...   \n",
+        "28       adjoining      ['a', 'd', 'j', 'o', 'i', 'n', 'i', 'n', 'g']   \n",
+        "29         tabuing                ['t', 'a', 'b', 'u', 'i', 'n', 'g']   \n",
+        "..             ...                                                ...   \n",
+        "970       taprooms           ['t', 'a', 'p', 'r', 'o', 'o', 'm', 's']   \n",
+        "971        enliven                ['e', 'n', 'l', 'i', 'v', 'e', 'n']   \n",
+        "972     fathomless  ['f', 'a', 't', 'h', 'o', 'm', 'l', 'e', 's', ...   \n",
+        "973        modules                ['m', 'o', 'd', 'u', 'l', 'e', 's']   \n",
+        "974       breeding           ['b', 'r', 'e', 'e', 'd', 'i', 'n', 'g']   \n",
+        "975      announces      ['a', 'n', 'n', 'o', 'u', 'n', 'c', 'e', 's']   \n",
+        "976      inertness      ['i', 'n', 'e', 'r', 't', 'n', 'e', 's', 's']   \n",
+        "977    judgemental  ['j', 'u', 'd', 'g', 'e', 'm', 'e', 'n', 't', ...   \n",
+        "978        refocus                ['r', 'e', 'f', 'o', 'c', 'u', 's']   \n",
+        "979        jigsawn                ['j', 'i', 'g', 's', 'a', 'w', 'n']   \n",
+        "980          boons                          ['b', 'o', 'o', 'n', 's']   \n",
+        "981   matriculated  ['m', 'a', 't', 'r', 'i', 'c', 'u', 'l', 'a', ...   \n",
+        "982          sedan                          ['s', 'e', 'd', 'a', 'n']   \n",
+        "983   photographed  ['p', 'h', 'o', 't', 'o', 'g', 'r', 'a', 'p', ...   \n",
+        "984         lasted                     ['l', 'a', 's', 't', 'e', 'd']   \n",
+        "985          salty                          ['s', 'a', 'l', 't', 'y']   \n",
+        "986      prohibits      ['p', 'r', 'o', 'h', 'i', 'b', 'i', 't', 's']   \n",
+        "987      encompass      ['e', 'n', 'c', 'o', 'm', 'p', 'a', 's', 's']   \n",
+        "988            sot                                    ['s', 'o', 't']   \n",
+        "989          blink                          ['b', 'l', 'i', 'n', 'k']   \n",
+        "990     popularise  ['p', 'o', 'p', 'u', 'l', 'a', 'r', 'i', 's', ...   \n",
+        "991       solarium           ['s', 'o', 'l', 'a', 'r', 'i', 'u', 'm']   \n",
+        "992       sprucing           ['s', 'p', 'r', 'u', 'c', 'i', 'n', 'g']   \n",
+        "993      palisades      ['p', 'a', 'l', 'i', 's', 'a', 'd', 'e', 's']   \n",
+        "994          tides                          ['t', 'i', 'd', 'e', 's']   \n",
+        "995         hereby                     ['h', 'e', 'r', 'e', 'b', 'y']   \n",
+        "996      swarthier      ['s', 'w', 'a', 'r', 't', 'h', 'i', 'e', 'r']   \n",
+        "997  unwillingness  ['u', 'n', 'w', 'i', 'l', 'l', 'i', 'n', 'g', ...   \n",
+        "998      shoeshine      ['s', 'h', 'o', 'e', 's', 'h', 'i', 'n', 'e']   \n",
+        "999  substantiates  ['s', 'u', 'b', 's', 't', 'a', 'n', 't', 'i', ...   \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  \\\n",
+        "0                                            ['n']              10   \n",
+        "1                                            ['e']              12   \n",
+        "2                                               []              11   \n",
+        "3                             ['e', 's', 'i', 'm']               6   \n",
+        "4                                            ['s']              11   \n",
+        "5                                            ['h']              11   \n",
+        "6                                            ['i']               6   \n",
+        "7                        ['s', 'a', 'w', 'l', 'k']               5   \n",
+        "8                                            ['e']               9   \n",
+        "9                                       ['e', 'a']               8   \n",
+        "10                  ['a', 'r', 'k', 'm', 'b', 'c']               5   \n",
+        "11                            ['s', 'd', 't', 'l']               5   \n",
+        "12                                           ['i']              12   \n",
+        "13                                           ['n']              11   \n",
+        "14                                           ['d']               8   \n",
+        "15   ['l', 'r', 'm', 'p', 's', 'g', 'd', 't', 'w']               4   \n",
+        "16                                 ['e', 'o', 's']               9   \n",
+        "17                                 ['t', 'd', 'l']               4   \n",
+        "18                                           ['i']              13   \n",
+        "19                                 ['e', 't', 'l']               9   \n",
+        "20                                      ['s', 'l']               7   \n",
+        "21   ['e', 'a', 'o', 'i', 'b', 'g', 't', 'p', 'm']               4   \n",
+        "22                                           ['s']               9   \n",
+        "23                                      ['e', 'a']               7   \n",
+        "24                                              []               9   \n",
+        "25                                              []              12   \n",
+        "26                                              []              11   \n",
+        "27                                           ['s']              12   \n",
+        "28                                           ['e']               9   \n",
+        "29                            ['e', 'l', 'r', 'p']               7   \n",
+        "..                                             ...             ...   \n",
+        "970                                     ['e', 'i']               8   \n",
+        "971                           ['s', 'd', 'r', 't']               7   \n",
+        "972                                          ['n']              10   \n",
+        "973                                     ['i', 'b']               7   \n",
+        "974                                     ['s', 'z']               8   \n",
+        "975                                          ['i']               9   \n",
+        "976                                             []               9   \n",
+        "977                                          ['s']              11   \n",
+        "978                                     ['n', 'l']               7   \n",
+        "979                                          ['e']               7   \n",
+        "980       ['e', 't', 'k', 'm', 'p', 'd', 'f', 'r']               5   \n",
+        "981                                          ['s']              12   \n",
+        "982                                          ['l']               5   \n",
+        "983                                          ['i']              12   \n",
+        "984                                             []               6   \n",
+        "985                                          ['e']               5   \n",
+        "986                                ['e', 'n', 'y']               9   \n",
+        "987                                          ['i']               9   \n",
+        "988                                          ['a']               3   \n",
+        "989                 ['s', 'e', 'a', 'o', 'c', 't']               5   \n",
+        "990                                             []              10   \n",
+        "991                                ['e', 'n', 't']               8   \n",
+        "992                                ['e', 'a', 'o']               8   \n",
+        "993                                             []               9   \n",
+        "994                           ['a', 'l', 'r', 'k']               5   \n",
+        "995                                     ['t', 's']               6   \n",
+        "996                                             []               9   \n",
+        "997                                             []              13   \n",
+        "998                                             []               9   \n",
+        "999                                             []              13   \n",
         "\n",
         "     lives remaining game won  \n",
-        "0                 10     True  \n",
-        "1                 10     True  \n",
+        "0                  9     True  \n",
+        "1                  9     True  \n",
         "2                 10     True  \n",
-        "3                  9     True  \n",
-        "4                  8     True  \n",
-        "5                  7     True  \n",
+        "3                  6     True  \n",
+        "4                  9     True  \n",
+        "5                  9     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",
+        "7                  5     True  \n",
+        "8                  9     True  \n",
+        "9                  8     True  \n",
+        "10                 4     True  \n",
+        "11                 6     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",
+        "13                 9     True  \n",
+        "14                 9     True  \n",
+        "15                 1     True  \n",
+        "16                 7     True  \n",
+        "17                 7     True  \n",
+        "18                 9     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",
+        "20                 8     True  \n",
+        "21                 1     True  \n",
+        "22                 9     True  \n",
+        "23                 8     True  \n",
+        "24                10     True  \n",
+        "25                10     True  \n",
+        "26                10     True  \n",
+        "27                 9     True  \n",
         "28                 9     True  \n",
-        "29                 5     True  \n",
+        "29                 6     True  \n",
         "..               ...      ...  \n",
-        "970                7     True  \n",
-        "971               10     True  \n",
+        "970                8     True  \n",
+        "971                6     True  \n",
         "972                9     True  \n",
-        "973                5     True  \n",
-        "974               10     True  \n",
+        "973                8     True  \n",
+        "974                8     True  \n",
         "975                9     True  \n",
-        "976                9     True  \n",
-        "977                7     True  \n",
+        "976               10     True  \n",
+        "977                9     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",
+        "979                9     True  \n",
+        "980                2     True  \n",
+        "981                9     True  \n",
+        "982                9     True  \n",
+        "983                9     True  \n",
         "984               10     True  \n",
-        "985                4     True  \n",
-        "986               10     True  \n",
+        "985                9     True  \n",
+        "986                7     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",
+        "990               10     True  \n",
+        "991                7     True  \n",
+        "992                7     True  \n",
+        "993               10     True  \n",
+        "994                6     True  \n",
         "995                8     True  \n",
-        "996                9     True  \n",
+        "996               10     True  \n",
         "997               10     True  \n",
         "998               10     True  \n",
-        "999                9     True  \n",
+        "999               10     True  \n",
         "\n",
         "[1000 rows x 6 columns]"
        ]
       }
      ],
-     "prompt_number": 88
+     "prompt_number": 39
     },
     {
      "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>  9</td>\n",
+        "      <td>    arboretums</td>\n",
+        "      <td> ['a', 'r', 'b', 'o', 'r', 'e', 't', 'u', 'm', ...</td>\n",
+        "      <td>                                         ['n']</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>1  </th>\n",
-        "      <td>            omegas</td>\n",
-        "      <td>                    ['o', 'm', 'e', 'g', 'a', 's']</td>\n",
-        "      <td>                                       []</td>\n",
-        "      <td>  6</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  coordination</td>\n",
+        "      <td> ['c', 'o', 'o', 'r', 'd', 'i', 'n', 'a', 't', ...</td>\n",
+        "      <td>                                         ['e']</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  7</td>\n",
+        "      <td> 12</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>   refurbishes</td>\n",
+        "      <td> ['r', 'e', 'f', 'u', 'r', 'b', 'i', 's', 'h', ...</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>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>        portal</td>\n",
+        "      <td>                    ['p', 'o', 'r', 't', 'a', 'l']</td>\n",
+        "      <td>                          ['e', 's', 'i', 'm']</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>   incontinent</td>\n",
+        "      <td> ['i', 'n', 'c', 'o', 'n', 't', 'i', 'n', 'e', ...</td>\n",
+        "      <td>                                         ['s']</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>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>   dilapidated</td>\n",
+        "      <td> ['d', 'i', 'l', 'a', 'p', 'i', 'd', 'a', 't', ...</td>\n",
+        "      <td>                                         ['h']</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>        retake</td>\n",
+        "      <td>                    ['r', 'e', 't', 'a', 'k', 'e']</td>\n",
+        "      <td>                                         ['i']</td>\n",
+        "      <td>  6</td>\n",
         "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  6</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>         pored</td>\n",
+        "      <td>                         ['p', 'o', 'r', 'e', 'd']</td>\n",
+        "      <td>                     ['s', 'a', 'w', 'l', 'k']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  5</td>\n",
         "      <td> True</td>\n",
-        "      <td>  7</td>\n",
+        "      <td>  5</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>  7</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>     dictators</td>\n",
+        "      <td>     ['d', 'i', 'c', 't', 'a', 't', 'o', 'r', 's']</td>\n",
+        "      <td>                                         ['e']</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>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>      tutoring</td>\n",
+        "      <td>          ['t', 'u', 't', 'o', 'r', 'i', 'n', 'g']</td>\n",
+        "      <td>                                    ['e', 'a']</td>\n",
+        "      <td>  8</td>\n",
         "      <td>  8</td>\n",
-        "      <td>  6</td>\n",
         "      <td> True</td>\n",
         "      <td>  8</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> 11</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>         nites</td>\n",
+        "      <td>                         ['n', 'i', 't', 'e', 's']</td>\n",
+        "      <td>                ['a', 'r', 'k', 'm', 'b', 'c']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  4</td>\n",
         "      <td> True</td>\n",
-        "      <td> 13</td>\n",
+        "      <td>  5</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> 10</td>\n",
+        "      <td>         geeky</td>\n",
+        "      <td>                         ['g', 'e', 'e', 'k', 'y']</td>\n",
+        "      <td>                          ['s', 'd', 't', 'l']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  6</td>\n",
         "      <td> True</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  5</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>  transsexuals</td>\n",
+        "      <td> ['t', 'r', 'a', 'n', 's', 's', 'e', 'x', 'u', ...</td>\n",
+        "      <td>                                         ['i']</td>\n",
+        "      <td> 12</td>\n",
         "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  4</td>\n",
+        "      <td> 12</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>   explosively</td>\n",
+        "      <td> ['e', 'x', 'p', 'l', 'o', 's', 'i', 'v', 'e', ...</td>\n",
+        "      <td>                                         ['n']</td>\n",
+        "      <td> 11</td>\n",
         "      <td>  9</td>\n",
-        "      <td>  8</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td> 11</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>  6</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>      hosteler</td>\n",
+        "      <td>          ['h', 'o', 's', 't', 'e', 'l', 'e', 'r']</td>\n",
+        "      <td>                                         ['d']</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td> 11</td>\n",
+        "      <td>  8</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>          fake</td>\n",
+        "      <td>                              ['f', 'a', 'k', 'e']</td>\n",
+        "      <td> ['l', 'r', 'm', 'p', 's', 'g', 'd', 't', 'w']</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  1</td>\n",
         "      <td> True</td>\n",
-        "      <td>  6</td>\n",
+        "      <td>  4</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>     thralling</td>\n",
+        "      <td>     ['t', 'h', 'r', 'a', 'l', 'l', 'i', 'n', 'g']</td>\n",
+        "      <td>                               ['e', 'o', 's']</td>\n",
+        "      <td>  9</td>\n",
+        "      <td>  7</td>\n",
         "      <td> True</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  9</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>  9</td>\n",
-        "      <td> 10</td>\n",
-        "      <td> True</td>\n",
+        "      <td>          skew</td>\n",
+        "      <td>                              ['s', 'k', 'e', 'w']</td>\n",
+        "      <td>                               ['t', 'd', 'l']</td>\n",
+        "      <td>  4</td>\n",
         "      <td>  7</td>\n",
+        "      <td> True</td>\n",
+        "      <td>  4</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> sportscasters</td>\n",
+        "      <td> ['s', 'p', 'o', 'r', 't', 's', 'c', 'a', 's', ...</td>\n",
+        "      <td>                                         ['i']</td>\n",
+        "      <td> 13</td>\n",
+        "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  6</td>\n",
+        "      <td> 13</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>     forsaking</td>\n",
+        "      <td>     ['f', 'o', 'r', 's', 'a', 'k', 'i', 'n', 'g']</td>\n",
+        "      <td>                               ['e', 't', 'l']</td>\n",
+        "      <td>  9</td>\n",
         "      <td>  7</td>\n",
         "      <td> True</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  9</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>       fevered</td>\n",
+        "      <td>               ['f', 'e', 'v', 'e', 'r', 'e', 'd']</td>\n",
+        "      <td>                                    ['s', 'l']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td>  8</td>\n",
         "      <td> True</td>\n",
-        "      <td> 11</td>\n",
+        "      <td>  7</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>          duds</td>\n",
+        "      <td>                              ['d', 'u', 'd', 's']</td>\n",
+        "      <td> ['e', 'a', 'o', 'i', 'b', 'g', 't', 'p', 'm']</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  1</td>\n",
         "      <td> True</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  4</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>     beautiful</td>\n",
+        "      <td>     ['b', 'e', 'a', 'u', 't', 'i', 'f', 'u', 'l']</td>\n",
+        "      <td>                                         ['s']</td>\n",
+        "      <td>  9</td>\n",
+        "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  9</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>       swiftly</td>\n",
+        "      <td>               ['s', 'w', 'i', 'f', 't', 'l', 'y']</td>\n",
+        "      <td>                                    ['e', 'a']</td>\n",
+        "      <td>  7</td>\n",
         "      <td>  8</td>\n",
-        "      <td>  6</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  7</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>     pestering</td>\n",
+        "      <td>     ['p', 'e', 's', 't', 'e', 'r', 'i', 'n', 'g']</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> 10</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>  subcontinent</td>\n",
+        "      <td> ['s', 'u', 'b', 'c', 'o', 'n', 't', 'i', 'n', ...</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>   reanimating</td>\n",
+        "      <td> ['r', 'e', 'a', 'n', 'i', 'm', 'a', 't', 'i', ...</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td> 11</td>\n",
+        "      <td> 10</td>\n",
         "      <td> True</td>\n",
         "      <td> 11</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>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>  undocumented</td>\n",
+        "      <td> ['u', 'n', 'd', 'o', 'c', 'u', 'm', 'e', 'n', ...</td>\n",
+        "      <td>                                         ['s']</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>  7</td>\n",
+        "      <td>     adjoining</td>\n",
+        "      <td>     ['a', 'd', 'j', 'o', 'i', 'n', 'i', 'n', 'g']</td>\n",
+        "      <td>                                         ['e']</td>\n",
+        "      <td>  9</td>\n",
         "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td> 11</td>\n",
+        "      <td>  9</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>       tabuing</td>\n",
+        "      <td>               ['t', 'a', 'b', 'u', 'i', 'n', 'g']</td>\n",
+        "      <td>                          ['e', 'l', 'r', 'p']</td>\n",
         "      <td>  7</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  6</td>\n",
         "      <td> True</td>\n",
-        "      <td> 13</td>\n",
+        "      <td>  7</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>      taprooms</td>\n",
+        "      <td>          ['t', 'a', 'p', 'r', 'o', 'o', 'm', 's']</td>\n",
+        "      <td>                                    ['e', 'i']</td>\n",
+        "      <td>  8</td>\n",
         "      <td>  8</td>\n",
-        "      <td>  7</td>\n",
         "      <td> True</td>\n",
-        "      <td>  6</td>\n",
+        "      <td>  8</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>  9</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>       enliven</td>\n",
+        "      <td>               ['e', 'n', 'l', 'i', 'v', 'e', 'n']</td>\n",
+        "      <td>                          ['s', 'd', 'r', 't']</td>\n",
+        "      <td>  7</td>\n",
+        "      <td>  6</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  7</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>  8</td>\n",
+        "      <td>    fathomless</td>\n",
+        "      <td> ['f', 'a', 't', 'h', 'o', 'm', 'l', 'e', 's', ...</td>\n",
+        "      <td>                                         ['n']</td>\n",
+        "      <td> 10</td>\n",
         "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  9</td>\n",
+        "      <td> 10</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>       modules</td>\n",
+        "      <td>               ['m', 'o', 'd', 'u', 'l', 'e', 's']</td>\n",
+        "      <td>                                    ['i', 'b']</td>\n",
         "      <td>  7</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  8</td>\n",
         "      <td> True</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  7</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>      breeding</td>\n",
+        "      <td>          ['b', 'r', 'e', 'e', 'd', 'i', 'n', 'g']</td>\n",
+        "      <td>                                    ['s', 'z']</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>  8</td>\n",
         "      <td> True</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  8</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>     announces</td>\n",
+        "      <td>     ['a', 'n', 'n', 'o', 'u', 'n', 'c', 'e', 's']</td>\n",
+        "      <td>                                         ['i']</td>\n",
         "      <td>  9</td>\n",
         "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td> 11</td>\n",
+        "      <td>  9</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>     inertness</td>\n",
+        "      <td>     ['i', 'n', 'e', 'r', 't', 'n', 'e', 's', 's']</td>\n",
+        "      <td>                                            []</td>\n",
         "      <td>  9</td>\n",
+        "      <td> 10</td>\n",
         "      <td> True</td>\n",
         "      <td>  9</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>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>   judgemental</td>\n",
+        "      <td> ['j', 'u', 'd', 'g', 'e', 'm', 'e', 'n', 't', ...</td>\n",
+        "      <td>                                         ['s']</td>\n",
+        "      <td> 11</td>\n",
+        "      <td>  9</td>\n",
         "      <td> True</td>\n",
         "      <td> 11</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>       refocus</td>\n",
+        "      <td>               ['r', 'e', 'f', 'o', 'c', 'u', 's']</td>\n",
+        "      <td>                                    ['n', 'l']</td>\n",
+        "      <td>  7</td>\n",
         "      <td>  8</td>\n",
         "      <td> True</td>\n",
         "      <td>  7</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>       jigsawn</td>\n",
+        "      <td>               ['j', 'i', 'g', 's', 'a', 'w', 'n']</td>\n",
+        "      <td>                                         ['e']</td>\n",
         "      <td>  7</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  4</td>\n",
+        "      <td>  7</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>  9</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>         boons</td>\n",
+        "      <td>                         ['b', 'o', 'o', 'n', 's']</td>\n",
+        "      <td>      ['e', 't', 'k', 'm', 'p', 'd', 'f', 'r']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  2</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  5</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>  matriculated</td>\n",
+        "      <td> ['m', 'a', 't', 'r', 'i', 'c', 'u', 'l', 'a', ...</td>\n",
+        "      <td>                                         ['s']</td>\n",
+        "      <td> 12</td>\n",
+        "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td> 10</td>\n",
+        "      <td> 12</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>         sedan</td>\n",
+        "      <td>                         ['s', 'e', 'd', 'a', 'n']</td>\n",
+        "      <td>                                         ['l']</td>\n",
+        "      <td>  5</td>\n",
         "      <td>  9</td>\n",
-        "      <td> 10</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>  photographed</td>\n",
+        "      <td> ['p', 'h', 'o', 't', 'o', 'g', 'r', 'a', 'p', ...</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>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>        lasted</td>\n",
+        "      <td>                    ['l', 'a', 's', 't', 'e', 'd']</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td>  6</td>\n",
         "      <td> 10</td>\n",
         "      <td> True</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  6</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>         salty</td>\n",
+        "      <td>                         ['s', 'a', 'l', 't', 'y']</td>\n",
+        "      <td>                                         ['e']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  5</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>     prohibits</td>\n",
+        "      <td>     ['p', 'r', 'o', 'h', 'i', 'b', 'i', 't', 's']</td>\n",
+        "      <td>                               ['e', 'n', 'y']</td>\n",
         "      <td>  9</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  7</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td>  9</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>     encompass</td>\n",
+        "      <td>     ['e', 'n', 'c', 'o', 'm', 'p', 'a', 's', '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>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>           sot</td>\n",
+        "      <td>                                   ['s', 'o', 't']</td>\n",
+        "      <td>                                         ['a']</td>\n",
+        "      <td>  3</td>\n",
         "      <td>  9</td>\n",
         "      <td> True</td>\n",
-        "      <td>  5</td>\n",
+        "      <td>  3</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>         blink</td>\n",
+        "      <td>                         ['b', 'l', 'i', 'n', 'k']</td>\n",
+        "      <td>                ['s', 'e', 'a', 'o', 'c', 't']</td>\n",
+        "      <td>  5</td>\n",
         "      <td>  4</td>\n",
         "      <td> True</td>\n",
-        "      <td>  7</td>\n",
+        "      <td>  5</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>    popularise</td>\n",
+        "      <td> ['p', 'o', 'p', 'u', 'l', 'a', 'r', 'i', 's', ...</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>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> 11</td>\n",
+        "      <td>      solarium</td>\n",
+        "      <td>          ['s', 'o', 'l', 'a', 'r', 'i', 'u', 'm']</td>\n",
+        "      <td>                               ['e', 'n', 't']</td>\n",
         "      <td>  8</td>\n",
+        "      <td>  7</td>\n",
         "      <td> True</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  8</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>      sprucing</td>\n",
+        "      <td>          ['s', 'p', 'r', 'u', 'c', 'i', 'n', 'g']</td>\n",
+        "      <td>                               ['e', 'a', 'o']</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>  7</td>\n",
         "      <td> True</td>\n",
-        "      <td> 12</td>\n",
+        "      <td>  8</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>  6</td>\n",
+        "      <td>     palisades</td>\n",
+        "      <td>     ['p', 'a', 'l', 'i', 's', 'a', 'd', 'e', 's']</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>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>         tides</td>\n",
+        "      <td>                         ['t', 'i', 'd', 'e', 's']</td>\n",
+        "      <td>                          ['a', 'l', 'r', 'k']</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  6</td>\n",
         "      <td> True</td>\n",
-        "      <td>  9</td>\n",
+        "      <td>  5</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>        hereby</td>\n",
+        "      <td>                    ['h', 'e', 'r', 'e', 'b', 'y']</td>\n",
+        "      <td>                                    ['t', 's']</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>  7</td>\n",
+        "      <td>     swarthier</td>\n",
+        "      <td>     ['s', 'w', 'a', 'r', 't', 'h', 'i', 'e', 'r']</td>\n",
+        "      <td>                                            []</td>\n",
         "      <td>  9</td>\n",
+        "      <td> 10</td>\n",
         "      <td> True</td>\n",
-        "      <td>  7</td>\n",
+        "      <td>  9</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> unwillingness</td>\n",
+        "      <td> ['u', 'n', 'w', 'i', 'l', 'l', 'i', 'n', 'g', ...</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td> 13</td>\n",
         "      <td> 10</td>\n",
         "      <td> True</td>\n",
-        "      <td>  8</td>\n",
+        "      <td> 13</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>     shoeshine</td>\n",
+        "      <td>     ['s', 'h', 'o', 'e', 's', 'h', 'i', 'n', 'e']</td>\n",
+        "      <td>                                            []</td>\n",
+        "      <td>  9</td>\n",
         "      <td> 10</td>\n",
         "      <td> True</td>\n",
-        "      <td> 10</td>\n",
+        "      <td>  9</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> substantiates</td>\n",
+        "      <td> ['s', 'u', 'b', 's', 't', 'a', 'n', 't', 'i', ...</td>\n",
+        "      <td>                                            []</td>\n",
         "      <td> 13</td>\n",
-        "      <td>  9</td>\n",
+        "      <td> 10</td>\n",
         "      <td> True</td>\n",
-        "      <td>  6</td>\n",
+        "      <td> 13</td>\n",
         "    </tr>\n",
         "  </tbody>\n",
         "</table>\n",
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 89,
+       "prompt_number": 43,
        "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       arboretums  ['a', 'r', 'b', 'o', 'r', 'e', 't', 'u', 'm', ...   \n",
+        "1     coordination  ['c', 'o', 'o', 'r', 'd', 'i', 'n', 'a', 't', ...   \n",
+        "2      refurbishes  ['r', 'e', 'f', 'u', 'r', 'b', 'i', 's', 'h', ...   \n",
+        "3           portal                     ['p', 'o', 'r', 't', 'a', 'l']   \n",
+        "4      incontinent  ['i', 'n', 'c', 'o', 'n', 't', 'i', 'n', 'e', ...   \n",
+        "5      dilapidated  ['d', 'i', 'l', 'a', 'p', 'i', 'd', 'a', 't', ...   \n",
+        "6           retake                     ['r', 'e', 't', 'a', 'k', 'e']   \n",
+        "7            pored                          ['p', 'o', 'r', 'e', 'd']   \n",
+        "8        dictators      ['d', 'i', 'c', 't', 'a', 't', 'o', 'r', 's']   \n",
+        "9         tutoring           ['t', 'u', 't', 'o', 'r', 'i', 'n', 'g']   \n",
+        "10           nites                          ['n', 'i', 't', 'e', 's']   \n",
+        "11           geeky                          ['g', 'e', 'e', 'k', 'y']   \n",
+        "12    transsexuals  ['t', 'r', 'a', 'n', 's', 's', 'e', 'x', 'u', ...   \n",
+        "13     explosively  ['e', 'x', 'p', 'l', 'o', 's', 'i', 'v', 'e', ...   \n",
+        "14        hosteler           ['h', 'o', 's', 't', 'e', 'l', 'e', 'r']   \n",
+        "15            fake                               ['f', 'a', 'k', 'e']   \n",
+        "16       thralling      ['t', 'h', 'r', 'a', 'l', 'l', 'i', 'n', 'g']   \n",
+        "17            skew                               ['s', 'k', 'e', 'w']   \n",
+        "18   sportscasters  ['s', 'p', 'o', 'r', 't', 's', 'c', 'a', 's', ...   \n",
+        "19       forsaking      ['f', 'o', 'r', 's', 'a', 'k', 'i', 'n', 'g']   \n",
+        "20         fevered                ['f', 'e', 'v', 'e', 'r', 'e', 'd']   \n",
+        "21            duds                               ['d', 'u', 'd', 's']   \n",
+        "22       beautiful      ['b', 'e', 'a', 'u', 't', 'i', 'f', 'u', 'l']   \n",
+        "23         swiftly                ['s', 'w', 'i', 'f', 't', 'l', 'y']   \n",
+        "24       pestering      ['p', 'e', 's', 't', 'e', 'r', 'i', 'n', 'g']   \n",
+        "25    subcontinent  ['s', 'u', 'b', 'c', 'o', 'n', 't', 'i', 'n', ...   \n",
+        "26     reanimating  ['r', 'e', 'a', 'n', 'i', 'm', 'a', 't', 'i', ...   \n",
+        "27    undocumented  ['u', 'n', 'd', 'o', 'c', 'u', 'm', 'e', 'n', ...   \n",
+        "28       adjoining      ['a', 'd', 'j', 'o', 'i', 'n', 'i', 'n', 'g']   \n",
+        "29         tabuing                ['t', 'a', 'b', 'u', 'i', 'n', 'g']   \n",
+        "..             ...                                                ...   \n",
+        "970       taprooms           ['t', 'a', 'p', 'r', 'o', 'o', 'm', 's']   \n",
+        "971        enliven                ['e', 'n', 'l', 'i', 'v', 'e', 'n']   \n",
+        "972     fathomless  ['f', 'a', 't', 'h', 'o', 'm', 'l', 'e', 's', ...   \n",
+        "973        modules                ['m', 'o', 'd', 'u', 'l', 'e', 's']   \n",
+        "974       breeding           ['b', 'r', 'e', 'e', 'd', 'i', 'n', 'g']   \n",
+        "975      announces      ['a', 'n', 'n', 'o', 'u', 'n', 'c', 'e', 's']   \n",
+        "976      inertness      ['i', 'n', 'e', 'r', 't', 'n', 'e', 's', 's']   \n",
+        "977    judgemental  ['j', 'u', 'd', 'g', 'e', 'm', 'e', 'n', 't', ...   \n",
+        "978        refocus                ['r', 'e', 'f', 'o', 'c', 'u', 's']   \n",
+        "979        jigsawn                ['j', 'i', 'g', 's', 'a', 'w', 'n']   \n",
+        "980          boons                          ['b', 'o', 'o', 'n', 's']   \n",
+        "981   matriculated  ['m', 'a', 't', 'r', 'i', 'c', 'u', 'l', 'a', ...   \n",
+        "982          sedan                          ['s', 'e', 'd', 'a', 'n']   \n",
+        "983   photographed  ['p', 'h', 'o', 't', 'o', 'g', 'r', 'a', 'p', ...   \n",
+        "984         lasted                     ['l', 'a', 's', 't', 'e', 'd']   \n",
+        "985          salty                          ['s', 'a', 'l', 't', 'y']   \n",
+        "986      prohibits      ['p', 'r', 'o', 'h', 'i', 'b', 'i', 't', 's']   \n",
+        "987      encompass      ['e', 'n', 'c', 'o', 'm', 'p', 'a', 's', 's']   \n",
+        "988            sot                                    ['s', 'o', 't']   \n",
+        "989          blink                          ['b', 'l', 'i', 'n', 'k']   \n",
+        "990     popularise  ['p', 'o', 'p', 'u', 'l', 'a', 'r', 'i', 's', ...   \n",
+        "991       solarium           ['s', 'o', 'l', 'a', 'r', 'i', 'u', 'm']   \n",
+        "992       sprucing           ['s', 'p', 'r', 'u', 'c', 'i', 'n', 'g']   \n",
+        "993      palisades      ['p', 'a', 'l', 'i', 's', 'a', 'd', 'e', 's']   \n",
+        "994          tides                          ['t', 'i', 'd', 'e', 's']   \n",
+        "995         hereby                     ['h', 'e', 'r', 'e', 'b', 'y']   \n",
+        "996      swarthier      ['s', 'w', 'a', 'r', 't', 'h', 'i', 'e', 'r']   \n",
+        "997  unwillingness  ['u', 'n', 'w', 'i', 'l', 'l', 'i', 'n', 'g', ...   \n",
+        "998      shoeshine      ['s', 'h', 'o', 'e', 's', 'h', 'i', 'n', 'e']   \n",
+        "999  substantiates  ['s', 'u', 'b', 's', 't', 'a', 'n', 't', 'i', ...   \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  \\\n",
+        "0                                            ['n']              10   \n",
+        "1                                            ['e']              12   \n",
+        "2                                               []              11   \n",
+        "3                             ['e', 's', 'i', 'm']               6   \n",
+        "4                                            ['s']              11   \n",
+        "5                                            ['h']              11   \n",
+        "6                                            ['i']               6   \n",
+        "7                        ['s', 'a', 'w', 'l', 'k']               5   \n",
+        "8                                            ['e']               9   \n",
+        "9                                       ['e', 'a']               8   \n",
+        "10                  ['a', 'r', 'k', 'm', 'b', 'c']               5   \n",
+        "11                            ['s', 'd', 't', 'l']               5   \n",
+        "12                                           ['i']              12   \n",
+        "13                                           ['n']              11   \n",
+        "14                                           ['d']               8   \n",
+        "15   ['l', 'r', 'm', 'p', 's', 'g', 'd', 't', 'w']               4   \n",
+        "16                                 ['e', 'o', 's']               9   \n",
+        "17                                 ['t', 'd', 'l']               4   \n",
+        "18                                           ['i']              13   \n",
+        "19                                 ['e', 't', 'l']               9   \n",
+        "20                                      ['s', 'l']               7   \n",
+        "21   ['e', 'a', 'o', 'i', 'b', 'g', 't', 'p', 'm']               4   \n",
+        "22                                           ['s']               9   \n",
+        "23                                      ['e', 'a']               7   \n",
+        "24                                              []               9   \n",
+        "25                                              []              12   \n",
+        "26                                              []              11   \n",
+        "27                                           ['s']              12   \n",
+        "28                                           ['e']               9   \n",
+        "29                            ['e', 'l', 'r', 'p']               7   \n",
+        "..                                             ...             ...   \n",
+        "970                                     ['e', 'i']               8   \n",
+        "971                           ['s', 'd', 'r', 't']               7   \n",
+        "972                                          ['n']              10   \n",
+        "973                                     ['i', 'b']               7   \n",
+        "974                                     ['s', 'z']               8   \n",
+        "975                                          ['i']               9   \n",
+        "976                                             []               9   \n",
+        "977                                          ['s']              11   \n",
+        "978                                     ['n', 'l']               7   \n",
+        "979                                          ['e']               7   \n",
+        "980       ['e', 't', 'k', 'm', 'p', 'd', 'f', 'r']               5   \n",
+        "981                                          ['s']              12   \n",
+        "982                                          ['l']               5   \n",
+        "983                                          ['i']              12   \n",
+        "984                                             []               6   \n",
+        "985                                          ['e']               5   \n",
+        "986                                ['e', 'n', 'y']               9   \n",
+        "987                                          ['i']               9   \n",
+        "988                                          ['a']               3   \n",
+        "989                 ['s', 'e', 'a', 'o', 'c', 't']               5   \n",
+        "990                                             []              10   \n",
+        "991                                ['e', 'n', 't']               8   \n",
+        "992                                ['e', 'a', 'o']               8   \n",
+        "993                                             []               9   \n",
+        "994                           ['a', 'l', 'r', 'k']               5   \n",
+        "995                                     ['t', 's']               6   \n",
+        "996                                             []               9   \n",
+        "997                                             []              13   \n",
+        "998                                             []               9   \n",
+        "999                                             []              13   \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",
+        "0                  9     True           10  \n",
+        "1                  9     True           12  \n",
+        "2                 10     True           11  \n",
+        "3                  6     True            6  \n",
+        "4                  9     True           11  \n",
+        "5                  9     True           11  \n",
+        "6                  9     True            6  \n",
+        "7                  5     True            5  \n",
+        "8                  9     True            9  \n",
+        "9                  8     True            8  \n",
+        "10                 4     True            5  \n",
+        "11                 6     True            5  \n",
+        "12                 9     True           12  \n",
+        "13                 9     True           11  \n",
+        "14                 9     True            8  \n",
+        "15                 1     True            4  \n",
+        "16                 7     True            9  \n",
+        "17                 7     True            4  \n",
+        "18                 9     True           13  \n",
+        "19                 7     True            9  \n",
+        "20                 8     True            7  \n",
+        "21                 1     True            4  \n",
+        "22                 9     True            9  \n",
+        "23                 8     True            7  \n",
+        "24                10     True            9  \n",
+        "25                10     True           12  \n",
+        "26                10     True           11  \n",
+        "27                 9     True           12  \n",
+        "28                 9     True            9  \n",
+        "29                 6     True            7  \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",
+        "970                8     True            8  \n",
+        "971                6     True            7  \n",
+        "972                9     True           10  \n",
+        "973                8     True            7  \n",
+        "974                8     True            8  \n",
+        "975                9     True            9  \n",
+        "976               10     True            9  \n",
+        "977                9     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",
+        "979                9     True            7  \n",
+        "980                2     True            5  \n",
+        "981                9     True           12  \n",
+        "982                9     True            5  \n",
+        "983                9     True           12  \n",
+        "984               10     True            6  \n",
+        "985                9     True            5  \n",
+        "986                7     True            9  \n",
+        "987                9     True            9  \n",
+        "988                9     True            3  \n",
+        "989                4     True            5  \n",
+        "990               10     True           10  \n",
+        "991                7     True            8  \n",
+        "992                7     True            8  \n",
+        "993               10     True            9  \n",
+        "994                6     True            5  \n",
+        "995                8     True            6  \n",
+        "996               10     True            9  \n",
+        "997               10     True           13  \n",
+        "998               10     True            9  \n",
+        "999               10     True           13  \n",
         "\n",
         "[1000 rows x 7 columns]"
        ]
       }
      ],
-     "prompt_number": 89
+     "prompt_number": 43
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 91,
+       "prompt_number": 41,
        "text": [
-        "<matplotlib.axes.AxesSubplot at 0x7fefda6e7588>"
+        "<matplotlib.axes.AxesSubplot at 0x7f73a0c8cfd0>"
        ]
       },
       {
        "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 0x7f73a0c65c88>"
        ]
       }
      ],
-     "prompt_number": 91
+     "prompt_number": 41
     },
     {
      "cell_type": "code",
       {
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 92,
+       "prompt_number": 42,
        "text": [
         "lives remaining\n",
-        "0                    8\n",
-        "1                    2\n",
-        "2                   15\n",
-        "3                   16\n",
-        "4                   30\n",
-        "5                   59\n",
+        "0                   10\n",
+        "1                    7\n",
+        "2                   14\n",
+        "3                   14\n",
+        "4                   34\n",
+        "5                   41\n",
         "6                   79\n",
-        "7                  120\n",
-        "8                  182\n",
-        "9                  232\n",
-        "10                 257\n",
+        "7                  108\n",
+        "8                  175\n",
+        "9                  260\n",
+        "10                 258\n",
         "dtype: int64"
        ]
       }
      ],
-     "prompt_number": 92
+     "prompt_number": 42
     },
     {
      "cell_type": "code",
      "input": [],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 42
     }
    ],
    "metadata": {}