Preditor.ipynb

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   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import make_scorer, f1_score\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "pd.set_option('display.max_columns', 200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predição de super-poderes a partir das características dos personagens com avaliação experimental \n",
    "##### Datasets:\n",
    "- clean_data: Dados após preprocessamento, não possui dados categoricos e nenhum valor nulo, \"-99\" ou \"-\" e está integrado.\n",
    "- clean_data_for_alignment: Possui mesmas caracteristicas que o clean_data, porém as linhas onde o valor do alignment era \"-\" foram removidas. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
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       "      <th></th>\n",
       "      <th>Gender</th>\n",
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       "      <th>Danger Sense</th>\n",
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       "      <th>Omnitrix</th>\n",
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       "      <th>Weapon-based Powers</th>\n",
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       "      <th>Enhanced Senses</th>\n",
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       "      <th>Elemental Transmogrification</th>\n",
       "      <th>Technopath/Cyberpath</th>\n",
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       "      <th>Animation</th>\n",
       "      <th>Precognition</th>\n",
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       "      <th>Power Absorption</th>\n",
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       "      <th>Hypnokinesis</th>\n",
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       "      <th>Publisher_ABC Studios</th>\n",
       "      <th>Publisher_DC Comics</th>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 308 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gender  Height  Weight  Agility  Accelerated Healing  Lantern Power Ring  \\\n",
       "0       0   203.0   441.0    False                 True               False   \n",
       "1       0   191.0    65.0     True                 True               False   \n",
       "2       0   185.0    90.0    False                False                True   \n",
       "3       0   203.0   441.0    False                 True               False   \n",
       "4       0   183.0    81.0    False                False               False   \n",
       "\n",
       "   Dimensional Awareness  Cold Resistance  Durability  Stealth  \\\n",
       "0                  False            False        True    False   \n",
       "1                  False             True        True    False   \n",
       "2                  False            False       False    False   \n",
       "3                  False            False       False    False   \n",
       "4                   True            False       False    False   \n",
       "\n",
       "   Energy Absorption  Flight  Danger Sense  Underwater breathing  \\\n",
       "0              False   False         False                 False   \n",
       "1              False   False         False                  True   \n",
       "2              False   False         False                 False   \n",
       "3              False   False         False                 False   \n",
       "4              False    True         False                 False   \n",
       "\n",
       "   Marksmanship  Weapons Master  Power Augmentation  Animal Attributes  \\\n",
       "0         False           False               False              False   \n",
       "1          True            True               False              False   \n",
       "2         False           False               False              False   \n",
       "3         False           False               False              False   \n",
       "4         False           False               False              False   \n",
       "\n",
       "   Longevity  Intelligence  Super Strength  Cryokinesis  Telepathy  \\\n",
       "0       True         False            True        False      False   \n",
       "1       True          True            True        False       True   \n",
       "2      False         False           False        False      False   \n",
       "3      False          True            True        False      False   \n",
       "4      False          True            True        False      False   \n",
       "\n",
       "   Energy Armor  Energy Blasts  Duplication  Size Changing  Density Control  \\\n",
       "0         False          False        False          False            False   \n",
       "1         False          False        False          False            False   \n",
       "2         False          False        False          False            False   \n",
       "3         False          False        False          False            False   \n",
       "4         False          False        False           True            False   \n",
       "\n",
       "   Stamina  Astral Travel  Audio Control  Dexterity  Omnitrix  Super Speed  \\\n",
       "0     True          False          False      False     False        False   \n",
       "1     True          False          False      False     False        False   \n",
       "2    False          False          False      False     False        False   \n",
       "3     True          False          False      False     False         True   \n",
       "4    False          False          False      False     False         True   \n",
       "\n",
       "   Possession  Animal Oriented Powers  Weapon-based Powers  Electrokinesis  \\\n",
       "0       False                   False                False           False   \n",
       "1       False                   False                False           False   \n",
       "2       False                   False                False           False   \n",
       "3       False                   False                False           False   \n",
       "4       False                   False                False           False   \n",
       "\n",
       "   Darkforce Manipulation  Death Touch  Teleportation  Enhanced Senses  \\\n",
       "0                   False        False          False            False   \n",
       "1                   False        False          False            False   \n",
       "2                   False        False          False            False   \n",
       "3                   False        False          False            False   \n",
       "4                   False        False           True            False   \n",
       "\n",
       "   Telekinesis  Energy Beams  Magic  Hyperkinesis   Jump  Clairvoyance  \\\n",
       "0        False         False  False         False  False         False   \n",
       "1        False         False  False         False  False         False   \n",
       "2        False         False  False         False  False         False   \n",
       "3        False         False  False         False  False         False   \n",
       "4        False         False   True         False  False         False   \n",
       "\n",
       "   Dimensional Travel  Power Sense  Shapeshifting  Peak Human Condition  \\\n",
       "0               False        False          False                 False   \n",
       "1               False        False          False                 False   \n",
       "2               False        False          False                 False   \n",
       "3               False        False          False                 False   \n",
       "4                True        False          False                 False   \n",
       "\n",
       "   Immortality  Camouflage  Element Control  Phasing  Astral Projection  \\\n",
       "0        False        True            False    False              False   \n",
       "1         True       False            False    False              False   \n",
       "2        False       False            False    False              False   \n",
       "3        False       False            False    False              False   \n",
       "4         True       False            False    False              False   \n",
       "\n",
       "   Electrical Transport  Fire Control  Projection  Summoning  Enhanced Memory  \\\n",
       "0                 False         False       False      False            False   \n",
       "1                 False         False       False      False            False   \n",
       "2                 False         False       False      False            False   \n",
       "3                 False         False       False      False            False   \n",
       "4                 False         False       False      False            False   \n",
       "\n",
       "   Reflexes  Invulnerability  Energy Constructs  Force Fields  \\\n",
       "0     False            False              False         False   \n",
       "1      True            False              False         False   \n",
       "2     False            False              False         False   \n",
       "3     False             True              False         False   \n",
       "4     False             True              False         False   \n",
       "\n",
       "   Self-Sustenance  Anti-Gravity  Empathy  Power Nullifier  Radiation Control  \\\n",
       "0             True         False    False            False              False   \n",
       "1            False         False    False            False              False   \n",
       "2            False         False    False            False              False   \n",
       "3            False         False    False            False              False   \n",
       "4            False         False    False            False              False   \n",
       "\n",
       "   Psionic Powers  Elasticity  Substance Secretion  \\\n",
       "0           False       False                False   \n",
       "1           False       False                False   \n",
       "2           False       False                False   \n",
       "3           False       False                False   \n",
       "4           False       False                False   \n",
       "\n",
       "   Elemental Transmogrification  Technopath/Cyberpath  Photographic Reflexes  \\\n",
       "0                         False                 False                  False   \n",
       "1                         False                 False                  False   \n",
       "2                         False                 False                  False   \n",
       "3                         False                 False                  False   \n",
       "4                         False                 False                  False   \n",
       "\n",
       "   Seismic Power  Animation  Precognition  Mind Control  Fire Resistance  \\\n",
       "0          False      False         False         False            False   \n",
       "1          False      False         False         False            False   \n",
       "2          False      False         False         False            False   \n",
       "3          False       True         False         False            False   \n",
       "4          False      False         False         False            False   \n",
       "\n",
       "   Power Absorption  Enhanced Hearing  Nova Force  Insanity  Hypnokinesis  \\\n",
       "0             False             False       False     False         False   \n",
       "1             False             False       False     False         False   \n",
       "2             False             False       False     False         False   \n",
       "3             False             False       False     False         False   \n",
       "4             False             False       False     False         False   \n",
       "\n",
       "   Animal Control  Natural Armor  Intangibility  Enhanced Sight  \\\n",
       "0           False          False          False           False   \n",
       "1           False          False          False            True   \n",
       "2           False          False          False           False   \n",
       "3           False          False          False           False   \n",
       "4           False          False          False           False   \n",
       "\n",
       "   Molecular Manipulation  Heat Generation  Adaptation  Gliding  Power Suit  \\\n",
       "0                   False            False       False    False       False   \n",
       "1                   False            False       False    False       False   \n",
       "2                   False            False       False    False       False   \n",
       "3                   False            False       False    False       False   \n",
       "4                    True            False       False    False       False   \n",
       "\n",
       "   Mind Blast  Probability Manipulation  Gravity Control  Regeneration  ...  \\\n",
       "0       False                     False            False         False  ...   \n",
       "1       False                     False            False         False  ...   \n",
       "2       False                     False            False         False  ...   \n",
       "3       False                     False            False         False  ...   \n",
       "4       False                     False            False         False  ...   \n",
       "\n",
       "   Race_Eternal  Race_Flora Colossus  Race_Frost Giant  Race_God / Eternal  \\\n",
       "0             0                    0                 0                   0   \n",
       "1             0                    0                 0                   0   \n",
       "2             0                    0                 0                   0   \n",
       "3             0                    0                 0                   0   \n",
       "4             0                    0                 0                   0   \n",
       "\n",
       "   Race_Gorilla  Race_Gungan  Race_Human  Race_Human / Altered  \\\n",
       "0             0            0           1                     0   \n",
       "1             0            0           0                     0   \n",
       "2             0            0           0                     0   \n",
       "3             0            0           0                     0   \n",
       "4             0            0           0                     0   \n",
       "\n",
       "   Race_Human / Clone  Race_Human / Cosmic  Race_Human / Radiation  \\\n",
       "0                   0                    0                       0   \n",
       "1                   0                    0                       0   \n",
       "2                   0                    0                       0   \n",
       "3                   0                    0                       1   \n",
       "4                   0                    0                       0   \n",
       "\n",
       "   Race_Human-Kree  Race_Human-Spartoi  Race_Human-Vulcan  \\\n",
       "0                0                   0                  0   \n",
       "1                0                   0                  0   \n",
       "2                0                   0                  0   \n",
       "3                0                   0                  0   \n",
       "4                0                   0                  0   \n",
       "\n",
       "   Race_Human-Vuldarian  Race_Icthyo Sapien  Race_Inhuman  Race_Kaiju  \\\n",
       "0                     0                   0             0           0   \n",
       "1                     0                   1             0           0   \n",
       "2                     0                   0             0           0   \n",
       "3                     0                   0             0           0   \n",
       "4                     0                   0             0           0   \n",
       "\n",
       "   Race_Kakarantharaian  Race_Korugaran  Race_Kryptonian  Race_Luphomoid  \\\n",
       "0                     0               0                0               0   \n",
       "1                     0               0                0               0   \n",
       "2                     0               0                0               0   \n",
       "3                     0               0                0               0   \n",
       "4                     0               0                0               0   \n",
       "\n",
       "   Race_Maiar  Race_Martian  Race_Metahuman  Race_Mutant  Race_Mutant / Clone  \\\n",
       "0           0             0               0            0                    0   \n",
       "1           0             0               0            0                    0   \n",
       "2           0             0               0            0                    0   \n",
       "3           0             0               0            0                    0   \n",
       "4           0             0               0            0                    0   \n",
       "\n",
       "   Race_New God  Race_Neyaphem  Race_Parademon  Race_Rodian  Race_Saiyan  \\\n",
       "0             0              0               0            0            0   \n",
       "1             0              0               0            0            0   \n",
       "2             0              0               0            0            0   \n",
       "3             0              0               0            0            0   \n",
       "4             0              0               0            0            0   \n",
       "\n",
       "   Race_Spartoi  Race_Strontian  Race_Symbiote  Race_Talokite  \\\n",
       "0             0               0              0              0   \n",
       "1             0               0              0              0   \n",
       "2             0               0              0              0   \n",
       "3             0               0              0              0   \n",
       "4             0               0              0              0   \n",
       "\n",
       "   Race_Tamaranean  Race_Ungaran  Race_Vampire  Race_Xenomorph XX121  \\\n",
       "0                0             0             0                     0   \n",
       "1                0             0             0                     0   \n",
       "2                0             1             0                     0   \n",
       "3                0             0             0                     0   \n",
       "4                0             0             0                     0   \n",
       "\n",
       "   Race_Yautja  Race_Yoda's species  Race_Zen-Whoberian  Race_Zombie  \\\n",
       "0            0                    0                   0            0   \n",
       "1            0                    0                   0            0   \n",
       "2            0                    0                   0            0   \n",
       "3            0                    0                   0            0   \n",
       "4            0                    0                   0            0   \n",
       "\n",
       "   Hair color_Auburn  Hair color_Black  Hair color_Black / Blue  \\\n",
       "0                  0                 0                        0   \n",
       "1                  0                 0                        0   \n",
       "2                  0                 0                        0   \n",
       "3                  0                 0                        0   \n",
       "4                  0                 1                        0   \n",
       "\n",
       "   Hair color_Blond  Hair color_Blue  Hair color_Brown  \\\n",
       "0                 0                0                 0   \n",
       "1                 0                0                 0   \n",
       "2                 0                0                 0   \n",
       "3                 0                0                 0   \n",
       "4                 0                0                 0   \n",
       "\n",
       "   Hair color_Brown / Black  Hair color_Brown / White  Hair color_Brownn  \\\n",
       "0                         0                         0                  0   \n",
       "1                         0                         0                  0   \n",
       "2                         0                         0                  0   \n",
       "3                         0                         0                  0   \n",
       "4                         0                         0                  0   \n",
       "\n",
       "   Hair color_Gold  Hair color_Green  Hair color_Grey  Hair color_Indigo  \\\n",
       "0                0                 0                0                  0   \n",
       "1                0                 0                0                  0   \n",
       "2                0                 0                0                  0   \n",
       "3                0                 0                0                  0   \n",
       "4                0                 0                0                  0   \n",
       "\n",
       "   Hair color_Magenta  Hair color_No Hair  Hair color_Orange  \\\n",
       "0                   0                   1                  0   \n",
       "1                   0                   1                  0   \n",
       "2                   0                   1                  0   \n",
       "3                   0                   1                  0   \n",
       "4                   0                   0                  0   \n",
       "\n",
       "   Hair color_Orange / White  Hair color_Pink  Hair color_Purple  \\\n",
       "0                          0                0                  0   \n",
       "1                          0                0                  0   \n",
       "2                          0                0                  0   \n",
       "3                          0                0                  0   \n",
       "4                          0                0                  0   \n",
       "\n",
       "   Hair color_Red  Hair color_Red / Grey  Hair color_Red / Orange  \\\n",
       "0               0                      0                        0   \n",
       "1               0                      0                        0   \n",
       "2               0                      0                        0   \n",
       "3               0                      0                        0   \n",
       "4               0                      0                        0   \n",
       "\n",
       "   Hair color_Red / White  Hair color_Silver  Hair color_Strawberry Blond  \\\n",
       "0                       0                  0                            0   \n",
       "1                       0                  0                            0   \n",
       "2                       0                  0                            0   \n",
       "3                       0                  0                            0   \n",
       "4                       0                  0                            0   \n",
       "\n",
       "   Hair color_White  Hair color_Yellow  Hair color_black  Hair color_blond  \\\n",
       "0                 0                  0                 0                 0   \n",
       "1                 0                  0                 0                 0   \n",
       "2                 0                  0                 0                 0   \n",
       "3                 0                  0                 0                 0   \n",
       "4                 0                  0                 0                 0   \n",
       "\n",
       "   Publisher_ABC Studios  Publisher_DC Comics  Publisher_Dark Horse Comics  \\\n",
       "0                      0                    0                            0   \n",
       "1                      0                    0                            1   \n",
       "2                      0                    1                            0   \n",
       "3                      0                    0                            0   \n",
       "4                      0                    0                            0   \n",
       "\n",
       "   Publisher_George Lucas  Publisher_Hanna-Barbera  Publisher_HarperCollins  \\\n",
       "0                       0                        0                        0   \n",
       "1                       0                        0                        0   \n",
       "2                       0                        0                        0   \n",
       "3                       0                        0                        0   \n",
       "4                       0                        0                        0   \n",
       "\n",
       "   Publisher_IDW Publishing  Publisher_Icon Comics  Publisher_Image Comics  \\\n",
       "0                         0                      0                       0   \n",
       "1                         0                      0                       0   \n",
       "2                         0                      0                       0   \n",
       "3                         0                      0                       0   \n",
       "4                         0                      0                       0   \n",
       "\n",
       "   Publisher_J. K. Rowling  Publisher_J. R. R. Tolkien  \\\n",
       "0                        0                           0   \n",
       "1                        0                           0   \n",
       "2                        0                           0   \n",
       "3                        0                           0   \n",
       "4                        0                           0   \n",
       "\n",
       "   Publisher_Marvel Comics  Publisher_Microsoft  Publisher_NBC - Heroes  \\\n",
       "0                        1                    0                       0   \n",
       "1                        0                    0                       0   \n",
       "2                        0                    0                       0   \n",
       "3                        1                    0                       0   \n",
       "4                        1                    0                       0   \n",
       "\n",
       "   Publisher_Rebellion  Publisher_Shueisha  Publisher_Sony Pictures  \\\n",
       "0                    0                   0                        0   \n",
       "1                    0                   0                        0   \n",
       "2                    0                   0                        0   \n",
       "3                    0                   0                        0   \n",
       "4                    0                   0                        0   \n",
       "\n",
       "   Publisher_South Park  Publisher_Star Trek  Publisher_SyFy  \\\n",
       "0                     0                    0               0   \n",
       "1                     0                    0               0   \n",
       "2                     0                    0               0   \n",
       "3                     0                    0               0   \n",
       "4                     0                    0               0   \n",
       "\n",
       "   Publisher_Team Epic TV  Publisher_Titan Books  Publisher_Universal Studios  \\\n",
       "0                       0                      0                            0   \n",
       "1                       0                      0                            0   \n",
       "2                       0                      0                            0   \n",
       "3                       0                      0                            0   \n",
       "4                       0                      0                            0   \n",
       "\n",
       "   Publisher_Wildstorm  Alignment_bad  Alignment_good  Alignment_neutral  \n",
       "0                    0              0               1                  0  \n",
       "1                    0              0               1                  0  \n",
       "2                    0              0               1                  0  \n",
       "3                    0              1               0                  0  \n",
       "4                    0              1               0                  0  \n",
       "\n",
       "[5 rows x 308 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('data/clean_data.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(684, 308)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Technopath/Cyberpath</th>\n",
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       "      <th>Animation</th>\n",
       "      <th>Precognition</th>\n",
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       "      <th>Insanity</th>\n",
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       "      <th>Animal Control</th>\n",
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       "      <th>Intangibility</th>\n",
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       "      <th>Hair color_Brownn</th>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>bad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
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       "      <td>bad</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 306 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gender  Height  Weight  Agility  Accelerated Healing  Lantern Power Ring  \\\n",
       "0       0   203.0   441.0    False                 True               False   \n",
       "1       0   191.0    65.0     True                 True               False   \n",
       "2       0   185.0    90.0    False                False                True   \n",
       "3       0   203.0   441.0    False                 True               False   \n",
       "4       0   183.0    81.0    False                False               False   \n",
       "\n",
       "   Dimensional Awareness  Cold Resistance  Durability  Stealth  \\\n",
       "0                  False            False        True    False   \n",
       "1                  False             True        True    False   \n",
       "2                  False            False       False    False   \n",
       "3                  False            False       False    False   \n",
       "4                   True            False       False    False   \n",
       "\n",
       "   Energy Absorption  Flight  Danger Sense  Underwater breathing  \\\n",
       "0              False   False         False                 False   \n",
       "1              False   False         False                  True   \n",
       "2              False   False         False                 False   \n",
       "3              False   False         False                 False   \n",
       "4              False    True         False                 False   \n",
       "\n",
       "   Marksmanship  Weapons Master  Power Augmentation  Animal Attributes  \\\n",
       "0         False           False               False              False   \n",
       "1          True            True               False              False   \n",
       "2         False           False               False              False   \n",
       "3         False           False               False              False   \n",
       "4         False           False               False              False   \n",
       "\n",
       "   Longevity  Intelligence  Super Strength  Cryokinesis  Telepathy  \\\n",
       "0       True         False            True        False      False   \n",
       "1       True          True            True        False       True   \n",
       "2      False         False           False        False      False   \n",
       "3      False          True            True        False      False   \n",
       "4      False          True            True        False      False   \n",
       "\n",
       "   Energy Armor  Energy Blasts  Duplication  Size Changing  Density Control  \\\n",
       "0         False          False        False          False            False   \n",
       "1         False          False        False          False            False   \n",
       "2         False          False        False          False            False   \n",
       "3         False          False        False          False            False   \n",
       "4         False          False        False           True            False   \n",
       "\n",
       "   Stamina  Astral Travel  Audio Control  Dexterity  Omnitrix  Super Speed  \\\n",
       "0     True          False          False      False     False        False   \n",
       "1     True          False          False      False     False        False   \n",
       "2    False          False          False      False     False        False   \n",
       "3     True          False          False      False     False         True   \n",
       "4    False          False          False      False     False         True   \n",
       "\n",
       "   Possession  Animal Oriented Powers  Weapon-based Powers  Electrokinesis  \\\n",
       "0       False                   False                False           False   \n",
       "1       False                   False                False           False   \n",
       "2       False                   False                False           False   \n",
       "3       False                   False                False           False   \n",
       "4       False                   False                False           False   \n",
       "\n",
       "   Darkforce Manipulation  Death Touch  Teleportation  Enhanced Senses  \\\n",
       "0                   False        False          False            False   \n",
       "1                   False        False          False            False   \n",
       "2                   False        False          False            False   \n",
       "3                   False        False          False            False   \n",
       "4                   False        False           True            False   \n",
       "\n",
       "   Telekinesis  Energy Beams  Magic  Hyperkinesis   Jump  Clairvoyance  \\\n",
       "0        False         False  False         False  False         False   \n",
       "1        False         False  False         False  False         False   \n",
       "2        False         False  False         False  False         False   \n",
       "3        False         False  False         False  False         False   \n",
       "4        False         False   True         False  False         False   \n",
       "\n",
       "   Dimensional Travel  Power Sense  Shapeshifting  Peak Human Condition  \\\n",
       "0               False        False          False                 False   \n",
       "1               False        False          False                 False   \n",
       "2               False        False          False                 False   \n",
       "3               False        False          False                 False   \n",
       "4                True        False          False                 False   \n",
       "\n",
       "   Immortality  Camouflage  Element Control  Phasing  Astral Projection  \\\n",
       "0        False        True            False    False              False   \n",
       "1         True       False            False    False              False   \n",
       "2        False       False            False    False              False   \n",
       "3        False       False            False    False              False   \n",
       "4         True       False            False    False              False   \n",
       "\n",
       "   Electrical Transport  Fire Control  Projection  Summoning  Enhanced Memory  \\\n",
       "0                 False         False       False      False            False   \n",
       "1                 False         False       False      False            False   \n",
       "2                 False         False       False      False            False   \n",
       "3                 False         False       False      False            False   \n",
       "4                 False         False       False      False            False   \n",
       "\n",
       "   Reflexes  Invulnerability  Energy Constructs  Force Fields  \\\n",
       "0     False            False              False         False   \n",
       "1      True            False              False         False   \n",
       "2     False            False              False         False   \n",
       "3     False             True              False         False   \n",
       "4     False             True              False         False   \n",
       "\n",
       "   Self-Sustenance  Anti-Gravity  Empathy  Power Nullifier  Radiation Control  \\\n",
       "0             True         False    False            False              False   \n",
       "1            False         False    False            False              False   \n",
       "2            False         False    False            False              False   \n",
       "3            False         False    False            False              False   \n",
       "4            False         False    False            False              False   \n",
       "\n",
       "   Psionic Powers  Elasticity  Substance Secretion  \\\n",
       "0           False       False                False   \n",
       "1           False       False                False   \n",
       "2           False       False                False   \n",
       "3           False       False                False   \n",
       "4           False       False                False   \n",
       "\n",
       "   Elemental Transmogrification  Technopath/Cyberpath  Photographic Reflexes  \\\n",
       "0                         False                 False                  False   \n",
       "1                         False                 False                  False   \n",
       "2                         False                 False                  False   \n",
       "3                         False                 False                  False   \n",
       "4                         False                 False                  False   \n",
       "\n",
       "   Seismic Power  Animation  Precognition  Mind Control  Fire Resistance  \\\n",
       "0          False      False         False         False            False   \n",
       "1          False      False         False         False            False   \n",
       "2          False      False         False         False            False   \n",
       "3          False       True         False         False            False   \n",
       "4          False      False         False         False            False   \n",
       "\n",
       "   Power Absorption  Enhanced Hearing  Nova Force  Insanity  Hypnokinesis  \\\n",
       "0             False             False       False     False         False   \n",
       "1             False             False       False     False         False   \n",
       "2             False             False       False     False         False   \n",
       "3             False             False       False     False         False   \n",
       "4             False             False       False     False         False   \n",
       "\n",
       "   Animal Control  Natural Armor  Intangibility  Enhanced Sight  \\\n",
       "0           False          False          False           False   \n",
       "1           False          False          False            True   \n",
       "2           False          False          False           False   \n",
       "3           False          False          False           False   \n",
       "4           False          False          False           False   \n",
       "\n",
       "   Molecular Manipulation  Heat Generation  Adaptation  Gliding  Power Suit  \\\n",
       "0                   False            False       False    False       False   \n",
       "1                   False            False       False    False       False   \n",
       "2                   False            False       False    False       False   \n",
       "3                   False            False       False    False       False   \n",
       "4                    True            False       False    False       False   \n",
       "\n",
       "   Mind Blast  Probability Manipulation  Gravity Control  Regeneration  ...  \\\n",
       "0       False                     False            False         False  ...   \n",
       "1       False                     False            False         False  ...   \n",
       "2       False                     False            False         False  ...   \n",
       "3       False                     False            False         False  ...   \n",
       "4       False                     False            False         False  ...   \n",
       "\n",
       "   Race_Demi-God  Race_Demon  Race_Eternal  Race_Flora Colossus  \\\n",
       "0              0           0             0                    0   \n",
       "1              0           0             0                    0   \n",
       "2              0           0             0                    0   \n",
       "3              0           0             0                    0   \n",
       "4              0           0             0                    0   \n",
       "\n",
       "   Race_Frost Giant  Race_God / Eternal  Race_Gorilla  Race_Gungan  \\\n",
       "0                 0                   0             0            0   \n",
       "1                 0                   0             0            0   \n",
       "2                 0                   0             0            0   \n",
       "3                 0                   0             0            0   \n",
       "4                 0                   0             0            0   \n",
       "\n",
       "   Race_Human  Race_Human / Altered  Race_Human / Clone  Race_Human / Cosmic  \\\n",
       "0           1                     0                   0                    0   \n",
       "1           0                     0                   0                    0   \n",
       "2           0                     0                   0                    0   \n",
       "3           0                     0                   0                    0   \n",
       "4           0                     0                   0                    0   \n",
       "\n",
       "   Race_Human / Radiation  Race_Human-Kree  Race_Human-Spartoi  \\\n",
       "0                       0                0                   0   \n",
       "1                       0                0                   0   \n",
       "2                       0                0                   0   \n",
       "3                       1                0                   0   \n",
       "4                       0                0                   0   \n",
       "\n",
       "   Race_Human-Vulcan  Race_Human-Vuldarian  Race_Icthyo Sapien  Race_Inhuman  \\\n",
       "0                  0                     0                   0             0   \n",
       "1                  0                     0                   1             0   \n",
       "2                  0                     0                   0             0   \n",
       "3                  0                     0                   0             0   \n",
       "4                  0                     0                   0             0   \n",
       "\n",
       "   Race_Kaiju  Race_Kakarantharaian  Race_Korugaran  Race_Kryptonian  \\\n",
       "0           0                     0               0                0   \n",
       "1           0                     0               0                0   \n",
       "2           0                     0               0                0   \n",
       "3           0                     0               0                0   \n",
       "4           0                     0               0                0   \n",
       "\n",
       "   Race_Luphomoid  Race_Maiar  Race_Martian  Race_Metahuman  Race_Mutant  \\\n",
       "0               0           0             0               0            0   \n",
       "1               0           0             0               0            0   \n",
       "2               0           0             0               0            0   \n",
       "3               0           0             0               0            0   \n",
       "4               0           0             0               0            0   \n",
       "\n",
       "   Race_Mutant / Clone  Race_New God  Race_Neyaphem  Race_Parademon  \\\n",
       "0                    0             0              0               0   \n",
       "1                    0             0              0               0   \n",
       "2                    0             0              0               0   \n",
       "3                    0             0              0               0   \n",
       "4                    0             0              0               0   \n",
       "\n",
       "   Race_Rodian  Race_Saiyan  Race_Spartoi  Race_Strontian  Race_Symbiote  \\\n",
       "0            0            0             0               0              0   \n",
       "1            0            0             0               0              0   \n",
       "2            0            0             0               0              0   \n",
       "3            0            0             0               0              0   \n",
       "4            0            0             0               0              0   \n",
       "\n",
       "   Race_Talokite  Race_Tamaranean  Race_Ungaran  Race_Vampire  \\\n",
       "0              0                0             0             0   \n",
       "1              0                0             0             0   \n",
       "2              0                0             1             0   \n",
       "3              0                0             0             0   \n",
       "4              0                0             0             0   \n",
       "\n",
       "   Race_Xenomorph XX121  Race_Yautja  Race_Yoda's species  Race_Zen-Whoberian  \\\n",
       "0                     0            0                    0                   0   \n",
       "1                     0            0                    0                   0   \n",
       "2                     0            0                    0                   0   \n",
       "3                     0            0                    0                   0   \n",
       "4                     0            0                    0                   0   \n",
       "\n",
       "   Race_Zombie  Hair color_Auburn  Hair color_Black  Hair color_Black / Blue  \\\n",
       "0            0                  0                 0                        0   \n",
       "1            0                  0                 0                        0   \n",
       "2            0                  0                 0                        0   \n",
       "3            0                  0                 0                        0   \n",
       "4            0                  0                 1                        0   \n",
       "\n",
       "   Hair color_Blond  Hair color_Blue  Hair color_Brown  \\\n",
       "0                 0                0                 0   \n",
       "1                 0                0                 0   \n",
       "2                 0                0                 0   \n",
       "3                 0                0                 0   \n",
       "4                 0                0                 0   \n",
       "\n",
       "   Hair color_Brown / Black  Hair color_Brown / White  Hair color_Brownn  \\\n",
       "0                         0                         0                  0   \n",
       "1                         0                         0                  0   \n",
       "2                         0                         0                  0   \n",
       "3                         0                         0                  0   \n",
       "4                         0                         0                  0   \n",
       "\n",
       "   Hair color_Gold  Hair color_Green  Hair color_Grey  Hair color_Indigo  \\\n",
       "0                0                 0                0                  0   \n",
       "1                0                 0                0                  0   \n",
       "2                0                 0                0                  0   \n",
       "3                0                 0                0                  0   \n",
       "4                0                 0                0                  0   \n",
       "\n",
       "   Hair color_Magenta  Hair color_No Hair  Hair color_Orange  \\\n",
       "0                   0                   1                  0   \n",
       "1                   0                   1                  0   \n",
       "2                   0                   1                  0   \n",
       "3                   0                   1                  0   \n",
       "4                   0                   0                  0   \n",
       "\n",
       "   Hair color_Orange / White  Hair color_Pink  Hair color_Purple  \\\n",
       "0                          0                0                  0   \n",
       "1                          0                0                  0   \n",
       "2                          0                0                  0   \n",
       "3                          0                0                  0   \n",
       "4                          0                0                  0   \n",
       "\n",
       "   Hair color_Red  Hair color_Red / Grey  Hair color_Red / Orange  \\\n",
       "0               0                      0                        0   \n",
       "1               0                      0                        0   \n",
       "2               0                      0                        0   \n",
       "3               0                      0                        0   \n",
       "4               0                      0                        0   \n",
       "\n",
       "   Hair color_Red / White  Hair color_Silver  Hair color_Strawberry Blond  \\\n",
       "0                       0                  0                            0   \n",
       "1                       0                  0                            0   \n",
       "2                       0                  0                            0   \n",
       "3                       0                  0                            0   \n",
       "4                       0                  0                            0   \n",
       "\n",
       "   Hair color_White  Hair color_Yellow  Hair color_black  Hair color_blond  \\\n",
       "0                 0                  0                 0                 0   \n",
       "1                 0                  0                 0                 0   \n",
       "2                 0                  0                 0                 0   \n",
       "3                 0                  0                 0                 0   \n",
       "4                 0                  0                 0                 0   \n",
       "\n",
       "   Publisher_ABC Studios  Publisher_DC Comics  Publisher_Dark Horse Comics  \\\n",
       "0                      0                    0                            0   \n",
       "1                      0                    0                            1   \n",
       "2                      0                    1                            0   \n",
       "3                      0                    0                            0   \n",
       "4                      0                    0                            0   \n",
       "\n",
       "   Publisher_George Lucas  Publisher_Hanna-Barbera  Publisher_HarperCollins  \\\n",
       "0                       0                        0                        0   \n",
       "1                       0                        0                        0   \n",
       "2                       0                        0                        0   \n",
       "3                       0                        0                        0   \n",
       "4                       0                        0                        0   \n",
       "\n",
       "   Publisher_IDW Publishing  Publisher_Icon Comics  Publisher_Image Comics  \\\n",
       "0                         0                      0                       0   \n",
       "1                         0                      0                       0   \n",
       "2                         0                      0                       0   \n",
       "3                         0                      0                       0   \n",
       "4                         0                      0                       0   \n",
       "\n",
       "   Publisher_J. K. Rowling  Publisher_J. R. R. Tolkien  \\\n",
       "0                        0                           0   \n",
       "1                        0                           0   \n",
       "2                        0                           0   \n",
       "3                        0                           0   \n",
       "4                        0                           0   \n",
       "\n",
       "   Publisher_Marvel Comics  Publisher_Microsoft  Publisher_NBC - Heroes  \\\n",
       "0                        1                    0                       0   \n",
       "1                        0                    0                       0   \n",
       "2                        0                    0                       0   \n",
       "3                        1                    0                       0   \n",
       "4                        1                    0                       0   \n",
       "\n",
       "   Publisher_Rebellion  Publisher_Shueisha  Publisher_Sony Pictures  \\\n",
       "0                    0                   0                        0   \n",
       "1                    0                   0                        0   \n",
       "2                    0                   0                        0   \n",
       "3                    0                   0                        0   \n",
       "4                    0                   0                        0   \n",
       "\n",
       "   Publisher_South Park  Publisher_Star Trek  Publisher_SyFy  \\\n",
       "0                     0                    0               0   \n",
       "1                     0                    0               0   \n",
       "2                     0                    0               0   \n",
       "3                     0                    0               0   \n",
       "4                     0                    0               0   \n",
       "\n",
       "   Publisher_Team Epic TV  Publisher_Titan Books  Publisher_Universal Studios  \\\n",
       "0                       0                      0                            0   \n",
       "1                       0                      0                            0   \n",
       "2                       0                      0                            0   \n",
       "3                       0                      0                            0   \n",
       "4                       0                      0                            0   \n",
       "\n",
       "   Publisher_Wildstorm  Alignment  \n",
       "0                    0       good  \n",
       "1                    0       good  \n",
       "2                    0       good  \n",
       "3                    0        bad  \n",
       "4                    0        bad  \n",
       "\n",
       "[5 rows x 306 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_alignment = pd.read_csv('data/clean_data_for_alignment.csv')\n",
    "data_alignment.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(653, 306)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_alignment.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluation(data, label, average='binary'):\n",
    "    ''' Faz avaliação experimental da arvore de decisão.\n",
    "    \n",
    "    Separamos os dados em teste e treino e testamos o modelo usando k-fold cross validation com 4 folds\n",
    "    usando a metrica F1.\n",
    "    '''\n",
    "    test = data[label]\n",
    "    train = data.drop([label], axis=1)\n",
    "    clf = DecisionTreeClassifier(random_state=1)\n",
    "\n",
    "    result = cross_val_score(clf, train, test, scoring=make_scorer(f1_score, average=average), cv=4)\n",
    "    \n",
    "    print(\"F1: %0.2f\" % (result.mean()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predições"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1: 0.54\n"
     ]
    }
   ],
   "source": [
    "evaluation(data, \"Flight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1: 0.82\n"
     ]
    }
   ],
   "source": [
    "evaluation(data, \"Super Strength\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1: 0.55\n"
     ]
    }
   ],
   "source": [
    "evaluation(data, \"Accelerated Healing\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1: 0.71\n"
     ]
    }
   ],
   "source": [
    "evaluation(data, \"Stamina\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F1: 0.62\n"
     ]
    }
   ],
   "source": [
    "evaluation(data_alignment, \"Alignment\", average='micro')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Redução de dimensionalidade do dataset e avaliação da performance da árvare usando score F1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "from matplotlib.legend_handler import HandlerLine2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score F1 usando PCA: 0.54\n"
     ]
    }
   ],
   "source": [
    "def pca_dim_reduction_evaluation(data, label, average='binary'):\n",
    "    ''' Utiliza PCA para reduzier a dimensionalidade da árvore de decisão e \n",
    "        avalia sua qualidade por score F1.\n",
    "    '''\n",
    "    pca = PCA(.97) # Escolhe o número mínimo de componentes/dimensões de modo que 97% da variância permaneça\n",
    "    y = data[label]\n",
    "    x = data.drop([label], axis=1)\n",
    "    \n",
    "    pca.fit(x)\n",
    "    \n",
    "    pca_x = pca.fit_transform(x)\n",
    "    \n",
    "    clf = DecisionTreeClassifier(random_state=1)\n",
    "\n",
    "    result = cross_val_score(clf, pca_x, y, scoring=make_scorer(f1_score, average=average), cv=4)\n",
    "    \n",
    "    print(\"Score F1 usando PCA: %0.2f\" % (result.mean()))\n",
    "    \n",
    "pca_dim_reduction_evaluation(data_alignment, \"Alignment\", average='micro')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusão: houve piora na qualidade da árvore de decisão. PCA não é viável."
   ]
  },
  {
<<<<<<< HEAD
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Método utilizado para avaliar a escolha dos melhores parâmetros da árvore de decisão (Exemplo: min_samples_leaf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f946d02d650>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_result(title, train_results, test_results, x):\n",
    "    line1, = plt.plot(x, train_results, 'b', label='treino')\n",
    "    line2, = plt.plot(x, test_results, 'r', label='teste')\n",
    "    plt.legend(handler_map={line1: HandlerLine2D(numpoints=2)})\n",
    "    plt.ylabel('Score ROC AUC')\n",
    "    plt.xlabel(title)\n",
    "    plt.show()\n",
    "\n",
    "def calculate_roc_auc(y, y_pred):\n",
    "    fp_rate, tp_rate, thresholds = roc_curve(y, y_pred)\n",
    "    roc_auc = auc(fp_rate, tp_rate)\n",
    "    return roc_auc\n",
    "\n",
    "def param_evaluation(title, data, label, param, param_range_length):\n",
    "    \"\"\"\n",
    "    Essa função avalia parâmetros de árvore de decisão para previsões ótimas em  dataset. \n",
    "    Neste exemplo avalia-se o parâmetro min_samples_leaf. \n",
    "    Para outros parâmetros, deve-se mudar manualmente na árvore de decisão\n",
    "    \"\"\"\n",
    "    y = data[label]\n",
    "    x = data.drop([label], axis=1)\n",
    "    train_results = []\n",
    "    test_results = []\n",
    "    \n",
    "    # Divide o dataset em 80% treino e 20% teste\n",
    "    x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.20)\n",
    "    \n",
    "    p = np.arange(1, param_range_length, 1)\n",
    "    \n",
    "    for i in p: # Incrementa o valor do parâmetro\n",
    "        idt = DecisionTreeClassifier(min_samples_leaf=i)\n",
    "        idt.fit(x_train, y_train)\n",
    "        \n",
    "        y_pred = idt.predict(x_train)\n",
    "        train_results.append(calculate_roc_auc(y_train, y_pred))\n",
    "        \n",
    "        y_pred = idt.predict(x_test)\n",
    "        test_results.append(calculate_roc_auc(y_test, y_pred))\n",
    "\n",
    "    plot_result(title, train_results, test_results, p)\n",
    "    \n",
    "param_evaluation(\"min_samples_leaf\", data, \"Flight\", \"max_depth\", 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusão: o aumento do número de min_samples_leaf, causa underfitting na árvore de decisão para previsão do atributo \"Flight\". Um valor ótimo de min_samples_leaf é 10, aumentando seu score F1."
   ]
  },
  {
=======
>>>>>>> ba32ff70673aa342d8310f28aa61b3fda5764a16
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}