Exploring+data+(manipulation)+(1).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combining datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   col1 col2\n",
      "0     1    a\n",
      "1     2    b\n",
      "2     3    c\n",
      "3     4    d\n",
      "4     5    e\n",
      "   col1 col3\n",
      "0     3    f\n",
      "1     4    g\n",
      "2     5    h\n",
      "3     6    i\n",
      "4     7    j\n"
     ]
    }
   ],
   "source": [
    "left = pd.DataFrame({'col1': [1,2,3,4,5], 'col2': ['a', 'b', 'c', 'd', 'e']})\n",
    "right = pd.DataFrame({'col1': [3,4,5,6,7], 'col3': ['f', 'g', 'h', 'i', 'j']})\n",
    "\n",
    "print(left)\n",
    "print(right)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col1</th>\n",
       "      <th>col2</th>\n",
       "      <th>col3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>c</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>d</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>e</td>\n",
       "      <td>h</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   col1 col2 col3\n",
       "0     3    c    f\n",
       "1     4    d    g\n",
       "2     5    e    h"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(left=left, right=right, on='col1', how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col1</th>\n",
       "      <th>col2</th>\n",
       "      <th>col3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>b</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>c</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>d</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>e</td>\n",
       "      <td>h</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   col1 col2 col3\n",
       "0     1    a  NaN\n",
       "1     2    b  NaN\n",
       "2     3    c    f\n",
       "3     4    d    g\n",
       "4     5    e    h"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(left, right, on='col1', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col1</th>\n",
       "      <th>col2</th>\n",
       "      <th>col3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>c</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>d</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>e</td>\n",
       "      <td>h</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>i</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>j</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   col1 col2 col3\n",
       "0     3    c    f\n",
       "1     4    d    g\n",
       "2     5    e    h\n",
       "3     6  NaN    i\n",
       "4     7  NaN    j"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(left, right, on='col1', how='right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col1</th>\n",
       "      <th>col2</th>\n",
       "      <th>col3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>a</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>b</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>c</td>\n",
       "      <td>f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>d</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>e</td>\n",
       "      <td>h</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>i</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>j</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   col1 col2 col3\n",
       "0     1    a  NaN\n",
       "1     2    b  NaN\n",
       "2     3    c    f\n",
       "3     4    d    g\n",
       "4     5    e    h\n",
       "5     6  NaN    i\n",
       "6     7  NaN    j"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(left, right, on='col1', how='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>account_id</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>male</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11382</td>\n",
       "      <td>male</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   account_id  gender  age\n",
       "0           1  female   55\n",
       "1           2    male   25\n",
       "2           3  female   29\n",
       "3       11382    male   39"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.DataFrame({'account_id': [1, 2, 3, 11382], \n",
    "                    'gender': ['female', 'male', 'female', 'male'], \n",
    "                    'age': [55, 25, 29, 39]})\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>account_id</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>female</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>male</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6</td>\n",
       "      <td>female</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7</td>\n",
       "      <td>male</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   account_id  gender  age\n",
       "0           4  female   19\n",
       "1           5    male   28\n",
       "2           6  female   14\n",
       "3           7    male   15"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.DataFrame({'account_id': [4, 5, 6, 7], \n",
    "                    'gender': ['female', 'male', 'female', 'male'], \n",
    "                    'age': [19, 28, 14, 15]})\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>account_id</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>male</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11382</td>\n",
       "      <td>male</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>female</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>male</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6</td>\n",
       "      <td>female</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7</td>\n",
       "      <td>male</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   account_id  gender  age\n",
       "0           1  female   55\n",
       "1           2    male   25\n",
       "2           3  female   29\n",
       "3       11382    male   39\n",
       "0           4  female   19\n",
       "1           5    male   28\n",
       "2           6  female   14\n",
       "3           7    male   15"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([df1, df2], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>account_id</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>male</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11382</td>\n",
       "      <td>male</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>female</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>male</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>female</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>male</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   account_id  gender  age\n",
       "0           1  female   55\n",
       "1           2    male   25\n",
       "2           3  female   29\n",
       "3       11382    male   39\n",
       "4           4  female   19\n",
       "5           5    male   28\n",
       "6           6  female   14\n",
       "7           7    male   15"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat([df1, df2], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "hero_powers = pd.read_pickle('hero_powers.pkl')\n",
    "hero_dc = pd.read_pickle('hero_dc.pkl')\n",
    "hero_marvel = pd.read_pickle('hero_marvel.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Eye color</th>\n",
       "      <th>Race</th>\n",
       "      <th>Hair color</th>\n",
       "      <th>Height</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>Alignment</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       name Gender Eye color     Race Hair color  Height  Publisher Alignment  \\\n",
       "0  Abin Sur   Male      blue  Ungaran    No Hair     185  DC Comics      good   \n",
       "\n",
       "   Weight  \n",
       "0    90.0  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_dc.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Eye color</th>\n",
       "      <th>Race</th>\n",
       "      <th>Hair color</th>\n",
       "      <th>Height</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>Alignment</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A-Bomb</td>\n",
       "      <td>Male</td>\n",
       "      <td>yellow</td>\n",
       "      <td>Human</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>203</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>441</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     name Gender Eye color   Race Hair color  Height      Publisher Alignment  \\\n",
       "0  A-Bomb   Male    yellow  Human    No Hair     203  Marvel Comics      good   \n",
       "\n",
       "   Weight  \n",
       "0     441  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_marvel.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(215, 9)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_dc.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(388, 9)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_marvel.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "603"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "215+388"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "hero_info = pd.concat([hero_dc, hero_marvel], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 603 entries, 0 to 602\n",
      "Data columns (total 9 columns):\n",
      " #   Column      Non-Null Count  Dtype   \n",
      "---  ------      --------------  -----   \n",
      " 0   name        603 non-null    string  \n",
      " 1   Gender      603 non-null    category\n",
      " 2   Eye color   603 non-null    string  \n",
      " 3   Race        603 non-null    string  \n",
      " 4   Hair color  603 non-null    string  \n",
      " 5   Height      603 non-null    int64   \n",
      " 6   Publisher   603 non-null    string  \n",
      " 7   Alignment   603 non-null    category\n",
      " 8   Weight      532 non-null    float64 \n",
      "dtypes: category(2), float64(1), int64(1), string(5)\n",
      "memory usage: 34.6 KB\n"
     ]
    }
   ],
   "source": [
    "hero_info.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          DC Comics\n",
       "1          DC Comics\n",
       "2          DC Comics\n",
       "3          DC Comics\n",
       "4          DC Comics\n",
       "           ...      \n",
       "598    Marvel Comics\n",
       "599    Marvel Comics\n",
       "600    Marvel Comics\n",
       "601    Marvel Comics\n",
       "602    Marvel Comics\n",
       "Name: Publisher, Length: 603, dtype: string"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_info['Publisher']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Eye color</th>\n",
       "      <th>Race</th>\n",
       "      <th>Hair color</th>\n",
       "      <th>Height</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>Alignment</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       name Gender Eye color     Race Hair color  Height  Publisher Alignment  \\\n",
       "0  Abin Sur   Male      blue  Ungaran    No Hair     185  DC Comics      good   \n",
       "\n",
       "   Weight  \n",
       "0    90.0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_info.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hero_names</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Accelerated Healing</th>\n",
       "      <th>Lantern Power Ring</th>\n",
       "      <th>Dimensional Awareness</th>\n",
       "      <th>Cold Resistance</th>\n",
       "      <th>Durability</th>\n",
       "      <th>Stealth</th>\n",
       "      <th>Energy Absorption</th>\n",
       "      <th>Flight</th>\n",
       "      <th>...</th>\n",
       "      <th>Web Creation</th>\n",
       "      <th>Reality Warping</th>\n",
       "      <th>Odin Force</th>\n",
       "      <th>Symbiote Costume</th>\n",
       "      <th>Speed Force</th>\n",
       "      <th>Phoenix Force</th>\n",
       "      <th>Molecular Dissipation</th>\n",
       "      <th>Vision - Cryo</th>\n",
       "      <th>Omnipresent</th>\n",
       "      <th>Omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3-D Man</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",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 168 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  hero_names  Agility  Accelerated Healing  Lantern Power Ring  \\\n",
       "0    3-D Man     True                False               False   \n",
       "\n",
       "   Dimensional Awareness  Cold Resistance  Durability  Stealth  \\\n",
       "0                  False            False       False    False   \n",
       "\n",
       "   Energy Absorption  Flight  ...  Web Creation  Reality Warping  Odin Force  \\\n",
       "0              False   False  ...         False            False       False   \n",
       "\n",
       "   Symbiote Costume  Speed Force  Phoenix Force  Molecular Dissipation  \\\n",
       "0             False        False          False                  False   \n",
       "\n",
       "   Vision - Cryo  Omnipresent  Omniscient  \n",
       "0          False        False       False  \n",
       "\n",
       "[1 rows x 168 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_powers.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(537, 177)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero = pd.merge(hero_info, hero_powers, left_on='name', right_on='hero_names', how='inner')\n",
    "hero.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Renaming columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 537 entries, 0 to 536\n",
      "Data columns (total 177 columns):\n",
      " #    Column                        Dtype   \n",
      "---   ------                        -----   \n",
      " 0    name                          string  \n",
      " 1    Gender                        category\n",
      " 2    Eye color                     string  \n",
      " 3    Race                          string  \n",
      " 4    Hair color                    string  \n",
      " 5    Height                        int64   \n",
      " 6    Publisher                     string  \n",
      " 7    Alignment                     category\n",
      " 8    Weight                        float64 \n",
      " 9    hero_names                    string  \n",
      " 10   Agility                       bool    \n",
      " 11   Accelerated Healing           bool    \n",
      " 12   Lantern Power Ring            bool    \n",
      " 13   Dimensional Awareness         bool    \n",
      " 14   Cold Resistance               bool    \n",
      " 15   Durability                    bool    \n",
      " 16   Stealth                       bool    \n",
      " 17   Energy Absorption             bool    \n",
      " 18   Flight                        bool    \n",
      " 19   Danger Sense                  bool    \n",
      " 20   Underwater breathing          bool    \n",
      " 21   Marksmanship                  bool    \n",
      " 22   Weapons Master                bool    \n",
      " 23   Power Augmentation            bool    \n",
      " 24   Animal Attributes             bool    \n",
      " 25   Longevity                     bool    \n",
      " 26   Intelligence                  bool    \n",
      " 27   Super Strength                bool    \n",
      " 28   Cryokinesis                   bool    \n",
      " 29   Telepathy                     bool    \n",
      " 30   Energy Armor                  bool    \n",
      " 31   Energy Blasts                 bool    \n",
      " 32   Duplication                   bool    \n",
      " 33   Size Changing                 bool    \n",
      " 34   Density Control               bool    \n",
      " 35   Stamina                       bool    \n",
      " 36   Astral Travel                 bool    \n",
      " 37   Audio Control                 bool    \n",
      " 38   Dexterity                     bool    \n",
      " 39   Omnitrix                      bool    \n",
      " 40   Super Speed                   bool    \n",
      " 41   Possession                    bool    \n",
      " 42   Animal Oriented Powers        bool    \n",
      " 43   Weapon-based Powers           bool    \n",
      " 44   Electrokinesis                bool    \n",
      " 45   Darkforce Manipulation        bool    \n",
      " 46   Death Touch                   bool    \n",
      " 47   Teleportation                 bool    \n",
      " 48   Enhanced Senses               bool    \n",
      " 49   Telekinesis                   bool    \n",
      " 50   Energy Beams                  bool    \n",
      " 51   Magic                         bool    \n",
      " 52   Hyperkinesis                  bool    \n",
      " 53   Jump                          bool    \n",
      " 54   Clairvoyance                  bool    \n",
      " 55   Dimensional Travel            bool    \n",
      " 56   Power Sense                   bool    \n",
      " 57   Shapeshifting                 bool    \n",
      " 58   Peak Human Condition          bool    \n",
      " 59   Immortality                   bool    \n",
      " 60   Camouflage                    bool    \n",
      " 61   Element Control               bool    \n",
      " 62   Phasing                       bool    \n",
      " 63   Astral Projection             bool    \n",
      " 64   Electrical Transport          bool    \n",
      " 65   Fire Control                  bool    \n",
      " 66   Projection                    bool    \n",
      " 67   Summoning                     bool    \n",
      " 68   Enhanced Memory               bool    \n",
      " 69   Reflexes                      bool    \n",
      " 70   Invulnerability               bool    \n",
      " 71   Energy Constructs             bool    \n",
      " 72   Force Fields                  bool    \n",
      " 73   Self-Sustenance               bool    \n",
      " 74   Anti-Gravity                  bool    \n",
      " 75   Empathy                       bool    \n",
      " 76   Power Nullifier               bool    \n",
      " 77   Radiation Control             bool    \n",
      " 78   Psionic Powers                bool    \n",
      " 79   Elasticity                    bool    \n",
      " 80   Substance Secretion           bool    \n",
      " 81   Elemental Transmogrification  bool    \n",
      " 82   Technopath/Cyberpath          bool    \n",
      " 83   Photographic Reflexes         bool    \n",
      " 84   Seismic Power                 bool    \n",
      " 85   Animation                     bool    \n",
      " 86   Precognition                  bool    \n",
      " 87   Mind Control                  bool    \n",
      " 88   Fire Resistance               bool    \n",
      " 89   Power Absorption              bool    \n",
      " 90   Enhanced Hearing              bool    \n",
      " 91   Nova Force                    bool    \n",
      " 92   Insanity                      bool    \n",
      " 93   Hypnokinesis                  bool    \n",
      " 94   Animal Control                bool    \n",
      " 95   Natural Armor                 bool    \n",
      " 96   Intangibility                 bool    \n",
      " 97   Enhanced Sight                bool    \n",
      " 98   Molecular Manipulation        bool    \n",
      " 99   Heat Generation               bool    \n",
      " 100  Adaptation                    bool    \n",
      " 101  Gliding                       bool    \n",
      " 102  Power Suit                    bool    \n",
      " 103  Mind Blast                    bool    \n",
      " 104  Probability Manipulation      bool    \n",
      " 105  Gravity Control               bool    \n",
      " 106  Regeneration                  bool    \n",
      " 107  Light Control                 bool    \n",
      " 108  Echolocation                  bool    \n",
      " 109  Levitation                    bool    \n",
      " 110  Toxin and Disease Control     bool    \n",
      " 111  Banish                        bool    \n",
      " 112  Energy Manipulation           bool    \n",
      " 113  Heat Resistance               bool    \n",
      " 114  Natural Weapons               bool    \n",
      " 115  Time Travel                   bool    \n",
      " 116  Enhanced Smell                bool    \n",
      " 117  Illusions                     bool    \n",
      " 118  Thirstokinesis                bool    \n",
      " 119  Hair Manipulation             bool    \n",
      " 120  Illumination                  bool    \n",
      " 121  Omnipotent                    bool    \n",
      " 122  Cloaking                      bool    \n",
      " 123  Changing Armor                bool    \n",
      " 124  Power Cosmic                  bool    \n",
      " 125  Biokinesis                    bool    \n",
      " 126  Water Control                 bool    \n",
      " 127  Radiation Immunity            bool    \n",
      " 128  Vision - Telescopic           bool    \n",
      " 129  Toxin and Disease Resistance  bool    \n",
      " 130  Spatial Awareness             bool    \n",
      " 131  Energy Resistance             bool    \n",
      " 132  Telepathy Resistance          bool    \n",
      " 133  Molecular Combustion          bool    \n",
      " 134  Omnilingualism                bool    \n",
      " 135  Portal Creation               bool    \n",
      " 136  Magnetism                     bool    \n",
      " 137  Mind Control Resistance       bool    \n",
      " 138  Plant Control                 bool    \n",
      " 139  Sonar                         bool    \n",
      " 140  Sonic Scream                  bool    \n",
      " 141  Time Manipulation             bool    \n",
      " 142  Enhanced Touch                bool    \n",
      " 143  Magic Resistance              bool    \n",
      " 144  Invisibility                  bool    \n",
      " 145  Sub-Mariner                   bool    \n",
      " 146  Radiation Absorption          bool    \n",
      " 147  Intuitive aptitude            bool    \n",
      " 148  Vision - Microscopic          bool    \n",
      " 149  Melting                       bool    \n",
      " 150  Wind Control                  bool    \n",
      " 151  Super Breath                  bool    \n",
      " 152  Wallcrawling                  bool    \n",
      " 153  Vision - Night                bool    \n",
      " 154  Vision - Infrared             bool    \n",
      " 155  Grim Reaping                  bool    \n",
      " 156  Matter Absorption             bool    \n",
      " 157  The Force                     bool    \n",
      " 158  Resurrection                  bool    \n",
      " 159  Terrakinesis                  bool    \n",
      " 160  Vision - Heat                 bool    \n",
      " 161  Vitakinesis                   bool    \n",
      " 162  Radar Sense                   bool    \n",
      " 163  Qwardian Power Ring           bool    \n",
      " 164  Weather Control               bool    \n",
      " 165  Vision - X-Ray                bool    \n",
      " 166  Vision - Thermal              bool    \n",
      " 167  Web Creation                  bool    \n",
      " 168  Reality Warping               bool    \n",
      " 169  Odin Force                    bool    \n",
      " 170  Symbiote Costume              bool    \n",
      " 171  Speed Force                   bool    \n",
      " 172  Phoenix Force                 bool    \n",
      " 173  Molecular Dissipation         bool    \n",
      " 174  Vision - Cryo                 bool    \n",
      " 175  Omnipresent                   bool    \n",
      " 176  Omniscient                    bool    \n",
      "dtypes: bool(167), category(2), float64(1), int64(1), string(6)\n",
      "memory usage: 126.7 KB\n"
     ]
    }
   ],
   "source": [
    "hero.info(verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['name', 'Gender', 'Eye color', 'Race', 'Hair color', 'Height',\n",
       "       'Publisher', 'Alignment', 'Weight', 'hero_names',\n",
       "       ...\n",
       "       'Web Creation', 'Reality Warping', 'Odin Force', 'Symbiote Costume',\n",
       "       'Speed Force', 'Phoenix Force', 'Molecular Dissipation',\n",
       "       'Vision - Cryo', 'Omnipresent', 'Omniscient'],\n",
       "      dtype='object', length=177)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['name', 'gender', 'eye color', 'race', 'hair color', 'height',\n",
       "       'publisher', 'alignment', 'weight', 'hero_names',\n",
       "       ...\n",
       "       'web creation', 'reality warping', 'odin force', 'symbiote costume',\n",
       "       'speed force', 'phoenix force', 'molecular dissipation',\n",
       "       'vision - cryo', 'omnipresent', 'omniscient'],\n",
       "      dtype='object', length=177)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.columns.str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['NAME', 'GENDER', 'EYE COLOR', 'RACE', 'HAIR COLOR', 'HEIGHT',\n",
       "       'PUBLISHER', 'ALIGNMENT', 'WEIGHT', 'HERO_NAMES',\n",
       "       ...\n",
       "       'WEB CREATION', 'REALITY WARPING', 'ODIN FORCE', 'SYMBIOTE COSTUME',\n",
       "       'SPEED FORCE', 'PHOENIX FORCE', 'MOLECULAR DISSIPATION',\n",
       "       'VISION - CRYO', 'OMNIPRESENT', 'OMNISCIENT'],\n",
       "      dtype='object', length=177)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.columns.str.upper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Name', 'Gender', 'Eye Color', 'Race', 'Hair Color', 'Height',\n",
       "       'Publisher', 'Alignment', 'Weight', 'Hero_Names',\n",
       "       ...\n",
       "       'Web Creation', 'Reality Warping', 'Odin Force', 'Symbiote Costume',\n",
       "       'Speed Force', 'Phoenix Force', 'Molecular Dissipation',\n",
       "       'Vision - Cryo', 'Omnipresent', 'Omniscient'],\n",
       "      dtype='object', length=177)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.columns.str.title()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Name', 'Gender', 'Eye color', 'Race', 'Hair color', 'Height',\n",
       "       'Publisher', 'Alignment', 'Weight', 'Hero_names',\n",
       "       ...\n",
       "       'Web creation', 'Reality warping', 'Odin force', 'Symbiote costume',\n",
       "       'Speed force', 'Phoenix force', 'Molecular dissipation',\n",
       "       'Vision - cryo', 'Omnipresent', 'Omniscient'],\n",
       "      dtype='object', length=177)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.columns.str.capitalize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['name', 'Gender', 'Eye color', 'Race', 'Hair color', 'Height',\n",
       "       'Publisher', 'Alignment', 'Weight', 'hero_names',\n",
       "       ...\n",
       "       'Web Creation', 'Reality Warping', 'Odin Force', 'Symbiote Costume',\n",
       "       'Speed Force', 'Phoenix Force', 'Molecular Dissipation',\n",
       "       'Vision - Cryo', 'Omnipresent', 'Omniscient'],\n",
       "      dtype='object', length=177)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "hero.columns = hero.columns.str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero_names</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       name gender eye color     race hair color  height  publisher alignment  \\\n",
       "0  Abin Sur   Male      blue  Ungaran    No Hair     185  DC Comics      good   \n",
       "\n",
       "   weight hero_names  ...  web creation  reality warping  odin force  \\\n",
       "0    90.0   Abin Sur  ...         False            False       False   \n",
       "\n",
       "   symbiote costume  speed force  phoenix force  molecular dissipation  \\\n",
       "0             False        False          False                  False   \n",
       "\n",
       "   vision - cryo  omnipresent  omniscient  \n",
       "0          False        False       False  \n",
       "\n",
       "[1 rows x 177 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Amazo</td>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Animal Man</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>X-23</td>\n",
       "      <td>Female</td>\n",
       "      <td>green</td>\n",
       "      <td>Mutant / Clone</td>\n",
       "      <td>Black</td>\n",
       "      <td>155</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>50.0</td>\n",
       "      <td>X-23</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>X-Man</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Brown</td>\n",
       "      <td>175</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>61.0</td>\n",
       "      <td>X-Man</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>Yellowjacket</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Yellowjacket</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>Yellowjacket II</td>\n",
       "      <td>Female</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Strawberry Blond</td>\n",
       "      <td>165</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Yellowjacket II</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Ymir</td>\n",
       "      <td>Male</td>\n",
       "      <td>white</td>\n",
       "      <td>Frost Giant</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>305</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>Ymir</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>537 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                name  gender eye color            race        hair color  \\\n",
       "0           Abin Sur    Male      blue         Ungaran           No Hair   \n",
       "1       Adam Strange    Male      blue           Human             Blond   \n",
       "2         Alan Scott    Male      blue               -             Blond   \n",
       "3              Amazo    Male       red         Android                 -   \n",
       "4         Animal Man    Male      blue           Human             Blond   \n",
       "..               ...     ...       ...             ...               ...   \n",
       "532             X-23  Female     green  Mutant / Clone             Black   \n",
       "533            X-Man    Male      blue               -             Brown   \n",
       "534     Yellowjacket    Male      blue           Human             Blond   \n",
       "535  Yellowjacket II  Female      blue           Human  Strawberry Blond   \n",
       "536             Ymir    Male     white     Frost Giant           No Hair   \n",
       "\n",
       "     height      publisher alignment  weight        hero name  ...  \\\n",
       "0       185      DC Comics      good    90.0         Abin Sur  ...   \n",
       "1       185      DC Comics      good    88.0     Adam Strange  ...   \n",
       "2       180      DC Comics      good    90.0       Alan Scott  ...   \n",
       "3       257      DC Comics       bad   173.0            Amazo  ...   \n",
       "4       183      DC Comics      good    83.0       Animal Man  ...   \n",
       "..      ...            ...       ...     ...              ...  ...   \n",
       "532     155  Marvel Comics      good    50.0             X-23  ...   \n",
       "533     175  Marvel Comics      good    61.0            X-Man  ...   \n",
       "534     183  Marvel Comics      good    83.0     Yellowjacket  ...   \n",
       "535     165  Marvel Comics      good    52.0  Yellowjacket II  ...   \n",
       "536     305  Marvel Comics      good   -99.0             Ymir  ...   \n",
       "\n",
       "     web creation  reality warping  odin force  symbiote costume  speed force  \\\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",
       "532         False            False       False             False        False   \n",
       "533         False            False       False             False        False   \n",
       "534         False            False       False             False        False   \n",
       "535         False            False       False             False        False   \n",
       "536         False            False       False             False        False   \n",
       "\n",
       "     phoenix force  molecular dissipation  vision - cryo  omnipresent  \\\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",
       "532          False                  False          False        False   \n",
       "533          False                  False          False        False   \n",
       "534          False                  False          False        False   \n",
       "535          False                  False          False        False   \n",
       "536          False                  False          False        False   \n",
       "\n",
       "     omniscient  \n",
       "0         False  \n",
       "1         False  \n",
       "2         False  \n",
       "3         False  \n",
       "4         False  \n",
       "..          ...  \n",
       "532       False  \n",
       "533       False  \n",
       "534       False  \n",
       "535       False  \n",
       "536       False  \n",
       "\n",
       "[537 rows x 177 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.rename(columns={'hero_names': 'hero name'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['name', 'gender', 'eye color', 'race', 'hair color', 'height',\n",
       "       'publisher', 'alignment', 'weight', 'hero_names',\n",
       "       ...\n",
       "       'web creation', 'reality warping', 'odin force', 'symbiote costume',\n",
       "       'speed force', 'phoenix force', 'molecular dissipation',\n",
       "       'vision - cryo', 'omnipresent', 'omniscient'],\n",
       "      dtype='object', length=177)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "hero = hero.rename(columns={'hero_names': 'hero name'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           name gender eye color     race hair color  height  publisher  \\\n",
       "0      Abin Sur   Male      blue  Ungaran    No Hair     185  DC Comics   \n",
       "1  Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "\n",
       "  alignment  weight     hero name  ...  web creation  reality warping  \\\n",
       "0      good    90.0      Abin Sur  ...         False            False   \n",
       "1      good    88.0  Adam Strange  ...         False            False   \n",
       "\n",
       "   odin force  symbiote costume  speed force  phoenix force  \\\n",
       "0       False             False        False          False   \n",
       "1       False             False        False          False   \n",
       "\n",
       "   molecular dissipation  vision - cryo  omnipresent  omniscient  \n",
       "0                  False          False        False       False  \n",
       "1                  False          False        False       False  \n",
       "\n",
       "[2 rows x 177 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NAME</th>\n",
       "      <th>GENDER</th>\n",
       "      <th>EYE COLOR</th>\n",
       "      <th>RACE</th>\n",
       "      <th>HAIR COLOR</th>\n",
       "      <th>HEIGHT</th>\n",
       "      <th>PUBLISHER</th>\n",
       "      <th>ALIGNMENT</th>\n",
       "      <th>WEIGHT</th>\n",
       "      <th>HERO NAME</th>\n",
       "      <th>...</th>\n",
       "      <th>WEB CREATION</th>\n",
       "      <th>REALITY WARPING</th>\n",
       "      <th>ODIN FORCE</th>\n",
       "      <th>SYMBIOTE COSTUME</th>\n",
       "      <th>SPEED FORCE</th>\n",
       "      <th>PHOENIX FORCE</th>\n",
       "      <th>MOLECULAR DISSIPATION</th>\n",
       "      <th>VISION - CRYO</th>\n",
       "      <th>OMNIPRESENT</th>\n",
       "      <th>OMNISCIENT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           NAME GENDER EYE COLOR     RACE HAIR COLOR  HEIGHT  PUBLISHER  \\\n",
       "0      Abin Sur   Male      blue  Ungaran    No Hair     185  DC Comics   \n",
       "1  Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "\n",
       "  ALIGNMENT  WEIGHT     HERO NAME  ...  WEB CREATION  REALITY WARPING  \\\n",
       "0      good    90.0      Abin Sur  ...         False            False   \n",
       "1      good    88.0  Adam Strange  ...         False            False   \n",
       "\n",
       "   ODIN FORCE  SYMBIOTE COSTUME  SPEED FORCE  PHOENIX FORCE  \\\n",
       "0       False             False        False          False   \n",
       "1       False             False        False          False   \n",
       "\n",
       "   MOLECULAR DISSIPATION  VISION - CRYO  OMNIPRESENT  OMNISCIENT  \n",
       "0                  False          False        False       False  \n",
       "1                  False          False        False       False  \n",
       "\n",
       "[2 rows x 177 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero = hero.rename(columns=str.upper)\n",
    "hero.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           name gender eye color     race hair color  height  publisher  \\\n",
       "0      Abin Sur   Male      blue  Ungaran    No Hair     185  DC Comics   \n",
       "1  Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "\n",
       "  alignment  weight     hero name  ...  web creation  reality warping  \\\n",
       "0      good    90.0      Abin Sur  ...         False            False   \n",
       "1      good    88.0  Adam Strange  ...         False            False   \n",
       "\n",
       "   odin force  symbiote costume  speed force  phoenix force  \\\n",
       "0       False             False        False          False   \n",
       "1       False             False        False          False   \n",
       "\n",
       "   molecular dissipation  vision - cryo  omnipresent  omniscient  \n",
       "0                  False          False        False       False  \n",
       "1                  False          False        False       False  \n",
       "\n",
       "[2 rows x 177 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero = hero.rename(mapper=str.lower, axis=1)\n",
    "hero.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "hero.to_pickle('hero.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Selecting columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      185\n",
       "1      185\n",
       "2      180\n",
       "3      257\n",
       "4      183\n",
       "      ... \n",
       "532    155\n",
       "533    175\n",
       "534    183\n",
       "535    165\n",
       "536    305\n",
       "Name: height, Length: 537, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero['height']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             Abin Sur\n",
       "1         Adam Strange\n",
       "2           Alan Scott\n",
       "3                Amazo\n",
       "4           Animal Man\n",
       "            ...       \n",
       "532               X-23\n",
       "533              X-Man\n",
       "534       Yellowjacket\n",
       "535    Yellowjacket II\n",
       "536               Ymir\n",
       "Name: name, Length: 537, dtype: string"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero[\"name\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(hero['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        Abin Sur\n",
       "1    Adam Strange\n",
       "2      Alan Scott\n",
       "3           Amazo\n",
       "4      Animal Man\n",
       "Name: name, dtype: string"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero['name'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(537,)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero['name'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      185\n",
       "1      185\n",
       "2      180\n",
       "3      257\n",
       "4      183\n",
       "      ... \n",
       "532    155\n",
       "533    175\n",
       "534    183\n",
       "535    165\n",
       "536    305\n",
       "Name: height, Length: 537, dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.height #height number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             Abin Sur\n",
       "1         Adam Strange\n",
       "2           Alan Scott\n",
       "3                Amazo\n",
       "4           Animal Man\n",
       "            ...       \n",
       "532               X-23\n",
       "533              X-Man\n",
       "534       Yellowjacket\n",
       "535    Yellowjacket II\n",
       "536               Ymir\n",
       "Name: hero name, Length: 537, dtype: string"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# hero.hero name\n",
    "# SyntaxError: invalid syntax\n",
    "hero['hero name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>weight</th>\n",
       "      <th>height</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>90.0</td>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>88.0</td>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>90.0</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Amazo</td>\n",
       "      <td>173.0</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Animal Man</td>\n",
       "      <td>83.0</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>X-23</td>\n",
       "      <td>50.0</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>X-Man</td>\n",
       "      <td>61.0</td>\n",
       "      <td>175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>Yellowjacket</td>\n",
       "      <td>83.0</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>Yellowjacket II</td>\n",
       "      <td>52.0</td>\n",
       "      <td>165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Ymir</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>305</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>537 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                name  weight  height\n",
       "0           Abin Sur    90.0     185\n",
       "1       Adam Strange    88.0     185\n",
       "2         Alan Scott    90.0     180\n",
       "3              Amazo   173.0     257\n",
       "4         Animal Man    83.0     183\n",
       "..               ...     ...     ...\n",
       "532             X-23    50.0     155\n",
       "533            X-Man    61.0     175\n",
       "534     Yellowjacket    83.0     183\n",
       "535  Yellowjacket II    52.0     165\n",
       "536             Ymir   -99.0     305\n",
       "\n",
       "[537 rows x 3 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero[['name', 'weight', 'height']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(hero[['name', 'weight', 'height']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>185</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>185</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>180</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>257</td>\n",
       "      <td>173.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>183</td>\n",
       "      <td>83.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>155</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>175</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>183</td>\n",
       "      <td>83.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>165</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>305</td>\n",
       "      <td>-99.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>537 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     height  weight\n",
       "0       185    90.0\n",
       "1       185    88.0\n",
       "2       180    90.0\n",
       "3       257   173.0\n",
       "4       183    83.0\n",
       "..      ...     ...\n",
       "532     155    50.0\n",
       "533     175    61.0\n",
       "534     183    83.0\n",
       "535     165    52.0\n",
       "536     305   -99.0\n",
       "\n",
       "[537 rows x 2 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.select_dtypes(include='number')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>accelerated healing</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Amazo</td>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Animal Man</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>X-23</td>\n",
       "      <td>Female</td>\n",
       "      <td>green</td>\n",
       "      <td>Mutant / Clone</td>\n",
       "      <td>Black</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>X-23</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>X-Man</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>X-Man</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>Yellowjacket</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>Yellowjacket</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>Yellowjacket II</td>\n",
       "      <td>Female</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Strawberry Blond</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>Yellowjacket II</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Ymir</td>\n",
       "      <td>Male</td>\n",
       "      <td>white</td>\n",
       "      <td>Frost Giant</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>Ymir</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>537 rows × 175 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                name  gender eye color            race        hair color  \\\n",
       "0           Abin Sur    Male      blue         Ungaran           No Hair   \n",
       "1       Adam Strange    Male      blue           Human             Blond   \n",
       "2         Alan Scott    Male      blue               -             Blond   \n",
       "3              Amazo    Male       red         Android                 -   \n",
       "4         Animal Man    Male      blue           Human             Blond   \n",
       "..               ...     ...       ...             ...               ...   \n",
       "532             X-23  Female     green  Mutant / Clone             Black   \n",
       "533            X-Man    Male      blue               -             Brown   \n",
       "534     Yellowjacket    Male      blue           Human             Blond   \n",
       "535  Yellowjacket II  Female      blue           Human  Strawberry Blond   \n",
       "536             Ymir    Male     white     Frost Giant           No Hair   \n",
       "\n",
       "         publisher alignment        hero name  agility  accelerated healing  \\\n",
       "0        DC Comics      good         Abin Sur    False                False   \n",
       "1        DC Comics      good     Adam Strange    False                False   \n",
       "2        DC Comics      good       Alan Scott    False                False   \n",
       "3        DC Comics       bad            Amazo     True                False   \n",
       "4        DC Comics      good       Animal Man    False                False   \n",
       "..             ...       ...              ...      ...                  ...   \n",
       "532  Marvel Comics      good             X-23     True                 True   \n",
       "533  Marvel Comics      good            X-Man    False                False   \n",
       "534  Marvel Comics      good     Yellowjacket    False                False   \n",
       "535  Marvel Comics      good  Yellowjacket II    False                False   \n",
       "536  Marvel Comics      good             Ymir    False                False   \n",
       "\n",
       "     ...  web creation  reality warping  odin force  symbiote costume  \\\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",
       "532  ...         False            False       False             False   \n",
       "533  ...         False            False       False             False   \n",
       "534  ...         False            False       False             False   \n",
       "535  ...         False            False       False             False   \n",
       "536  ...         False            False       False             False   \n",
       "\n",
       "     speed force  phoenix force  molecular dissipation  vision - cryo  \\\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",
       "532        False          False                  False          False   \n",
       "533        False          False                  False          False   \n",
       "534        False          False                  False          False   \n",
       "535        False          False                  False          False   \n",
       "536        False          False                  False          False   \n",
       "\n",
       "     omnipresent  omniscient  \n",
       "0          False       False  \n",
       "1          False       False  \n",
       "2          False       False  \n",
       "3          False       False  \n",
       "4          False       False  \n",
       "..           ...         ...  \n",
       "532        False       False  \n",
       "533        False       False  \n",
       "534        False       False  \n",
       "535        False       False  \n",
       "536        False       False  \n",
       "\n",
       "[537 rows x 175 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.select_dtypes(exclude='number')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(537, 177)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>height</th>\n",
       "      <th>alignment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Male</td>\n",
       "      <td>185</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male</td>\n",
       "      <td>185</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>180</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Male</td>\n",
       "      <td>257</td>\n",
       "      <td>bad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Male</td>\n",
       "      <td>183</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>Female</td>\n",
       "      <td>155</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Male</td>\n",
       "      <td>175</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>Male</td>\n",
       "      <td>183</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>Female</td>\n",
       "      <td>165</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>Male</td>\n",
       "      <td>305</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>537 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     gender  height alignment\n",
       "0      Male     185      good\n",
       "1      Male     185      good\n",
       "2      Male     180      good\n",
       "3      Male     257       bad\n",
       "4      Male     183      good\n",
       "..      ...     ...       ...\n",
       "532  Female     155      good\n",
       "533    Male     175      good\n",
       "534    Male     183      good\n",
       "535  Female     165      good\n",
       "536    Male     305      good\n",
       "\n",
       "[537 rows x 3 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.select_dtypes(include=['int64','category'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Selecting rows and setting the index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Amazo</td>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Animal Man</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           name gender eye color     race hair color  height  publisher  \\\n",
       "0      Abin Sur   Male      blue  Ungaran    No Hair     185  DC Comics   \n",
       "1  Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "2    Alan Scott   Male      blue        -      Blond     180  DC Comics   \n",
       "3         Amazo   Male       red  Android          -     257  DC Comics   \n",
       "4    Animal Man   Male      blue    Human      Blond     183  DC Comics   \n",
       "\n",
       "  alignment  weight     hero name  ...  web creation  reality warping  \\\n",
       "0      good    90.0      Abin Sur  ...         False            False   \n",
       "1      good    88.0  Adam Strange  ...         False            False   \n",
       "2      good    90.0    Alan Scott  ...         False            False   \n",
       "3       bad   173.0         Amazo  ...         False            False   \n",
       "4      good    83.0    Animal Man  ...         False            False   \n",
       "\n",
       "   odin force  symbiote costume  speed force  phoenix force  \\\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",
       "   molecular dissipation  vision - cryo  omnipresent  omniscient  \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",
       "[5 rows x 177 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                     Abin Sur\n",
       "gender                       Male\n",
       "eye color                    blue\n",
       "race                      Ungaran\n",
       "hair color                No Hair\n",
       "                           ...   \n",
       "phoenix force               False\n",
       "molecular dissipation       False\n",
       "vision - cryo               False\n",
       "omnipresent                 False\n",
       "omniscient                  False\n",
       "Name: 0, Length: 177, dtype: object"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                     Animal Man\n",
       "gender                         Male\n",
       "eye color                      blue\n",
       "race                          Human\n",
       "hair color                    Blond\n",
       "                            ...    \n",
       "phoenix force                 False\n",
       "molecular dissipation         False\n",
       "vision - cryo                 False\n",
       "omnipresent                   False\n",
       "omniscient                    False\n",
       "Name: 4, Length: 177, dtype: object"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Amazo</td>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Animal Man</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           name gender eye color     race hair color  height  publisher  \\\n",
       "1  Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "2    Alan Scott   Male      blue        -      Blond     180  DC Comics   \n",
       "3         Amazo   Male       red  Android          -     257  DC Comics   \n",
       "4    Animal Man   Male      blue    Human      Blond     183  DC Comics   \n",
       "\n",
       "  alignment  weight     hero name  ...  web creation  reality warping  \\\n",
       "1      good    88.0  Adam Strange  ...         False            False   \n",
       "2      good    90.0    Alan Scott  ...         False            False   \n",
       "3       bad   173.0         Amazo  ...         False            False   \n",
       "4      good    83.0    Animal Man  ...         False            False   \n",
       "\n",
       "   odin force  symbiote costume  speed force  phoenix force  \\\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",
       "   molecular dissipation  vision - cryo  omnipresent  omniscient  \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",
       "[4 rows x 177 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[1:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abin Sur</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Strange</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Scott</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animal Man</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             gender eye color     race hair color  height  publisher  \\\n",
       "name                                                                   \n",
       "Abin Sur       Male      blue  Ungaran    No Hair     185  DC Comics   \n",
       "Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "Alan Scott     Male      blue        -      Blond     180  DC Comics   \n",
       "Amazo          Male       red  Android          -     257  DC Comics   \n",
       "Animal Man     Male      blue    Human      Blond     183  DC Comics   \n",
       "\n",
       "             alignment  weight     hero name  agility  ...  web creation  \\\n",
       "name                                                   ...                 \n",
       "Abin Sur          good    90.0      Abin Sur    False  ...         False   \n",
       "Adam Strange      good    88.0  Adam Strange    False  ...         False   \n",
       "Alan Scott        good    90.0    Alan Scott    False  ...         False   \n",
       "Amazo              bad   173.0         Amazo     True  ...         False   \n",
       "Animal Man        good    83.0    Animal Man    False  ...         False   \n",
       "\n",
       "              reality warping  odin force  symbiote costume  speed force  \\\n",
       "name                                                                       \n",
       "Abin Sur                False       False             False        False   \n",
       "Adam Strange            False       False             False        False   \n",
       "Alan Scott              False       False             False        False   \n",
       "Amazo                   False       False             False        False   \n",
       "Animal Man              False       False             False        False   \n",
       "\n",
       "              phoenix force  molecular dissipation  vision - cryo  \\\n",
       "name                                                                \n",
       "Abin Sur              False                  False          False   \n",
       "Adam Strange          False                  False          False   \n",
       "Alan Scott            False                  False          False   \n",
       "Amazo                 False                  False          False   \n",
       "Animal Man            False                  False          False   \n",
       "\n",
       "              omnipresent  omniscient  \n",
       "name                                   \n",
       "Abin Sur            False       False  \n",
       "Adam Strange        False       False  \n",
       "Alan Scott          False       False  \n",
       "Amazo               False       False  \n",
       "Animal Man          False       False  \n",
       "\n",
       "[5 rows x 176 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero = hero.set_index('name')\n",
    "hero.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Abin Sur', 'Adam Strange', 'Alan Scott', 'Amazo', 'Animal Man',\n",
       "       'Anti-Monitor', 'Aquababy', 'Aqualad', 'Aquaman', 'Atlas',\n",
       "       ...\n",
       "       'Weapon XI', 'Winter Soldier', 'Wolfsbane', 'Wolverine', 'Wonder Man',\n",
       "       'X-23', 'X-Man', 'Yellowjacket', 'Yellowjacket II', 'Ymir'],\n",
       "      dtype='object', name='name', length=537)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hero.loc[1]\n",
    "# doens't work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender                         Male\n",
       "eye color                      blue\n",
       "race                     Kryptonian\n",
       "hair color                    Black\n",
       "height                          191\n",
       "                            ...    \n",
       "phoenix force                 False\n",
       "molecular dissipation         False\n",
       "vision - cryo                 False\n",
       "omnipresent                   False\n",
       "omniscient                    False\n",
       "Name: Superman, Length: 176, dtype: object"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc['Superman']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adam Strange</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Scott</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animal Man</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             gender eye color     race hair color  height  publisher  \\\n",
       "name                                                                   \n",
       "Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "Alan Scott     Male      blue        -      Blond     180  DC Comics   \n",
       "Amazo          Male       red  Android          -     257  DC Comics   \n",
       "Animal Man     Male      blue    Human      Blond     183  DC Comics   \n",
       "\n",
       "             alignment  weight     hero name  agility  ...  web creation  \\\n",
       "name                                                   ...                 \n",
       "Adam Strange      good    88.0  Adam Strange    False  ...         False   \n",
       "Alan Scott        good    90.0    Alan Scott    False  ...         False   \n",
       "Amazo              bad   173.0         Amazo     True  ...         False   \n",
       "Animal Man        good    83.0    Animal Man    False  ...         False   \n",
       "\n",
       "              reality warping  odin force  symbiote costume  speed force  \\\n",
       "name                                                                       \n",
       "Adam Strange            False       False             False        False   \n",
       "Alan Scott              False       False             False        False   \n",
       "Amazo                   False       False             False        False   \n",
       "Animal Man              False       False             False        False   \n",
       "\n",
       "              phoenix force  molecular dissipation  vision - cryo  \\\n",
       "name                                                                \n",
       "Adam Strange          False                  False          False   \n",
       "Alan Scott            False                  False          False   \n",
       "Amazo                 False                  False          False   \n",
       "Animal Man            False                  False          False   \n",
       "\n",
       "              omnipresent  omniscient  \n",
       "name                                   \n",
       "Adam Strange        False       False  \n",
       "Alan Scott          False       False  \n",
       "Amazo               False       False  \n",
       "Animal Man          False       False  \n",
       "\n",
       "[4 rows x 176 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc['Adam Strange': 'Animal Man'] #hero.loc['Adam Strange': 'Animal Man' + 1?]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Spider-Man</th>\n",
       "      <td>Male</td>\n",
       "      <td>hazel</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>178</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>74.0</td>\n",
       "      <td>Spider-Man</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spider-Man</th>\n",
       "      <td>-</td>\n",
       "      <td>red</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>178</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>77.0</td>\n",
       "      <td>Spider-Man</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spider-Man</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Black</td>\n",
       "      <td>157</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>56.0</td>\n",
       "      <td>Spider-Man</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Superman</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Kryptonian</td>\n",
       "      <td>Black</td>\n",
       "      <td>191</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>101.0</td>\n",
       "      <td>Superman</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wonder Woman</th>\n",
       "      <td>Female</td>\n",
       "      <td>blue</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Black</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>74.0</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              gender eye color        race hair color  height      publisher  \\\n",
       "name                                                                           \n",
       "Spider-Man      Male     hazel       Human      Brown     178  Marvel Comics   \n",
       "Spider-Man         -       red       Human      Brown     178  Marvel Comics   \n",
       "Spider-Man      Male     brown       Human      Black     157  Marvel Comics   \n",
       "Superman        Male      blue  Kryptonian      Black     191      DC Comics   \n",
       "Wonder Woman  Female      blue      Amazon      Black     183      DC Comics   \n",
       "\n",
       "             alignment  weight     hero name  agility  ...  web creation  \\\n",
       "name                                                   ...                 \n",
       "Spider-Man        good    74.0    Spider-Man     True  ...          True   \n",
       "Spider-Man        good    77.0    Spider-Man     True  ...          True   \n",
       "Spider-Man        good    56.0    Spider-Man     True  ...          True   \n",
       "Superman          good   101.0      Superman     True  ...         False   \n",
       "Wonder Woman      good    74.0  Wonder Woman    False  ...         False   \n",
       "\n",
       "              reality warping  odin force  symbiote costume  speed force  \\\n",
       "name                                                                       \n",
       "Spider-Man              False       False             False        False   \n",
       "Spider-Man              False       False             False        False   \n",
       "Spider-Man              False       False             False        False   \n",
       "Superman                False       False             False        False   \n",
       "Wonder Woman            False       False             False        False   \n",
       "\n",
       "              phoenix force  molecular dissipation  vision - cryo  \\\n",
       "name                                                                \n",
       "Spider-Man            False                  False          False   \n",
       "Spider-Man            False                  False          False   \n",
       "Spider-Man            False                  False          False   \n",
       "Superman              False                  False          False   \n",
       "Wonder Woman          False                  False          False   \n",
       "\n",
       "              omnipresent  omniscient  \n",
       "name                                   \n",
       "Spider-Man          False       False  \n",
       "Spider-Man          False       False  \n",
       "Spider-Man          False       False  \n",
       "Superman            False       False  \n",
       "Wonder Woman        False       False  \n",
       "\n",
       "[5 rows x 176 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[['Spider-Man', 'Superman', 'Wonder Woman']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abin Sur</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Strange</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Scott</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animal Man</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             gender eye color     race hair color  height  publisher  \\\n",
       "name                                                                   \n",
       "Abin Sur       Male      blue  Ungaran    No Hair     185  DC Comics   \n",
       "Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "Alan Scott     Male      blue        -      Blond     180  DC Comics   \n",
       "Amazo          Male       red  Android          -     257  DC Comics   \n",
       "Animal Man     Male      blue    Human      Blond     183  DC Comics   \n",
       "\n",
       "             alignment  weight     hero name  agility  ...  web creation  \\\n",
       "name                                                   ...                 \n",
       "Abin Sur          good    90.0      Abin Sur    False  ...         False   \n",
       "Adam Strange      good    88.0  Adam Strange    False  ...         False   \n",
       "Alan Scott        good    90.0    Alan Scott    False  ...         False   \n",
       "Amazo              bad   173.0         Amazo     True  ...         False   \n",
       "Animal Man        good    83.0    Animal Man    False  ...         False   \n",
       "\n",
       "              reality warping  odin force  symbiote costume  speed force  \\\n",
       "name                                                                       \n",
       "Abin Sur                False       False             False        False   \n",
       "Adam Strange            False       False             False        False   \n",
       "Alan Scott              False       False             False        False   \n",
       "Amazo                   False       False             False        False   \n",
       "Animal Man              False       False             False        False   \n",
       "\n",
       "              phoenix force  molecular dissipation  vision - cryo  \\\n",
       "name                                                                \n",
       "Abin Sur              False                  False          False   \n",
       "Adam Strange          False                  False          False   \n",
       "Alan Scott            False                  False          False   \n",
       "Amazo                 False                  False          False   \n",
       "Animal Man            False                  False          False   \n",
       "\n",
       "              omnipresent  omniscient  \n",
       "name                                   \n",
       "Abin Sur            False       False  \n",
       "Adam Strange        False       False  \n",
       "Alan Scott          False       False  \n",
       "Amazo               False       False  \n",
       "Animal Man          False       False  \n",
       "\n",
       "[5 rows x 176 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender                      Male\n",
       "eye color                   blue\n",
       "race                     Ungaran\n",
       "hair color               No Hair\n",
       "height                       185\n",
       "                          ...   \n",
       "phoenix force              False\n",
       "molecular dissipation      False\n",
       "vision - cryo              False\n",
       "omnipresent                False\n",
       "omniscient                 False\n",
       "Name: Abin Sur, Length: 176, dtype: object"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gender                         Male\n",
       "eye color                      blue\n",
       "race                     Kryptonian\n",
       "hair color                    Black\n",
       "height                          191\n",
       "                            ...    \n",
       "phoenix force                 False\n",
       "molecular dissipation         False\n",
       "vision - cryo                 False\n",
       "omnipresent                   False\n",
       "omniscient                    False\n",
       "Name: Superman, Length: 176, dtype: object"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.iloc[183]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abin Sur</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Strange</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Scott</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animal Man</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             gender eye color     race hair color  height  publisher  \\\n",
       "name                                                                   \n",
       "Abin Sur       Male      blue  Ungaran    No Hair     185  DC Comics   \n",
       "Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "Alan Scott     Male      blue        -      Blond     180  DC Comics   \n",
       "Amazo          Male       red  Android          -     257  DC Comics   \n",
       "Animal Man     Male      blue    Human      Blond     183  DC Comics   \n",
       "\n",
       "             alignment  weight     hero name  agility  ...  web creation  \\\n",
       "name                                                   ...                 \n",
       "Abin Sur          good    90.0      Abin Sur    False  ...         False   \n",
       "Adam Strange      good    88.0  Adam Strange    False  ...         False   \n",
       "Alan Scott        good    90.0    Alan Scott    False  ...         False   \n",
       "Amazo              bad   173.0         Amazo     True  ...         False   \n",
       "Animal Man        good    83.0    Animal Man    False  ...         False   \n",
       "\n",
       "              reality warping  odin force  symbiote costume  speed force  \\\n",
       "name                                                                       \n",
       "Abin Sur                False       False             False        False   \n",
       "Adam Strange            False       False             False        False   \n",
       "Alan Scott              False       False             False        False   \n",
       "Amazo                   False       False             False        False   \n",
       "Animal Man              False       False             False        False   \n",
       "\n",
       "              phoenix force  molecular dissipation  vision - cryo  \\\n",
       "name                                                                \n",
       "Abin Sur              False                  False          False   \n",
       "Adam Strange          False                  False          False   \n",
       "Alan Scott            False                  False          False   \n",
       "Amazo                 False                  False          False   \n",
       "Animal Man            False                  False          False   \n",
       "\n",
       "              omnipresent  omniscient  \n",
       "name                                   \n",
       "Abin Sur            False       False  \n",
       "Adam Strange        False       False  \n",
       "Alan Scott          False       False  \n",
       "Amazo               False       False  \n",
       "Animal Man          False       False  \n",
       "\n",
       "[5 rows x 176 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Adam Strange</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Scott</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             gender eye color     race hair color  height  publisher  \\\n",
       "name                                                                   \n",
       "Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "Alan Scott     Male      blue        -      Blond     180  DC Comics   \n",
       "Amazo          Male       red  Android          -     257  DC Comics   \n",
       "\n",
       "             alignment  weight     hero name  agility  ...  web creation  \\\n",
       "name                                                   ...                 \n",
       "Adam Strange      good    88.0  Adam Strange    False  ...         False   \n",
       "Alan Scott        good    90.0    Alan Scott    False  ...         False   \n",
       "Amazo              bad   173.0         Amazo     True  ...         False   \n",
       "\n",
       "              reality warping  odin force  symbiote costume  speed force  \\\n",
       "name                                                                       \n",
       "Adam Strange            False       False             False        False   \n",
       "Alan Scott              False       False             False        False   \n",
       "Amazo                   False       False             False        False   \n",
       "\n",
       "              phoenix force  molecular dissipation  vision - cryo  \\\n",
       "name                                                                \n",
       "Adam Strange          False                  False          False   \n",
       "Alan Scott            False                  False          False   \n",
       "Amazo                 False                  False          False   \n",
       "\n",
       "              omnipresent  omniscient  \n",
       "name                                   \n",
       "Adam Strange        False       False  \n",
       "Alan Scott          False       False  \n",
       "Amazo               False       False  \n",
       "\n",
       "[3 rows x 176 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.iloc[1:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Strange</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Scott</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             gender eye color     race hair color  height  publisher  \\\n",
       "name                                                                   \n",
       "Amazo          Male       red  Android          -     257  DC Comics   \n",
       "Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "Alan Scott     Male      blue        -      Blond     180  DC Comics   \n",
       "\n",
       "             alignment  weight     hero name  agility  ...  web creation  \\\n",
       "name                                                   ...                 \n",
       "Amazo              bad   173.0         Amazo     True  ...         False   \n",
       "Adam Strange      good    88.0  Adam Strange    False  ...         False   \n",
       "Alan Scott        good    90.0    Alan Scott    False  ...         False   \n",
       "\n",
       "              reality warping  odin force  symbiote costume  speed force  \\\n",
       "name                                                                       \n",
       "Amazo                   False       False             False        False   \n",
       "Adam Strange            False       False             False        False   \n",
       "Alan Scott              False       False             False        False   \n",
       "\n",
       "              phoenix force  molecular dissipation  vision - cryo  \\\n",
       "name                                                                \n",
       "Amazo                 False                  False          False   \n",
       "Adam Strange          False                  False          False   \n",
       "Alan Scott            False                  False          False   \n",
       "\n",
       "              omnipresent  omniscient  \n",
       "name                                   \n",
       "Amazo               False       False  \n",
       "Adam Strange        False       False  \n",
       "Alan Scott          False       False  \n",
       "\n",
       "[3 rows x 176 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.iloc[[3,1,2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name\n",
       "Abin Sur           False\n",
       "Adam Strange       False\n",
       "Alan Scott         False\n",
       "Amazo               True\n",
       "Animal Man         False\n",
       "                   ...  \n",
       "X-23               False\n",
       "X-Man              False\n",
       "Yellowjacket       False\n",
       "Yellowjacket II    False\n",
       "Ymir               False\n",
       "Name: alignment, Length: 537, dtype: bool"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero['alignment'] == 'bad' #type(hero['alignment'] == 'bad') returns pandas.core.series.Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anti-Monitor</th>\n",
       "      <td>Male</td>\n",
       "      <td>yellow</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>61</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anti-Monitor</td>\n",
       "      <td>False</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>Brown</td>\n",
       "      <td>198</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Atlas</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bane</th>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>Human</td>\n",
       "      <td>-</td>\n",
       "      <td>203</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Bane</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Big Barda</th>\n",
       "      <td>Female</td>\n",
       "      <td>blue</td>\n",
       "      <td>New God</td>\n",
       "      <td>Black</td>\n",
       "      <td>188</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Big Barda</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venom II</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>-</td>\n",
       "      <td>Black</td>\n",
       "      <td>175</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Venom II</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venom III</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Symbiote</td>\n",
       "      <td>Brown</td>\n",
       "      <td>229</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>334.0</td>\n",
       "      <td>Venom III</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vulture</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>180</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>79.0</td>\n",
       "      <td>Vulture</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Walrus</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Black</td>\n",
       "      <td>183</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Walrus</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weapon XI</th>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>Weapon XI</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>162 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              gender eye color           race hair color  height  \\\n",
       "name                                                               \n",
       "Amazo           Male       red        Android          -     257   \n",
       "Anti-Monitor    Male    yellow  God / Eternal    No Hair      61   \n",
       "Atlas           Male      blue  God / Eternal      Brown     198   \n",
       "Bane            Male         -          Human          -     203   \n",
       "Big Barda     Female      blue        New God      Black     188   \n",
       "...              ...       ...            ...        ...     ...   \n",
       "Venom II        Male     brown              -      Black     175   \n",
       "Venom III       Male     brown       Symbiote      Brown     229   \n",
       "Vulture         Male     brown          Human    No Hair     180   \n",
       "Walrus          Male      blue          Human      Black     183   \n",
       "Weapon XI       Male         -              -          -     -99   \n",
       "\n",
       "                  publisher alignment  weight     hero name  agility  ...  \\\n",
       "name                                                                  ...   \n",
       "Amazo             DC Comics       bad   173.0         Amazo     True  ...   \n",
       "Anti-Monitor      DC Comics       bad     NaN  Anti-Monitor    False  ...   \n",
       "Atlas             DC Comics       bad   126.0         Atlas    False  ...   \n",
       "Bane              DC Comics       bad   180.0          Bane    False  ...   \n",
       "Big Barda         DC Comics       bad   135.0     Big Barda     True  ...   \n",
       "...                     ...       ...     ...           ...      ...  ...   \n",
       "Venom II      Marvel Comics       bad    50.0      Venom II     True  ...   \n",
       "Venom III     Marvel Comics       bad   334.0     Venom III     True  ...   \n",
       "Vulture       Marvel Comics       bad    79.0       Vulture     True  ...   \n",
       "Walrus        Marvel Comics       bad   162.0        Walrus    False  ...   \n",
       "Weapon XI     Marvel Comics       bad   -99.0     Weapon XI     True  ...   \n",
       "\n",
       "              web creation  reality warping  odin force  symbiote costume  \\\n",
       "name                                                                        \n",
       "Amazo                False            False       False             False   \n",
       "Anti-Monitor         False             True       False             False   \n",
       "Atlas                False            False       False             False   \n",
       "Bane                 False            False       False             False   \n",
       "Big Barda            False            False       False             False   \n",
       "...                    ...              ...         ...               ...   \n",
       "Venom II             False            False       False             False   \n",
       "Venom III            False            False       False              True   \n",
       "Vulture              False            False       False             False   \n",
       "Walrus               False            False       False             False   \n",
       "Weapon XI            False            False       False             False   \n",
       "\n",
       "              speed force  phoenix force  molecular dissipation  \\\n",
       "name                                                              \n",
       "Amazo               False          False                  False   \n",
       "Anti-Monitor        False          False                  False   \n",
       "Atlas               False          False                  False   \n",
       "Bane                False          False                  False   \n",
       "Big Barda           False          False                  False   \n",
       "...                   ...            ...                    ...   \n",
       "Venom II            False          False                  False   \n",
       "Venom III           False          False                  False   \n",
       "Vulture             False          False                  False   \n",
       "Walrus              False          False                  False   \n",
       "Weapon XI           False          False                  False   \n",
       "\n",
       "              vision - cryo  omnipresent  omniscient  \n",
       "name                                                  \n",
       "Amazo                 False        False       False  \n",
       "Anti-Monitor          False        False       False  \n",
       "Atlas                 False        False       False  \n",
       "Bane                  False        False       False  \n",
       "Big Barda             False        False       False  \n",
       "...                     ...          ...         ...  \n",
       "Venom II              False        False       False  \n",
       "Venom III             False        False       False  \n",
       "Vulture               False        False       False  \n",
       "Walrus                False        False       False  \n",
       "Weapon XI             False        False       False  \n",
       "\n",
       "[162 rows x 176 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[hero['alignment'] == 'bad']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hero.iloc[hero['alignment'] == 'bad']\n",
    "# ValueError: iLocation based boolean indexing cannot use an indexable as a mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anti-Monitor</th>\n",
       "      <td>Male</td>\n",
       "      <td>yellow</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>61</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anti-Monitor</td>\n",
       "      <td>False</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>Brown</td>\n",
       "      <td>198</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Atlas</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bane</th>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>Human</td>\n",
       "      <td>-</td>\n",
       "      <td>203</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Bane</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Big Barda</th>\n",
       "      <td>Female</td>\n",
       "      <td>blue</td>\n",
       "      <td>New God</td>\n",
       "      <td>Black</td>\n",
       "      <td>188</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Big Barda</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venom II</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>-</td>\n",
       "      <td>Black</td>\n",
       "      <td>175</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Venom II</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venom III</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Symbiote</td>\n",
       "      <td>Brown</td>\n",
       "      <td>229</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>334.0</td>\n",
       "      <td>Venom III</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vulture</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>180</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>79.0</td>\n",
       "      <td>Vulture</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Walrus</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Black</td>\n",
       "      <td>183</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Walrus</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weapon XI</th>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>Weapon XI</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>162 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              gender eye color           race hair color  height  \\\n",
       "name                                                               \n",
       "Amazo           Male       red        Android          -     257   \n",
       "Anti-Monitor    Male    yellow  God / Eternal    No Hair      61   \n",
       "Atlas           Male      blue  God / Eternal      Brown     198   \n",
       "Bane            Male         -          Human          -     203   \n",
       "Big Barda     Female      blue        New God      Black     188   \n",
       "...              ...       ...            ...        ...     ...   \n",
       "Venom II        Male     brown              -      Black     175   \n",
       "Venom III       Male     brown       Symbiote      Brown     229   \n",
       "Vulture         Male     brown          Human    No Hair     180   \n",
       "Walrus          Male      blue          Human      Black     183   \n",
       "Weapon XI       Male         -              -          -     -99   \n",
       "\n",
       "                  publisher alignment  weight     hero name  agility  ...  \\\n",
       "name                                                                  ...   \n",
       "Amazo             DC Comics       bad   173.0         Amazo     True  ...   \n",
       "Anti-Monitor      DC Comics       bad     NaN  Anti-Monitor    False  ...   \n",
       "Atlas             DC Comics       bad   126.0         Atlas    False  ...   \n",
       "Bane              DC Comics       bad   180.0          Bane    False  ...   \n",
       "Big Barda         DC Comics       bad   135.0     Big Barda     True  ...   \n",
       "...                     ...       ...     ...           ...      ...  ...   \n",
       "Venom II      Marvel Comics       bad    50.0      Venom II     True  ...   \n",
       "Venom III     Marvel Comics       bad   334.0     Venom III     True  ...   \n",
       "Vulture       Marvel Comics       bad    79.0       Vulture     True  ...   \n",
       "Walrus        Marvel Comics       bad   162.0        Walrus    False  ...   \n",
       "Weapon XI     Marvel Comics       bad   -99.0     Weapon XI     True  ...   \n",
       "\n",
       "              web creation  reality warping  odin force  symbiote costume  \\\n",
       "name                                                                        \n",
       "Amazo                False            False       False             False   \n",
       "Anti-Monitor         False             True       False             False   \n",
       "Atlas                False            False       False             False   \n",
       "Bane                 False            False       False             False   \n",
       "Big Barda            False            False       False             False   \n",
       "...                    ...              ...         ...               ...   \n",
       "Venom II             False            False       False             False   \n",
       "Venom III            False            False       False              True   \n",
       "Vulture              False            False       False             False   \n",
       "Walrus               False            False       False             False   \n",
       "Weapon XI            False            False       False             False   \n",
       "\n",
       "              speed force  phoenix force  molecular dissipation  \\\n",
       "name                                                              \n",
       "Amazo               False          False                  False   \n",
       "Anti-Monitor        False          False                  False   \n",
       "Atlas               False          False                  False   \n",
       "Bane                False          False                  False   \n",
       "Big Barda           False          False                  False   \n",
       "...                   ...            ...                    ...   \n",
       "Venom II            False          False                  False   \n",
       "Venom III           False          False                  False   \n",
       "Vulture             False          False                  False   \n",
       "Walrus              False          False                  False   \n",
       "Weapon XI           False          False                  False   \n",
       "\n",
       "              vision - cryo  omnipresent  omniscient  \n",
       "name                                                  \n",
       "Amazo                 False        False       False  \n",
       "Anti-Monitor          False        False       False  \n",
       "Atlas                 False        False       False  \n",
       "Bane                  False        False       False  \n",
       "Big Barda             False        False       False  \n",
       "...                     ...          ...         ...  \n",
       "Venom II              False        False       False  \n",
       "Venom III             False        False       False  \n",
       "Vulture               False        False       False  \n",
       "Walrus                False        False       False  \n",
       "Weapon XI             False        False       False  \n",
       "\n",
       "[162 rows x 176 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask = (hero['alignment'] == 'bad')\n",
    "hero.iloc[mask.values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anti-Monitor</th>\n",
       "      <td>Male</td>\n",
       "      <td>yellow</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>61</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anti-Monitor</td>\n",
       "      <td>False</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlas</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>Brown</td>\n",
       "      <td>198</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>126.0</td>\n",
       "      <td>Atlas</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bane</th>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>Human</td>\n",
       "      <td>-</td>\n",
       "      <td>203</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Bane</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Big Barda</th>\n",
       "      <td>Female</td>\n",
       "      <td>blue</td>\n",
       "      <td>New God</td>\n",
       "      <td>Black</td>\n",
       "      <td>188</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Big Barda</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venom II</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>-</td>\n",
       "      <td>Black</td>\n",
       "      <td>175</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Venom II</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venom III</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Symbiote</td>\n",
       "      <td>Brown</td>\n",
       "      <td>229</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>334.0</td>\n",
       "      <td>Venom III</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vulture</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>180</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>79.0</td>\n",
       "      <td>Vulture</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Walrus</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Black</td>\n",
       "      <td>183</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Walrus</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weapon XI</th>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>Weapon XI</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>162 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              gender eye color           race hair color  height  \\\n",
       "name                                                               \n",
       "Amazo           Male       red        Android          -     257   \n",
       "Anti-Monitor    Male    yellow  God / Eternal    No Hair      61   \n",
       "Atlas           Male      blue  God / Eternal      Brown     198   \n",
       "Bane            Male         -          Human          -     203   \n",
       "Big Barda     Female      blue        New God      Black     188   \n",
       "...              ...       ...            ...        ...     ...   \n",
       "Venom II        Male     brown              -      Black     175   \n",
       "Venom III       Male     brown       Symbiote      Brown     229   \n",
       "Vulture         Male     brown          Human    No Hair     180   \n",
       "Walrus          Male      blue          Human      Black     183   \n",
       "Weapon XI       Male         -              -          -     -99   \n",
       "\n",
       "                  publisher alignment  weight     hero name  agility  ...  \\\n",
       "name                                                                  ...   \n",
       "Amazo             DC Comics       bad   173.0         Amazo     True  ...   \n",
       "Anti-Monitor      DC Comics       bad     NaN  Anti-Monitor    False  ...   \n",
       "Atlas             DC Comics       bad   126.0         Atlas    False  ...   \n",
       "Bane              DC Comics       bad   180.0          Bane    False  ...   \n",
       "Big Barda         DC Comics       bad   135.0     Big Barda     True  ...   \n",
       "...                     ...       ...     ...           ...      ...  ...   \n",
       "Venom II      Marvel Comics       bad    50.0      Venom II     True  ...   \n",
       "Venom III     Marvel Comics       bad   334.0     Venom III     True  ...   \n",
       "Vulture       Marvel Comics       bad    79.0       Vulture     True  ...   \n",
       "Walrus        Marvel Comics       bad   162.0        Walrus    False  ...   \n",
       "Weapon XI     Marvel Comics       bad   -99.0     Weapon XI     True  ...   \n",
       "\n",
       "              web creation  reality warping  odin force  symbiote costume  \\\n",
       "name                                                                        \n",
       "Amazo                False            False       False             False   \n",
       "Anti-Monitor         False             True       False             False   \n",
       "Atlas                False            False       False             False   \n",
       "Bane                 False            False       False             False   \n",
       "Big Barda            False            False       False             False   \n",
       "...                    ...              ...         ...               ...   \n",
       "Venom II             False            False       False             False   \n",
       "Venom III            False            False       False              True   \n",
       "Vulture              False            False       False             False   \n",
       "Walrus               False            False       False             False   \n",
       "Weapon XI            False            False       False             False   \n",
       "\n",
       "              speed force  phoenix force  molecular dissipation  \\\n",
       "name                                                              \n",
       "Amazo               False          False                  False   \n",
       "Anti-Monitor        False          False                  False   \n",
       "Atlas               False          False                  False   \n",
       "Bane                False          False                  False   \n",
       "Big Barda           False          False                  False   \n",
       "...                   ...            ...                    ...   \n",
       "Venom II            False          False                  False   \n",
       "Venom III           False          False                  False   \n",
       "Vulture             False          False                  False   \n",
       "Walrus              False          False                  False   \n",
       "Weapon XI           False          False                  False   \n",
       "\n",
       "              vision - cryo  omnipresent  omniscient  \n",
       "name                                                  \n",
       "Amazo                 False        False       False  \n",
       "Anti-Monitor          False        False       False  \n",
       "Atlas                 False        False       False  \n",
       "Bane                  False        False       False  \n",
       "Big Barda             False        False       False  \n",
       "...                     ...          ...         ...  \n",
       "Venom II              False        False       False  \n",
       "Venom III             False        False       False  \n",
       "Vulture               False        False       False  \n",
       "Walrus                False        False       False  \n",
       "Weapon XI             False        False       False  \n",
       "\n",
       "[162 rows x 176 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero[hero['alignment'] == 'bad'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name\n",
       "Abin Sur           False\n",
       "Adam Strange       False\n",
       "Alan Scott         False\n",
       "Amazo               True\n",
       "Animal Man         False\n",
       "                   ...  \n",
       "X-23               False\n",
       "X-Man              False\n",
       "Yellowjacket       False\n",
       "Yellowjacket II    False\n",
       "Ymir               False\n",
       "Length: 537, dtype: bool"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(hero['alignment'] == 'bad') & (hero['height'] >= 200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Amazo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bane</th>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>Human</td>\n",
       "      <td>-</td>\n",
       "      <td>203</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Bane</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Darkseid</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>New God</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>267</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>817.0</td>\n",
       "      <td>Darkseid</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Doomsday</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Alien</td>\n",
       "      <td>White</td>\n",
       "      <td>244</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>412.0</td>\n",
       "      <td>Doomsday</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Killer Croc</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Metahuman</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>244</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>356.0</td>\n",
       "      <td>Killer Croc</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Solomon Grundy</th>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Zombie</td>\n",
       "      <td>White</td>\n",
       "      <td>279</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>437.0</td>\n",
       "      <td>Solomon Grundy</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abomination</th>\n",
       "      <td>Male</td>\n",
       "      <td>green</td>\n",
       "      <td>Human / Radiation</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>203</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>441.0</td>\n",
       "      <td>Abomination</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apocalypse</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Mutant</td>\n",
       "      <td>Black</td>\n",
       "      <td>213</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Apocalypse</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bloodaxe</th>\n",
       "      <td>Female</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>218</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>495.0</td>\n",
       "      <td>Bloodaxe</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Doctor Doom</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>201</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>187.0</td>\n",
       "      <td>Doctor Doom</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Doctor Doom II</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>-</td>\n",
       "      <td>Brown</td>\n",
       "      <td>201</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>132.0</td>\n",
       "      <td>Doctor Doom II</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frenzy</th>\n",
       "      <td>Female</td>\n",
       "      <td>brown</td>\n",
       "      <td>-</td>\n",
       "      <td>Black</td>\n",
       "      <td>211</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>104.0</td>\n",
       "      <td>Frenzy</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hela</th>\n",
       "      <td>Female</td>\n",
       "      <td>green</td>\n",
       "      <td>Asgardian</td>\n",
       "      <td>Black</td>\n",
       "      <td>213</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>225.0</td>\n",
       "      <td>Hela</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lizard</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Human</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>203</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>230.0</td>\n",
       "      <td>Lizard</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MODOK</th>\n",
       "      <td>Male</td>\n",
       "      <td>white</td>\n",
       "      <td>Cyborg</td>\n",
       "      <td>Brownn</td>\n",
       "      <td>366</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>338.0</td>\n",
       "      <td>MODOK</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Onslaught</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Mutant</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>305</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>405.0</td>\n",
       "      <td>Onslaught</td>\n",
       "      <td>False</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scorpion</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>211</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>310.0</td>\n",
       "      <td>Scorpion</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thanos</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Eternal</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>201</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>443.0</td>\n",
       "      <td>Thanos</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ultron</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>206</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>331.0</td>\n",
       "      <td>Ultron</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venom III</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Symbiote</td>\n",
       "      <td>Brown</td>\n",
       "      <td>229</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>334.0</td>\n",
       "      <td>Venom III</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                gender eye color               race hair color  height  \\\n",
       "name                                                                     \n",
       "Amazo             Male       red            Android          -     257   \n",
       "Bane              Male         -              Human          -     203   \n",
       "Darkseid          Male       red            New God    No Hair     267   \n",
       "Doomsday          Male       red              Alien      White     244   \n",
       "Killer Croc       Male       red          Metahuman    No Hair     244   \n",
       "Solomon Grundy    Male     black             Zombie      White     279   \n",
       "Abomination       Male     green  Human / Radiation    No Hair     203   \n",
       "Apocalypse        Male       red             Mutant      Black     213   \n",
       "Bloodaxe        Female      blue              Human      Brown     218   \n",
       "Doctor Doom       Male     brown              Human      Brown     201   \n",
       "Doctor Doom II    Male     brown                  -      Brown     201   \n",
       "Frenzy          Female     brown                  -      Black     211   \n",
       "Hela            Female     green          Asgardian      Black     213   \n",
       "Lizard            Male       red              Human    No Hair     203   \n",
       "MODOK             Male     white             Cyborg     Brownn     366   \n",
       "Onslaught         Male       red             Mutant    No Hair     305   \n",
       "Scorpion          Male     brown              Human      Brown     211   \n",
       "Thanos            Male       red            Eternal    No Hair     201   \n",
       "Ultron            Male       red            Android          -     206   \n",
       "Venom III         Male     brown           Symbiote      Brown     229   \n",
       "\n",
       "                    publisher alignment  weight       hero name  agility  ...  \\\n",
       "name                                                                      ...   \n",
       "Amazo               DC Comics       bad   173.0           Amazo     True  ...   \n",
       "Bane                DC Comics       bad   180.0            Bane    False  ...   \n",
       "Darkseid            DC Comics       bad   817.0        Darkseid     True  ...   \n",
       "Doomsday            DC Comics       bad   412.0        Doomsday     True  ...   \n",
       "Killer Croc         DC Comics       bad   356.0     Killer Croc     True  ...   \n",
       "Solomon Grundy      DC Comics       bad   437.0  Solomon Grundy    False  ...   \n",
       "Abomination     Marvel Comics       bad   441.0     Abomination    False  ...   \n",
       "Apocalypse      Marvel Comics       bad   135.0      Apocalypse     True  ...   \n",
       "Bloodaxe        Marvel Comics       bad   495.0        Bloodaxe     True  ...   \n",
       "Doctor Doom     Marvel Comics       bad   187.0     Doctor Doom    False  ...   \n",
       "Doctor Doom II  Marvel Comics       bad   132.0  Doctor Doom II    False  ...   \n",
       "Frenzy          Marvel Comics       bad   104.0          Frenzy    False  ...   \n",
       "Hela            Marvel Comics       bad   225.0            Hela     True  ...   \n",
       "Lizard          Marvel Comics       bad   230.0          Lizard    False  ...   \n",
       "MODOK           Marvel Comics       bad   338.0           MODOK     True  ...   \n",
       "Onslaught       Marvel Comics       bad   405.0       Onslaught    False  ...   \n",
       "Scorpion        Marvel Comics       bad   310.0        Scorpion     True  ...   \n",
       "Thanos          Marvel Comics       bad   443.0          Thanos     True  ...   \n",
       "Ultron          Marvel Comics       bad   331.0          Ultron     True  ...   \n",
       "Venom III       Marvel Comics       bad   334.0       Venom III     True  ...   \n",
       "\n",
       "                web creation  reality warping  odin force  symbiote costume  \\\n",
       "name                                                                          \n",
       "Amazo                  False            False       False             False   \n",
       "Bane                   False            False       False             False   \n",
       "Darkseid               False            False       False             False   \n",
       "Doomsday               False            False       False             False   \n",
       "Killer Croc            False            False       False             False   \n",
       "Solomon Grundy         False            False       False             False   \n",
       "Abomination            False            False       False             False   \n",
       "Apocalypse             False            False       False             False   \n",
       "Bloodaxe               False            False       False             False   \n",
       "Doctor Doom            False            False       False             False   \n",
       "Doctor Doom II         False            False       False             False   \n",
       "Frenzy                 False            False       False             False   \n",
       "Hela                   False            False       False             False   \n",
       "Lizard                 False            False       False             False   \n",
       "MODOK                  False            False       False             False   \n",
       "Onslaught              False             True       False             False   \n",
       "Scorpion               False            False       False             False   \n",
       "Thanos                 False             True       False             False   \n",
       "Ultron                 False            False       False             False   \n",
       "Venom III              False            False       False              True   \n",
       "\n",
       "                speed force  phoenix force  molecular dissipation  \\\n",
       "name                                                                \n",
       "Amazo                 False          False                  False   \n",
       "Bane                  False          False                  False   \n",
       "Darkseid              False          False                  False   \n",
       "Doomsday              False          False                  False   \n",
       "Killer Croc           False          False                  False   \n",
       "Solomon Grundy        False          False                  False   \n",
       "Abomination           False          False                  False   \n",
       "Apocalypse            False          False                  False   \n",
       "Bloodaxe              False          False                  False   \n",
       "Doctor Doom           False          False                  False   \n",
       "Doctor Doom II        False          False                  False   \n",
       "Frenzy                False          False                  False   \n",
       "Hela                  False          False                  False   \n",
       "Lizard                False          False                  False   \n",
       "MODOK                 False          False                  False   \n",
       "Onslaught             False          False                  False   \n",
       "Scorpion              False          False                  False   \n",
       "Thanos                False          False                  False   \n",
       "Ultron                False          False                  False   \n",
       "Venom III             False          False                  False   \n",
       "\n",
       "                vision - cryo  omnipresent  omniscient  \n",
       "name                                                    \n",
       "Amazo                   False        False       False  \n",
       "Bane                    False        False       False  \n",
       "Darkseid                False        False       False  \n",
       "Doomsday                False        False       False  \n",
       "Killer Croc             False        False       False  \n",
       "Solomon Grundy          False        False       False  \n",
       "Abomination             False        False       False  \n",
       "Apocalypse              False        False       False  \n",
       "Bloodaxe                False        False       False  \n",
       "Doctor Doom             False        False       False  \n",
       "Doctor Doom II          False        False       False  \n",
       "Frenzy                  False        False       False  \n",
       "Hela                    False        False       False  \n",
       "Lizard                  False        False       False  \n",
       "MODOK                   False        False       False  \n",
       "Onslaught               False        False       False  \n",
       "Scorpion                False        False       False  \n",
       "Thanos                  False        False       False  \n",
       "Ultron                  False        False       False  \n",
       "Venom III               False        False       False  \n",
       "\n",
       "[20 rows x 176 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero[(hero['alignment'] == 'bad') & (hero['height'] >= 200)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abin Sur</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Strange</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Scott</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animal Man</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anti-Monitor</th>\n",
       "      <td>Male</td>\n",
       "      <td>yellow</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>61</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anti-Monitor</td>\n",
       "      <td>False</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vision</th>\n",
       "      <td>Male</td>\n",
       "      <td>gold</td>\n",
       "      <td>Android</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>191</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Vision</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vulture</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>180</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>79.0</td>\n",
       "      <td>Vulture</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Warlock</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>188</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>108.0</td>\n",
       "      <td>Warlock</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yellowjacket</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Yellowjacket</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ymir</th>\n",
       "      <td>Male</td>\n",
       "      <td>white</td>\n",
       "      <td>Frost Giant</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>305</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>Ymir</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>137 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             gender eye color           race hair color  height  \\\n",
       "name                                                              \n",
       "Abin Sur       Male      blue        Ungaran    No Hair     185   \n",
       "Adam Strange   Male      blue          Human      Blond     185   \n",
       "Alan Scott     Male      blue              -      Blond     180   \n",
       "Animal Man     Male      blue          Human      Blond     183   \n",
       "Anti-Monitor   Male    yellow  God / Eternal    No Hair      61   \n",
       "...             ...       ...            ...        ...     ...   \n",
       "Vision         Male      gold        Android    No Hair     191   \n",
       "Vulture        Male     brown          Human    No Hair     180   \n",
       "Warlock        Male       red              -      Blond     188   \n",
       "Yellowjacket   Male      blue          Human      Blond     183   \n",
       "Ymir           Male     white    Frost Giant    No Hair     305   \n",
       "\n",
       "                  publisher alignment  weight     hero name  agility  ...  \\\n",
       "name                                                                  ...   \n",
       "Abin Sur          DC Comics      good    90.0      Abin Sur    False  ...   \n",
       "Adam Strange      DC Comics      good    88.0  Adam Strange    False  ...   \n",
       "Alan Scott        DC Comics      good    90.0    Alan Scott    False  ...   \n",
       "Animal Man        DC Comics      good    83.0    Animal Man    False  ...   \n",
       "Anti-Monitor      DC Comics       bad     NaN  Anti-Monitor    False  ...   \n",
       "...                     ...       ...     ...           ...      ...  ...   \n",
       "Vision        Marvel Comics      good   135.0        Vision    False  ...   \n",
       "Vulture       Marvel Comics       bad    79.0       Vulture     True  ...   \n",
       "Warlock       Marvel Comics      good   108.0       Warlock     True  ...   \n",
       "Yellowjacket  Marvel Comics      good    83.0  Yellowjacket    False  ...   \n",
       "Ymir          Marvel Comics      good   -99.0          Ymir    False  ...   \n",
       "\n",
       "              web creation  reality warping  odin force  symbiote costume  \\\n",
       "name                                                                        \n",
       "Abin Sur             False            False       False             False   \n",
       "Adam Strange         False            False       False             False   \n",
       "Alan Scott           False            False       False             False   \n",
       "Animal Man           False            False       False             False   \n",
       "Anti-Monitor         False             True       False             False   \n",
       "...                    ...              ...         ...               ...   \n",
       "Vision               False            False       False             False   \n",
       "Vulture              False            False       False             False   \n",
       "Warlock              False            False       False             False   \n",
       "Yellowjacket         False            False       False             False   \n",
       "Ymir                 False            False       False             False   \n",
       "\n",
       "              speed force  phoenix force  molecular dissipation  \\\n",
       "name                                                              \n",
       "Abin Sur            False          False                  False   \n",
       "Adam Strange        False          False                  False   \n",
       "Alan Scott          False          False                  False   \n",
       "Animal Man          False          False                  False   \n",
       "Anti-Monitor        False          False                  False   \n",
       "...                   ...            ...                    ...   \n",
       "Vision              False          False                  False   \n",
       "Vulture             False          False                  False   \n",
       "Warlock             False          False                  False   \n",
       "Yellowjacket        False          False                  False   \n",
       "Ymir                False          False                  False   \n",
       "\n",
       "              vision - cryo  omnipresent  omniscient  \n",
       "name                                                  \n",
       "Abin Sur              False        False       False  \n",
       "Adam Strange          False        False       False  \n",
       "Alan Scott            False        False       False  \n",
       "Animal Man            False        False       False  \n",
       "Anti-Monitor          False        False       False  \n",
       "...                     ...          ...         ...  \n",
       "Vision                False        False       False  \n",
       "Vulture               False        False       False  \n",
       "Warlock               False        False       False  \n",
       "Yellowjacket          False        False       False  \n",
       "Ymir                  False        False       False  \n",
       "\n",
       "[137 rows x 176 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero[(hero['hair color'] == 'No Hair') | (hero['hair color'] == 'Blond')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name\n",
       "Abin Sur            True\n",
       "Adam Strange        True\n",
       "Alan Scott          True\n",
       "Amazo              False\n",
       "Animal Man          True\n",
       "                   ...  \n",
       "X-23               False\n",
       "X-Man              False\n",
       "Yellowjacket        True\n",
       "Yellowjacket II    False\n",
       "Ymir                True\n",
       "Name: hair color, Length: 537, dtype: bool"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero['hair color'].isin(['No Hair', 'Blond'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Abin Sur</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adam Strange</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alan Scott</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animal Man</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anti-Monitor</th>\n",
       "      <td>Male</td>\n",
       "      <td>yellow</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>61</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anti-Monitor</td>\n",
       "      <td>False</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vision</th>\n",
       "      <td>Male</td>\n",
       "      <td>gold</td>\n",
       "      <td>Android</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>191</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>135.0</td>\n",
       "      <td>Vision</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vulture</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>180</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>79.0</td>\n",
       "      <td>Vulture</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Warlock</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>188</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>108.0</td>\n",
       "      <td>Warlock</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yellowjacket</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Yellowjacket</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ymir</th>\n",
       "      <td>Male</td>\n",
       "      <td>white</td>\n",
       "      <td>Frost Giant</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>305</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>Ymir</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>137 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             gender eye color           race hair color  height  \\\n",
       "name                                                              \n",
       "Abin Sur       Male      blue        Ungaran    No Hair     185   \n",
       "Adam Strange   Male      blue          Human      Blond     185   \n",
       "Alan Scott     Male      blue              -      Blond     180   \n",
       "Animal Man     Male      blue          Human      Blond     183   \n",
       "Anti-Monitor   Male    yellow  God / Eternal    No Hair      61   \n",
       "...             ...       ...            ...        ...     ...   \n",
       "Vision         Male      gold        Android    No Hair     191   \n",
       "Vulture        Male     brown          Human    No Hair     180   \n",
       "Warlock        Male       red              -      Blond     188   \n",
       "Yellowjacket   Male      blue          Human      Blond     183   \n",
       "Ymir           Male     white    Frost Giant    No Hair     305   \n",
       "\n",
       "                  publisher alignment  weight     hero name  agility  ...  \\\n",
       "name                                                                  ...   \n",
       "Abin Sur          DC Comics      good    90.0      Abin Sur    False  ...   \n",
       "Adam Strange      DC Comics      good    88.0  Adam Strange    False  ...   \n",
       "Alan Scott        DC Comics      good    90.0    Alan Scott    False  ...   \n",
       "Animal Man        DC Comics      good    83.0    Animal Man    False  ...   \n",
       "Anti-Monitor      DC Comics       bad     NaN  Anti-Monitor    False  ...   \n",
       "...                     ...       ...     ...           ...      ...  ...   \n",
       "Vision        Marvel Comics      good   135.0        Vision    False  ...   \n",
       "Vulture       Marvel Comics       bad    79.0       Vulture     True  ...   \n",
       "Warlock       Marvel Comics      good   108.0       Warlock     True  ...   \n",
       "Yellowjacket  Marvel Comics      good    83.0  Yellowjacket    False  ...   \n",
       "Ymir          Marvel Comics      good   -99.0          Ymir    False  ...   \n",
       "\n",
       "              web creation  reality warping  odin force  symbiote costume  \\\n",
       "name                                                                        \n",
       "Abin Sur             False            False       False             False   \n",
       "Adam Strange         False            False       False             False   \n",
       "Alan Scott           False            False       False             False   \n",
       "Animal Man           False            False       False             False   \n",
       "Anti-Monitor         False             True       False             False   \n",
       "...                    ...              ...         ...               ...   \n",
       "Vision               False            False       False             False   \n",
       "Vulture              False            False       False             False   \n",
       "Warlock              False            False       False             False   \n",
       "Yellowjacket         False            False       False             False   \n",
       "Ymir                 False            False       False             False   \n",
       "\n",
       "              speed force  phoenix force  molecular dissipation  \\\n",
       "name                                                              \n",
       "Abin Sur            False          False                  False   \n",
       "Adam Strange        False          False                  False   \n",
       "Alan Scott          False          False                  False   \n",
       "Animal Man          False          False                  False   \n",
       "Anti-Monitor        False          False                  False   \n",
       "...                   ...            ...                    ...   \n",
       "Vision              False          False                  False   \n",
       "Vulture             False          False                  False   \n",
       "Warlock             False          False                  False   \n",
       "Yellowjacket        False          False                  False   \n",
       "Ymir                False          False                  False   \n",
       "\n",
       "              vision - cryo  omnipresent  omniscient  \n",
       "name                                                  \n",
       "Abin Sur              False        False       False  \n",
       "Adam Strange          False        False       False  \n",
       "Alan Scott            False        False       False  \n",
       "Animal Man            False        False       False  \n",
       "Anti-Monitor          False        False       False  \n",
       "...                     ...          ...         ...  \n",
       "Vision                False        False       False  \n",
       "Vulture               False        False       False  \n",
       "Warlock               False        False       False  \n",
       "Yellowjacket          False        False       False  \n",
       "Ymir                  False        False       False  \n",
       "\n",
       "[137 rows x 176 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero[hero['hair color'].isin(['No Hair', 'Blond'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>agility</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bizarro</th>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Black</td>\n",
       "      <td>191</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>155.0</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Black Flash</th>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Black Flash</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Captain Cold</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deathstroke</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>White</td>\n",
       "      <td>193</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>101.0</td>\n",
       "      <td>Deathstroke</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Etrigan</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Demon</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>193</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Etrigan</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indigo</th>\n",
       "      <td>Female</td>\n",
       "      <td>-</td>\n",
       "      <td>Alien</td>\n",
       "      <td>Purple</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Indigo</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lobo</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Czarnian</td>\n",
       "      <td>Black</td>\n",
       "      <td>229</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>288.0</td>\n",
       "      <td>Lobo</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Man-Bat</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Man-Bat</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Raven</th>\n",
       "      <td>Female</td>\n",
       "      <td>indigo</td>\n",
       "      <td>Human</td>\n",
       "      <td>Black</td>\n",
       "      <td>165</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Raven</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Red Hood</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Black</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>81.0</td>\n",
       "      <td>Red Hood</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Robin VI</th>\n",
       "      <td>Female</td>\n",
       "      <td>green</td>\n",
       "      <td>Human</td>\n",
       "      <td>Red</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Robin VI</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sinestro</th>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Korugaran</td>\n",
       "      <td>Black</td>\n",
       "      <td>201</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>92.0</td>\n",
       "      <td>Sinestro</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Comedian</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Black</td>\n",
       "      <td>188</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>101.0</td>\n",
       "      <td>The Comedian</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trickster</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>-</td>\n",
       "      <td>81.0</td>\n",
       "      <td>Trickster</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anti-Venom</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Symbiote</td>\n",
       "      <td>Blond</td>\n",
       "      <td>229</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>-</td>\n",
       "      <td>358.0</td>\n",
       "      <td>Anti-Venom</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blackwulf</th>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Alien</td>\n",
       "      <td>White</td>\n",
       "      <td>188</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>-</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Blackwulf</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Copycat</th>\n",
       "      <td>Female</td>\n",
       "      <td>red</td>\n",
       "      <td>Mutant</td>\n",
       "      <td>White</td>\n",
       "      <td>183</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>67.0</td>\n",
       "      <td>Copycat</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Deadpool</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Mutant</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>188</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>95.0</td>\n",
       "      <td>Deadpool</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Galactus</th>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Cosmic Entity</td>\n",
       "      <td>Black</td>\n",
       "      <td>876</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Galactus</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gladiator</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Strontian</td>\n",
       "      <td>Blue</td>\n",
       "      <td>198</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>268.0</td>\n",
       "      <td>Gladiator</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Juggernaut</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Red</td>\n",
       "      <td>287</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Juggernaut</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Living Tribunal</th>\n",
       "      <td>-</td>\n",
       "      <td>blue</td>\n",
       "      <td>Cosmic Entity</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>-99</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>Living Tribunal</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>One-Above-All</th>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>Cosmic Entity</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>One-Above-All</td>\n",
       "      <td>True</td>\n",
       "      <td>...</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>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Red Hulk</th>\n",
       "      <td>Male</td>\n",
       "      <td>yellow</td>\n",
       "      <td>Human / Radiation</td>\n",
       "      <td>Black</td>\n",
       "      <td>213</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>630.0</td>\n",
       "      <td>Red Hulk</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sandman</th>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>185</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>203.0</td>\n",
       "      <td>Sandman</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sentry</th>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Mutant</td>\n",
       "      <td>Blond</td>\n",
       "      <td>188</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>87.0</td>\n",
       "      <td>Sentry</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toad</th>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Mutant</td>\n",
       "      <td>Brown</td>\n",
       "      <td>175</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>76.0</td>\n",
       "      <td>Toad</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venompool</th>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>Symbiote</td>\n",
       "      <td>-</td>\n",
       "      <td>226</td>\n",
       "      <td>Marvel Comics</td>\n",
       "      <td>-</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>Venompool</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 176 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 gender eye color               race hair color  height  \\\n",
       "name                                                                      \n",
       "Bizarro            Male     black            Bizarro      Black     191   \n",
       "Black Flash        Male         -      God / Eternal          -     -99   \n",
       "Captain Cold       Male     brown              Human      Brown     -99   \n",
       "Deathstroke        Male      blue              Human      White     193   \n",
       "Etrigan            Male       red              Demon    No Hair     193   \n",
       "Indigo           Female         -              Alien     Purple     -99   \n",
       "Lobo               Male       red           Czarnian      Black     229   \n",
       "Man-Bat            Male     brown              Human      Brown     -99   \n",
       "Raven            Female    indigo              Human      Black     165   \n",
       "Red Hood           Male      blue              Human      Black     183   \n",
       "Robin VI         Female     green              Human        Red     -99   \n",
       "Sinestro           Male     black          Korugaran      Black     201   \n",
       "The Comedian       Male     brown              Human      Black     188   \n",
       "Trickster          Male      blue              Human      Blond     183   \n",
       "Anti-Venom         Male      blue           Symbiote      Blond     229   \n",
       "Blackwulf          Male       red              Alien      White     188   \n",
       "Copycat          Female       red             Mutant      White     183   \n",
       "Deadpool           Male     brown             Mutant    No Hair     188   \n",
       "Galactus           Male     black      Cosmic Entity      Black     876   \n",
       "Gladiator          Male      blue          Strontian       Blue     198   \n",
       "Juggernaut         Male      blue              Human        Red     287   \n",
       "Living Tribunal       -      blue      Cosmic Entity    No Hair     -99   \n",
       "One-Above-All         -         -      Cosmic Entity          -     -99   \n",
       "Red Hulk           Male    yellow  Human / Radiation      Black     213   \n",
       "Sandman            Male     brown              Human      Brown     185   \n",
       "Sentry             Male      blue             Mutant      Blond     188   \n",
       "Toad               Male     black             Mutant      Brown     175   \n",
       "Venompool          Male         -           Symbiote          -     226   \n",
       "\n",
       "                     publisher alignment  weight        hero name  agility  \\\n",
       "name                                                                         \n",
       "Bizarro              DC Comics   neutral   155.0          Bizarro     True   \n",
       "Black Flash          DC Comics   neutral     NaN      Black Flash     True   \n",
       "Captain Cold         DC Comics   neutral     NaN     Captain Cold    False   \n",
       "Deathstroke          DC Comics   neutral   101.0      Deathstroke     True   \n",
       "Etrigan              DC Comics   neutral   203.0          Etrigan    False   \n",
       "Indigo               DC Comics   neutral     NaN           Indigo    False   \n",
       "Lobo                 DC Comics   neutral   288.0             Lobo    False   \n",
       "Man-Bat              DC Comics   neutral     NaN          Man-Bat     True   \n",
       "Raven                DC Comics   neutral    50.0            Raven    False   \n",
       "Red Hood             DC Comics   neutral    81.0         Red Hood     True   \n",
       "Robin VI             DC Comics   neutral     NaN         Robin VI     True   \n",
       "Sinestro             DC Comics   neutral    92.0         Sinestro     True   \n",
       "The Comedian         DC Comics   neutral   101.0     The Comedian    False   \n",
       "Trickster            DC Comics         -    81.0        Trickster    False   \n",
       "Anti-Venom       Marvel Comics         -   358.0       Anti-Venom    False   \n",
       "Blackwulf        Marvel Comics         -    88.0        Blackwulf    False   \n",
       "Copycat          Marvel Comics   neutral    67.0          Copycat    False   \n",
       "Deadpool         Marvel Comics   neutral    95.0         Deadpool     True   \n",
       "Galactus         Marvel Comics   neutral    16.0         Galactus    False   \n",
       "Gladiator        Marvel Comics   neutral   268.0        Gladiator     True   \n",
       "Juggernaut       Marvel Comics   neutral   855.0       Juggernaut    False   \n",
       "Living Tribunal  Marvel Comics   neutral   -99.0  Living Tribunal     True   \n",
       "One-Above-All    Marvel Comics   neutral   -99.0    One-Above-All     True   \n",
       "Red Hulk         Marvel Comics   neutral   630.0         Red Hulk    False   \n",
       "Sandman          Marvel Comics   neutral   203.0          Sandman     True   \n",
       "Sentry           Marvel Comics   neutral    87.0           Sentry     True   \n",
       "Toad             Marvel Comics   neutral    76.0             Toad     True   \n",
       "Venompool        Marvel Comics         -   -99.0        Venompool     True   \n",
       "\n",
       "                 ...  web creation  reality warping  odin force  \\\n",
       "name             ...                                              \n",
       "Bizarro          ...         False            False       False   \n",
       "Black Flash      ...         False            False       False   \n",
       "Captain Cold     ...         False            False       False   \n",
       "Deathstroke      ...         False            False       False   \n",
       "Etrigan          ...         False            False       False   \n",
       "Indigo           ...         False            False       False   \n",
       "Lobo             ...         False            False       False   \n",
       "Man-Bat          ...         False            False       False   \n",
       "Raven            ...         False            False       False   \n",
       "Red Hood         ...         False            False       False   \n",
       "Robin VI         ...         False            False       False   \n",
       "Sinestro         ...         False            False       False   \n",
       "The Comedian     ...         False            False       False   \n",
       "Trickster        ...         False            False       False   \n",
       "Anti-Venom       ...          True            False       False   \n",
       "Blackwulf        ...         False            False       False   \n",
       "Copycat          ...         False            False       False   \n",
       "Deadpool         ...         False            False       False   \n",
       "Galactus         ...         False            False       False   \n",
       "Gladiator        ...         False            False       False   \n",
       "Juggernaut       ...         False            False       False   \n",
       "Living Tribunal  ...         False             True       False   \n",
       "One-Above-All    ...         False             True       False   \n",
       "Red Hulk         ...         False            False       False   \n",
       "Sandman          ...         False            False       False   \n",
       "Sentry           ...         False            False       False   \n",
       "Toad             ...         False            False       False   \n",
       "Venompool        ...          True            False       False   \n",
       "\n",
       "                 symbiote costume  speed force  phoenix force  \\\n",
       "name                                                            \n",
       "Bizarro                     False        False          False   \n",
       "Black Flash                 False        False          False   \n",
       "Captain Cold                False        False          False   \n",
       "Deathstroke                 False        False          False   \n",
       "Etrigan                     False        False          False   \n",
       "Indigo                      False        False          False   \n",
       "Lobo                        False        False          False   \n",
       "Man-Bat                     False        False          False   \n",
       "Raven                       False        False          False   \n",
       "Red Hood                    False        False          False   \n",
       "Robin VI                    False        False          False   \n",
       "Sinestro                    False        False          False   \n",
       "The Comedian                False        False          False   \n",
       "Trickster                   False        False          False   \n",
       "Anti-Venom                   True        False          False   \n",
       "Blackwulf                   False        False          False   \n",
       "Copycat                     False        False          False   \n",
       "Deadpool                    False        False          False   \n",
       "Galactus                    False        False          False   \n",
       "Gladiator                   False        False          False   \n",
       "Juggernaut                  False        False          False   \n",
       "Living Tribunal             False        False          False   \n",
       "One-Above-All               False        False          False   \n",
       "Red Hulk                    False        False          False   \n",
       "Sandman                     False        False          False   \n",
       "Sentry                      False        False          False   \n",
       "Toad                        False        False          False   \n",
       "Venompool                    True        False          False   \n",
       "\n",
       "                 molecular dissipation  vision - cryo  omnipresent  omniscient  \n",
       "name                                                                            \n",
       "Bizarro                          False           True        False       False  \n",
       "Black Flash                      False          False        False       False  \n",
       "Captain Cold                     False          False        False       False  \n",
       "Deathstroke                      False          False        False       False  \n",
       "Etrigan                          False          False        False       False  \n",
       "Indigo                           False          False        False       False  \n",
       "Lobo                             False          False        False       False  \n",
       "Man-Bat                          False          False        False       False  \n",
       "Raven                            False          False        False       False  \n",
       "Red Hood                         False          False        False       False  \n",
       "Robin VI                         False          False        False       False  \n",
       "Sinestro                         False          False        False       False  \n",
       "The Comedian                     False          False        False       False  \n",
       "Trickster                        False          False        False       False  \n",
       "Anti-Venom                       False          False        False       False  \n",
       "Blackwulf                        False          False        False       False  \n",
       "Copycat                          False          False        False       False  \n",
       "Deadpool                         False          False        False       False  \n",
       "Galactus                         False          False        False       False  \n",
       "Gladiator                        False          False        False       False  \n",
       "Juggernaut                       False          False        False       False  \n",
       "Living Tribunal                  False          False        False       False  \n",
       "One-Above-All                    False          False         True        True  \n",
       "Red Hulk                         False          False        False       False  \n",
       "Sandman                          False          False        False       False  \n",
       "Sentry                           False          False        False       False  \n",
       "Toad                             False          False        False       False  \n",
       "Venompool                        False          False        False       False  \n",
       "\n",
       "[28 rows x 176 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero[~hero['alignment'].isin(['good', 'bad'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Abin Sur', 'Adam Strange', 'Alan Scott', 'Amazo', 'Animal Man',\n",
       "       'Anti-Monitor', 'Aquababy', 'Aqualad', 'Aquaman', 'Atlas',\n",
       "       ...\n",
       "       'Weapon XI', 'Winter Soldier', 'Wolfsbane', 'Wolverine', 'Wonder Man',\n",
       "       'X-23', 'X-Man', 'Yellowjacket', 'Yellowjacket II', 'Ymir'],\n",
       "      dtype='object', name='name', length=537)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           name gender eye color     race hair color  height  publisher  \\\n",
       "0      Abin Sur   Male      blue  Ungaran    No Hair     185  DC Comics   \n",
       "1  Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "\n",
       "  alignment  weight     hero name  ...  web creation  reality warping  \\\n",
       "0      good    90.0      Abin Sur  ...         False            False   \n",
       "1      good    88.0  Adam Strange  ...         False            False   \n",
       "\n",
       "   odin force  symbiote costume  speed force  phoenix force  \\\n",
       "0       False             False        False          False   \n",
       "1       False             False        False          False   \n",
       "\n",
       "   molecular dissipation  vision - cryo  omnipresent  omniscient  \n",
       "0                  False          False        False       False  \n",
       "1                  False          False        False       False  \n",
       "\n",
       "[2 rows x 177 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero = hero.reset_index() \n",
    "hero.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Black</td>\n",
       "      <td>191</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>155.0</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Black Flash</td>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Black Flash</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name gender eye color           race hair color  height  \\\n",
       "31       Bizarro   Male     black        Bizarro      Black     191   \n",
       "35   Black Flash   Male         -  God / Eternal          -     -99   \n",
       "48  Captain Cold   Male     brown          Human      Brown     -99   \n",
       "\n",
       "    publisher alignment  weight     hero name  ...  web creation  \\\n",
       "31  DC Comics   neutral   155.0       Bizarro  ...         False   \n",
       "35  DC Comics   neutral     NaN   Black Flash  ...         False   \n",
       "48  DC Comics   neutral     NaN  Captain Cold  ...         False   \n",
       "\n",
       "    reality warping  odin force  symbiote costume  speed force  phoenix force  \\\n",
       "31            False       False             False        False          False   \n",
       "35            False       False             False        False          False   \n",
       "48            False       False             False        False          False   \n",
       "\n",
       "    molecular dissipation  vision - cryo  omnipresent  omniscient  \n",
       "31                  False           True        False       False  \n",
       "35                  False          False        False       False  \n",
       "48                  False          False        False       False  \n",
       "\n",
       "[3 rows x 177 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_neutral = hero[hero['alignment']=='neutral']\n",
    "hero_neutral.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                     Bizarro\n",
       "gender                      Male\n",
       "eye color                  black\n",
       "race                     Bizarro\n",
       "hair color                 Black\n",
       "                          ...   \n",
       "phoenix force              False\n",
       "molecular dissipation      False\n",
       "vision - cryo               True\n",
       "omnipresent                False\n",
       "omniscient                 False\n",
       "Name: 31, Length: 177, dtype: object"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_neutral.loc[31]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                     Bizarro\n",
       "gender                      Male\n",
       "eye color                  black\n",
       "race                     Bizarro\n",
       "hair color                 Black\n",
       "                          ...   \n",
       "phoenix force              False\n",
       "molecular dissipation      False\n",
       "vision - cryo               True\n",
       "omnipresent                False\n",
       "omniscient                 False\n",
       "Name: 31, Length: 177, dtype: object"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_neutral.iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Black</td>\n",
       "      <td>191</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>155.0</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Black Flash</td>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Black Flash</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name gender eye color           race hair color  height  \\\n",
       "31       Bizarro   Male     black        Bizarro      Black     191   \n",
       "35   Black Flash   Male         -  God / Eternal          -     -99   \n",
       "48  Captain Cold   Male     brown          Human      Brown     -99   \n",
       "\n",
       "    publisher alignment  weight     hero name  ...  web creation  \\\n",
       "31  DC Comics   neutral   155.0       Bizarro  ...         False   \n",
       "35  DC Comics   neutral     NaN   Black Flash  ...         False   \n",
       "48  DC Comics   neutral     NaN  Captain Cold  ...         False   \n",
       "\n",
       "    reality warping  odin force  symbiote costume  speed force  phoenix force  \\\n",
       "31            False       False             False        False          False   \n",
       "35            False       False             False        False          False   \n",
       "48            False       False             False        False          False   \n",
       "\n",
       "    molecular dissipation  vision - cryo  omnipresent  omniscient  \n",
       "31                  False           True        False       False  \n",
       "35                  False          False        False       False  \n",
       "48                  False          False        False       False  \n",
       "\n",
       "[3 rows x 177 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_neutral.loc[[31,35,48]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Black</td>\n",
       "      <td>191</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>155.0</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Black Flash</td>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Black Flash</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name gender eye color           race hair color  height  \\\n",
       "31       Bizarro   Male     black        Bizarro      Black     191   \n",
       "35   Black Flash   Male         -  God / Eternal          -     -99   \n",
       "48  Captain Cold   Male     brown          Human      Brown     -99   \n",
       "\n",
       "    publisher alignment  weight     hero name  ...  web creation  \\\n",
       "31  DC Comics   neutral   155.0       Bizarro  ...         False   \n",
       "35  DC Comics   neutral     NaN   Black Flash  ...         False   \n",
       "48  DC Comics   neutral     NaN  Captain Cold  ...         False   \n",
       "\n",
       "    reality warping  odin force  symbiote costume  speed force  phoenix force  \\\n",
       "31            False       False             False        False          False   \n",
       "35            False       False             False        False          False   \n",
       "48            False       False             False        False          False   \n",
       "\n",
       "    molecular dissipation  vision - cryo  omnipresent  omniscient  \n",
       "31                  False           True        False       False  \n",
       "35                  False          False        False       False  \n",
       "48                  False          False        False       False  \n",
       "\n",
       "[3 rows x 177 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_neutral.loc[31:48]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Black</td>\n",
       "      <td>191</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>155.0</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Black Flash</td>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Black Flash</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name gender eye color           race hair color  height  \\\n",
       "31       Bizarro   Male     black        Bizarro      Black     191   \n",
       "35   Black Flash   Male         -  God / Eternal          -     -99   \n",
       "48  Captain Cold   Male     brown          Human      Brown     -99   \n",
       "\n",
       "    publisher alignment  weight     hero name  ...  web creation  \\\n",
       "31  DC Comics   neutral   155.0       Bizarro  ...         False   \n",
       "35  DC Comics   neutral     NaN   Black Flash  ...         False   \n",
       "48  DC Comics   neutral     NaN  Captain Cold  ...         False   \n",
       "\n",
       "    reality warping  odin force  symbiote costume  speed force  phoenix force  \\\n",
       "31            False       False             False        False          False   \n",
       "35            False       False             False        False          False   \n",
       "48            False       False             False        False          False   \n",
       "\n",
       "    molecular dissipation  vision - cryo  omnipresent  omniscient  \n",
       "31                  False           True        False       False  \n",
       "35                  False          False        False       False  \n",
       "48                  False          False        False       False  \n",
       "\n",
       "[3 rows x 177 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_neutral.iloc[[0,1,2]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Male</td>\n",
       "      <td>black</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>Black</td>\n",
       "      <td>191</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>155.0</td>\n",
       "      <td>Bizarro</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Black Flash</td>\n",
       "      <td>Male</td>\n",
       "      <td>-</td>\n",
       "      <td>God / Eternal</td>\n",
       "      <td>-</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Black Flash</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>Male</td>\n",
       "      <td>brown</td>\n",
       "      <td>Human</td>\n",
       "      <td>Brown</td>\n",
       "      <td>-99</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Captain Cold</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            name gender eye color           race hair color  height  \\\n",
       "31       Bizarro   Male     black        Bizarro      Black     191   \n",
       "35   Black Flash   Male         -  God / Eternal          -     -99   \n",
       "48  Captain Cold   Male     brown          Human      Brown     -99   \n",
       "\n",
       "    publisher alignment  weight     hero name  ...  web creation  \\\n",
       "31  DC Comics   neutral   155.0       Bizarro  ...         False   \n",
       "35  DC Comics   neutral     NaN   Black Flash  ...         False   \n",
       "48  DC Comics   neutral     NaN  Captain Cold  ...         False   \n",
       "\n",
       "    reality warping  odin force  symbiote costume  speed force  phoenix force  \\\n",
       "31            False       False             False        False          False   \n",
       "35            False       False             False        False          False   \n",
       "48            False       False             False        False          False   \n",
       "\n",
       "    molecular dissipation  vision - cryo  omnipresent  omniscient  \n",
       "31                  False           True        False       False  \n",
       "35                  False          False        False       False  \n",
       "48                  False          False        False       False  \n",
       "\n",
       "[3 rows x 177 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero_neutral.iloc[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Subsetting both rows and columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>gender</th>\n",
       "      <th>eye color</th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "      <th>publisher</th>\n",
       "      <th>alignment</th>\n",
       "      <th>weight</th>\n",
       "      <th>hero name</th>\n",
       "      <th>...</th>\n",
       "      <th>web creation</th>\n",
       "      <th>reality warping</th>\n",
       "      <th>odin force</th>\n",
       "      <th>symbiote costume</th>\n",
       "      <th>speed force</th>\n",
       "      <th>phoenix force</th>\n",
       "      <th>molecular dissipation</th>\n",
       "      <th>vision - cryo</th>\n",
       "      <th>omnipresent</th>\n",
       "      <th>omniscient</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Ungaran</td>\n",
       "      <td>No Hair</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Abin Sur</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>185</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Adam Strange</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Alan Scott</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Amazo</td>\n",
       "      <td>Male</td>\n",
       "      <td>red</td>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>bad</td>\n",
       "      <td>173.0</td>\n",
       "      <td>Amazo</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Animal Man</td>\n",
       "      <td>Male</td>\n",
       "      <td>blue</td>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "      <td>DC Comics</td>\n",
       "      <td>good</td>\n",
       "      <td>83.0</td>\n",
       "      <td>Animal Man</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           name gender eye color     race hair color  height  publisher  \\\n",
       "0      Abin Sur   Male      blue  Ungaran    No Hair     185  DC Comics   \n",
       "1  Adam Strange   Male      blue    Human      Blond     185  DC Comics   \n",
       "2    Alan Scott   Male      blue        -      Blond     180  DC Comics   \n",
       "3         Amazo   Male       red  Android          -     257  DC Comics   \n",
       "4    Animal Man   Male      blue    Human      Blond     183  DC Comics   \n",
       "\n",
       "  alignment  weight     hero name  ...  web creation  reality warping  \\\n",
       "0      good    90.0      Abin Sur  ...         False            False   \n",
       "1      good    88.0  Adam Strange  ...         False            False   \n",
       "2      good    90.0    Alan Scott  ...         False            False   \n",
       "3       bad   173.0         Amazo  ...         False            False   \n",
       "4      good    83.0    Animal Man  ...         False            False   \n",
       "\n",
       "   odin force  symbiote costume  speed force  phoenix force  \\\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",
       "   molecular dissipation  vision - cryo  omnipresent  omniscient  \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",
       "[5 rows x 177 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hero.loc[0] is equivalent to hero.loc[0,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Ungaran'"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[0, 'race']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Ungaran'"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.iloc[0, 3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      race hair color  height\n",
       "2        -      Blond     180\n",
       "3  Android          -     257\n",
       "4    Human      Blond     183"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[2:4, 'race':'height']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>race</th>\n",
       "      <th>hair color</th>\n",
       "      <th>height</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-</td>\n",
       "      <td>Blond</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Android</td>\n",
       "      <td>-</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Human</td>\n",
       "      <td>Blond</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      race hair color  height\n",
       "2        -      Blond     180\n",
       "3  Android          -     257\n",
       "4    Human      Blond     183"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.iloc[2:5, 3:6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hero name</th>\n",
       "      <th>super strength</th>\n",
       "      <th>flight</th>\n",
       "      <th>super speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Atlas</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Atom</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Atom</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Atom Girl</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Atom II</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Atom III</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Atom IV</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Azrael</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Aztar</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Bane</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Batgirl</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    hero name  super strength  flight  super speed\n",
       "10      Atlas            True   False         True\n",
       "11       Atom            True   False         True\n",
       "12       Atom            True   False         True\n",
       "13  Atom Girl           False   False        False\n",
       "14    Atom II            True    True        False\n",
       "15   Atom III           False   False        False\n",
       "16    Atom IV           False   False        False\n",
       "17     Azrael            True   False         True\n",
       "18      Aztar            True    True         True\n",
       "19       Bane            True   False         True\n",
       "20    Batgirl           False   False        False"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[10:20, ['hero name', 'super strength', 'flight', 'super speed']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hero name</th>\n",
       "      <th>super strength</th>\n",
       "      <th>flight</th>\n",
       "      <th>super speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Atlas</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Atom</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Atom</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Atom Girl</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Atom II</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Atom III</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Atom IV</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Azrael</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Aztar</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Bane</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Batgirl</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    hero name  super strength  flight  super speed\n",
       "10      Atlas            True   False         True\n",
       "11       Atom            True   False         True\n",
       "12       Atom            True   False         True\n",
       "13  Atom Girl           False   False        False\n",
       "14    Atom II            True    True        False\n",
       "15   Atom III           False   False        False\n",
       "16    Atom IV           False   False        False\n",
       "17     Azrael            True   False         True\n",
       "18      Aztar            True    True         True\n",
       "19       Bane            True   False         True\n",
       "20    Batgirl           False   False        False"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.iloc[10:21, [9, 27, 18, 40]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1         Adam Strange\n",
       "2           Alan Scott\n",
       "3                Amazo\n",
       "5         Anti-Monitor\n",
       "14             Atom II\n",
       "            ...       \n",
       "525               Wasp\n",
       "526            Watcher\n",
       "531         Wonder Man\n",
       "533              X-Man\n",
       "535    Yellowjacket II\n",
       "Name: name, Length: 197, dtype: object"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[hero['flight']==True, 'name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1         Adam Strange\n",
       "2           Alan Scott\n",
       "3                Amazo\n",
       "5         Anti-Monitor\n",
       "14             Atom II\n",
       "            ...       \n",
       "525               Wasp\n",
       "526            Watcher\n",
       "531         Wonder Man\n",
       "533              X-Man\n",
       "535    Yellowjacket II\n",
       "Name: name, Length: 197, dtype: object"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.iloc[(hero['flight']==True).values, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "# hero[(hero['flight']==True), 'name']\n",
    "# Type Error Name: flight, Length: 537, dtype: bool, 'name')' is an invalid key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             Abin Sur\n",
       "1         Adam Strange\n",
       "2           Alan Scott\n",
       "3                Amazo\n",
       "4           Animal Man\n",
       "            ...       \n",
       "532               X-23\n",
       "533              X-Man\n",
       "534       Yellowjacket\n",
       "535    Yellowjacket II\n",
       "536               Ymir\n",
       "Name: name, Length: 537, dtype: object"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero.loc[:, 'name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             Abin Sur\n",
       "1         Adam Strange\n",
       "2           Alan Scott\n",
       "3                Amazo\n",
       "4           Animal Man\n",
       "            ...       \n",
       "532               X-23\n",
       "533              X-Man\n",
       "534       Yellowjacket\n",
       "535    Yellowjacket II\n",
       "536               Ymir\n",
       "Name: name, Length: 537, dtype: object"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hero['name']"
   ]
  },
  {
   "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}