EDA_on_Comic_Characters.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d65d3352-f496-44fa-8b17-a1d5d0948596",
   "metadata": {},
   "outputs": [],
   "source": [
    "#EDA ON SUPERHEROES DATSET"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3abbf333-9cd4-4f92-a09b-36929c8a4c87",
   "metadata": {},
   "outputs": [],
   "source": [
    "#loading required libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fe87c063-2c95-4de2-8446-284c7f590dfe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data is ready fo EDA\n"
     ]
    }
   ],
   "source": [
    "marvel = pd.read_csv('marvel_demo_stats_powers.csv')\n",
    "print('Data is ready fo EDA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5e3fa840-760c-414a-8fc1-23598a6f1304",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A-Bomb</td>\n",
       "      <td>good</td>\n",
       "      <td>38.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>316.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Abomination</td>\n",
       "      <td>bad</td>\n",
       "      <td>63.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>436.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abraxas</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>526.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Absorbing Man</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Agent 13</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "0         A-Bomb        good            38.0     100.0   17.0          80.0   \n",
       "1    Abomination         bad            63.0      80.0   53.0          90.0   \n",
       "2        Abraxas         bad            88.0     100.0   83.0          99.0   \n",
       "3  Absorbing Man         bad             NaN       NaN    NaN           NaN   \n",
       "4       Agent 13        good             NaN       NaN    NaN           NaN   \n",
       "\n",
       "   Power  Combat  Total  \n",
       "0   17.0    64.0  316.0  \n",
       "1   55.0    95.0  436.0  \n",
       "2  100.0    56.0  526.0  \n",
       "3    NaN     NaN    NaN  \n",
       "4    NaN     NaN    NaN  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marvel.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b0617e9e-8909-461f-9cd1-3b1fa70879ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(382, 9)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marvel.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ea006551-7bd4-4b60-9a1b-cc7611e9b572",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Alignment_x\n",
       "good       254\n",
       "bad        114\n",
       "neutral     11\n",
       "-            3\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marvel['Alignment_x'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a7af5720-94e7-434e-840c-4bf89c4a6cab",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A-Bomb</td>\n",
       "      <td>good</td>\n",
       "      <td>38.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>316.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Agent 13</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Agent Bob</td>\n",
       "      <td>good</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Agent Zero</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>388.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Angel</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>245.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>X-23</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>336.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>X-Man</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>465.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Yellowjacket</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>164.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Yellowjacket II</td>\n",
       "      <td>good</td>\n",
       "      <td>50.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>182.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Ymir</td>\n",
       "      <td>good</td>\n",
       "      <td>50.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>388.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>254 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name Alignment_x  Intelligence_x  Strength  Speed  \\\n",
       "0             A-Bomb        good            38.0     100.0   17.0   \n",
       "4           Agent 13        good             NaN       NaN    NaN   \n",
       "5          Agent Bob        good            10.0       8.0   13.0   \n",
       "6         Agent Zero        good            75.0      28.0   38.0   \n",
       "10             Angel        good            63.0      13.0   46.0   \n",
       "..               ...         ...             ...       ...    ...   \n",
       "376             X-23        good            75.0      24.0   35.0   \n",
       "377            X-Man        good            88.0      53.0   53.0   \n",
       "379     Yellowjacket        good            88.0      10.0   12.0   \n",
       "380  Yellowjacket II        good            50.0      10.0   35.0   \n",
       "381             Ymir        good            50.0     100.0   27.0   \n",
       "\n",
       "     Durability_x  Power  Combat  Total  \n",
       "0            80.0   17.0    64.0  316.0  \n",
       "4             NaN    NaN     NaN    NaN  \n",
       "5             5.0    5.0    20.0   61.0  \n",
       "6            80.0   72.0    95.0  388.0  \n",
       "10           64.0   17.0    42.0  245.0  \n",
       "..            ...    ...     ...    ...  \n",
       "376          90.0   27.0    85.0  336.0  \n",
       "377          95.0   92.0    84.0  465.0  \n",
       "379          28.0   12.0    14.0  164.0  \n",
       "380          28.0   31.0    28.0  182.0  \n",
       "381         100.0   83.0    28.0  388.0  \n",
       "\n",
       "[254 rows x 9 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marvel[marvel['Alignment_x']=='good']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b1b952f3-7716-42ca-9e29-7c27d9363d21",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A-Bomb</td>\n",
       "      <td>good</td>\n",
       "      <td>38.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>316.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Agent 13</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Agent Bob</td>\n",
       "      <td>good</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>61.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Agent Zero</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>388.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Angel</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>245.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>X-23</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>336.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>X-Man</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>465.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>Yellowjacket</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>164.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>Yellowjacket II</td>\n",
       "      <td>good</td>\n",
       "      <td>50.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>182.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Ymir</td>\n",
       "      <td>good</td>\n",
       "      <td>50.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>388.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>254 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name Alignment_x  Intelligence_x  Strength  Speed  \\\n",
       "0             A-Bomb        good            38.0     100.0   17.0   \n",
       "4           Agent 13        good             NaN       NaN    NaN   \n",
       "5          Agent Bob        good            10.0       8.0   13.0   \n",
       "6         Agent Zero        good            75.0      28.0   38.0   \n",
       "10             Angel        good            63.0      13.0   46.0   \n",
       "..               ...         ...             ...       ...    ...   \n",
       "376             X-23        good            75.0      24.0   35.0   \n",
       "377            X-Man        good            88.0      53.0   53.0   \n",
       "379     Yellowjacket        good            88.0      10.0   12.0   \n",
       "380  Yellowjacket II        good            50.0      10.0   35.0   \n",
       "381             Ymir        good            50.0     100.0   27.0   \n",
       "\n",
       "     Durability_x  Power  Combat  Total  \n",
       "0            80.0   17.0    64.0  316.0  \n",
       "4             NaN    NaN     NaN    NaN  \n",
       "5             5.0    5.0    20.0   61.0  \n",
       "6            80.0   72.0    95.0  388.0  \n",
       "10           64.0   17.0    42.0  245.0  \n",
       "..            ...    ...     ...    ...  \n",
       "376          90.0   27.0    85.0  336.0  \n",
       "377          95.0   92.0    84.0  465.0  \n",
       "379          28.0   12.0    14.0  164.0  \n",
       "380          28.0   31.0    28.0  182.0  \n",
       "381         100.0   83.0    28.0  388.0  \n",
       "\n",
       "[254 rows x 9 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters = marvel[marvel['Alignment_x']=='good']\n",
    "good_characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "3af8c389-c2b8-4023-91cf-99d196ad236d",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Jack of Hearts</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Black Bolt</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>482.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Stardust</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>568.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Nova II</td>\n",
       "      <td>good</td>\n",
       "      <td>38.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>423.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Quicksilver</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>364.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Polaris</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Silk</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Spider-Gwen</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Star-Lord</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Triton</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>254 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Name Alignment_x  Intelligence_x  Strength  Speed  \\\n",
       "183  Jack of Hearts        good            63.0      55.0  100.0   \n",
       "43       Black Bolt        good            75.0      67.0  100.0   \n",
       "321        Stardust        good            88.0      85.0  100.0   \n",
       "252         Nova II        good            38.0      60.0  100.0   \n",
       "270     Quicksilver        good            63.0      28.0  100.0   \n",
       "..              ...         ...             ...       ...    ...   \n",
       "262         Polaris        good             NaN       NaN    NaN   \n",
       "300            Silk        good             NaN       NaN    NaN   \n",
       "311     Spider-Gwen        good             NaN       NaN    NaN   \n",
       "320       Star-Lord        good             NaN       NaN    NaN   \n",
       "342          Triton        good             NaN       NaN    NaN   \n",
       "\n",
       "     Durability_x  Power  Combat  Total  \n",
       "183          30.0   70.0    30.0  348.0  \n",
       "43           84.0  100.0    56.0  482.0  \n",
       "321         110.0  100.0    85.0  568.0  \n",
       "252         100.0  100.0    25.0  423.0  \n",
       "270          60.0   57.0    56.0  364.0  \n",
       "..            ...    ...     ...    ...  \n",
       "262           NaN    NaN     NaN    NaN  \n",
       "300           NaN    NaN     NaN    NaN  \n",
       "311           NaN    NaN     NaN    NaN  \n",
       "320           NaN    NaN     NaN    NaN  \n",
       "342           NaN    NaN     NaN    NaN  \n",
       "\n",
       "[254 rows x 9 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters.sort_values(by=['Speed'],ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "13cd5bf2-c244-470a-97e4-5936d006d066",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Jack of Hearts</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>348.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Black Bolt</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>482.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Stardust</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>568.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Nova II</td>\n",
       "      <td>good</td>\n",
       "      <td>38.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>423.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Quicksilver</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>364.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Name Alignment_x  Intelligence_x  Strength  Speed  \\\n",
       "183  Jack of Hearts        good            63.0      55.0  100.0   \n",
       "43       Black Bolt        good            75.0      67.0  100.0   \n",
       "321        Stardust        good            88.0      85.0  100.0   \n",
       "252         Nova II        good            38.0      60.0  100.0   \n",
       "270     Quicksilver        good            63.0      28.0  100.0   \n",
       "\n",
       "     Durability_x  Power  Combat  Total  \n",
       "183          30.0   70.0    30.0  348.0  \n",
       "43           84.0  100.0    56.0  482.0  \n",
       "321         110.0  100.0    85.0  568.0  \n",
       "252         100.0  100.0    25.0  423.0  \n",
       "270          60.0   57.0    56.0  364.0  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters.sort_values(by=['Speed'],ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "28d931af-c172-4383-884a-3adaec09d39f",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Nova II</td>\n",
       "      <td>good</td>\n",
       "      <td>38.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>423.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Iceman</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>412.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Black Bolt</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>482.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Phoenix</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Beyonder</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>467.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Polaris</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Silk</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Spider-Gwen</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Star-Lord</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Triton</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>254 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "252      Nova II        good            38.0      60.0  100.0         100.0   \n",
       "177       Iceman        good            63.0      32.0   53.0         100.0   \n",
       "43    Black Bolt        good            75.0      67.0  100.0          84.0   \n",
       "260      Phoenix        good           100.0      80.0   67.0         100.0   \n",
       "35      Beyonder        good            88.0     100.0   23.0         100.0   \n",
       "..           ...         ...             ...       ...    ...           ...   \n",
       "262      Polaris        good             NaN       NaN    NaN           NaN   \n",
       "300         Silk        good             NaN       NaN    NaN           NaN   \n",
       "311  Spider-Gwen        good             NaN       NaN    NaN           NaN   \n",
       "320    Star-Lord        good             NaN       NaN    NaN           NaN   \n",
       "342       Triton        good             NaN       NaN    NaN           NaN   \n",
       "\n",
       "     Power  Combat  Total  \n",
       "252  100.0    25.0  423.0  \n",
       "177  100.0    64.0  412.0  \n",
       "43   100.0    56.0  482.0  \n",
       "260  100.0    70.0  517.0  \n",
       "35   100.0    56.0  467.0  \n",
       "..     ...     ...    ...  \n",
       "262    NaN     NaN    NaN  \n",
       "300    NaN     NaN    NaN  \n",
       "311    NaN     NaN    NaN  \n",
       "320    NaN     NaN    NaN  \n",
       "342    NaN     NaN    NaN  \n",
       "\n",
       "[254 rows x 9 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters.sort_values(by=['Power'],ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "ec58ff55-1a71-4695-94c7-72a8da9931cf",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Nova II</td>\n",
       "      <td>good</td>\n",
       "      <td>38.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>423.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Iceman</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>412.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Black Bolt</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>482.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Phoenix</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Beyonder</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>467.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "252     Nova II        good            38.0      60.0  100.0         100.0   \n",
       "177      Iceman        good            63.0      32.0   53.0         100.0   \n",
       "43   Black Bolt        good            75.0      67.0  100.0          84.0   \n",
       "260     Phoenix        good           100.0      80.0   67.0         100.0   \n",
       "35     Beyonder        good            88.0     100.0   23.0         100.0   \n",
       "\n",
       "     Power  Combat  Total  \n",
       "252  100.0    25.0  423.0  \n",
       "177  100.0    64.0  412.0  \n",
       "43   100.0    56.0  482.0  \n",
       "260  100.0    70.0  517.0  \n",
       "35   100.0    56.0  467.0  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters.sort_values(by=['Power'],ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "47794df5-224d-49bb-8a3e-3010f584e509",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Beta Ray Bill</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>457.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Beyonder</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>467.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Black Bolt</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>482.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Cable</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>395.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Doctor Strange</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>366.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Iceman</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>412.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Iron Man</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>492.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Jean Grey</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Marvel Girl</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>417.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Nova</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>538.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Nova II</td>\n",
       "      <td>good</td>\n",
       "      <td>38.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>423.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Phoenix</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Shadow King</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>389.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>Silver Surfer</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>480.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Stardust</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>568.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Thor</td>\n",
       "      <td>good</td>\n",
       "      <td>69.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>546.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>Thor Girl</td>\n",
       "      <td>good</td>\n",
       "      <td>75.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>482.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>War Machine</td>\n",
       "      <td>good</td>\n",
       "      <td>63.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>491.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>Watcher</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>492.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Name Alignment_x  Intelligence_x  Strength  Speed  \\\n",
       "34    Beta Ray Bill        good            63.0      80.0   35.0   \n",
       "35         Beyonder        good            88.0     100.0   23.0   \n",
       "43       Black Bolt        good            75.0      67.0  100.0   \n",
       "73            Cable        good            88.0      48.0   23.0   \n",
       "115  Doctor Strange        good           100.0      10.0   12.0   \n",
       "177          Iceman        good            63.0      32.0   53.0   \n",
       "181        Iron Man        good           100.0      85.0   58.0   \n",
       "184       Jean Grey        good           100.0      80.0   67.0   \n",
       "220     Marvel Girl        good            63.0      85.0   47.0   \n",
       "251            Nova        good           100.0      85.0   67.0   \n",
       "252         Nova II        good            38.0      60.0  100.0   \n",
       "260         Phoenix        good           100.0      80.0   67.0   \n",
       "291     Shadow King        good            75.0      12.0   27.0   \n",
       "301   Silver Surfer        good            63.0     100.0   84.0   \n",
       "321        Stardust        good            88.0      85.0  100.0   \n",
       "330            Thor        good            69.0     100.0   92.0   \n",
       "331       Thor Girl        good            75.0      83.0   70.0   \n",
       "361     War Machine        good            63.0      80.0   63.0   \n",
       "366         Watcher        good           100.0      80.0   67.0   \n",
       "\n",
       "     Durability_x  Power  Combat  Total  \n",
       "34           95.0  100.0    84.0  457.0  \n",
       "35          100.0  100.0    56.0  467.0  \n",
       "43           84.0  100.0    56.0  482.0  \n",
       "73           56.0  100.0    80.0  395.0  \n",
       "115          84.0  100.0    60.0  366.0  \n",
       "177         100.0  100.0    64.0  412.0  \n",
       "181          85.0  100.0    64.0  492.0  \n",
       "184         100.0  100.0    70.0  517.0  \n",
       "220          42.0  100.0    80.0  417.0  \n",
       "251         101.0  100.0    85.0  538.0  \n",
       "252         100.0  100.0    25.0  423.0  \n",
       "260         100.0  100.0    70.0  517.0  \n",
       "291         100.0  100.0    75.0  389.0  \n",
       "301         101.0  100.0    32.0  480.0  \n",
       "321         110.0  100.0    85.0  568.0  \n",
       "330         100.0  100.0    85.0  546.0  \n",
       "331          84.0  100.0    70.0  482.0  \n",
       "361         100.0  100.0    85.0  491.0  \n",
       "366          89.0  100.0    56.0  492.0  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters_max_power = good_characters[good_characters['Power']==100]\n",
    "good_characters_max_power"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "3dc0418a-c9c8-429d-9796-ed2550daa197",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(19, 9)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters_max_power.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "a01434d0-e48d-4b98-9cdc-bc4bd94aa6c6",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Stardust</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>568.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Thor</td>\n",
       "      <td>good</td>\n",
       "      <td>69.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>546.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Nova</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>538.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Jean Grey</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Phoenix</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>517.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Polaris</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Silk</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Spider-Gwen</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Star-Lord</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Triton</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>254 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "321     Stardust        good            88.0      85.0  100.0         110.0   \n",
       "330         Thor        good            69.0     100.0   92.0         100.0   \n",
       "251         Nova        good           100.0      85.0   67.0         101.0   \n",
       "184    Jean Grey        good           100.0      80.0   67.0         100.0   \n",
       "260      Phoenix        good           100.0      80.0   67.0         100.0   \n",
       "..           ...         ...             ...       ...    ...           ...   \n",
       "262      Polaris        good             NaN       NaN    NaN           NaN   \n",
       "300         Silk        good             NaN       NaN    NaN           NaN   \n",
       "311  Spider-Gwen        good             NaN       NaN    NaN           NaN   \n",
       "320    Star-Lord        good             NaN       NaN    NaN           NaN   \n",
       "342       Triton        good             NaN       NaN    NaN           NaN   \n",
       "\n",
       "     Power  Combat  Total  \n",
       "321  100.0    85.0  568.0  \n",
       "330  100.0    85.0  546.0  \n",
       "251  100.0    85.0  538.0  \n",
       "184  100.0    70.0  517.0  \n",
       "260  100.0    70.0  517.0  \n",
       "..     ...     ...    ...  \n",
       "262    NaN     NaN    NaN  \n",
       "300    NaN     NaN    NaN  \n",
       "311    NaN     NaN    NaN  \n",
       "320    NaN     NaN    NaN  \n",
       "342    NaN     NaN    NaN  \n",
       "\n",
       "[254 rows x 9 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters_max_power=good_characters.sort_values(by=['Total'],ascending=False)\n",
    "good_characters_max_power"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "73ddf970-0447-4f23-b44c-3bfb095177d0",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Stardust</td>\n",
       "      <td>good</td>\n",
       "      <td>88.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>568.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Thor</td>\n",
       "      <td>good</td>\n",
       "      <td>69.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>546.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Nova</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>538.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Jean Grey</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Phoenix</td>\n",
       "      <td>good</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>517.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "321   Stardust        good            88.0      85.0  100.0         110.0   \n",
       "330       Thor        good            69.0     100.0   92.0         100.0   \n",
       "251       Nova        good           100.0      85.0   67.0         101.0   \n",
       "184  Jean Grey        good           100.0      80.0   67.0         100.0   \n",
       "260    Phoenix        good           100.0      80.0   67.0         100.0   \n",
       "\n",
       "     Power  Combat  Total  \n",
       "321  100.0    85.0  568.0  \n",
       "330  100.0    85.0  546.0  \n",
       "251  100.0    85.0  538.0  \n",
       "184  100.0    70.0  517.0  \n",
       "260  100.0    70.0  517.0  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters_max_power.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "324de967-1b93-4116-a6d2-b38f34af6d08",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Polaris</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Silk</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Spider-Gwen</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Star-Lord</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>Triton</td>\n",
       "      <td>good</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "262      Polaris        good             NaN       NaN    NaN           NaN   \n",
       "300         Silk        good             NaN       NaN    NaN           NaN   \n",
       "311  Spider-Gwen        good             NaN       NaN    NaN           NaN   \n",
       "320    Star-Lord        good             NaN       NaN    NaN           NaN   \n",
       "342       Triton        good             NaN       NaN    NaN           NaN   \n",
       "\n",
       "     Power  Combat  Total  \n",
       "262    NaN     NaN    NaN  \n",
       "300    NaN     NaN    NaN  \n",
       "311    NaN     NaN    NaN  \n",
       "320    NaN     NaN    NaN  \n",
       "342    NaN     NaN    NaN  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "good_characters_max_power.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "bf954801-50cf-40c3-84eb-794a7722d352",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.bar(list(good_characters_max_power['Name'])[0:5],list(good_characters_max_power['Total'])[0:5],color=('orange','pink','purple','salmon','teal'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "77773179-7efc-4203-ba42-3c436cdd5387",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Abomination</td>\n",
       "      <td>bad</td>\n",
       "      <td>63.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>436.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abraxas</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>526.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Absorbing Man</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Air-Walker</td>\n",
       "      <td>bad</td>\n",
       "      <td>50.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ajax</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>Venom III</td>\n",
       "      <td>bad</td>\n",
       "      <td>63.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>383.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>Vulture</td>\n",
       "      <td>bad</td>\n",
       "      <td>63.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>284.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Walrus</td>\n",
       "      <td>bad</td>\n",
       "      <td>50.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>167.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>Weapon XI</td>\n",
       "      <td>bad</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>Yellow Claw</td>\n",
       "      <td>bad</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>114 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "1      Abomination         bad            63.0      80.0   53.0          90.0   \n",
       "2          Abraxas         bad            88.0     100.0   83.0          99.0   \n",
       "3    Absorbing Man         bad             NaN       NaN    NaN           NaN   \n",
       "7       Air-Walker         bad            50.0      85.0  100.0          85.0   \n",
       "8             Ajax         bad             NaN       NaN    NaN           NaN   \n",
       "..             ...         ...             ...       ...    ...           ...   \n",
       "351      Venom III         bad            63.0      73.0   35.0          90.0   \n",
       "359        Vulture         bad            63.0      22.0   47.0          56.0   \n",
       "360         Walrus         bad            50.0      28.0    8.0          50.0   \n",
       "367      Weapon XI         bad             1.0       1.0    1.0           1.0   \n",
       "378    Yellow Claw         bad             1.0       1.0    1.0           1.0   \n",
       "\n",
       "     Power  Combat  Total  \n",
       "1     55.0    95.0  436.0  \n",
       "2    100.0    56.0  526.0  \n",
       "3      NaN     NaN    NaN  \n",
       "7    100.0    40.0  460.0  \n",
       "8      NaN     NaN    NaN  \n",
       "..     ...     ...    ...  \n",
       "351   66.0    56.0  383.0  \n",
       "359   40.0    56.0  284.0  \n",
       "360   11.0    20.0  167.0  \n",
       "367    0.0     1.0    5.0  \n",
       "378    0.0     1.0    5.0  \n",
       "\n",
       "[114 rows x 9 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bad_characters = marvel[marvel['Alignment_x']=='bad']\n",
    "bad_characters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "52c52193-ad95-44c2-95fc-d067db0e531c",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Air-Walker</td>\n",
       "      <td>bad</td>\n",
       "      <td>50.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Fallen One II</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>512.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Ego</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>449.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Dormammu</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>546.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abraxas</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>526.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Purple Man</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>Sebastian Shaw</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Snake-Eyes</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Swarm</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>Taskmaster</td>\n",
       "      <td>bad</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>114 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Name Alignment_x  Intelligence_x  Strength  Speed  \\\n",
       "7        Air-Walker         bad            50.0      85.0  100.0   \n",
       "129   Fallen One II         bad            88.0      85.0   83.0   \n",
       "120             Ego         bad            88.0      80.0   83.0   \n",
       "118        Dormammu         bad            88.0      95.0   83.0   \n",
       "2           Abraxas         bad            88.0     100.0   83.0   \n",
       "..              ...         ...             ...       ...    ...   \n",
       "268      Purple Man         bad             NaN       NaN    NaN   \n",
       "289  Sebastian Shaw         bad             NaN       NaN    NaN   \n",
       "305      Snake-Eyes         bad             NaN       NaN    NaN   \n",
       "324           Swarm         bad             NaN       NaN    NaN   \n",
       "326      Taskmaster         bad             NaN       NaN    NaN   \n",
       "\n",
       "     Durability_x  Power  Combat  Total  \n",
       "7            85.0  100.0    40.0  460.0  \n",
       "129         100.0  100.0    56.0  512.0  \n",
       "120          99.0   71.0    28.0  449.0  \n",
       "118         100.0  100.0    80.0  546.0  \n",
       "2            99.0  100.0    56.0  526.0  \n",
       "..            ...    ...     ...    ...  \n",
       "268           NaN    NaN     NaN    NaN  \n",
       "289           NaN    NaN     NaN    NaN  \n",
       "305           NaN    NaN     NaN    NaN  \n",
       "324           NaN    NaN     NaN    NaN  \n",
       "326           NaN    NaN     NaN    NaN  \n",
       "\n",
       "[114 rows x 9 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bad_characters.sort_values(by=['Speed'],ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "e85b7777-6b5f-4d87-a7d2-508237f84425",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Air-Walker</td>\n",
       "      <td>bad</td>\n",
       "      <td>50.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Fallen One II</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>512.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Ego</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>449.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Dormammu</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>546.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Abraxas</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>526.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "7       Air-Walker         bad            50.0      85.0  100.0          85.0   \n",
       "129  Fallen One II         bad            88.0      85.0   83.0         100.0   \n",
       "120            Ego         bad            88.0      80.0   83.0          99.0   \n",
       "118       Dormammu         bad            88.0      95.0   83.0         100.0   \n",
       "2          Abraxas         bad            88.0     100.0   83.0          99.0   \n",
       "\n",
       "     Power  Combat  Total  \n",
       "7    100.0    40.0  460.0  \n",
       "129  100.0    56.0  512.0  \n",
       "120   71.0    28.0  449.0  \n",
       "118  100.0    80.0  546.0  \n",
       "2    100.0    56.0  526.0  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bad_characters.sort_values(by=['Speed'],ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "a5958062-02ba-44d5-a0b6-2d3fb83d0166",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Mandarin</td>\n",
       "      <td>bad</td>\n",
       "      <td>100.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Apocalypse</td>\n",
       "      <td>bad</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>493.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Kang</td>\n",
       "      <td>bad</td>\n",
       "      <td>100.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>417.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Doctor Doom</td>\n",
       "      <td>bad</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>429.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>Tinkerer</td>\n",
       "      <td>bad</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>171.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "218     Mandarin         bad           100.0      28.0   23.0          28.0   \n",
       "17    Apocalypse         bad           100.0     100.0   33.0         100.0   \n",
       "194         Kang         bad           100.0      48.0   58.0          70.0   \n",
       "112  Doctor Doom         bad           100.0      32.0   20.0         100.0   \n",
       "339     Tinkerer         bad           100.0      10.0   23.0          14.0   \n",
       "\n",
       "     Power  Combat  Total  \n",
       "218   99.0    95.0  373.0  \n",
       "17   100.0    60.0  493.0  \n",
       "194   71.0    70.0  417.0  \n",
       "112   93.0    84.0  429.0  \n",
       "339   10.0    14.0  171.0  "
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bad_characters.sort_values(by=['Intelligence_x'],ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "f800e2d0-1c97-415a-99a9-fe13d270b7fe",
   "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>Alignment_x</th>\n",
       "      <th>Intelligence_x</th>\n",
       "      <th>Strength</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Durability_x</th>\n",
       "      <th>Power</th>\n",
       "      <th>Combat</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Dormammu</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>546.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Thanos</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>485.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Ultron</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>477.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Mephisto</td>\n",
       "      <td>bad</td>\n",
       "      <td>88.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>445.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Exodus</td>\n",
       "      <td>bad</td>\n",
       "      <td>63.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>370.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Name Alignment_x  Intelligence_x  Strength  Speed  Durability_x  \\\n",
       "118  Dormammu         bad            88.0      95.0   83.0         100.0   \n",
       "328    Thanos         bad            88.0     100.0   17.0         100.0   \n",
       "344    Ultron         bad            88.0      83.0   42.0         100.0   \n",
       "224  Mephisto         bad            88.0      85.0   35.0          95.0   \n",
       "126    Exodus         bad            63.0      81.0   28.0          28.0   \n",
       "\n",
       "     Power  Combat  Total  \n",
       "118  100.0    80.0  546.0  \n",
       "328  100.0    80.0  485.0  \n",
       "344  100.0    64.0  477.0  \n",
       "224  100.0    42.0  445.0  \n",
       "126  100.0    70.0  370.0  "
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bad_characters.sort_values(by=['Power'],ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "c3f00f5f-5404-4fad-8453-a2650fc388a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.hist(bad_characters['Speed'],color='olive')\n",
    "plt.title('Distribution of Speed')\n",
    "plt.xlabel('Speed')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "a9224a78-d3ab-42b7-a0ff-0547d3996d83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.hist(good_characters['Combat'],color='violet',ec='purple')\n",
    "plt.title('Distribution of Combat')\n",
    "plt.xlabel('Speed')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}