Pokemon-Strength-Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "af64ed85",
   "metadata": {},
   "source": [
    "# Pokémon Strength Analysis: Highest Attack & Special Attack from Gen 1-6"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "676bfe91",
   "metadata": {},
   "source": [
    "## Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a8c3ce6",
   "metadata": {},
   "source": [
    "The question is simple: Who is the strongest Pokémon of each generation? \n",
    "\n",
    "In the vast realm of Pokémon games, strength is often determined by the base Attack or Special Attack points that each Pokémon possesses. Understanding the intricate dynamics of type advantages, where Water attacks may carry double the power against Fire types, further emphasizes the significance of a Pokémon's Attack points in battles. This analysis delves into the world of Pokémon strength, exploring and identifying the mightiest contenders in each generation based on their Attack points.\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fa3bf73",
   "metadata": {},
   "source": [
    "## Python Libraries Import\n",
    "\n",
    "   For data manipulation and analysis, numerical operations, statistical data visualization and creating plots and charts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "44196ad8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abdf2ffe",
   "metadata": {},
   "source": [
    "# Data Import\n",
    "\n",
    "I obtained the dataset as a download from [Kaggle.](https://www.kaggle.com/datasets/abcsds/pokemon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8be9f903",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Mega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>719</td>\n",
       "      <td>Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>719</td>\n",
       "      <td>Mega Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>50</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>720</td>\n",
       "      <td>Hoopa Confined</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>60</td>\n",
       "      <td>150</td>\n",
       "      <td>130</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>720</td>\n",
       "      <td>Hoopa Unbound</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Dark</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>60</td>\n",
       "      <td>170</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>721</td>\n",
       "      <td>Volcanion</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Water</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #            Name   Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
       "0      1       Bulbasaur    Grass  Poison  45      49       49       65   \n",
       "1      2         Ivysaur    Grass  Poison  60      62       63       80   \n",
       "2      3        Venusaur    Grass  Poison  80      82       83      100   \n",
       "3      3   Mega Venusaur    Grass  Poison  80     100      123      122   \n",
       "4      4      Charmander     Fire     NaN  39      52       43       60   \n",
       "..   ...             ...      ...     ...  ..     ...      ...      ...   \n",
       "795  719         Diancie     Rock   Fairy  50     100      150      100   \n",
       "796  719    Mega Diancie     Rock   Fairy  50     160      110      160   \n",
       "797  720  Hoopa Confined  Psychic   Ghost  80     110       60      150   \n",
       "798  720   Hoopa Unbound  Psychic    Dark  80     160       60      170   \n",
       "799  721       Volcanion     Fire   Water  80     110      120      130   \n",
       "\n",
       "     Sp. Def  Speed  Generation  Legendary  \n",
       "0         65     45           1      False  \n",
       "1         80     60           1      False  \n",
       "2        100     80           1      False  \n",
       "3        120     80           1      False  \n",
       "4         50     65           1      False  \n",
       "..       ...    ...         ...        ...  \n",
       "795      150     50           6       True  \n",
       "796      110    110           6       True  \n",
       "797      130     70           6       True  \n",
       "798      130     80           6       True  \n",
       "799       90     70           6       True  \n",
       "\n",
       "[800 rows x 12 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"pokemon_data.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51ecaed5",
   "metadata": {},
   "source": [
    "### Legend:\n",
    "- **Name:** The name of the Pokémon species.\n",
    "- **Type 1:** Primary elemental type of the Pokémon .\n",
    "- **Type 2:** Secondary elemental type of the Pokémon (as some have two types).\n",
    "- **HP:** Hit Points, representing the Pokémon's health.\n",
    "- **Attack:** Physical Attack stat indicating the strength of physical moves.\n",
    "- **Defense:** Physical Defense stat indicating the ability to resist physical attacks.\n",
    "- **Sp. Atk:** Special Attack stat indicating the strength of special (elemental) moves.\n",
    "- **Sp. Def:** Special Defense stat indicating the ability to resist special attacks.\n",
    "- **Speed:** Speed stat determining the order of turns in battle.\n",
    "- **Generation:** The generation in which the Pokémon was introduced.\n",
    "- **Legendary:** Indicates whether the Pokémon is classified as legendary (True/False).\n",
    "\n",
    "---\n",
    "\n",
    "*Fun Fact: Did you know that Pokémon, initially released in Japan in 1996, became an international sensation in 1998, captivating the hearts of millions worldwide? Its enduring popularity has not only stood the test of time but has also contributed significantly to Nintendo's success, generating a staggering estimated revenue of over $150 billion.*\n",
    "\n",
    "*Personal Anecdote:\n",
    "In 1999, at the age of 9, I received Pokémon Blue and a GameBoy Color from my father in Nashville, Tennessee—an introduction to a world that continues to capture hearts worldwide. Little did I know that this introduction to the Pokémon universe would mark the beginning of countless hours of joyous exploration and battles.*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5c592a1",
   "metadata": {},
   "source": [
    "# Data Cleaning\n",
    "Removing the empty values in Type 2 rows as not every Pokémon has a secondary Type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c61c8ab3",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.fillna(' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c1be8bac",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "(800, 12)"
      ]
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     "execution_count": 15,
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    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f558f121",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "#              int64\n",
       "Name          object\n",
       "Type 1        object\n",
       "Type 2        object\n",
       "HP             int64\n",
       "Attack         int64\n",
       "Defense        int64\n",
       "Sp. Atk        int64\n",
       "Sp. Def        int64\n",
       "Speed          int64\n",
       "Generation     int64\n",
       "Legendary       bool\n",
       "dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "553e6d3b",
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   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
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       "      <th>1</th>\n",
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       "      <td>Ivysaur</td>\n",
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       "      <th>2</th>\n",
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       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Mega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td></td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>719</td>\n",
       "      <td>Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>100</td>\n",
       "      <td>150</td>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>719</td>\n",
       "      <td>Mega Diancie</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Fairy</td>\n",
       "      <td>50</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>160</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>720</td>\n",
       "      <td>Hoopa Confined</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Ghost</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>60</td>\n",
       "      <td>150</td>\n",
       "      <td>130</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>720</td>\n",
       "      <td>Hoopa Unbound</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>Dark</td>\n",
       "      <td>80</td>\n",
       "      <td>160</td>\n",
       "      <td>60</td>\n",
       "      <td>170</td>\n",
       "      <td>130</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>721</td>\n",
       "      <td>Volcanion</td>\n",
       "      <td>Fire</td>\n",
       "      <td>Water</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #            Name   Type 1  Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
       "0      1       Bulbasaur    Grass  Poison  45      49       49       65   \n",
       "1      2         Ivysaur    Grass  Poison  60      62       63       80   \n",
       "2      3        Venusaur    Grass  Poison  80      82       83      100   \n",
       "3      3   Mega Venusaur    Grass  Poison  80     100      123      122   \n",
       "4      4      Charmander     Fire          39      52       43       60   \n",
       "..   ...             ...      ...     ...  ..     ...      ...      ...   \n",
       "795  719         Diancie     Rock   Fairy  50     100      150      100   \n",
       "796  719    Mega Diancie     Rock   Fairy  50     160      110      160   \n",
       "797  720  Hoopa Confined  Psychic   Ghost  80     110       60      150   \n",
       "798  720   Hoopa Unbound  Psychic    Dark  80     160       60      170   \n",
       "799  721       Volcanion     Fire   Water  80     110      120      130   \n",
       "\n",
       "     Sp. Def  Speed  Generation  Legendary  \n",
       "0         65     45           1      False  \n",
       "1         80     60           1      False  \n",
       "2        100     80           1      False  \n",
       "3        120     80           1      False  \n",
       "4         50     65           1      False  \n",
       "..       ...    ...         ...        ...  \n",
       "795      150     50           6       True  \n",
       "796      110    110           6       True  \n",
       "797      130     70           6       True  \n",
       "798      130     80           6       True  \n",
       "799       90     70           6       True  \n",
       "\n",
       "[800 rows x 12 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "99fc9b62",
   "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>#</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>800.00</td>\n",
       "      <td>800.00</td>\n",
       "      <td>800.00</td>\n",
       "      <td>800.00</td>\n",
       "      <td>800.00</td>\n",
       "      <td>800.00</td>\n",
       "      <td>800.00</td>\n",
       "      <td>800.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>362.81</td>\n",
       "      <td>69.26</td>\n",
       "      <td>79.00</td>\n",
       "      <td>73.84</td>\n",
       "      <td>72.82</td>\n",
       "      <td>71.90</td>\n",
       "      <td>68.28</td>\n",
       "      <td>3.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>208.34</td>\n",
       "      <td>25.53</td>\n",
       "      <td>32.46</td>\n",
       "      <td>31.18</td>\n",
       "      <td>32.72</td>\n",
       "      <td>27.83</td>\n",
       "      <td>29.06</td>\n",
       "      <td>1.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>184.75</td>\n",
       "      <td>50.00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>49.75</td>\n",
       "      <td>50.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>364.50</td>\n",
       "      <td>65.00</td>\n",
       "      <td>75.00</td>\n",
       "      <td>70.00</td>\n",
       "      <td>65.00</td>\n",
       "      <td>70.00</td>\n",
       "      <td>65.00</td>\n",
       "      <td>3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>539.25</td>\n",
       "      <td>80.00</td>\n",
       "      <td>100.00</td>\n",
       "      <td>90.00</td>\n",
       "      <td>95.00</td>\n",
       "      <td>90.00</td>\n",
       "      <td>90.00</td>\n",
       "      <td>5.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>721.00</td>\n",
       "      <td>255.00</td>\n",
       "      <td>190.00</td>\n",
       "      <td>230.00</td>\n",
       "      <td>194.00</td>\n",
       "      <td>230.00</td>\n",
       "      <td>180.00</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            #      HP  Attack  Defense  Sp. Atk  Sp. Def   Speed  Generation\n",
       "count  800.00  800.00  800.00   800.00   800.00   800.00  800.00      800.00\n",
       "mean   362.81   69.26   79.00    73.84    72.82    71.90   68.28        3.32\n",
       "std    208.34   25.53   32.46    31.18    32.72    27.83   29.06        1.66\n",
       "min      1.00    1.00    5.00     5.00    10.00    20.00    5.00        1.00\n",
       "25%    184.75   50.00   55.00    50.00    49.75    50.00   45.00        2.00\n",
       "50%    364.50   65.00   75.00    70.00    65.00    70.00   65.00        3.00\n",
       "75%    539.25   80.00  100.00    90.00    95.00    90.00   90.00        5.00\n",
       "max    721.00  255.00  190.00   230.00   194.00   230.00  180.00        6.00"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcc7356a",
   "metadata": {},
   "source": [
    "# **Legendary vs. Non-Legendary Pokémon Comparison**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "df568c20",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of Legendary Pokémon')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,5))\n",
    "sns.countplot(x='Legendary', data=df)\n",
    "plt.xticks(rotation = 90)\n",
    "plt.title('Number of Legendary Pokémon')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffab0b44",
   "metadata": {},
   "source": [
    "Legendary Pokemon, as evident from the dataset, are scarce. While there are a total of **65**, including various variations, the count drops to **46** when considering only unique legendary Pokemon without any duplicates. This highlights the presence of duplicate entries or variations in the dataset, emphasizing the need for data cleaning and deduplication."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1d967fa",
   "metadata": {},
   "source": [
    "#  Data Filtering\n",
    "   Sorting based on Legendary, Mega, and Non-Legendary categories."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bb44544",
   "metadata": {},
   "source": [
    "### Initial Data Filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "520f987f",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of Legendary Pokémon: 65\n",
      "\n",
      "Count of Legendary Pokémon in each generation:\n",
      "   Generation  Count\n",
      "0           1      6\n",
      "1           2      5\n",
      "2           3     18\n",
      "3           4     13\n",
      "4           5     15\n",
      "5           6      8\n"
     ]
    }
   ],
   "source": [
    "total_legendaries = df[df['Legendary'] == True].shape[0]\n",
    "\n",
    "# Total count of legendaries\n",
    "legendary_count_by_generation = df[df['Legendary'] == True].groupby('Generation').size().reset_index(name='Count')\n",
    "\n",
    "print(f'Total number of Legendary Pokémon: {total_legendaries}')\n",
    "\n",
    "print('\\nCount of Legendary Pokémon in each generation:')\n",
    "print(legendary_count_by_generation)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23aa8d84",
   "metadata": {},
   "source": [
    "### Deep Data Filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "dc63bdbc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of Unique Legendary Pokémon: 46\n",
      "\n",
      "Count of Unique Legendary Pokémon in each generation:\n",
      "   Generation  Count\n",
      "0           1      4\n",
      "1           2      5\n",
      "2           3     10\n",
      "3           4     11\n",
      "4           5     10\n",
      "5           6      6\n"
     ]
    }
   ],
   "source": [
    "df['Name'] = df['Name'].str.strip()\n",
    "\n",
    "# Remove duplicates\n",
    "undesired_substrings = ['Mega', 'Primal', 'Attack', 'Defense', 'Speed', 'Incarnate', 'Origin', 'Sky','Unbound', 'Size', 'Mode', 'Cloak', 'White', 'Black']\n",
    "\n",
    "df_filtered = df[~df['Name'].str.contains('|'.join(undesired_substrings), case=False)]\n",
    "\n",
    "total_legendaries_filtered = df_filtered[df_filtered['Legendary'] == True].shape[0]\n",
    "\n",
    "legendary_count_by_generation_filtered = df_filtered[df_filtered['Legendary'] == True].groupby('Generation').size().reset_index(name='Count')\n",
    "\n",
    "# legendary Pokemon (unique names)\n",
    "print(f'Total number of Unique Legendary Pokémon: {total_legendaries_filtered}')\n",
    "\n",
    "print('\\nCount of Unique Legendary Pokémon in each generation:')\n",
    "print(legendary_count_by_generation_filtered)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73a75308",
   "metadata": {},
   "source": [
    "### Final Filtered Pokémon List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9d67ed57",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156                   Articuno\n",
      "157                     Zapdos\n",
      "158                    Moltres\n",
      "162                     Mewtwo\n",
      "262                     Raikou\n",
      "263                      Entei\n",
      "264                    Suicune\n",
      "269                      Lugia\n",
      "270                      Ho-oh\n",
      "414                   Regirock\n",
      "415                     Regice\n",
      "416                  Registeel\n",
      "417                     Latias\n",
      "419                     Latios\n",
      "421                     Kyogre\n",
      "423                    Groudon\n",
      "425                   Rayquaza\n",
      "427                    Jirachi\n",
      "428        Deoxys Normal Forme\n",
      "537                       Uxie\n",
      "538                    Mesprit\n",
      "539                      Azelf\n",
      "540                     Dialga\n",
      "541                     Palkia\n",
      "542                    Heatran\n",
      "543                  Regigigas\n",
      "544     Giratina Altered Forme\n",
      "549                    Darkrai\n",
      "550         Shaymin Land Forme\n",
      "552                     Arceus\n",
      "553                    Victini\n",
      "699                   Cobalion\n",
      "700                  Terrakion\n",
      "701                   Virizion\n",
      "703     Tornadus Therian Forme\n",
      "705    Thundurus Therian Forme\n",
      "706                   Reshiram\n",
      "707                     Zekrom\n",
      "709     Landorus Therian Forme\n",
      "710                     Kyurem\n",
      "792                    Xerneas\n",
      "793                    Yveltal\n",
      "794          Zygarde 50% Forme\n",
      "795                    Diancie\n",
      "797             Hoopa Confined\n",
      "799                  Volcanion\n",
      "Name: Name, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(df_filtered[df_filtered['Legendary'] == True]['Name'])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8272ddd",
   "metadata": {},
   "source": [
    "### Excluded Pokémon duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "343dd539",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Excluded Names:\n",
      "{'Mega Diancie', 'Mega Beedrill', 'Gourgeist Super Size', 'Mega Mewtwo X', 'Pumpkaboo Large Size', 'Yanmega', 'Deoxys Defense Forme', 'Mega Swampert', 'Wormadam Plant Cloak', 'Mega Metagross', 'Mega Rayquaza', 'Mega Lucario', 'Mega Mewtwo Y', 'Mega Gyarados', 'Black Kyurem', 'Mega Glalie', 'Mega Blaziken', 'Primal Groudon', 'Pumpkaboo Super Size', 'Tornadus Incarnate Forme', 'Mega Houndoom', 'Mega Gardevoir', 'Gourgeist Large Size', 'Mega Camerupt', 'Mega Altaria', 'Mega Latias', 'Mega Alakazam', 'Mega Salamence', 'Mega Manectric', 'Deoxys Attack Forme', 'Mega Tyranitar', 'Landorus Incarnate Forme', 'Pumpkaboo Average Size', 'Wormadam Trash Cloak', 'Mega Ampharos', 'Mega Slowbro', 'Mega Kangaskhan', 'Mega Steelix', 'Shaymin Sky Forme', 'Mega Sceptile', 'Mega Scizor', 'Mega Absol', 'Mega Charizard X', 'Mega Charizard Y', 'Mega Medicham', 'Mega Lopunny', 'Darmanitan Standard Mode', 'Wormadam Sandy Cloak', 'Mega Banette', 'Mega Mawile', 'Hoopa Unbound', 'Mega Gengar', 'Gourgeist Small Size', 'Mega Pinsir', 'White Kyurem', 'Meganium', 'Mega Pidgeot', 'Darmanitan Zen Mode', 'Mega Sableye', 'Thundurus Incarnate Forme', 'Mega Garchomp', 'Mega Abomasnow', 'Gourgeist Average Size', 'Pumpkaboo Small Size', 'Mega Aerodactyl', 'Mega Audino', 'Mega Sharpedo', 'Giratina Origin Forme', 'Mega Gallade', 'Primal Kyogre', 'Mega Heracross', 'Deoxys Speed Forme', 'Mega Latios', 'Mega Blastoise', 'Mega Aggron', 'Mega Venusaur'}\n"
     ]
    }
   ],
   "source": [
    "excluded_names = set(df['Name']).difference(set(df_filtered['Name']))\n",
    "\n",
    "print('\\nExcluded Names:')\n",
    "print(excluded_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd4dfa97",
   "metadata": {},
   "source": [
    "# Total Number of Pokémon Across Six Generations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d3e36d12",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "generation_count = {'Generation': ['1', '2', '3', '4', '5', '6'],\n",
    "                    'Number of Pokémon': [151, 100, 135, 107, 156, 72]}\n",
    "\n",
    "bar_plot = sns.barplot(x='Generation', y='Number of Pokémon', data=generation_count, palette='viridis')\n",
    "\n",
    "plt.title('Number of Pokémon Across Generations')\n",
    "plt.xlabel('Generation')\n",
    "plt.ylabel('Count')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddea2225",
   "metadata": {},
   "source": [
    "\n",
    "As of 2022, the total number of Pokémon has reached 1025. However, this analysis is tailored to Pokémon from Generation 1 to 6, encompassing a total of 721 species. You can refer to the [full list on Wikipedia](https://en.wikipedia.org/wiki/List_of_Pok%C3%A9mon) for a comprehensive overview."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99697f0b",
   "metadata": {},
   "source": [
    "# Pokémon Types \n",
    "## Primary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b3feaca9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pokémon Type 1\n",
    "plt.figure(figsize=(15, 15))\n",
    "df['Type 1'].value_counts().plot.pie(autopct='%1.1f%%', startangle=90)\n",
    "plt.title('Primary Types')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11425265",
   "metadata": {},
   "source": [
    "## Secondary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d7c8b049",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pokémon Type 2\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "# Filter out missing values and empty strings before plotting\n",
    "filtered_df = df[(df['Type 2'].notnull()) & (df['Type 2'] != ' ')]\n",
    "filtered_df['Type 2'].value_counts().plot.pie(autopct='%1.1f%%', startangle=90)\n",
    "\n",
    "plt.title('Secondary Types')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5346612",
   "metadata": {},
   "source": [
    "# Pokémon Attack Analysis\n",
    "\n",
    "### Top Legendary Pokémon Across Generations\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e2235eb9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      Name  Attack   Type 1    Type 2  Generation\n",
      "Generation                                                       \n",
      "1            Mega Mewtwo X     190  Psychic  Fighting           1\n",
      "2           Mega Heracross     185      Bug  Fighting           2\n",
      "3           Primal Groudon     180   Ground      Fire           3\n",
      "4            Mega Garchomp     170   Dragon    Ground           4\n",
      "5             Black Kyurem     170   Dragon       Ice           5\n",
      "6             Mega Diancie     160     Rock     Fairy           6\n"
     ]
    },
    {
     "data": {
      "image/png": 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KK3z77bcUFxczc+ZMCgoKaGxs5Msvv+STTz4JO8elNyls27aNPXv2cPbsWZKSknjqqacuO71BkiTpaooJjnalJEmSJEmS9P+OawxIkiRJkhTFDAYkSZIkSYpiBgOSJEmSJEUxgwFJkiRJkqKYwYAkSZIkSVHMYECSJEmSpChmMCBJkiRJUhQzGJAkSZIkKYoZDEiSJEmSFMUMBiRJkiRJimIGA5IkSZIkRTGDAUmSJEmSotj/AIF9qfo5ogWEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_attackers = df.groupby('Generation').apply(lambda x: x.loc[x['Attack'].idxmax()])\n",
    "\n",
    "print(top_attackers[['Name', 'Attack', 'Type 1', 'Type 2', 'Generation']])\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(10, 6))\n",
    "bar_plot = sns.barplot(x='Generation', y='Attack', hue='Name', data=top_attackers)\n",
    "bar_plot.set_title('Pokémon With Highest Attack')\n",
    "bar_plot.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e70135a9",
   "metadata": {},
   "source": [
    "Typically, the most formidable Pokémon in terms of sheer attacking power fall into the legendary, mega, or primal categories. Their attacks are not only inherently potent but are further augmented, surpassing their already impressive base values. These Pokémon stand out for their exceptional raw strength, making them top picks for executing devastatingly powerful attacks."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bcb5841",
   "metadata": {},
   "source": [
    "### Drop Legendary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "0b80d77c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 735 entries, 0 to 791\n",
      "Data columns (total 12 columns):\n",
      " #   Column      Non-Null Count  Dtype \n",
      "---  ------      --------------  ----- \n",
      " 0   #           735 non-null    int64 \n",
      " 1   Name        735 non-null    object\n",
      " 2   Type 1      735 non-null    object\n",
      " 3   Type 2      735 non-null    object\n",
      " 4   HP          735 non-null    int64 \n",
      " 5   Attack      735 non-null    int64 \n",
      " 6   Defense     735 non-null    int64 \n",
      " 7   Sp. Atk     735 non-null    int64 \n",
      " 8   Sp. Def     735 non-null    int64 \n",
      " 9   Speed       735 non-null    int64 \n",
      " 10  Generation  735 non-null    int64 \n",
      " 11  Legendary   735 non-null    bool  \n",
      "dtypes: bool(1), int64(8), object(3)\n",
      "memory usage: 69.6+ KB\n"
     ]
    }
   ],
   "source": [
    "# Drop Legendaries\n",
    "\n",
    "df_no_legendary = df.drop(df[df['Legendary'] == True].index)\n",
    "df_no_legendary.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6360f23b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             Name  Attack  Generation\n",
      "Generation                                           \n",
      "1                     Mega Pinsir     155           1\n",
      "2                  Mega Heracross     185           2\n",
      "3                    Mega Banette     165           3\n",
      "4                   Mega Garchomp     170           4\n",
      "5                         Haxorus     147           5\n",
      "6           Aegislash Blade Forme     150           6\n"
     ]
    }
   ],
   "source": [
    "top_attackers = df_no_legendary.groupby('Generation').apply(lambda x: x.loc[x['Attack'].idxmax()])\n",
    "\n",
    "print(top_attackers[['Name', 'Attack', 'Generation']])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86d75497",
   "metadata": {},
   "source": [
    "Even in the absence of legendary Pokémon, those with Mega forms consistently secure top positions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f239f29e",
   "metadata": {},
   "source": [
    "### Top Non-Legendary Pokémon Across Generations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b9aebc31",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KTEzUjBkzNGPGjGT7nZ2dJd2fu587d+5k+x+s/dq1azKbzXr99ddTvNbFixct3/T++/kkfSOfmJio69evy2w2J1t0MW/evFaPExMTNX78eC1YsEB37txRgQIF5OPjY6n5QUkf7h+8XuPGjTV79mwNGjRIERERypIlS6pGuYSEhFheb3t7e+XIkUMFCxa0/E6k+7/blEZ4JNXx4Afu/fv365133tFvv/2m9evXWz7spfZ3kyTpW/UHZcmS5aHP4/r168lel6QazWazbt26ZdmW0u/rwSk6KXnzzTc1ZswYHT16VJs2bVKRIkUs4U7hwoXl4eGhbdu2ydXVVXFxcZbFP9MiPXVJ9/tSmTJlkm0/ffr0I89Lzd9Bamq7du2aJFmNFnrQxYsXJUkTJkxQWFiY1qxZo59++kl2dnZ68803NXjw4GRB2cP88MMPio+P19SpU1NclPjQoUMqWbJkqtqS7o+iCg4O1rZt2+Tg4KBXX33Vsr7Jg8/vcSOckq791ltv6ccff1Tbtm2TvY8BAPCiIcwAkGnkyJFDgwcP1ieffJLsW98cOXJIur9Q4IP/4R8fH2+ZbpFaDy4YKSX/4P8wWbNmlclkUrt27VSvXr1k+5M+kOXPn1+XL19Otv/y5cvy9PSUdP8uLq6urg+9o0fhwoVTVVPOnDllZ2enf/75x2p70gfAJF9//bXmzJmjwYMHq06dOpYRBknrTTxO48aNNXXqVG3cuFGrV69W3bp1k30ATYmnp2eKH4QflCNHjmT1S/d/15KsfrfNmjVTSEiIWrZsqcGDB6tixYrKli1bqn836ZWaGpM+VKdHqVKllCtXLv3555/asmVLspEXVatW1e7du5U9e3Z5enqqYMGC6b7Ws5Kav4PUyJ49uyRp7NixKlKkSLL9SSGTm5ubevXqpV69eunvv//WunXrFBoaqpCQEM2cOTNV11q+fLnKli2bbErQ3bt39fHHH+u7775TSEhIqtpKTEzUf//7Xzk6Omrx4sXy9vaWg4ODjh07ZrUWjJubW4prY2zdulUvv/yyJfj79NNP1bZtWwUEBGjAgAFasmSJZSoaAAAvIqaZAMhUatWqpYCAAH399ddW/4FfsWJFSdLKlSutjl+1apUSEhL0xhtvpPoaZcqUsfrJly9fqs7Lli2bvL299ffff1udn7TwZtJUF19fX23cuNHqLisHDx60+ia7YsWKunPnjsxms1VbSbepffAuDY/i7Oys8uXL65dffrH6ln39+vVWx+3cuVPFihVTkyZNLEHGhQsXdOTIkVRNsylUqJCqVKmiefPmaf/+/amaYpJavr6+2r17t06dOmW1PSIiQnny5LEKdvLkySOTyaTBgwfrypUrGjNmjKTU/26epMbffvvNagRQQkKCVq1apTJlysjJyemJ2jeZTKpUqZK2bdumAwcOJAsz3nrrLR0+fFg7d+587BSTlNbSyAip+TtIjbJly8rR0VEXLlyw+t06Ojpq3LhxOn36tM6cOaPq1avrp59+knR/bY6OHTvqzTfftCzi+uBUrZTs27dPhw8fVuPGjVWpUiWrn+rVq6tatWpauXKlZUrRv1/nf7d/9epVRUVFqUmTJvLx8bEED0l3IEn6u6tQoYL27NljFfxcuXJFHTt2tLqjz0svvSRnZ2cFBwfrwIEDmjVrVppeRwAAnjdE+gAynYEDB2rbtm1W34QXK1ZMjRo10pQpU3T37l1VqlRJBw8e1JQpU1SpUiW99dZbNrn2+fPnk93dI+n61apV02effab//ve/6tmzpxo0aKCEhATNmjVLe/futSxM2rlzZ61evVofffSRAgMDdePGDU2cOFEmk8nyLWv16tXl6+uroKAgBQUFqWjRovrzzz81efJkVatWLdm0kUdJWryyS5cuatasmU6cOJFsZIuPj49CQ0P19ddfq1y5coqOjtb06dMVFxdnWUvkcZo0aaLPPvtMRYoUSVN49Djt27dXRESE2rdvry5duihXrlxasWKFtm3bpuHDh6f44bxEiRJq27atwsPDFRAQIF9f31T9btKrS5cu2rhxo9q0aaP//ve/cnJy0vz583Xq1KlUf+v/OG+++aaGDh0qOzs7S3iXpHLlyoqLi9O2bdssC5k+TPbs2fXPP/9ow4YNlqlKGSE1fwepkStXLn300UeaOHGibt26pUqVKunChQuWtkqWLCk3Nzflz59fw4YN061bt/TKK6/or7/+0oYNG9SpUydJsoR4v//+u3LkyJFsusiyZcvk6Oj40OlTDRs21IYNG7Ry5Uo1b95c2bNn1+7du7V161Z5e3tb2t+6dauKFi2qsmXLqlChQlqwYIHy58+v7Nmza/PmzZo7d66k/1vDp127dlqxYoU6dOigzp07y9nZWdOnT1fevHnVsGFDqylM0v1gy9/fX1OmTNF//vOfFEerAADwIsgcX98AwANy5sypwYMHJ9v+5ZdfqkuXLlq1apX++9//asGCBWrdurVmzJhhs2+jT548qREjRiT7+fHHHyXdX4wxPDxc58+fV7du3dS7d2/Z29tr9uzZloUfCxcurPDwcMXGxqpbt26aMGGCOnbsqDx58ihr1qyS7n+r+/XXX6tevXqaPn26OnTooIULF6pdu3aaMGFCmmquUKGCZsyYoQsXLqhLly5auHChhg8fbnVMp06d9OGHH+qbb75Rx44dFR4ervfee09dunTR0aNHU3Xb2urVq8tkMqlx48Zpqu9x8uTJo++++06lS5fWl19+qU8//VTnzp1TaGio3n///Yee16VLFxUsWFADBgxQbGxsqn436VW8eHF9++23eumll/TFF1+oV69eMpvN+uabb/Tmm28+UdtJ3nzzTcXHx6t8+fKWfpIkW7ZsKlu2rCQlCzr+rXHjxpZb2/77Nr/PUmr+DlKre/fu6tu3r9auXauOHTtqzJgxeuONNzR//nxLiDBlyhS99dZbmjhxogIDA/Xdd9+pS5culjuJFC9eXAEBAVqwYIE+//xzq/ZjY2O1atUqVa1a9aFT1mrVqqXs2bNbFgJt2bKlHB0d1bFjR23cuFHZsmVT+/bt9euvv+qjjz5SXFycQkNDlS9fPvXt21fdu3fXnj17NG3aNL366quKjIyUJBUoUEDffvut8ufPr379+qlv377KkyeP5s6da1mI9t+++OILOTo6auDAgala9wQAgOeRycz/CwKATW3dulWOjo5Wd1G4fv26qlatqt69e6tNmzYZWF36rV69Wr169dLvv/+e4iKOwIOe178DAACQOTDNBABsbP/+/Zo0aZI+++wzvfbaa7p69apmzZolNzc3BQQEZHR5afbrr79q3759Wrhwod577z2CDKTK8/Z3AAAAMhfCDACwscDAQMXFxem7777TuXPn5OrqqooVK2rUqFFpWgsjszh9+rTmzJmjChUqqG/fvhldDgziefs7AAAAmQvTTAAAAAAAgKGwACgAAAAAADAUwgwAAAAAAGAohBkAAAAAAMBQWAD0X3bv3i2z2SxHR8eMLgUAAABABoqPj5fJZFL58uUzuhQA/0KY8S9ms1msiQoAAACAzwVA5kWY8S9JIzLKlCmTwZUAAAAAyEj79u3L6BIAPARrZgAAAAAAAEMhzAAAAAAAAIZCmAEAAAAAAAyFMAMAAAAAABgKYQYAAAAAADAUwgwAAAAAAGAohBkAAAAAAMBQCDMAAAAAAIChEGYAAAAAAABDIcwAAAAAAACGQpgBAAAAAAAMhTADAAAAAAAYCmEGAAAAAAAwFMIMAAAAAABgKIQZAAAAAADAUAgzAAAAAACAoRBmAAAAAAAAQyHMAAAAAAAAhkKYAQAAAAAADIUwAwAAAAAAGAphBpDJmBMTM0UbAAAAAJBZOWR0AQCsmezsFPXjDMVcPpeu811yF5BnQEcbVwUAAAAAmQdhBpAJxVw+p5gLJzO6DAAAAADIlJhmAgAAAAAADIUwAwAAAAAAGAphBgAAAAAAMBTCDAAAAAAAYCiEGQAAAAAAwFAIMwAAAAAAgKEQZgAAAAAAAEMhzAAAAAAAAIZCmAEAAAAAAAyFMAMAAAAAABgKYQYAAAAAADAUwgwAAAAAAGAohBkAAAAAAMBQCDMAAAAAAIChEGYAAAAAAABDIcwAAAAAAACG4pDRBTwoNDRUW7du1bx58yRJrVu31o4dO1I8dtSoUWrYsKHOnDkjPz+/ZPuHDRumpk2bPtV6AQAAAADAs5dpwow5c+Zo0qRJ8vX1tWybPHmy4uPjrY4bMGCATp48qVq1akmSDh8+LGdnZ/36668ymUyW49zc3J5N4QAAAAAA4JnK8DDjwoUL6t+/v3bu3ClPT0+rfTlz5rR6/OOPP2rz5s1avny5smXLJkk6cuSIPD09lTdv3mdVMgAAAAAAyEAZvmbG/v37lSNHDkVERKhs2bIPPe7OnTsaPXq02rZtKy8vL8v2w4cPq1ixYs+iVAAAAAAAkAlk+MgMPz+/FNe8+LeFCxfq9u3b+vjjj622HzlyRHny5FGLFi104sQJFS5cWEFBQXrrrbfSXZPZbNadO3fSfT6QXiaTSS4uLjZpKyYmRmaz2SZtAQAAvIjMZrPVVHYAmUeGhxmpkZCQoHnz5qlFixZWa2HExcXpxIkTcnFxUe/eveXq6qqIiAh17NhRs2fPVpUqVdJ1vfj4eB08eNBW5QOp5uLiIm9vb5u0FRUVpZiYGJu0BQAA8KJycnLK6BIApMAQYcaOHTt09uxZffDBB1bbnZyc9Mcff8jBwcHyJlO6dGkdP35c4eHh6Q4zHB0dmbqCDGHL5N/T05ORGQAAAE/g2LFjGV0CgIcwRJjx66+/ysfHRx4eHsn2ubq6JttWokQJbd68Od3XM5lMKbYLGImtpqsAAAC8qJhiAmReGb4AaGrs3LlTlStXTrb90KFDKl++vCIjI622//XXX4ysAAAAAADgOZXpw4yEhAQdO3ZMJUqUSLavRIkSKl68uEJCQhQZGanjx49rxIgR2rNnjzp37pwB1QI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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(10, 6))\n",
    "bar_plot = sns.barplot(x='Generation', y='Attack', hue='Name', data=top_attackers, dodge=True)\n",
    "bar_plot.set_title('Non-Legendary Pokémon With Highest Attack')\n",
    "\n",
    "bar_plot.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba0eff8a",
   "metadata": {},
   "source": [
    "### Drop Legendary and Mega"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "477bb4d3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             Name  Attack  Generation\n",
      "Generation                                           \n",
      "1                       Dragonite     134           1\n",
      "2                       Tyranitar     134           2\n",
      "3                         Slaking     160           3\n",
      "4                       Rampardos     165           4\n",
      "5                         Haxorus     147           5\n",
      "6           Aegislash Blade Forme     150           6\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort with no Mega and Legendary\n",
    "df_no_mega_legendary = df[(df['Name'].str.contains('Mega') == False) & (df['Legendary'] == False)]\n",
    "\n",
    "top_non_mega_legendary_attackers = df_no_mega_legendary.groupby('Generation').apply(lambda x: x.loc[x['Attack'].idxmax()])\n",
    "\n",
    "print(top_non_mega_legendary_attackers[['Name', 'Attack', 'Generation']])\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(10, 6))\n",
    "bar_plot_non_mega_legendary = sns.barplot(x='Generation', y='Attack', hue='Name', data=top_non_mega_legendary_attackers, dodge=True)\n",
    "bar_plot_non_mega_legendary.set_title('Non-Legendary and Non-Mega Pokémon With Highest Attack')\n",
    "\n",
    "bar_plot_non_mega_legendary.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26d9976b",
   "metadata": {},
   "source": [
    "# Special Attack Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9ac68db4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     Name  Sp. Atk    Type 1  Type 2  Generation\n",
      "Generation                                                      \n",
      "1           Mega Mewtwo Y      194   Psychic                   1\n",
      "2           Mega Ampharos      165  Electric  Dragon           2\n",
      "3           Primal Kyogre      180     Water                   3\n",
      "4                  Dialga      150     Steel  Dragon           4\n",
      "5            White Kyurem      170    Dragon     Ice           5\n",
      "6           Hoopa Unbound      170   Psychic    Dark           6\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_special_attackers = df.groupby('Generation').apply(lambda x: x.loc[x['Sp. Atk'].idxmax()])\n",
    "\n",
    "# Displaying the top Special Attackers stats\n",
    "print(top_special_attackers[['Name', 'Sp. Atk', 'Type 1', 'Type 2', 'Generation']])\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(10, 6))\n",
    "bar_plot = sns.barplot(x='Generation', y='Sp. Atk', hue='Name', data=top_special_attackers, dodge=True)\n",
    "bar_plot.set_title('Pokémon With Highest Special Attack')\n",
    "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))  # Adjust legend position\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a69eb450",
   "metadata": {},
   "source": [
    "### Drop Legendary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8a3a5dfc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             Name  Sp. Atk    Type 1  Type 2  Generation\n",
      "Generation                                                              \n",
      "1                   Mega Alakazam      175   Psychic                   1\n",
      "2                   Mega Ampharos      165  Electric  Dragon           2\n",
      "3                  Mega Gardevoir      165   Psychic   Fairy           3\n",
      "4                    Mega Lucario      140  Fighting   Steel           4\n",
      "5                      Chandelure      145     Ghost    Fire           5\n",
      "6           Aegislash Blade Forme      150     Steel   Ghost           6\n"
     ]
    },
    {
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ggg==\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_no_legendary = df.drop(df[df['Legendary'] == True].index)\n",
    "\n",
    "top_special_attackers_no_legendary = df_no_legendary.groupby('Generation').apply(lambda x: x.loc[x['Sp. Atk'].idxmax()])\n",
    "\n",
    "# Displaying top Special Attackers (excluding Legendary) stats\n",
    "print(top_special_attackers_no_legendary[['Name', 'Sp. Atk', 'Type 1', 'Type 2', 'Generation']])\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(10, 6))\n",
    "bar_plot_no_legendary = sns.barplot(x='Generation', y='Sp. Atk', hue='Name', data=top_special_attackers_no_legendary, dodge=True)\n",
    "bar_plot_no_legendary.set_title('Non-Legendary Pokémon With Highest Special Attack')\n",
    "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "742f24bc",
   "metadata": {},
   "source": [
    "### Drop Legendary & Mega"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "96f7b6ce",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             Name  Sp. Atk   Type 1 Type 2  Generation\n",
      "Generation                                                            \n",
      "1                        Alakazam      135  Psychic                  1\n",
      "2                          Espeon      130  Psychic                  2\n",
      "3                       Gardevoir      125  Psychic  Fairy           3\n",
      "4                       Porygon-Z      135   Normal                  4\n",
      "5                      Chandelure      145    Ghost   Fire           5\n",
      "6           Aegislash Blade Forme      150    Steel  Ghost           6\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_no_mega_legendary = df[(df['Name'].str.contains('Mega') == False) & (df['Legendary'] == False)]\n",
    "\n",
    "top_special_attackers_no_mega_legendary = df_no_mega_legendary.groupby('Generation').apply(lambda x: x.loc[x['Sp. Atk'].idxmax()])\n",
    "\n",
    "# Displaying the top Special Attackers (excluding Mega and Legendary) stats\n",
    "print(top_special_attackers_no_mega_legendary[['Name', 'Sp. Atk', 'Type 1', 'Type 2', 'Generation']])\n",
    "\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(10, 6))\n",
    "bar_plot_no_mega_legendary = sns.barplot(x='Generation', y='Sp. Atk', hue='Name', data=top_special_attackers_no_mega_legendary, dodge=True)\n",
    "bar_plot_no_mega_legendary.set_title('Non-Legendary and Non-Mega Pokémon With Highest Special Attack')\n",
    "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "045227c2",
   "metadata": {},
   "source": [
    "# "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e775365",
   "metadata": {},
   "source": [
    "## Top Attack by Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e64d65c9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_regular_attackers = df.groupby('Generation').apply(lambda x: x.loc[x['Attack'].idxmax()])\n",
    "\n",
    "# Identify the top legendary attackers\n",
    "top_legendary_attackers = df[df['Legendary'] == True].groupby('Generation').apply(lambda x: x.loc[x['Attack'].idxmax()])\n",
    "\n",
    "# Identify the top mega attackers\n",
    "top_mega_attackers = df[df['Name'].str.contains('Mega')].groupby('Generation').apply(lambda x: x.loc[x['Attack'].idxmax()])\n",
    "\n",
    "# Organize top attackers into one DataFrame\n",
    "combined_top_attackers = pd.concat([top_regular_attackers, top_legendary_attackers, top_mega_attackers])\n",
    "\n",
    "# Completed Top Attackers by Type\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(x='Type 1', hue='Type 1', data=combined_top_attackers)\n",
    "plt.title('Top Pokémon Types by Highest Attack')\n",
    "plt.xlabel('Type')\n",
    "plt.ylabel('Count')\n",
    "plt.legend(title='Types')\n",
    "plt.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60fbcc97",
   "metadata": {},
   "source": [
    "## Top 5 Legendary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "1e5c4e6d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      Name  Attack    Type 1    Type 2  Generation\n",
      "0            Mega Mewtwo X     190   Psychic  Fighting           1\n",
      "1            Mega Mewtwo Y     150   Psychic                     1\n",
      "2                   Mewtwo     110   Psychic                     1\n",
      "3                  Moltres     100      Fire    Flying           1\n",
      "4                   Zapdos      90  Electric    Flying           1\n",
      "5                    Ho-oh     130      Fire    Flying           2\n",
      "6                    Entei     115      Fire                     2\n",
      "7                    Lugia      90   Psychic    Flying           2\n",
      "8                   Raikou      85  Electric                     2\n",
      "9                  Suicune      75     Water                     2\n",
      "10          Primal Groudon     180    Ground      Fire           3\n",
      "11           Mega Rayquaza     180    Dragon    Flying           3\n",
      "12     Deoxys Attack Forme     180   Psychic                     3\n",
      "13           Primal Kyogre     150     Water                     3\n",
      "14                 Groudon     150    Ground                     3\n",
      "15               Regigigas     160    Normal                     4\n",
      "16                   Azelf     125   Psychic                     4\n",
      "17                  Dialga     120     Steel    Dragon           4\n",
      "18                  Palkia     120     Water    Dragon           4\n",
      "19   Giratina Origin Forme     120     Ghost    Dragon           4\n",
      "20            Black Kyurem     170    Dragon       Ice           5\n",
      "21                  Zekrom     150    Dragon  Electric           5\n",
      "22  Landorus Therian Forme     145    Ground    Flying           5\n",
      "23                  Kyurem     130    Dragon       Ice           5\n",
      "24               Terrakion     129      Rock  Fighting           5\n",
      "25            Mega Diancie     160      Rock     Fairy           6\n",
      "26           Hoopa Unbound     160   Psychic      Dark           6\n",
      "27                 Xerneas     131     Fairy                     6\n",
      "28                 Yveltal     131      Dark    Flying           6\n",
      "29          Hoopa Confined     110   Psychic     Ghost           6\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Name'] = df['Name'].str.strip()\n",
    "\n",
    "# Group by 'Generation' and apply a function to get the top 5 by Attack for Legendary Pokémon\n",
    "top_legendary_attackers = df[df['Legendary']].groupby('Generation').apply(lambda x: x.nlargest(5, 'Attack')).reset_index(drop=True)\n",
    "\n",
    "# Fill NaN values with blank strings in 'Type 1' and 'Type 2' columns\n",
    "top_legendary_attackers[['Type 1', 'Type 2']] = top_legendary_attackers[['Type 1', 'Type 2']]\n",
    "\n",
    "# Display the top 5 Legendary Attackers in each generation\n",
    "print(top_legendary_attackers[['Name', 'Attack', 'Type 1', 'Type 2', 'Generation']])\n",
    "\n",
    "# Plotting the top 5 Legendary Attackers\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(14, 8))\n",
    "bar_plot_legendary = sns.barplot(y='Name', x='Attack', hue='Generation', data=top_legendary_attackers, dodge=True, palette='Set1', orient='h')\n",
    "bar_plot_legendary.set_title('Top 5 Legendary Pokémon Across Generations With Highest Attack')\n",
    "\n",
    "plt.legend(title='Generation', loc='upper left', bbox_to_anchor=(1, 1))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55a37017",
   "metadata": {},
   "source": [
    "## Top 5 Non-Legendary and Non-Mega"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "34511311",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          Name  Attack    Type 1    Type 2  Generation\n",
      "0    Dragonite     134    Dragon    Flying           1\n",
      "1      Machamp     130  Fighting                     1\n",
      "2      Kingler     130     Water                     1\n",
      "3       Rhydon     130    Ground      Rock           1\n",
      "4      Flareon     130      Fire                     1\n",
      "5    Tyranitar     134      Rock      Dark           2\n",
      "6       Scizor     130       Bug     Steel           2\n",
      "7     Ursaring     130    Normal                     2\n",
      "8    Heracross     125       Bug  Fighting           2\n",
      "9     Granbull     120     Fairy                     2\n",
      "10     Slaking     160    Normal                     3\n",
      "11   Salamence     135    Dragon    Flying           3\n",
      "12   Metagross     135     Steel   Psychic           3\n",
      "13     Breloom     130     Grass  Fighting           3\n",
      "14       Absol     130      Dark                     3\n",
      "15   Rampardos     165      Rock                     4\n",
      "16   Rhyperior     140    Ground      Rock           4\n",
      "17    Garchomp     130    Dragon    Ground           4\n",
      "18   Mamoswine     130       Ice    Ground           4\n",
      "19    Cranidos     125      Rock                     4\n",
      "20     Haxorus     147    Dragon                     5\n",
      "21  Conkeldurr     140  Fighting                     5\n",
      "22    Archeops     140      Rock    Flying           5\n",
      "23    Gigalith     135      Rock                     5\n",
      "24   Excadrill     135    Ground     Steel           5\n",
      "25     Pangoro     124  Fighting      Dark           6\n",
      "26   Tyrantrum     121      Rock    Dragon           6\n",
      "27     Avalugg     117       Ice                     6\n",
      "28    Doublade     110     Steel     Ghost           6\n",
      "29   Trevenant     110     Ghost     Grass           6\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Name'] = df['Name'].str.strip()\n",
    "\n",
    "# List\n",
    "undesired_substrings = ['Primal', 'Forme', 'Confined', 'Unbound', 'Size', 'Mode', 'Cloak', 'Rotom']\n",
    "\n",
    "# Filtering the list to remove Mega and Legendary\n",
    "df_filtered = df[~df['Name'].str.contains('|'.join(undesired_substrings), case=False)]\n",
    "\n",
    "df_no_mega_legendary = df_filtered[(df_filtered['Name'].str.contains('Mega') == False) & (df_filtered['Legendary'] == False)]\n",
    "\n",
    "top_attackers_no_mega_legendary = df_no_mega_legendary.groupby('Generation').apply(lambda x: x.nlargest(5, 'Attack')).reset_index(drop=True)\n",
    "\n",
    "print(top_attackers_no_mega_legendary[['Name', 'Attack', 'Type 1', 'Type 2', 'Generation']])\n",
    "\n",
    "# Plotting the top 5 Attackers (excluding Mega and Legendary)\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(14, 8))\n",
    "bar_plot_no_mega_legendary = sns.barplot(y='Name', x='Attack', hue='Generation', data=top_attackers_no_mega_legendary, dodge=True, palette='Set1', orient='h')\n",
    "bar_plot_no_mega_legendary.set_title('Top 5 Non-Legendary Pokémon Across Generations With Highest Attack')\n",
    "\n",
    "plt.legend(title='Generation', loc='upper left', bbox_to_anchor=(1, 1))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27a18c9a",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "Our analysis explored the vibrant realm of Pokémon to analyze the top attackers and special attackers spanning the initial six generations. Across the historical history of Pokémon battles, Dragon-type, Psychic-type, and Ice-type attacks stood out as fan favorites, securing their spots as frequent picks in the competitive leagues. It's not surprising to see Mewtwo constantly being the best, but take him away and the battlefield evens out a lot more.\n",
    "\n",
    "Diving deeper, our exploration highlighted the prevalence of specific Pokémon Types with the highest strength. The Dragon Type emerged as a consistent powerhouse, excelling in both physical and special attacks. Psychic, Rock, Bug, Ground, Normal, and Fire Types also played significant roles, each contributing to the varied tapestry of Pokémon strength with its own unique flair.\n",
    "\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43f84734",
   "metadata": {},
   "source": [
    "# Socials\n",
    "\n",
    "Follow me on:\n",
    "- GitHub: [Nichols-Tech](https://github.com/Nichols-Tech)\n",
    "- LinkedIn: [MrNichols](https://www.linkedin.com/in/mrnichols/)\n",
    "- Medium: [Nichols-Tech](https://medium.com/@nichols.tech)\n",
    "- Instagram: [Nichols.Tech](https://instagram.com/Nichols.Tech)\n"
   ]
  }
 ],
 "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": "3.10.9"
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