Worshop Python # 9: Pandas/python_pandas_with_pokemon_dataset.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# 🐍 Pandas with Pokemon Dataset"
      ],
      "metadata": {
        "id": "xkTjK1pEtqTf"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "<center><img src=\"https://www.fayerwayer.com/resizer/3gNBYtOhENu4KWGdpWHORkjAMhQ=/800x0/filters:format(jpg):quality(70)/cloudfront-us-east-1.images.arcpublishing.com/metroworldnews/ZOP2OEAULVFUJJIZCFHWIZP5XM.jpeg\" width=\"1000px\" align=\"center\" /></center>\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "gG5Sq5ws6XR3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 👨‍🏫 Intro to pandas\n",
        "\n",
        "Pandas is a fast, powerful, flexible and easy to use open source data analysis and manipulation tool, built on top of the Python programming language."
      ],
      "metadata": {
        "id": "v3nITGZAR7rq"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### What kind of data does pandas handle?\n",
        "\n",
        "When working with tabular data, such as data stored in spreadsheets or databases, pandas is the right tool for you. pandas will help you to explore, clean, and process your data. In pandas, a data table is called a DataFrame.\n",
        "\n",
        "<center><img src=\"https://pandas.pydata.org/docs/_images/01_table_dataframe.svg\" /></center>"
      ],
      "metadata": {
        "id": "Nq6IzBFNU4mG"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Comparison with spreadsheets\n",
        "\n",
        "General terminology translation\n",
        "\n",
        "| pandas |   Excel |  \n",
        "| ----------- | ----------- |\n",
        "| DataFrame | worksheet |\n",
        "| Series | column |\n",
        "| Index | row headings |\n",
        "| row | row |\n",
        "| NaN | empty cell |\n"
      ],
      "metadata": {
        "id": "KhFkRdZXWPdc"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How do I read and write tabular data?\n",
        "\n",
        "Pandas supports the integration with many file formats or data sources out of the box (csv, excel, sql, json, parquet,…). Importing data from each of these data sources is provided by function with the prefix `read_*`. Similarly, the `to_*` methods are used to store data.\n",
        "\n",
        "<center><img src=\"https://pandas.pydata.org/docs/_images/02_io_readwrite.svg\" /></center>\n"
      ],
      "metadata": {
        "id": "BeUZebFtU7Rd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 👨‍🏭 Installation"
      ],
      "metadata": {
        "id": "bDKrq2MLxmsu"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Pandas can be installed via pip from PyPI: `pip install pandas`\n"
      ],
      "metadata": {
        "id": "fPeRXESzTFop"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Working with conda?\n",
        "\n",
        "Pandas is part of the Anaconda distribution and can be installed with Anaconda or Miniconda:\n",
        "`conda install pandas`"
      ],
      "metadata": {
        "id": "Xqnzz9rgTOjD"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 📚 About the Dataset"
      ],
      "metadata": {
        "id": "hQ7h2P-eJTFL"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Context\n",
        "\n",
        "This dataset contains information on all 802 Pokemon from all Seven Generations of Pokemon. The information contained in this dataset include Base Stats, Performance against Other Types, Height, Weight, Classification, Egg Steps, Experience Points, Abilities, etc. The information was scraped from http://serebii.net/"
      ],
      "metadata": {
        "id": "zs1Vqo_ukBdb"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Content\n",
        "- **name**: The English name of the Pokemon\n",
        "- **japanese_name**: The Original Japanese name of the Pokemon\n",
        "- **pokedex_number**: The entry number of the Pokemon in the National Pokedex\n",
        "- **percentage_male**: The percentage of the species that are male. Blank if the Pokemon is genderless.\n",
        "- **type1**: The Primary Type of the Pokemon\n",
        "- **type2**: The Secondary Type of the Pokemon\n",
        "- **classification**: The Classification of the Pokemon as described by the Sun and Moon Pokedex\n",
        "- **height_m**: Height of the Pokemon in metres\n",
        "- **weight_kg**: The Weight of the Pokemon in kilograms\n",
        "- **capture_rate**: Capture Rate of the Pokemon\n",
        "- **baseeggsteps**: The number of steps required to hatch an egg of the Pokemon\n",
        "- **abilities**: A stringified list of abilities that the Pokemon is capable of having\n",
        "- **experience_growth**: The Experience Growth of the Pokemon\n",
        "- **base_happiness**: Base Happiness of the Pokemon\n",
        "- **against_?**: Eighteen features that denote the amount of damage taken against an attack of a particular type\n",
        "- **hp**: The Base HP of the Pokemon\n",
        "- **attack**: The Base Attack of the Pokemon\n",
        "- **defense**: The Base Defense of the Pokemon\n",
        "- **sp_attack**: The Base Special Attack of the Pokemon\n",
        "- **sp_defense**: The Base Special Defense of the Pokemon\n",
        "- **speed**: The Base Speed of the Pokemon\n",
        "- **generation**: The numbered generation which the Pokemon was first introduced\n",
        "- **is_legendary**: Denotes if the Pokemon is legendary."
      ],
      "metadata": {
        "id": "PMR0ZTdtkBf8"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 👨‍💻 The Code"
      ],
      "metadata": {
        "id": "1MI4_1Y6UCy2"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Importing libraries"
      ],
      "metadata": {
        "id": "88C6jkt6kPoi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pandas"
      ],
      "metadata": {
        "id": "MIiJwwSikSgJ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9b65a771-ae4d-42e9-f4eb-69557abfb15d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (1.3.5)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2022.6)\n",
            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (1.21.6)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import requests\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "4cdOnKCfdubJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Basic setup"
      ],
      "metadata": {
        "id": "O3ZVC9OXkXv_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pd.set_option('display.max_columns', None)\n",
        "pd.set_option('display.float_format', lambda x: '%.3f' % x)"
      ],
      "metadata": {
        "id": "91ErtrZMkama"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pd.__version__"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "TcjLz3Ewfmyr",
        "outputId": "533dd432-3f39-462f-9a9e-16ec36c6e517"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'1.3.5'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
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            }
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Creating a Pandas Dataframe from a Dictionary"
      ],
      "metadata": {
        "id": "qndnsnjy2CqE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# dictionary with list object in values\n",
        "details = {\n",
        "    'Name' : ['Bulbasaur', 'Charmander', 'Squirtle'],\n",
        "    'Generation' : [1, 1, 1],\n",
        "    'Type' : ['grass', 'fire', 'water'],\n",
        "}\n",
        "  \n",
        "# creating a Dataframe object \n",
        "df = pd.DataFrame(details)\n",
        "  \n",
        "df"
      ],
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      "execution_count": null,
      "outputs": [
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            "text/plain": [
              "         Name  Generation   Type\n",
              "0   Bulbasaur           1  grass\n",
              "1  Charmander           1   fire\n",
              "2    Squirtle           1  water"
            ],
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              "      <th>Name</th>\n",
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              "      <td>Squirtle</td>\n",
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              "    .colab-df-convert {\n",
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              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
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          },
          "metadata": {},
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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Downloading data for this lab"
      ],
      "metadata": {
        "id": "f4r7ILzJkcaP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Fetching file"
      ],
      "metadata": {
        "id": "-ZcYAU6fYzm6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset_url=\"https://github.com/DataEngineering-LATAM/Python-StudyClub/raw/17684af6ae16e137e399acee33d6dca7493731a2/Worshop%20Python%20%23%209:%20Pandas/pokemon.zip\"\n",
        "response = requests.get(url=dataset_url, allow_redirects=True)\n",
        "\n",
        "# Get response status\n",
        "response.status_code\n",
        "\n",
        "#view the contents\n",
        "#response.content"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RDun0_SkeFII",
        "outputId": "188dcb55-28f4-4661-fb54-3a85f8745f94"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "200"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "type(response.content)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SwO2krhuftDZ",
        "outputId": "b37e464c-707c-4872-cf3a-d213f3c424c2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "bytes"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Writing to local disk"
      ],
      "metadata": {
        "id": "Px03zhglnyMn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "with open(\"pokemon.zip\", \"wb\") as binary_file:\n",
        "   \n",
        "    # Write bytes to file\n",
        "    binary_file.write(response.content)"
      ],
      "metadata": {
        "id": "b_T4CzJ_jvDr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Importing data from local disk"
      ],
      "metadata": {
        "id": "qXah29VvxoHV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(filepath_or_buffer='pokemon.zip', compression='zip', header=0, sep=',', quotechar='\"')\n",
        "#pd.read_excel()\n",
        "#pd.read_table()\n",
        "#pd.read_sql()\n",
        "#pd.read_json()\n",
        "#pd.read_html()"
      ],
      "metadata": {
        "id": "-pzRXiGhj2ir"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "type(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Awp3NpzXoqa8",
        "outputId": "e8784e45-8ab3-4077-8233-892c566f2121"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pandas.core.frame.DataFrame"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Importing data directly from the source"
      ],
      "metadata": {
        "id": "Jn7R7FddolKm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(filepath_or_buffer=dataset_url, compression='zip', header=0, sep=',', quotechar='\"')\n",
        "type(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0foCxIfSooce",
        "outputId": "c2075b34-33b9-4d94-89eb-658cc6fd8d2e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pandas.core.frame.DataFrame"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Return a tuple representing the dimensionality of the DataFrame.\n",
        "\n"
      ],
      "metadata": {
        "id": "lOSt3wKv2IUv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wk2wAQtE2IbP",
        "outputId": "0176e78b-2d47-46d0-b1b7-251f8719efe2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(801, 41)"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This dataset contains:\n",
        "\n",
        "- number of rows: 801\n",
        "- number of columns: 41"
      ],
      "metadata": {
        "id": "79rim8k-QmvR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Print a concise summary of a DataFrame.\n",
        "\n"
      ],
      "metadata": {
        "id": "auouGM9_17gG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "04tC7MaN17mU",
        "outputId": "78dae423-5c7b-40cb-a5c8-660544f42c76"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 801 entries, 0 to 800\n",
            "Data columns (total 41 columns):\n",
            " #   Column             Non-Null Count  Dtype  \n",
            "---  ------             --------------  -----  \n",
            " 0   abilities          801 non-null    object \n",
            " 1   against_bug        801 non-null    float64\n",
            " 2   against_dark       801 non-null    float64\n",
            " 3   against_dragon     801 non-null    float64\n",
            " 4   against_electric   801 non-null    float64\n",
            " 5   against_fairy      801 non-null    float64\n",
            " 6   against_fight      801 non-null    float64\n",
            " 7   against_fire       801 non-null    float64\n",
            " 8   against_flying     801 non-null    float64\n",
            " 9   against_ghost      801 non-null    float64\n",
            " 10  against_grass      801 non-null    float64\n",
            " 11  against_ground     801 non-null    float64\n",
            " 12  against_ice        801 non-null    float64\n",
            " 13  against_normal     801 non-null    float64\n",
            " 14  against_poison     801 non-null    float64\n",
            " 15  against_psychic    801 non-null    float64\n",
            " 16  against_rock       801 non-null    float64\n",
            " 17  against_steel      801 non-null    float64\n",
            " 18  against_water      801 non-null    float64\n",
            " 19  attack             801 non-null    int64  \n",
            " 20  base_egg_steps     801 non-null    int64  \n",
            " 21  base_happiness     801 non-null    int64  \n",
            " 22  base_total         801 non-null    int64  \n",
            " 23  capture_rate       801 non-null    object \n",
            " 24  classfication      801 non-null    object \n",
            " 25  defense            801 non-null    int64  \n",
            " 26  experience_growth  801 non-null    int64  \n",
            " 27  height_m           781 non-null    float64\n",
            " 28  hp                 801 non-null    int64  \n",
            " 29  japanese_name      801 non-null    object \n",
            " 30  name               801 non-null    object \n",
            " 31  percentage_male    703 non-null    float64\n",
            " 32  pokedex_number     801 non-null    int64  \n",
            " 33  sp_attack          801 non-null    int64  \n",
            " 34  sp_defense         801 non-null    int64  \n",
            " 35  speed              801 non-null    int64  \n",
            " 36  type1              801 non-null    object \n",
            " 37  type2              417 non-null    object \n",
            " 38  weight_kg          781 non-null    float64\n",
            " 39  generation         801 non-null    int64  \n",
            " 40  is_legendary       801 non-null    int64  \n",
            "dtypes: float64(21), int64(13), object(7)\n",
            "memory usage: 256.7+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Return the first n rows."
      ],
      "metadata": {
        "id": "t4dDvY6b0Dtk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.head(n=5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NH8e-ywbAKoe",
        "outputId": "e0b7085f-34e1-4e27-b518-a7b83ceff71a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                     abilities  against_bug  against_dark  against_dragon  \\\n",
              "0  ['Overgrow', 'Chlorophyll']        1.000         1.000           1.000   \n",
              "1  ['Overgrow', 'Chlorophyll']        1.000         1.000           1.000   \n",
              "2  ['Overgrow', 'Chlorophyll']        1.000         1.000           1.000   \n",
              "3     ['Blaze', 'Solar Power']        0.500         1.000           1.000   \n",
              "4     ['Blaze', 'Solar Power']        0.500         1.000           1.000   \n",
              "\n",
              "   against_electric  against_fairy  against_fight  against_fire  \\\n",
              "0             0.500          0.500          0.500         2.000   \n",
              "1             0.500          0.500          0.500         2.000   \n",
              "2             0.500          0.500          0.500         2.000   \n",
              "3             1.000          0.500          1.000         0.500   \n",
              "4             1.000          0.500          1.000         0.500   \n",
              "\n",
              "   against_flying  against_ghost  against_grass  against_ground  against_ice  \\\n",
              "0           2.000          1.000          0.250           1.000        2.000   \n",
              "1           2.000          1.000          0.250           1.000        2.000   \n",
              "2           2.000          1.000          0.250           1.000        2.000   \n",
              "3           1.000          1.000          0.500           2.000        0.500   \n",
              "4           1.000          1.000          0.500           2.000        0.500   \n",
              "\n",
              "   against_normal  against_poison  against_psychic  against_rock  \\\n",
              "0           1.000           1.000            2.000         1.000   \n",
              "1           1.000           1.000            2.000         1.000   \n",
              "2           1.000           1.000            2.000         1.000   \n",
              "3           1.000           1.000            1.000         2.000   \n",
              "4           1.000           1.000            1.000         2.000   \n",
              "\n",
              "   against_steel  against_water  attack  base_egg_steps  base_happiness  \\\n",
              "0          1.000          0.500      49            5120              70   \n",
              "1          1.000          0.500      62            5120              70   \n",
              "2          1.000          0.500     100            5120              70   \n",
              "3          0.500          2.000      52            5120              70   \n",
              "4          0.500          2.000      64            5120              70   \n",
              "\n",
              "   base_total capture_rate   classfication  defense  experience_growth  \\\n",
              "0         318           45    Seed Pokémon       49            1059860   \n",
              "1         405           45    Seed Pokémon       63            1059860   \n",
              "2         625           45    Seed Pokémon      123            1059860   \n",
              "3         309           45  Lizard Pokémon       43            1059860   \n",
              "4         405           45   Flame Pokémon       58            1059860   \n",
              "\n",
              "   height_m  hp     japanese_name        name  percentage_male  \\\n",
              "0     0.700  45  Fushigidaneフシギダネ   Bulbasaur           88.100   \n",
              "1     1.000  60   Fushigisouフシギソウ     Ivysaur           88.100   \n",
              "2     2.000  80  Fushigibanaフシギバナ    Venusaur           88.100   \n",
              "3     0.600  39      Hitokageヒトカゲ  Charmander           88.100   \n",
              "4     1.100  58       Lizardoリザード  Charmeleon           88.100   \n",
              "\n",
              "   pokedex_number  sp_attack  sp_defense  speed  type1   type2  weight_kg  \\\n",
              "0               1         65          65     45  grass  poison      6.900   \n",
              "1               2         80          80     60  grass  poison     13.000   \n",
              "2               3        122         120     80  grass  poison    100.000   \n",
              "3               4         60          50     65   fire     NaN      8.500   \n",
              "4               5         80          65     80   fire     NaN     19.000   \n",
              "\n",
              "   generation  is_legendary  \n",
              "0           1             0  \n",
              "1           1             0  \n",
              "2           1             0  \n",
              "3           1             0  \n",
              "4           1             0  "
            ],
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              "\n",
              "  <div id=\"df-3ba2a36c-17fa-449f-8fce-fab885c386bb\">\n",
              "    <div class=\"colab-df-container\">\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>abilities</th>\n",
              "      <th>against_bug</th>\n",
              "      <th>against_dark</th>\n",
              "      <th>against_dragon</th>\n",
              "      <th>against_electric</th>\n",
              "      <th>against_fairy</th>\n",
              "      <th>against_fight</th>\n",
              "      <th>against_fire</th>\n",
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              "      <th>against_ghost</th>\n",
              "      <th>against_grass</th>\n",
              "      <th>against_ground</th>\n",
              "      <th>against_ice</th>\n",
              "      <th>against_normal</th>\n",
              "      <th>against_poison</th>\n",
              "      <th>against_psychic</th>\n",
              "      <th>against_rock</th>\n",
              "      <th>against_steel</th>\n",
              "      <th>against_water</th>\n",
              "      <th>attack</th>\n",
              "      <th>base_egg_steps</th>\n",
              "      <th>base_happiness</th>\n",
              "      <th>base_total</th>\n",
              "      <th>capture_rate</th>\n",
              "      <th>classfication</th>\n",
              "      <th>defense</th>\n",
              "      <th>experience_growth</th>\n",
              "      <th>height_m</th>\n",
              "      <th>hp</th>\n",
              "      <th>japanese_name</th>\n",
              "      <th>name</th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>pokedex_number</th>\n",
              "      <th>sp_attack</th>\n",
              "      <th>sp_defense</th>\n",
              "      <th>speed</th>\n",
              "      <th>type1</th>\n",
              "      <th>type2</th>\n",
              "      <th>weight_kg</th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>49</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>318</td>\n",
              "      <td>45</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>49</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.700</td>\n",
              "      <td>45</td>\n",
              "      <td>Fushigidaneフシギダネ</td>\n",
              "      <td>Bulbasaur</td>\n",
              "      <td>88.100</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>65</td>\n",
              "      <td>45</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>6.900</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>62</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>63</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.000</td>\n",
              "      <td>60</td>\n",
              "      <td>Fushigisouフシギソウ</td>\n",
              "      <td>Ivysaur</td>\n",
              "      <td>88.100</td>\n",
              "      <td>2</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>60</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>13.000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>100</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>625</td>\n",
              "      <td>45</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>123</td>\n",
              "      <td>1059860</td>\n",
              "      <td>2.000</td>\n",
              "      <td>80</td>\n",
              "      <td>Fushigibanaフシギバナ</td>\n",
              "      <td>Venusaur</td>\n",
              "      <td>88.100</td>\n",
              "      <td>3</td>\n",
              "      <td>122</td>\n",
              "      <td>120</td>\n",
              "      <td>80</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>100.000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>['Blaze', 'Solar Power']</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>52</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>309</td>\n",
              "      <td>45</td>\n",
              "      <td>Lizard Pokémon</td>\n",
              "      <td>43</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.600</td>\n",
              "      <td>39</td>\n",
              "      <td>Hitokageヒトカゲ</td>\n",
              "      <td>Charmander</td>\n",
              "      <td>88.100</td>\n",
              "      <td>4</td>\n",
              "      <td>60</td>\n",
              "      <td>50</td>\n",
              "      <td>65</td>\n",
              "      <td>fire</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8.500</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>['Blaze', 'Solar Power']</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>64</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>Flame Pokémon</td>\n",
              "      <td>58</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.100</td>\n",
              "      <td>58</td>\n",
              "      <td>Lizardoリザード</td>\n",
              "      <td>Charmeleon</td>\n",
              "      <td>88.100</td>\n",
              "      <td>5</td>\n",
              "      <td>80</td>\n",
              "      <td>65</td>\n",
              "      <td>80</td>\n",
              "      <td>fire</td>\n",
              "      <td>NaN</td>\n",
              "      <td>19.000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-3ba2a36c-17fa-449f-8fce-fab885c386bb button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-3ba2a36c-17fa-449f-8fce-fab885c386bb');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Return the last n rows."
      ],
      "metadata": {
        "id": "a668D8Zx0N7w"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.tail(n=5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WZmjNvzo0OGN",
        "outputId": "e03f7992-c24b-430e-d723-622405ed24ee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           abilities  against_bug  against_dark  against_dragon  \\\n",
              "796  ['Beast Boost']        0.250         1.000           0.500   \n",
              "797  ['Beast Boost']        1.000         1.000           0.500   \n",
              "798  ['Beast Boost']        2.000         0.500           2.000   \n",
              "799  ['Prism Armor']        2.000         2.000           1.000   \n",
              "800   ['Soul-Heart']        0.250         0.500           0.000   \n",
              "\n",
              "     against_electric  against_fairy  against_fight  against_fire  \\\n",
              "796             2.000          0.500          1.000         2.000   \n",
              "797             0.500          0.500          2.000         4.000   \n",
              "798             0.500          4.000          2.000         0.500   \n",
              "799             1.000          1.000          0.500         1.000   \n",
              "800             1.000          0.500          1.000         2.000   \n",
              "\n",
              "     against_flying  against_ghost  against_grass  against_ground  \\\n",
              "796           0.500          1.000          0.250           0.000   \n",
              "797           1.000          1.000          0.250           1.000   \n",
              "798           1.000          0.500          0.500           1.000   \n",
              "799           1.000          2.000          1.000           1.000   \n",
              "800           0.500          1.000          0.500           2.000   \n",
              "\n",
              "     against_ice  against_normal  against_poison  against_psychic  \\\n",
              "796        1.000           0.500           0.000            0.500   \n",
              "797        1.000           0.500           0.000            0.500   \n",
              "798        2.000           1.000           1.000            0.000   \n",
              "799        1.000           1.000           1.000            0.500   \n",
              "800        0.500           0.500           0.000            0.500   \n",
              "\n",
              "     against_rock  against_steel  against_water  attack  base_egg_steps  \\\n",
              "796         1.000          0.500          1.000     101           30720   \n",
              "797         0.500          0.500          0.500     181           30720   \n",
              "798         1.000          1.000          0.500     101           30720   \n",
              "799         1.000          1.000          1.000     107           30720   \n",
              "800         0.500          1.000          1.000      95           30720   \n",
              "\n",
              "     base_happiness  base_total capture_rate        classfication  defense  \\\n",
              "796               0         570           25       Launch Pokémon      103   \n",
              "797               0         570          255  Drawn Sword Pokémon      131   \n",
              "798               0         570           15    Junkivore Pokémon       53   \n",
              "799               0         600            3        Prism Pokémon      101   \n",
              "800               0         600            3   Artificial Pokémon      115   \n",
              "\n",
              "     experience_growth  height_m   hp    japanese_name        name  \\\n",
              "796            1250000     9.200   97   Tekkaguyaテッカグヤ  Celesteela   \n",
              "797            1250000     0.300   59  Kamiturugiカミツルギ     Kartana   \n",
              "798            1250000     5.500  223  Akuzikingアクジキング    Guzzlord   \n",
              "799            1250000     2.400   97    Necrozmaネクロズマ    Necrozma   \n",
              "800            1250000     1.000   80     Magearnaマギアナ    Magearna   \n",
              "\n",
              "     percentage_male  pokedex_number  sp_attack  sp_defense  speed    type1  \\\n",
              "796              NaN             797        107         101     61    steel   \n",
              "797              NaN             798         59          31    109    grass   \n",
              "798              NaN             799         97          53     43     dark   \n",
              "799              NaN             800        127          89     79  psychic   \n",
              "800              NaN             801        130         115     65    steel   \n",
              "\n",
              "      type2  weight_kg  generation  is_legendary  \n",
              "796  flying    999.900           7             1  \n",
              "797   steel      0.100           7             1  \n",
              "798  dragon    888.000           7             1  \n",
              "799     NaN    230.000           7             1  \n",
              "800   fairy     80.500           7             1  "
            ],
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              "\n",
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              "      <th></th>\n",
              "      <th>abilities</th>\n",
              "      <th>against_bug</th>\n",
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              "      <th>against_dragon</th>\n",
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              "      <th>against_psychic</th>\n",
              "      <th>against_rock</th>\n",
              "      <th>against_steel</th>\n",
              "      <th>against_water</th>\n",
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              "      <th>796</th>\n",
              "      <td>['Beast Boost']</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
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              "      <td>1.000</td>\n",
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              "      <td>25</td>\n",
              "      <td>Launch Pokémon</td>\n",
              "      <td>103</td>\n",
              "      <td>1250000</td>\n",
              "      <td>9.200</td>\n",
              "      <td>97</td>\n",
              "      <td>Tekkaguyaテッカグヤ</td>\n",
              "      <td>Celesteela</td>\n",
              "      <td>NaN</td>\n",
              "      <td>797</td>\n",
              "      <td>107</td>\n",
              "      <td>101</td>\n",
              "      <td>61</td>\n",
              "      <td>steel</td>\n",
              "      <td>flying</td>\n",
              "      <td>999.900</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
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              "      <th>797</th>\n",
              "      <td>['Beast Boost']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>1.000</td>\n",
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              "      <td>0.250</td>\n",
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              "      <td>0.300</td>\n",
              "      <td>59</td>\n",
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              "      <td>59</td>\n",
              "      <td>31</td>\n",
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              "      <td>1.000</td>\n",
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              "      <td>1.000</td>\n",
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              "      <td>0</td>\n",
              "      <td>600</td>\n",
              "      <td>3</td>\n",
              "      <td>Prism Pokémon</td>\n",
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              "      <td>2.400</td>\n",
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              "    <tr>\n",
              "      <th>800</th>\n",
              "      <td>['Soul-Heart']</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>95</td>\n",
              "      <td>30720</td>\n",
              "      <td>0</td>\n",
              "      <td>600</td>\n",
              "      <td>3</td>\n",
              "      <td>Artificial Pokémon</td>\n",
              "      <td>115</td>\n",
              "      <td>1250000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>80</td>\n",
              "      <td>Magearnaマギアナ</td>\n",
              "      <td>Magearna</td>\n",
              "      <td>NaN</td>\n",
              "      <td>801</td>\n",
              "      <td>130</td>\n",
              "      <td>115</td>\n",
              "      <td>65</td>\n",
              "      <td>steel</td>\n",
              "      <td>fairy</td>\n",
              "      <td>80.500</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Renaming columns\n",
        "\n",
        "Let's fix the **'classfication'** column name"
      ],
      "metadata": {
        "id": "tzesaqX8Q9kw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.rename(columns={\"classfication\": \"classification\"})"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YniAIn-YQ9t3",
        "outputId": "8512700e-df9f-43e2-95c1-3f664c76a374"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                       abilities  against_bug  against_dark  against_dragon  \\\n",
              "0    ['Overgrow', 'Chlorophyll']        1.000         1.000           1.000   \n",
              "1    ['Overgrow', 'Chlorophyll']        1.000         1.000           1.000   \n",
              "2    ['Overgrow', 'Chlorophyll']        1.000         1.000           1.000   \n",
              "3       ['Blaze', 'Solar Power']        0.500         1.000           1.000   \n",
              "4       ['Blaze', 'Solar Power']        0.500         1.000           1.000   \n",
              "..                           ...          ...           ...             ...   \n",
              "796              ['Beast Boost']        0.250         1.000           0.500   \n",
              "797              ['Beast Boost']        1.000         1.000           0.500   \n",
              "798              ['Beast Boost']        2.000         0.500           2.000   \n",
              "799              ['Prism Armor']        2.000         2.000           1.000   \n",
              "800               ['Soul-Heart']        0.250         0.500           0.000   \n",
              "\n",
              "     against_electric  against_fairy  against_fight  against_fire  \\\n",
              "0               0.500          0.500          0.500         2.000   \n",
              "1               0.500          0.500          0.500         2.000   \n",
              "2               0.500          0.500          0.500         2.000   \n",
              "3               1.000          0.500          1.000         0.500   \n",
              "4               1.000          0.500          1.000         0.500   \n",
              "..                ...            ...            ...           ...   \n",
              "796             2.000          0.500          1.000         2.000   \n",
              "797             0.500          0.500          2.000         4.000   \n",
              "798             0.500          4.000          2.000         0.500   \n",
              "799             1.000          1.000          0.500         1.000   \n",
              "800             1.000          0.500          1.000         2.000   \n",
              "\n",
              "     against_flying  against_ghost  against_grass  against_ground  \\\n",
              "0             2.000          1.000          0.250           1.000   \n",
              "1             2.000          1.000          0.250           1.000   \n",
              "2             2.000          1.000          0.250           1.000   \n",
              "3             1.000          1.000          0.500           2.000   \n",
              "4             1.000          1.000          0.500           2.000   \n",
              "..              ...            ...            ...             ...   \n",
              "796           0.500          1.000          0.250           0.000   \n",
              "797           1.000          1.000          0.250           1.000   \n",
              "798           1.000          0.500          0.500           1.000   \n",
              "799           1.000          2.000          1.000           1.000   \n",
              "800           0.500          1.000          0.500           2.000   \n",
              "\n",
              "     against_ice  against_normal  against_poison  against_psychic  \\\n",
              "0          2.000           1.000           1.000            2.000   \n",
              "1          2.000           1.000           1.000            2.000   \n",
              "2          2.000           1.000           1.000            2.000   \n",
              "3          0.500           1.000           1.000            1.000   \n",
              "4          0.500           1.000           1.000            1.000   \n",
              "..           ...             ...             ...              ...   \n",
              "796        1.000           0.500           0.000            0.500   \n",
              "797        1.000           0.500           0.000            0.500   \n",
              "798        2.000           1.000           1.000            0.000   \n",
              "799        1.000           1.000           1.000            0.500   \n",
              "800        0.500           0.500           0.000            0.500   \n",
              "\n",
              "     against_rock  against_steel  against_water  attack  base_egg_steps  \\\n",
              "0           1.000          1.000          0.500      49            5120   \n",
              "1           1.000          1.000          0.500      62            5120   \n",
              "2           1.000          1.000          0.500     100            5120   \n",
              "3           2.000          0.500          2.000      52            5120   \n",
              "4           2.000          0.500          2.000      64            5120   \n",
              "..            ...            ...            ...     ...             ...   \n",
              "796         1.000          0.500          1.000     101           30720   \n",
              "797         0.500          0.500          0.500     181           30720   \n",
              "798         1.000          1.000          0.500     101           30720   \n",
              "799         1.000          1.000          1.000     107           30720   \n",
              "800         0.500          1.000          1.000      95           30720   \n",
              "\n",
              "     base_happiness  base_total capture_rate       classification  defense  \\\n",
              "0                70         318           45         Seed Pokémon       49   \n",
              "1                70         405           45         Seed Pokémon       63   \n",
              "2                70         625           45         Seed Pokémon      123   \n",
              "3                70         309           45       Lizard Pokémon       43   \n",
              "4                70         405           45        Flame Pokémon       58   \n",
              "..              ...         ...          ...                  ...      ...   \n",
              "796               0         570           25       Launch Pokémon      103   \n",
              "797               0         570          255  Drawn Sword Pokémon      131   \n",
              "798               0         570           15    Junkivore Pokémon       53   \n",
              "799               0         600            3        Prism Pokémon      101   \n",
              "800               0         600            3   Artificial Pokémon      115   \n",
              "\n",
              "     experience_growth  height_m   hp     japanese_name        name  \\\n",
              "0              1059860     0.700   45  Fushigidaneフシギダネ   Bulbasaur   \n",
              "1              1059860     1.000   60   Fushigisouフシギソウ     Ivysaur   \n",
              "2              1059860     2.000   80  Fushigibanaフシギバナ    Venusaur   \n",
              "3              1059860     0.600   39      Hitokageヒトカゲ  Charmander   \n",
              "4              1059860     1.100   58       Lizardoリザード  Charmeleon   \n",
              "..                 ...       ...  ...               ...         ...   \n",
              "796            1250000     9.200   97    Tekkaguyaテッカグヤ  Celesteela   \n",
              "797            1250000     0.300   59   Kamiturugiカミツルギ     Kartana   \n",
              "798            1250000     5.500  223   Akuzikingアクジキング    Guzzlord   \n",
              "799            1250000     2.400   97     Necrozmaネクロズマ    Necrozma   \n",
              "800            1250000     1.000   80      Magearnaマギアナ    Magearna   \n",
              "\n",
              "     percentage_male  pokedex_number  sp_attack  sp_defense  speed    type1  \\\n",
              "0             88.100               1         65          65     45    grass   \n",
              "1             88.100               2         80          80     60    grass   \n",
              "2             88.100               3        122         120     80    grass   \n",
              "3             88.100               4         60          50     65     fire   \n",
              "4             88.100               5         80          65     80     fire   \n",
              "..               ...             ...        ...         ...    ...      ...   \n",
              "796              NaN             797        107         101     61    steel   \n",
              "797              NaN             798         59          31    109    grass   \n",
              "798              NaN             799         97          53     43     dark   \n",
              "799              NaN             800        127          89     79  psychic   \n",
              "800              NaN             801        130         115     65    steel   \n",
              "\n",
              "      type2  weight_kg  generation  is_legendary  \n",
              "0    poison      6.900           1             0  \n",
              "1    poison     13.000           1             0  \n",
              "2    poison    100.000           1             0  \n",
              "3       NaN      8.500           1             0  \n",
              "4       NaN     19.000           1             0  \n",
              "..      ...        ...         ...           ...  \n",
              "796  flying    999.900           7             1  \n",
              "797   steel      0.100           7             1  \n",
              "798  dragon    888.000           7             1  \n",
              "799     NaN    230.000           7             1  \n",
              "800   fairy     80.500           7             1  \n",
              "\n",
              "[801 rows x 41 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-040542e0-1f45-4a87-8cd2-9ed5f0b78c4e\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>abilities</th>\n",
              "      <th>against_bug</th>\n",
              "      <th>against_dark</th>\n",
              "      <th>against_dragon</th>\n",
              "      <th>against_electric</th>\n",
              "      <th>against_fairy</th>\n",
              "      <th>against_fight</th>\n",
              "      <th>against_fire</th>\n",
              "      <th>against_flying</th>\n",
              "      <th>against_ghost</th>\n",
              "      <th>against_grass</th>\n",
              "      <th>against_ground</th>\n",
              "      <th>against_ice</th>\n",
              "      <th>against_normal</th>\n",
              "      <th>against_poison</th>\n",
              "      <th>against_psychic</th>\n",
              "      <th>against_rock</th>\n",
              "      <th>against_steel</th>\n",
              "      <th>against_water</th>\n",
              "      <th>attack</th>\n",
              "      <th>base_egg_steps</th>\n",
              "      <th>base_happiness</th>\n",
              "      <th>base_total</th>\n",
              "      <th>capture_rate</th>\n",
              "      <th>classification</th>\n",
              "      <th>defense</th>\n",
              "      <th>experience_growth</th>\n",
              "      <th>height_m</th>\n",
              "      <th>hp</th>\n",
              "      <th>japanese_name</th>\n",
              "      <th>name</th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>pokedex_number</th>\n",
              "      <th>sp_attack</th>\n",
              "      <th>sp_defense</th>\n",
              "      <th>speed</th>\n",
              "      <th>type1</th>\n",
              "      <th>type2</th>\n",
              "      <th>weight_kg</th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>49</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>318</td>\n",
              "      <td>45</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>49</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.700</td>\n",
              "      <td>45</td>\n",
              "      <td>Fushigidaneフシギダネ</td>\n",
              "      <td>Bulbasaur</td>\n",
              "      <td>88.100</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>65</td>\n",
              "      <td>45</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>6.900</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>62</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>63</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.000</td>\n",
              "      <td>60</td>\n",
              "      <td>Fushigisouフシギソウ</td>\n",
              "      <td>Ivysaur</td>\n",
              "      <td>88.100</td>\n",
              "      <td>2</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>60</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>13.000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>100</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>625</td>\n",
              "      <td>45</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>123</td>\n",
              "      <td>1059860</td>\n",
              "      <td>2.000</td>\n",
              "      <td>80</td>\n",
              "      <td>Fushigibanaフシギバナ</td>\n",
              "      <td>Venusaur</td>\n",
              "      <td>88.100</td>\n",
              "      <td>3</td>\n",
              "      <td>122</td>\n",
              "      <td>120</td>\n",
              "      <td>80</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>100.000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>['Blaze', 'Solar Power']</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>52</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>309</td>\n",
              "      <td>45</td>\n",
              "      <td>Lizard Pokémon</td>\n",
              "      <td>43</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.600</td>\n",
              "      <td>39</td>\n",
              "      <td>Hitokageヒトカゲ</td>\n",
              "      <td>Charmander</td>\n",
              "      <td>88.100</td>\n",
              "      <td>4</td>\n",
              "      <td>60</td>\n",
              "      <td>50</td>\n",
              "      <td>65</td>\n",
              "      <td>fire</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8.500</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>['Blaze', 'Solar Power']</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>64</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>Flame Pokémon</td>\n",
              "      <td>58</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.100</td>\n",
              "      <td>58</td>\n",
              "      <td>Lizardoリザード</td>\n",
              "      <td>Charmeleon</td>\n",
              "      <td>88.100</td>\n",
              "      <td>5</td>\n",
              "      <td>80</td>\n",
              "      <td>65</td>\n",
              "      <td>80</td>\n",
              "      <td>fire</td>\n",
              "      <td>NaN</td>\n",
              "      <td>19.000</td>\n",
              "      <td>1</td>\n",
              "      <td>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",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <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>796</th>\n",
              "      <td>['Beast Boost']</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>101</td>\n",
              "      <td>30720</td>\n",
              "      <td>0</td>\n",
              "      <td>570</td>\n",
              "      <td>25</td>\n",
              "      <td>Launch Pokémon</td>\n",
              "      <td>103</td>\n",
              "      <td>1250000</td>\n",
              "      <td>9.200</td>\n",
              "      <td>97</td>\n",
              "      <td>Tekkaguyaテッカグヤ</td>\n",
              "      <td>Celesteela</td>\n",
              "      <td>NaN</td>\n",
              "      <td>797</td>\n",
              "      <td>107</td>\n",
              "      <td>101</td>\n",
              "      <td>61</td>\n",
              "      <td>steel</td>\n",
              "      <td>flying</td>\n",
              "      <td>999.900</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>797</th>\n",
              "      <td>['Beast Boost']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>181</td>\n",
              "      <td>30720</td>\n",
              "      <td>0</td>\n",
              "      <td>570</td>\n",
              "      <td>255</td>\n",
              "      <td>Drawn Sword Pokémon</td>\n",
              "      <td>131</td>\n",
              "      <td>1250000</td>\n",
              "      <td>0.300</td>\n",
              "      <td>59</td>\n",
              "      <td>Kamiturugiカミツルギ</td>\n",
              "      <td>Kartana</td>\n",
              "      <td>NaN</td>\n",
              "      <td>798</td>\n",
              "      <td>59</td>\n",
              "      <td>31</td>\n",
              "      <td>109</td>\n",
              "      <td>grass</td>\n",
              "      <td>steel</td>\n",
              "      <td>0.100</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>798</th>\n",
              "      <td>['Beast Boost']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>4.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>101</td>\n",
              "      <td>30720</td>\n",
              "      <td>0</td>\n",
              "      <td>570</td>\n",
              "      <td>15</td>\n",
              "      <td>Junkivore Pokémon</td>\n",
              "      <td>53</td>\n",
              "      <td>1250000</td>\n",
              "      <td>5.500</td>\n",
              "      <td>223</td>\n",
              "      <td>Akuzikingアクジキング</td>\n",
              "      <td>Guzzlord</td>\n",
              "      <td>NaN</td>\n",
              "      <td>799</td>\n",
              "      <td>97</td>\n",
              "      <td>53</td>\n",
              "      <td>43</td>\n",
              "      <td>dark</td>\n",
              "      <td>dragon</td>\n",
              "      <td>888.000</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>799</th>\n",
              "      <td>['Prism Armor']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>107</td>\n",
              "      <td>30720</td>\n",
              "      <td>0</td>\n",
              "      <td>600</td>\n",
              "      <td>3</td>\n",
              "      <td>Prism Pokémon</td>\n",
              "      <td>101</td>\n",
              "      <td>1250000</td>\n",
              "      <td>2.400</td>\n",
              "      <td>97</td>\n",
              "      <td>Necrozmaネクロズマ</td>\n",
              "      <td>Necrozma</td>\n",
              "      <td>NaN</td>\n",
              "      <td>800</td>\n",
              "      <td>127</td>\n",
              "      <td>89</td>\n",
              "      <td>79</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>230.000</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>800</th>\n",
              "      <td>['Soul-Heart']</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>95</td>\n",
              "      <td>30720</td>\n",
              "      <td>0</td>\n",
              "      <td>600</td>\n",
              "      <td>3</td>\n",
              "      <td>Artificial Pokémon</td>\n",
              "      <td>115</td>\n",
              "      <td>1250000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>80</td>\n",
              "      <td>Magearnaマギアナ</td>\n",
              "      <td>Magearna</td>\n",
              "      <td>NaN</td>\n",
              "      <td>801</td>\n",
              "      <td>130</td>\n",
              "      <td>115</td>\n",
              "      <td>65</td>\n",
              "      <td>steel</td>\n",
              "      <td>fairy</td>\n",
              "      <td>80.500</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>801 rows × 41 columns</p>\n",
              "</div>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's reorder the columns"
      ],
      "metadata": {
        "id": "Mco8eRTELWiH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.insert(0, 'generation', df.pop('generation'))\n",
        "df.insert(1, 'is_legendary', df.pop('is_legendary'))\n",
        "df.insert(2, 'type1', df.pop('type1'))\n",
        "df.insert(3, 'type2', df.pop('type2'))\n",
        "df.insert(4, 'classification', df.pop('classfication')) # You could have corrected that name here!\n",
        "df.insert(5, 'name', df.pop('name'))\n",
        "df.insert(6, 'japanese_name', df.pop('japanese_name'))\n",
        "df.head(n=10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mceHqqU4LWpN",
        "outputId": "99607a2f-56e4-44bf-81f0-43ec7969041b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   generation  is_legendary  type1   type2       classification        name  \\\n",
              "0           1             0  grass  poison         Seed Pokémon   Bulbasaur   \n",
              "1           1             0  grass  poison         Seed Pokémon     Ivysaur   \n",
              "2           1             0  grass  poison         Seed Pokémon    Venusaur   \n",
              "3           1             0   fire     NaN       Lizard Pokémon  Charmander   \n",
              "4           1             0   fire     NaN        Flame Pokémon  Charmeleon   \n",
              "5           1             0   fire  flying        Flame Pokémon   Charizard   \n",
              "6           1             0  water     NaN  Tiny Turtle Pokémon    Squirtle   \n",
              "7           1             0  water     NaN       Turtle Pokémon   Wartortle   \n",
              "8           1             0  water     NaN    Shellfish Pokémon   Blastoise   \n",
              "9           1             0    bug     NaN         Worm Pokémon    Caterpie   \n",
              "\n",
              "      japanese_name                    abilities  against_bug  against_dark  \\\n",
              "0  Fushigidaneフシギダネ  ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "1   Fushigisouフシギソウ  ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "2  Fushigibanaフシギバナ  ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "3      Hitokageヒトカゲ     ['Blaze', 'Solar Power']        0.500         1.000   \n",
              "4       Lizardoリザード     ['Blaze', 'Solar Power']        0.500         1.000   \n",
              "5     Lizardonリザードン     ['Blaze', 'Solar Power']        0.250         1.000   \n",
              "6      Zenigameゼニガメ     ['Torrent', 'Rain Dish']        1.000         1.000   \n",
              "7        Kameilカメール     ['Torrent', 'Rain Dish']        1.000         1.000   \n",
              "8        Kamexカメックス     ['Torrent', 'Rain Dish']        1.000         1.000   \n",
              "9     Caterpieキャタピー  ['Shield Dust', 'Run Away']        1.000         1.000   \n",
              "\n",
              "   against_dragon  against_electric  against_fairy  against_fight  \\\n",
              "0           1.000             0.500          0.500          0.500   \n",
              "1           1.000             0.500          0.500          0.500   \n",
              "2           1.000             0.500          0.500          0.500   \n",
              "3           1.000             1.000          0.500          1.000   \n",
              "4           1.000             1.000          0.500          1.000   \n",
              "5           1.000             2.000          0.500          0.500   \n",
              "6           1.000             2.000          1.000          1.000   \n",
              "7           1.000             2.000          1.000          1.000   \n",
              "8           1.000             2.000          1.000          1.000   \n",
              "9           1.000             1.000          1.000          0.500   \n",
              "\n",
              "   against_fire  against_flying  against_ghost  against_grass  against_ground  \\\n",
              "0         2.000           2.000          1.000          0.250           1.000   \n",
              "1         2.000           2.000          1.000          0.250           1.000   \n",
              "2         2.000           2.000          1.000          0.250           1.000   \n",
              "3         0.500           1.000          1.000          0.500           2.000   \n",
              "4         0.500           1.000          1.000          0.500           2.000   \n",
              "5         0.500           1.000          1.000          0.250           0.000   \n",
              "6         0.500           1.000          1.000          2.000           1.000   \n",
              "7         0.500           1.000          1.000          2.000           1.000   \n",
              "8         0.500           1.000          1.000          2.000           1.000   \n",
              "9         2.000           2.000          1.000          0.500           0.500   \n",
              "\n",
              "   against_ice  against_normal  against_poison  against_psychic  against_rock  \\\n",
              "0        2.000           1.000           1.000            2.000         1.000   \n",
              "1        2.000           1.000           1.000            2.000         1.000   \n",
              "2        2.000           1.000           1.000            2.000         1.000   \n",
              "3        0.500           1.000           1.000            1.000         2.000   \n",
              "4        0.500           1.000           1.000            1.000         2.000   \n",
              "5        1.000           1.000           1.000            1.000         4.000   \n",
              "6        0.500           1.000           1.000            1.000         1.000   \n",
              "7        0.500           1.000           1.000            1.000         1.000   \n",
              "8        0.500           1.000           1.000            1.000         1.000   \n",
              "9        1.000           1.000           1.000            1.000         2.000   \n",
              "\n",
              "   against_steel  against_water  attack  base_egg_steps  base_happiness  \\\n",
              "0          1.000          0.500      49            5120              70   \n",
              "1          1.000          0.500      62            5120              70   \n",
              "2          1.000          0.500     100            5120              70   \n",
              "3          0.500          2.000      52            5120              70   \n",
              "4          0.500          2.000      64            5120              70   \n",
              "5          0.500          2.000     104            5120              70   \n",
              "6          0.500          0.500      48            5120              70   \n",
              "7          0.500          0.500      63            5120              70   \n",
              "8          0.500          0.500     103            5120              70   \n",
              "9          1.000          1.000      30            3840              70   \n",
              "\n",
              "   base_total capture_rate  defense  experience_growth  height_m  hp  \\\n",
              "0         318           45       49            1059860     0.700  45   \n",
              "1         405           45       63            1059860     1.000  60   \n",
              "2         625           45      123            1059860     2.000  80   \n",
              "3         309           45       43            1059860     0.600  39   \n",
              "4         405           45       58            1059860     1.100  58   \n",
              "5         634           45       78            1059860     1.700  78   \n",
              "6         314           45       65            1059860     0.500  44   \n",
              "7         405           45       80            1059860     1.000  59   \n",
              "8         630           45      120            1059860     1.600  79   \n",
              "9         195          255       35            1000000     0.300  45   \n",
              "\n",
              "   percentage_male  pokedex_number  sp_attack  sp_defense  speed  weight_kg  \n",
              "0           88.100               1         65          65     45      6.900  \n",
              "1           88.100               2         80          80     60     13.000  \n",
              "2           88.100               3        122         120     80    100.000  \n",
              "3           88.100               4         60          50     65      8.500  \n",
              "4           88.100               5         80          65     80     19.000  \n",
              "5           88.100               6        159         115    100     90.500  \n",
              "6           88.100               7         50          64     43      9.000  \n",
              "7           88.100               8         65          80     58     22.500  \n",
              "8           88.100               9        135         115     78     85.500  \n",
              "9           50.000              10         20          20     45      2.900  "
            ],
            "text/html": [
              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
              "      <th>type1</th>\n",
              "      <th>type2</th>\n",
              "      <th>classification</th>\n",
              "      <th>name</th>\n",
              "      <th>japanese_name</th>\n",
              "      <th>abilities</th>\n",
              "      <th>against_bug</th>\n",
              "      <th>against_dark</th>\n",
              "      <th>against_dragon</th>\n",
              "      <th>against_electric</th>\n",
              "      <th>against_fairy</th>\n",
              "      <th>against_fight</th>\n",
              "      <th>against_fire</th>\n",
              "      <th>against_flying</th>\n",
              "      <th>against_ghost</th>\n",
              "      <th>against_grass</th>\n",
              "      <th>against_ground</th>\n",
              "      <th>against_ice</th>\n",
              "      <th>against_normal</th>\n",
              "      <th>against_poison</th>\n",
              "      <th>against_psychic</th>\n",
              "      <th>against_rock</th>\n",
              "      <th>against_steel</th>\n",
              "      <th>against_water</th>\n",
              "      <th>attack</th>\n",
              "      <th>base_egg_steps</th>\n",
              "      <th>base_happiness</th>\n",
              "      <th>base_total</th>\n",
              "      <th>capture_rate</th>\n",
              "      <th>defense</th>\n",
              "      <th>experience_growth</th>\n",
              "      <th>height_m</th>\n",
              "      <th>hp</th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>pokedex_number</th>\n",
              "      <th>sp_attack</th>\n",
              "      <th>sp_defense</th>\n",
              "      <th>speed</th>\n",
              "      <th>weight_kg</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Bulbasaur</td>\n",
              "      <td>Fushigidaneフシギダネ</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>49</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>318</td>\n",
              "      <td>45</td>\n",
              "      <td>49</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.700</td>\n",
              "      <td>45</td>\n",
              "      <td>88.100</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>65</td>\n",
              "      <td>45</td>\n",
              "      <td>6.900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Ivysaur</td>\n",
              "      <td>Fushigisouフシギソウ</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>62</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>63</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.000</td>\n",
              "      <td>60</td>\n",
              "      <td>88.100</td>\n",
              "      <td>2</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>60</td>\n",
              "      <td>13.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Venusaur</td>\n",
              "      <td>Fushigibanaフシギバナ</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>100</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>625</td>\n",
              "      <td>45</td>\n",
              "      <td>123</td>\n",
              "      <td>1059860</td>\n",
              "      <td>2.000</td>\n",
              "      <td>80</td>\n",
              "      <td>88.100</td>\n",
              "      <td>3</td>\n",
              "      <td>122</td>\n",
              "      <td>120</td>\n",
              "      <td>80</td>\n",
              "      <td>100.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>fire</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Lizard Pokémon</td>\n",
              "      <td>Charmander</td>\n",
              "      <td>Hitokageヒトカゲ</td>\n",
              "      <td>['Blaze', 'Solar Power']</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>52</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>309</td>\n",
              "      <td>45</td>\n",
              "      <td>43</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.600</td>\n",
              "      <td>39</td>\n",
              "      <td>88.100</td>\n",
              "      <td>4</td>\n",
              "      <td>60</td>\n",
              "      <td>50</td>\n",
              "      <td>65</td>\n",
              "      <td>8.500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>fire</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Flame Pokémon</td>\n",
              "      <td>Charmeleon</td>\n",
              "      <td>Lizardoリザード</td>\n",
              "      <td>['Blaze', 'Solar Power']</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>64</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>58</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.100</td>\n",
              "      <td>58</td>\n",
              "      <td>88.100</td>\n",
              "      <td>5</td>\n",
              "      <td>80</td>\n",
              "      <td>65</td>\n",
              "      <td>80</td>\n",
              "      <td>19.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>fire</td>\n",
              "      <td>flying</td>\n",
              "      <td>Flame Pokémon</td>\n",
              "      <td>Charizard</td>\n",
              "      <td>Lizardonリザードン</td>\n",
              "      <td>['Blaze', 'Solar Power']</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>104</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>634</td>\n",
              "      <td>45</td>\n",
              "      <td>78</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.700</td>\n",
              "      <td>78</td>\n",
              "      <td>88.100</td>\n",
              "      <td>6</td>\n",
              "      <td>159</td>\n",
              "      <td>115</td>\n",
              "      <td>100</td>\n",
              "      <td>90.500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>water</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Tiny Turtle Pokémon</td>\n",
              "      <td>Squirtle</td>\n",
              "      <td>Zenigameゼニガメ</td>\n",
              "      <td>['Torrent', 'Rain Dish']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>48</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>314</td>\n",
              "      <td>45</td>\n",
              "      <td>65</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.500</td>\n",
              "      <td>44</td>\n",
              "      <td>88.100</td>\n",
              "      <td>7</td>\n",
              "      <td>50</td>\n",
              "      <td>64</td>\n",
              "      <td>43</td>\n",
              "      <td>9.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>water</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Turtle Pokémon</td>\n",
              "      <td>Wartortle</td>\n",
              "      <td>Kameilカメール</td>\n",
              "      <td>['Torrent', 'Rain Dish']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>63</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>80</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.000</td>\n",
              "      <td>59</td>\n",
              "      <td>88.100</td>\n",
              "      <td>8</td>\n",
              "      <td>65</td>\n",
              "      <td>80</td>\n",
              "      <td>58</td>\n",
              "      <td>22.500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>water</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Shellfish Pokémon</td>\n",
              "      <td>Blastoise</td>\n",
              "      <td>Kamexカメックス</td>\n",
              "      <td>['Torrent', 'Rain Dish']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>103</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>630</td>\n",
              "      <td>45</td>\n",
              "      <td>120</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.600</td>\n",
              "      <td>79</td>\n",
              "      <td>88.100</td>\n",
              "      <td>9</td>\n",
              "      <td>135</td>\n",
              "      <td>115</td>\n",
              "      <td>78</td>\n",
              "      <td>85.500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>bug</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Worm Pokémon</td>\n",
              "      <td>Caterpie</td>\n",
              "      <td>Caterpieキャタピー</td>\n",
              "      <td>['Shield Dust', 'Run Away']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>30</td>\n",
              "      <td>3840</td>\n",
              "      <td>70</td>\n",
              "      <td>195</td>\n",
              "      <td>255</td>\n",
              "      <td>35</td>\n",
              "      <td>1000000</td>\n",
              "      <td>0.300</td>\n",
              "      <td>45</td>\n",
              "      <td>50.000</td>\n",
              "      <td>10</td>\n",
              "      <td>20</td>\n",
              "      <td>20</td>\n",
              "      <td>45</td>\n",
              "      <td>2.900</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-978c1a72-b375-474e-b382-d161458cfeb8')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "    .colab-df-convert:hover {\n",
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              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\n",
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              "      background-color: #434B5C;\n",
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              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-978c1a72-b375-474e-b382-d161458cfeb8 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-978c1a72-b375-474e-b382-d161458cfeb8');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How to drop a column?"
      ],
      "metadata": {
        "id": "wGNfezHZ60eu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop('japanese_name', inplace=True, axis=1)\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4NGnHfqD60mt",
        "outputId": "cc4c821f-b2df-451e-80b1-c2107ac81bc9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   generation  is_legendary  type1   type2  classification        name  \\\n",
              "0           1             0  grass  poison    Seed Pokémon   Bulbasaur   \n",
              "1           1             0  grass  poison    Seed Pokémon     Ivysaur   \n",
              "2           1             0  grass  poison    Seed Pokémon    Venusaur   \n",
              "3           1             0   fire     NaN  Lizard Pokémon  Charmander   \n",
              "4           1             0   fire     NaN   Flame Pokémon  Charmeleon   \n",
              "\n",
              "                     abilities  against_bug  against_dark  against_dragon  \\\n",
              "0  ['Overgrow', 'Chlorophyll']        1.000         1.000           1.000   \n",
              "1  ['Overgrow', 'Chlorophyll']        1.000         1.000           1.000   \n",
              "2  ['Overgrow', 'Chlorophyll']        1.000         1.000           1.000   \n",
              "3     ['Blaze', 'Solar Power']        0.500         1.000           1.000   \n",
              "4     ['Blaze', 'Solar Power']        0.500         1.000           1.000   \n",
              "\n",
              "   against_electric  against_fairy  against_fight  against_fire  \\\n",
              "0             0.500          0.500          0.500         2.000   \n",
              "1             0.500          0.500          0.500         2.000   \n",
              "2             0.500          0.500          0.500         2.000   \n",
              "3             1.000          0.500          1.000         0.500   \n",
              "4             1.000          0.500          1.000         0.500   \n",
              "\n",
              "   against_flying  against_ghost  against_grass  against_ground  against_ice  \\\n",
              "0           2.000          1.000          0.250           1.000        2.000   \n",
              "1           2.000          1.000          0.250           1.000        2.000   \n",
              "2           2.000          1.000          0.250           1.000        2.000   \n",
              "3           1.000          1.000          0.500           2.000        0.500   \n",
              "4           1.000          1.000          0.500           2.000        0.500   \n",
              "\n",
              "   against_normal  against_poison  against_psychic  against_rock  \\\n",
              "0           1.000           1.000            2.000         1.000   \n",
              "1           1.000           1.000            2.000         1.000   \n",
              "2           1.000           1.000            2.000         1.000   \n",
              "3           1.000           1.000            1.000         2.000   \n",
              "4           1.000           1.000            1.000         2.000   \n",
              "\n",
              "   against_steel  against_water  attack  base_egg_steps  base_happiness  \\\n",
              "0          1.000          0.500      49            5120              70   \n",
              "1          1.000          0.500      62            5120              70   \n",
              "2          1.000          0.500     100            5120              70   \n",
              "3          0.500          2.000      52            5120              70   \n",
              "4          0.500          2.000      64            5120              70   \n",
              "\n",
              "   base_total capture_rate  defense  experience_growth  height_m  hp  \\\n",
              "0         318           45       49            1059860     0.700  45   \n",
              "1         405           45       63            1059860     1.000  60   \n",
              "2         625           45      123            1059860     2.000  80   \n",
              "3         309           45       43            1059860     0.600  39   \n",
              "4         405           45       58            1059860     1.100  58   \n",
              "\n",
              "   percentage_male  pokedex_number  sp_attack  sp_defense  speed  weight_kg  \n",
              "0           88.100               1         65          65     45      6.900  \n",
              "1           88.100               2         80          80     60     13.000  \n",
              "2           88.100               3        122         120     80    100.000  \n",
              "3           88.100               4         60          50     65      8.500  \n",
              "4           88.100               5         80          65     80     19.000  "
            ],
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              "      <th></th>\n",
              "      <th>generation</th>\n",
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              "      <td>1.000</td>\n",
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              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>65</td>\n",
              "      <td>45</td>\n",
              "      <td>6.900</td>\n",
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              "      <td>0.500</td>\n",
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              "      <td>1059860</td>\n",
              "      <td>0.600</td>\n",
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              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>64</td>\n",
              "      <td>5120</td>\n",
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              "      <td>45</td>\n",
              "      <td>58</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.100</td>\n",
              "      <td>58</td>\n",
              "      <td>88.100</td>\n",
              "      <td>5</td>\n",
              "      <td>80</td>\n",
              "      <td>65</td>\n",
              "      <td>80</td>\n",
              "      <td>19.000</td>\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How do I change the index of a DataFrame?"
      ],
      "metadata": {
        "id": "uXqD-jODd5C3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.index=df['name']\n",
        "df.head(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f5edD-Ufd5Qp",
        "outputId": "91c3ebff-229b-499b-f25f-c3b3bd97e9ee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           generation  is_legendary  type1   type2 classification       name  \\\n",
              "name                                                                           \n",
              "Bulbasaur           1             0  grass  poison   Seed Pokémon  Bulbasaur   \n",
              "Ivysaur             1             0  grass  poison   Seed Pokémon    Ivysaur   \n",
              "Venusaur            1             0  grass  poison   Seed Pokémon   Venusaur   \n",
              "\n",
              "                             abilities  against_bug  against_dark  \\\n",
              "name                                                                \n",
              "Bulbasaur  ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "Ivysaur    ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "Venusaur   ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "\n",
              "           against_dragon  against_electric  against_fairy  against_fight  \\\n",
              "name                                                                        \n",
              "Bulbasaur           1.000             0.500          0.500          0.500   \n",
              "Ivysaur             1.000             0.500          0.500          0.500   \n",
              "Venusaur            1.000             0.500          0.500          0.500   \n",
              "\n",
              "           against_fire  against_flying  against_ghost  against_grass  \\\n",
              "name                                                                    \n",
              "Bulbasaur         2.000           2.000          1.000          0.250   \n",
              "Ivysaur           2.000           2.000          1.000          0.250   \n",
              "Venusaur          2.000           2.000          1.000          0.250   \n",
              "\n",
              "           against_ground  against_ice  against_normal  against_poison  \\\n",
              "name                                                                     \n",
              "Bulbasaur           1.000        2.000           1.000           1.000   \n",
              "Ivysaur             1.000        2.000           1.000           1.000   \n",
              "Venusaur            1.000        2.000           1.000           1.000   \n",
              "\n",
              "           against_psychic  against_rock  against_steel  against_water  \\\n",
              "name                                                                     \n",
              "Bulbasaur            2.000         1.000          1.000          0.500   \n",
              "Ivysaur              2.000         1.000          1.000          0.500   \n",
              "Venusaur             2.000         1.000          1.000          0.500   \n",
              "\n",
              "           attack  base_egg_steps  base_happiness  base_total capture_rate  \\\n",
              "name                                                                         \n",
              "Bulbasaur      49            5120              70         318           45   \n",
              "Ivysaur        62            5120              70         405           45   \n",
              "Venusaur      100            5120              70         625           45   \n",
              "\n",
              "           defense  experience_growth  height_m  hp  percentage_male  \\\n",
              "name                                                                   \n",
              "Bulbasaur       49            1059860     0.700  45           88.100   \n",
              "Ivysaur         63            1059860     1.000  60           88.100   \n",
              "Venusaur       123            1059860     2.000  80           88.100   \n",
              "\n",
              "           pokedex_number  sp_attack  sp_defense  speed  weight_kg  \n",
              "name                                                                \n",
              "Bulbasaur               1         65          65     45      6.900  \n",
              "Ivysaur                 2         80          80     60     13.000  \n",
              "Venusaur                3        122         120     80    100.000  "
            ],
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              "\n",
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              "      <th></th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
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              "      <th>type2</th>\n",
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              "      <th>against_ghost</th>\n",
              "      <th>against_grass</th>\n",
              "      <th>against_ground</th>\n",
              "      <th>against_ice</th>\n",
              "      <th>against_normal</th>\n",
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              "      <th>against_psychic</th>\n",
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              "      <th>against_steel</th>\n",
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              "      <th>attack</th>\n",
              "      <th>base_egg_steps</th>\n",
              "      <th>base_happiness</th>\n",
              "      <th>base_total</th>\n",
              "      <th>capture_rate</th>\n",
              "      <th>defense</th>\n",
              "      <th>experience_growth</th>\n",
              "      <th>height_m</th>\n",
              "      <th>hp</th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>pokedex_number</th>\n",
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              "      <th>sp_defense</th>\n",
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              "      <th>name</th>\n",
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              "      <th></th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Bulbasaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Bulbasaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>49</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>318</td>\n",
              "      <td>45</td>\n",
              "      <td>49</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.700</td>\n",
              "      <td>45</td>\n",
              "      <td>88.100</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>65</td>\n",
              "      <td>45</td>\n",
              "      <td>6.900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ivysaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Ivysaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>62</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>63</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.000</td>\n",
              "      <td>60</td>\n",
              "      <td>88.100</td>\n",
              "      <td>2</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>60</td>\n",
              "      <td>13.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Venusaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Venusaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>100</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>625</td>\n",
              "      <td>45</td>\n",
              "      <td>123</td>\n",
              "      <td>1059860</td>\n",
              "      <td>2.000</td>\n",
              "      <td>80</td>\n",
              "      <td>88.100</td>\n",
              "      <td>3</td>\n",
              "      <td>122</td>\n",
              "      <td>120</td>\n",
              "      <td>80</td>\n",
              "      <td>100.000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4de02a44-03bc-437a-be0c-ef2d3cc80650')\"\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-4de02a44-03bc-437a-be0c-ef2d3cc80650');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How do I select a subset of a table?\n",
        "\n",
        "Selecting or filtering specific rows and/or columns? Filtering the data on a condition? Methods for slicing, selecting, and extracting the data you need are available in pandas.\n",
        "\n",
        "<img src=\"https://pandas.pydata.org/docs/_images/03_subset_columns_rows.svg\" />"
      ],
      "metadata": {
        "id": "VNIJTVsPaIyZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### How do I select specific columns from a DataFrame?\n"
      ],
      "metadata": {
        "id": "acEraB0j6fgB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df['name']"
      ],
      "metadata": {
        "id": "ThW4Cg0O6fpZ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "194c0fa6-8884-44b8-a7ad-171eb911020c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "name\n",
              "Bulbasaur      Bulbasaur\n",
              "Ivysaur          Ivysaur\n",
              "Venusaur        Venusaur\n",
              "Charmander    Charmander\n",
              "Charmeleon    Charmeleon\n",
              "                 ...    \n",
              "Celesteela    Celesteela\n",
              "Kartana          Kartana\n",
              "Guzzlord        Guzzlord\n",
              "Necrozma        Necrozma\n",
              "Magearna        Magearna\n",
              "Name: name, Length: 801, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "some_columns=['generation','classification','type1','type2','name']\n",
        "df[some_columns]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ikhw-Fjrcbf1",
        "outputId": "ffce13f2-8158-4582-cc8e-8c4dbf055e45"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            generation       classification    type1   type2        name\n",
              "name                                                                    \n",
              "Bulbasaur            1         Seed Pokémon    grass  poison   Bulbasaur\n",
              "Ivysaur              1         Seed Pokémon    grass  poison     Ivysaur\n",
              "Venusaur             1         Seed Pokémon    grass  poison    Venusaur\n",
              "Charmander           1       Lizard Pokémon     fire     NaN  Charmander\n",
              "Charmeleon           1        Flame Pokémon     fire     NaN  Charmeleon\n",
              "...                ...                  ...      ...     ...         ...\n",
              "Celesteela           7       Launch Pokémon    steel  flying  Celesteela\n",
              "Kartana              7  Drawn Sword Pokémon    grass   steel     Kartana\n",
              "Guzzlord             7    Junkivore Pokémon     dark  dragon    Guzzlord\n",
              "Necrozma             7        Prism Pokémon  psychic     NaN    Necrozma\n",
              "Magearna             7   Artificial Pokémon    steel   fairy    Magearna\n",
              "\n",
              "[801 rows x 5 columns]"
            ],
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              "      <th></th>\n",
              "      <th>generation</th>\n",
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              "      <th>Bulbasaur</th>\n",
              "      <td>1</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Bulbasaur</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ivysaur</th>\n",
              "      <td>1</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Ivysaur</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Venusaur</th>\n",
              "      <td>1</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Venusaur</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Charmander</th>\n",
              "      <td>1</td>\n",
              "      <td>Lizard Pokémon</td>\n",
              "      <td>fire</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Charmander</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Charmeleon</th>\n",
              "      <td>1</td>\n",
              "      <td>Flame Pokémon</td>\n",
              "      <td>fire</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Charmeleon</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Celesteela</th>\n",
              "      <td>7</td>\n",
              "      <td>Launch Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>flying</td>\n",
              "      <td>Celesteela</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Kartana</th>\n",
              "      <td>7</td>\n",
              "      <td>Drawn Sword Pokémon</td>\n",
              "      <td>grass</td>\n",
              "      <td>steel</td>\n",
              "      <td>Kartana</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Guzzlord</th>\n",
              "      <td>7</td>\n",
              "      <td>Junkivore Pokémon</td>\n",
              "      <td>dark</td>\n",
              "      <td>dragon</td>\n",
              "      <td>Guzzlord</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Necrozma</th>\n",
              "      <td>7</td>\n",
              "      <td>Prism Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Necrozma</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Magearna</th>\n",
              "      <td>7</td>\n",
              "      <td>Artificial Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>fairy</td>\n",
              "      <td>Magearna</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>801 rows × 5 columns</p>\n",
              "</div>\n",
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          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "filter = (df['generation']==1)  & (df['type1']=='psychic')\n",
        "df[ filter ]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UQ5B8ZRZdJ8O",
        "outputId": "2d311f0a-bd1b-4c6e-a5eb-ee12f359b7cc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "          generation  is_legendary    type1  type2       classification  \\\n",
              "name                                                                      \n",
              "Abra               1             0  psychic    NaN          Psi Pokémon   \n",
              "Kadabra            1             0  psychic    NaN          Psi Pokémon   \n",
              "Alakazam           1             0  psychic    NaN          Psi Pokémon   \n",
              "Drowzee            1             0  psychic    NaN     Hypnosis Pokémon   \n",
              "Hypno              1             0  psychic    NaN     Hypnosis Pokémon   \n",
              "Mr. Mime           1             0  psychic  fairy      Barrier Pokémon   \n",
              "Mewtwo             1             1  psychic    NaN      Genetic Pokémon   \n",
              "Mew                1             1  psychic    NaN  New Species Pokémon   \n",
              "\n",
              "              name                                      abilities  \\\n",
              "name                                                                \n",
              "Abra          Abra  ['Synchronize', 'Inner Focus', 'Magic Guard']   \n",
              "Kadabra    Kadabra  ['Synchronize', 'Inner Focus', 'Magic Guard']   \n",
              "Alakazam  Alakazam  ['Synchronize', 'Inner Focus', 'Magic Guard']   \n",
              "Drowzee    Drowzee        ['Insomnia', 'Forewarn', 'Inner Focus']   \n",
              "Hypno        Hypno        ['Insomnia', 'Forewarn', 'Inner Focus']   \n",
              "Mr. Mime  Mr. Mime         ['Soundproof', 'Filter', 'Technician']   \n",
              "Mewtwo      Mewtwo                        ['Pressure', 'Unnerve']   \n",
              "Mew            Mew                                ['Synchronize']   \n",
              "\n",
              "          against_bug  against_dark  against_dragon  against_electric  \\\n",
              "name                                                                    \n",
              "Abra            2.000         2.000           1.000             1.000   \n",
              "Kadabra         2.000         2.000           1.000             1.000   \n",
              "Alakazam        2.000         2.000           1.000             1.000   \n",
              "Drowzee         2.000         2.000           1.000             1.000   \n",
              "Hypno           2.000         2.000           1.000             1.000   \n",
              "Mr. Mime        1.000         1.000           0.000             1.000   \n",
              "Mewtwo          2.000         2.000           1.000             1.000   \n",
              "Mew             2.000         2.000           1.000             1.000   \n",
              "\n",
              "          against_fairy  against_fight  against_fire  against_flying  \\\n",
              "name                                                                   \n",
              "Abra              1.000          0.500         1.000           1.000   \n",
              "Kadabra           1.000          0.500         1.000           1.000   \n",
              "Alakazam          1.000          0.500         1.000           1.000   \n",
              "Drowzee           1.000          0.500         1.000           1.000   \n",
              "Hypno             1.000          0.500         1.000           1.000   \n",
              "Mr. Mime          1.000          0.250         1.000           1.000   \n",
              "Mewtwo            1.000          0.500         1.000           1.000   \n",
              "Mew               1.000          0.500         1.000           1.000   \n",
              "\n",
              "          against_ghost  against_grass  against_ground  against_ice  \\\n",
              "name                                                                  \n",
              "Abra              2.000          1.000           1.000        1.000   \n",
              "Kadabra           2.000          1.000           1.000        1.000   \n",
              "Alakazam          2.000          1.000           1.000        1.000   \n",
              "Drowzee           2.000          1.000           1.000        1.000   \n",
              "Hypno             2.000          1.000           1.000        1.000   \n",
              "Mr. Mime          2.000          1.000           1.000        1.000   \n",
              "Mewtwo            2.000          1.000           1.000        1.000   \n",
              "Mew               2.000          1.000           1.000        1.000   \n",
              "\n",
              "          against_normal  against_poison  against_psychic  against_rock  \\\n",
              "name                                                                      \n",
              "Abra               1.000           1.000            0.500         1.000   \n",
              "Kadabra            1.000           1.000            0.500         1.000   \n",
              "Alakazam           1.000           1.000            0.500         1.000   \n",
              "Drowzee            1.000           1.000            0.500         1.000   \n",
              "Hypno              1.000           1.000            0.500         1.000   \n",
              "Mr. Mime           1.000           2.000            0.500         1.000   \n",
              "Mewtwo             1.000           1.000            0.500         1.000   \n",
              "Mew                1.000           1.000            0.500         1.000   \n",
              "\n",
              "          against_steel  against_water  attack  base_egg_steps  \\\n",
              "name                                                             \n",
              "Abra              1.000          1.000      20            5120   \n",
              "Kadabra           1.000          1.000      35            5120   \n",
              "Alakazam          1.000          1.000      50            5120   \n",
              "Drowzee           1.000          1.000      48            5120   \n",
              "Hypno             1.000          1.000      73            5120   \n",
              "Mr. Mime          2.000          1.000      45            6400   \n",
              "Mewtwo            1.000          1.000     150           30720   \n",
              "Mew               1.000          1.000     100           30720   \n",
              "\n",
              "          base_happiness  base_total capture_rate  defense  experience_growth  \\\n",
              "name                                                                            \n",
              "Abra                  70         310          200       15            1059860   \n",
              "Kadabra               70         400          100       30            1059860   \n",
              "Alakazam              70         600           50       65            1059860   \n",
              "Drowzee               70         328          190       45            1000000   \n",
              "Hypno                 70         483           75       70            1000000   \n",
              "Mr. Mime              70         460           45       65            1000000   \n",
              "Mewtwo                 0         780            3       70            1250000   \n",
              "Mew                  100         600           45      100            1059860   \n",
              "\n",
              "          height_m   hp  percentage_male  pokedex_number  sp_attack  \\\n",
              "name                                                                  \n",
              "Abra         0.900   25           75.400              63        105   \n",
              "Kadabra      1.300   40           75.400              64        120   \n",
              "Alakazam     1.500   55           75.400              65        175   \n",
              "Drowzee      1.000   60           50.000              96         43   \n",
              "Hypno        1.600   85           50.000              97         73   \n",
              "Mr. Mime     1.300   40           50.000             122        100   \n",
              "Mewtwo       2.000  106              NaN             150        194   \n",
              "Mew          0.400  100              NaN             151        100   \n",
              "\n",
              "          sp_defense  speed  weight_kg  \n",
              "name                                    \n",
              "Abra              55     90     19.500  \n",
              "Kadabra           70    105     56.500  \n",
              "Alakazam         105    150     48.000  \n",
              "Drowzee           90     42     32.400  \n",
              "Hypno            115     67     75.600  \n",
              "Mr. Mime         120     90     54.500  \n",
              "Mewtwo           120    140    122.000  \n",
              "Mew              100    100      4.000  "
            ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
              "      <th>type1</th>\n",
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              "      <th>classification</th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Psi Pokémon</td>\n",
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              "      <td>2.000</td>\n",
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              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
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              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
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              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
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              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>20</td>\n",
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              "      <td>64</td>\n",
              "      <td>120</td>\n",
              "      <td>70</td>\n",
              "      <td>105</td>\n",
              "      <td>56.500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Alakazam</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Psi Pokémon</td>\n",
              "      <td>Alakazam</td>\n",
              "      <td>['Synchronize', 'Inner Focus', 'Magic Guard']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>50</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>600</td>\n",
              "      <td>50</td>\n",
              "      <td>65</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.500</td>\n",
              "      <td>55</td>\n",
              "      <td>75.400</td>\n",
              "      <td>65</td>\n",
              "      <td>175</td>\n",
              "      <td>105</td>\n",
              "      <td>150</td>\n",
              "      <td>48.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Drowzee</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Hypnosis Pokémon</td>\n",
              "      <td>Drowzee</td>\n",
              "      <td>['Insomnia', 'Forewarn', 'Inner Focus']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>48</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>328</td>\n",
              "      <td>190</td>\n",
              "      <td>45</td>\n",
              "      <td>1000000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>60</td>\n",
              "      <td>50.000</td>\n",
              "      <td>96</td>\n",
              "      <td>43</td>\n",
              "      <td>90</td>\n",
              "      <td>42</td>\n",
              "      <td>32.400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hypno</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Hypnosis Pokémon</td>\n",
              "      <td>Hypno</td>\n",
              "      <td>['Insomnia', 'Forewarn', 'Inner Focus']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>73</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>483</td>\n",
              "      <td>75</td>\n",
              "      <td>70</td>\n",
              "      <td>1000000</td>\n",
              "      <td>1.600</td>\n",
              "      <td>85</td>\n",
              "      <td>50.000</td>\n",
              "      <td>97</td>\n",
              "      <td>73</td>\n",
              "      <td>115</td>\n",
              "      <td>67</td>\n",
              "      <td>75.600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mr. Mime</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>psychic</td>\n",
              "      <td>fairy</td>\n",
              "      <td>Barrier Pokémon</td>\n",
              "      <td>Mr. Mime</td>\n",
              "      <td>['Soundproof', 'Filter', 'Technician']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>45</td>\n",
              "      <td>6400</td>\n",
              "      <td>70</td>\n",
              "      <td>460</td>\n",
              "      <td>45</td>\n",
              "      <td>65</td>\n",
              "      <td>1000000</td>\n",
              "      <td>1.300</td>\n",
              "      <td>40</td>\n",
              "      <td>50.000</td>\n",
              "      <td>122</td>\n",
              "      <td>100</td>\n",
              "      <td>120</td>\n",
              "      <td>90</td>\n",
              "      <td>54.500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mewtwo</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Genetic Pokémon</td>\n",
              "      <td>Mewtwo</td>\n",
              "      <td>['Pressure', 'Unnerve']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>150</td>\n",
              "      <td>30720</td>\n",
              "      <td>0</td>\n",
              "      <td>780</td>\n",
              "      <td>3</td>\n",
              "      <td>70</td>\n",
              "      <td>1250000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>106</td>\n",
              "      <td>NaN</td>\n",
              "      <td>150</td>\n",
              "      <td>194</td>\n",
              "      <td>120</td>\n",
              "      <td>140</td>\n",
              "      <td>122.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mew</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>New Species Pokémon</td>\n",
              "      <td>Mew</td>\n",
              "      <td>['Synchronize']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>100</td>\n",
              "      <td>30720</td>\n",
              "      <td>100</td>\n",
              "      <td>600</td>\n",
              "      <td>45</td>\n",
              "      <td>100</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.400</td>\n",
              "      <td>100</td>\n",
              "      <td>NaN</td>\n",
              "      <td>151</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>4.000</td>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### How do I select specific rows from a DataFrame?"
      ],
      "metadata": {
        "id": "Q5Mlh4NZc5S_"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##### Access a group of rows and columns by label(s)\n",
        "\n",
        "`.loc[]` is primarily label based, but may also be used with a boolean array."
      ],
      "metadata": {
        "id": "jAu1IXJDhqKf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.loc['Bulbasaur']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gmxR7kjFc5al",
        "outputId": "68e9f1e5-bd3b-4851-9b01-0b2d017d1612"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "generation                                     1\n",
              "is_legendary                                   0\n",
              "type1                                      grass\n",
              "type2                                     poison\n",
              "classification                      Seed Pokémon\n",
              "name                                   Bulbasaur\n",
              "abilities            ['Overgrow', 'Chlorophyll']\n",
              "against_bug                                1.000\n",
              "against_dark                               1.000\n",
              "against_dragon                             1.000\n",
              "against_electric                           0.500\n",
              "against_fairy                              0.500\n",
              "against_fight                              0.500\n",
              "against_fire                               2.000\n",
              "against_flying                             2.000\n",
              "against_ghost                              1.000\n",
              "against_grass                              0.250\n",
              "against_ground                             1.000\n",
              "against_ice                                2.000\n",
              "against_normal                             1.000\n",
              "against_poison                             1.000\n",
              "against_psychic                            2.000\n",
              "against_rock                               1.000\n",
              "against_steel                              1.000\n",
              "against_water                              0.500\n",
              "attack                                        49\n",
              "base_egg_steps                              5120\n",
              "base_happiness                                70\n",
              "base_total                                   318\n",
              "capture_rate                                  45\n",
              "defense                                       49\n",
              "experience_growth                        1059860\n",
              "height_m                                   0.700\n",
              "hp                                            45\n",
              "percentage_male                           88.100\n",
              "pokedex_number                                 1\n",
              "sp_attack                                     65\n",
              "sp_defense                                    65\n",
              "speed                                         45\n",
              "weight_kg                                  6.900\n",
              "Name: Bulbasaur, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "some_indexes=['Bulbasaur','Ivysaur','Venusaur']\n",
        "df.loc[some_indexes]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wiYH3jn3eaeL",
        "outputId": "330b34bf-09e7-4279-f95b-19ba2a9c52b4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           generation  is_legendary  type1   type2 classification       name  \\\n",
              "name                                                                           \n",
              "Bulbasaur           1             0  grass  poison   Seed Pokémon  Bulbasaur   \n",
              "Ivysaur             1             0  grass  poison   Seed Pokémon    Ivysaur   \n",
              "Venusaur            1             0  grass  poison   Seed Pokémon   Venusaur   \n",
              "\n",
              "                             abilities  against_bug  against_dark  \\\n",
              "name                                                                \n",
              "Bulbasaur  ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "Ivysaur    ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "Venusaur   ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "\n",
              "           against_dragon  against_electric  against_fairy  against_fight  \\\n",
              "name                                                                        \n",
              "Bulbasaur           1.000             0.500          0.500          0.500   \n",
              "Ivysaur             1.000             0.500          0.500          0.500   \n",
              "Venusaur            1.000             0.500          0.500          0.500   \n",
              "\n",
              "           against_fire  against_flying  against_ghost  against_grass  \\\n",
              "name                                                                    \n",
              "Bulbasaur         2.000           2.000          1.000          0.250   \n",
              "Ivysaur           2.000           2.000          1.000          0.250   \n",
              "Venusaur          2.000           2.000          1.000          0.250   \n",
              "\n",
              "           against_ground  against_ice  against_normal  against_poison  \\\n",
              "name                                                                     \n",
              "Bulbasaur           1.000        2.000           1.000           1.000   \n",
              "Ivysaur             1.000        2.000           1.000           1.000   \n",
              "Venusaur            1.000        2.000           1.000           1.000   \n",
              "\n",
              "           against_psychic  against_rock  against_steel  against_water  \\\n",
              "name                                                                     \n",
              "Bulbasaur            2.000         1.000          1.000          0.500   \n",
              "Ivysaur              2.000         1.000          1.000          0.500   \n",
              "Venusaur             2.000         1.000          1.000          0.500   \n",
              "\n",
              "           attack  base_egg_steps  base_happiness  base_total capture_rate  \\\n",
              "name                                                                         \n",
              "Bulbasaur      49            5120              70         318           45   \n",
              "Ivysaur        62            5120              70         405           45   \n",
              "Venusaur      100            5120              70         625           45   \n",
              "\n",
              "           defense  experience_growth  height_m  hp  percentage_male  \\\n",
              "name                                                                   \n",
              "Bulbasaur       49            1059860     0.700  45           88.100   \n",
              "Ivysaur         63            1059860     1.000  60           88.100   \n",
              "Venusaur       123            1059860     2.000  80           88.100   \n",
              "\n",
              "           pokedex_number  sp_attack  sp_defense  speed  weight_kg  \n",
              "name                                                                \n",
              "Bulbasaur               1         65          65     45      6.900  \n",
              "Ivysaur                 2         80          80     60     13.000  \n",
              "Venusaur                3        122         120     80    100.000  "
            ],
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
              "      <th>type1</th>\n",
              "      <th>type2</th>\n",
              "      <th>classification</th>\n",
              "      <th>name</th>\n",
              "      <th>abilities</th>\n",
              "      <th>against_bug</th>\n",
              "      <th>against_dark</th>\n",
              "      <th>against_dragon</th>\n",
              "      <th>against_electric</th>\n",
              "      <th>against_fairy</th>\n",
              "      <th>against_fight</th>\n",
              "      <th>against_fire</th>\n",
              "      <th>against_flying</th>\n",
              "      <th>against_ghost</th>\n",
              "      <th>against_grass</th>\n",
              "      <th>against_ground</th>\n",
              "      <th>against_ice</th>\n",
              "      <th>against_normal</th>\n",
              "      <th>against_poison</th>\n",
              "      <th>against_psychic</th>\n",
              "      <th>against_rock</th>\n",
              "      <th>against_steel</th>\n",
              "      <th>against_water</th>\n",
              "      <th>attack</th>\n",
              "      <th>base_egg_steps</th>\n",
              "      <th>base_happiness</th>\n",
              "      <th>base_total</th>\n",
              "      <th>capture_rate</th>\n",
              "      <th>defense</th>\n",
              "      <th>experience_growth</th>\n",
              "      <th>height_m</th>\n",
              "      <th>hp</th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>pokedex_number</th>\n",
              "      <th>sp_attack</th>\n",
              "      <th>sp_defense</th>\n",
              "      <th>speed</th>\n",
              "      <th>weight_kg</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Bulbasaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Bulbasaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>49</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>318</td>\n",
              "      <td>45</td>\n",
              "      <td>49</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.700</td>\n",
              "      <td>45</td>\n",
              "      <td>88.100</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>65</td>\n",
              "      <td>45</td>\n",
              "      <td>6.900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ivysaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Ivysaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>62</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>63</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.000</td>\n",
              "      <td>60</td>\n",
              "      <td>88.100</td>\n",
              "      <td>2</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>60</td>\n",
              "      <td>13.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Venusaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Venusaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>100</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>625</td>\n",
              "      <td>45</td>\n",
              "      <td>123</td>\n",
              "      <td>1059860</td>\n",
              "      <td>2.000</td>\n",
              "      <td>80</td>\n",
              "      <td>88.100</td>\n",
              "      <td>3</td>\n",
              "      <td>122</td>\n",
              "      <td>120</td>\n",
              "      <td>80</td>\n",
              "      <td>100.000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "try:\n",
        "  df.loc[0]\n",
        "except KeyError as e:\n",
        "  print(\"This key was not found in the index of the Dataframe:\",e)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "176ai9wvdKD_",
        "outputId": "c5894cde-c02a-477f-ff5e-07c2cfe75195"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "This key was not found in the index of the Dataframe: 0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##### Access a group of rows and columns by integer-location based indexing\n",
        "\n",
        "`.iloc[]` is primarily integer position based (from `0` to `length-1` of the axis), but may also be used with a boolean array."
      ],
      "metadata": {
        "id": "xUZ3mipcg4tH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.iloc[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cPF7Lh48g40X",
        "outputId": "1fdf4776-4bef-46cc-eadb-7cbc21cc8dbb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "generation                                     1\n",
              "is_legendary                                   0\n",
              "type1                                      grass\n",
              "type2                                     poison\n",
              "classification                      Seed Pokémon\n",
              "name                                   Bulbasaur\n",
              "abilities            ['Overgrow', 'Chlorophyll']\n",
              "against_bug                                1.000\n",
              "against_dark                               1.000\n",
              "against_dragon                             1.000\n",
              "against_electric                           0.500\n",
              "against_fairy                              0.500\n",
              "against_fight                              0.500\n",
              "against_fire                               2.000\n",
              "against_flying                             2.000\n",
              "against_ghost                              1.000\n",
              "against_grass                              0.250\n",
              "against_ground                             1.000\n",
              "against_ice                                2.000\n",
              "against_normal                             1.000\n",
              "against_poison                             1.000\n",
              "against_psychic                            2.000\n",
              "against_rock                               1.000\n",
              "against_steel                              1.000\n",
              "against_water                              0.500\n",
              "attack                                        49\n",
              "base_egg_steps                              5120\n",
              "base_happiness                                70\n",
              "base_total                                   318\n",
              "capture_rate                                  45\n",
              "defense                                       49\n",
              "experience_growth                        1059860\n",
              "height_m                                   0.700\n",
              "hp                                            45\n",
              "percentage_male                           88.100\n",
              "pokedex_number                                 1\n",
              "sp_attack                                     65\n",
              "sp_defense                                    65\n",
              "speed                                         45\n",
              "weight_kg                                  6.900\n",
              "Name: Bulbasaur, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "some_integers = [0,1,2]\n",
        "df.iloc[some_integers]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gOj9rCglh0m2",
        "outputId": "94f9df78-0e11-4562-8424-d2eccce7b494"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           generation  is_legendary  type1   type2 classification       name  \\\n",
              "name                                                                           \n",
              "Bulbasaur           1             0  grass  poison   Seed Pokémon  Bulbasaur   \n",
              "Ivysaur             1             0  grass  poison   Seed Pokémon    Ivysaur   \n",
              "Venusaur            1             0  grass  poison   Seed Pokémon   Venusaur   \n",
              "\n",
              "                             abilities  against_bug  against_dark  \\\n",
              "name                                                                \n",
              "Bulbasaur  ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "Ivysaur    ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "Venusaur   ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "\n",
              "           against_dragon  against_electric  against_fairy  against_fight  \\\n",
              "name                                                                        \n",
              "Bulbasaur           1.000             0.500          0.500          0.500   \n",
              "Ivysaur             1.000             0.500          0.500          0.500   \n",
              "Venusaur            1.000             0.500          0.500          0.500   \n",
              "\n",
              "           against_fire  against_flying  against_ghost  against_grass  \\\n",
              "name                                                                    \n",
              "Bulbasaur         2.000           2.000          1.000          0.250   \n",
              "Ivysaur           2.000           2.000          1.000          0.250   \n",
              "Venusaur          2.000           2.000          1.000          0.250   \n",
              "\n",
              "           against_ground  against_ice  against_normal  against_poison  \\\n",
              "name                                                                     \n",
              "Bulbasaur           1.000        2.000           1.000           1.000   \n",
              "Ivysaur             1.000        2.000           1.000           1.000   \n",
              "Venusaur            1.000        2.000           1.000           1.000   \n",
              "\n",
              "           against_psychic  against_rock  against_steel  against_water  \\\n",
              "name                                                                     \n",
              "Bulbasaur            2.000         1.000          1.000          0.500   \n",
              "Ivysaur              2.000         1.000          1.000          0.500   \n",
              "Venusaur             2.000         1.000          1.000          0.500   \n",
              "\n",
              "           attack  base_egg_steps  base_happiness  base_total capture_rate  \\\n",
              "name                                                                         \n",
              "Bulbasaur      49            5120              70         318           45   \n",
              "Ivysaur        62            5120              70         405           45   \n",
              "Venusaur      100            5120              70         625           45   \n",
              "\n",
              "           defense  experience_growth  height_m  hp  percentage_male  \\\n",
              "name                                                                   \n",
              "Bulbasaur       49            1059860     0.700  45           88.100   \n",
              "Ivysaur         63            1059860     1.000  60           88.100   \n",
              "Venusaur       123            1059860     2.000  80           88.100   \n",
              "\n",
              "           pokedex_number  sp_attack  sp_defense  speed  weight_kg  \n",
              "name                                                                \n",
              "Bulbasaur               1         65          65     45      6.900  \n",
              "Ivysaur                 2         80          80     60     13.000  \n",
              "Venusaur                3        122         120     80    100.000  "
            ],
            "text/html": [
              "\n",
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              "      <th></th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
              "      <th>type1</th>\n",
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              "      <th>classification</th>\n",
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              "      <th>against_ground</th>\n",
              "      <th>against_ice</th>\n",
              "      <th>against_normal</th>\n",
              "      <th>against_poison</th>\n",
              "      <th>against_psychic</th>\n",
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              "      <th>against_steel</th>\n",
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              "      <th>attack</th>\n",
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              "      <th>base_total</th>\n",
              "      <th>capture_rate</th>\n",
              "      <th>defense</th>\n",
              "      <th>experience_growth</th>\n",
              "      <th>height_m</th>\n",
              "      <th>hp</th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>pokedex_number</th>\n",
              "      <th>sp_attack</th>\n",
              "      <th>sp_defense</th>\n",
              "      <th>speed</th>\n",
              "      <th>weight_kg</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "      <th>Bulbasaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Bulbasaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
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              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
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              "      <td>1.000</td>\n",
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              "      <td>318</td>\n",
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              "      <td>1059860</td>\n",
              "      <td>0.700</td>\n",
              "      <td>45</td>\n",
              "      <td>88.100</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>65</td>\n",
              "      <td>45</td>\n",
              "      <td>6.900</td>\n",
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              "      <th>Ivysaur</th>\n",
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              "      <td>0</td>\n",
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              "      <td>Seed Pokémon</td>\n",
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              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>62</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>405</td>\n",
              "      <td>45</td>\n",
              "      <td>63</td>\n",
              "      <td>1059860</td>\n",
              "      <td>1.000</td>\n",
              "      <td>60</td>\n",
              "      <td>88.100</td>\n",
              "      <td>2</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>60</td>\n",
              "      <td>13.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Venusaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Venusaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>100</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>625</td>\n",
              "      <td>45</td>\n",
              "      <td>123</td>\n",
              "      <td>1059860</td>\n",
              "      <td>2.000</td>\n",
              "      <td>80</td>\n",
              "      <td>88.100</td>\n",
              "      <td>3</td>\n",
              "      <td>122</td>\n",
              "      <td>120</td>\n",
              "      <td>80</td>\n",
              "      <td>100.000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.iloc[0:3]"
      ],
      "metadata": {
        "colab": {
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        },
        "id": "UDjeOeMFiX2E",
        "outputId": "7e9787f9-0572-4566-9c66-e494ec833d8b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           generation  is_legendary  type1   type2 classification       name  \\\n",
              "name                                                                           \n",
              "Bulbasaur           1             0  grass  poison   Seed Pokémon  Bulbasaur   \n",
              "Ivysaur             1             0  grass  poison   Seed Pokémon    Ivysaur   \n",
              "Venusaur            1             0  grass  poison   Seed Pokémon   Venusaur   \n",
              "\n",
              "                             abilities  against_bug  against_dark  \\\n",
              "name                                                                \n",
              "Bulbasaur  ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "Ivysaur    ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "Venusaur   ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "\n",
              "           against_dragon  against_electric  against_fairy  against_fight  \\\n",
              "name                                                                        \n",
              "Bulbasaur           1.000             0.500          0.500          0.500   \n",
              "Ivysaur             1.000             0.500          0.500          0.500   \n",
              "Venusaur            1.000             0.500          0.500          0.500   \n",
              "\n",
              "           against_fire  against_flying  against_ghost  against_grass  \\\n",
              "name                                                                    \n",
              "Bulbasaur         2.000           2.000          1.000          0.250   \n",
              "Ivysaur           2.000           2.000          1.000          0.250   \n",
              "Venusaur          2.000           2.000          1.000          0.250   \n",
              "\n",
              "           against_ground  against_ice  against_normal  against_poison  \\\n",
              "name                                                                     \n",
              "Bulbasaur           1.000        2.000           1.000           1.000   \n",
              "Ivysaur             1.000        2.000           1.000           1.000   \n",
              "Venusaur            1.000        2.000           1.000           1.000   \n",
              "\n",
              "           against_psychic  against_rock  against_steel  against_water  \\\n",
              "name                                                                     \n",
              "Bulbasaur            2.000         1.000          1.000          0.500   \n",
              "Ivysaur              2.000         1.000          1.000          0.500   \n",
              "Venusaur             2.000         1.000          1.000          0.500   \n",
              "\n",
              "           attack  base_egg_steps  base_happiness  base_total capture_rate  \\\n",
              "name                                                                         \n",
              "Bulbasaur      49            5120              70         318           45   \n",
              "Ivysaur        62            5120              70         405           45   \n",
              "Venusaur      100            5120              70         625           45   \n",
              "\n",
              "           defense  experience_growth  height_m  hp  percentage_male  \\\n",
              "name                                                                   \n",
              "Bulbasaur       49            1059860     0.700  45           88.100   \n",
              "Ivysaur         63            1059860     1.000  60           88.100   \n",
              "Venusaur       123            1059860     2.000  80           88.100   \n",
              "\n",
              "           pokedex_number  sp_attack  sp_defense  speed  weight_kg  \n",
              "name                                                                \n",
              "Bulbasaur               1         65          65     45      6.900  \n",
              "Ivysaur                 2         80          80     60     13.000  \n",
              "Venusaur                3        122         120     80    100.000  "
            ],
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              "      <th></th>\n",
              "      <th>generation</th>\n",
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              "      <th>Ivysaur</th>\n",
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              "      <td>2</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>60</td>\n",
              "      <td>13.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Venusaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Venusaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>100</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>625</td>\n",
              "      <td>45</td>\n",
              "      <td>123</td>\n",
              "      <td>1059860</td>\n",
              "      <td>2.000</td>\n",
              "      <td>80</td>\n",
              "      <td>88.100</td>\n",
              "      <td>3</td>\n",
              "      <td>122</td>\n",
              "      <td>120</td>\n",
              "      <td>80</td>\n",
              "      <td>100.000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-776db99d-dfac-45cf-a9e9-19a4798e73c6')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-776db99d-dfac-45cf-a9e9-19a4798e73c6 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-776db99d-dfac-45cf-a9e9-19a4798e73c6');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Generate descriptive statistics.\n",
        "\n",
        "Descriptive statistics include those that summarize the *central tendency*, *dispersion* and *shape* of a dataset’s distribution, excluding NaN values.\n",
        "\n"
      ],
      "metadata": {
        "id": "etMidvcg09Le"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.describe()\n",
        "#pd.median()\n",
        "#pd.count()\n",
        "#pd.std()\n",
        "#pd.max()\n",
        "#pd.min()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gaGDk32109YT",
        "outputId": "e277d530-a892-4227-ceca-805f54274b2f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       generation  is_legendary  against_bug  against_dark  against_dragon  \\\n",
              "count     801.000       801.000      801.000       801.000         801.000   \n",
              "mean        3.690         0.087        0.996         1.057           0.969   \n",
              "std         1.930         0.283        0.597         0.438           0.353   \n",
              "min         1.000         0.000        0.250         0.250           0.000   \n",
              "25%         2.000         0.000        0.500         1.000           1.000   \n",
              "50%         4.000         0.000        1.000         1.000           1.000   \n",
              "75%         5.000         0.000        1.000         1.000           1.000   \n",
              "max         7.000         1.000        4.000         4.000           2.000   \n",
              "\n",
              "       against_electric  against_fairy  against_fight  against_fire  \\\n",
              "count           801.000        801.000        801.000       801.000   \n",
              "mean              1.074          1.069          1.066         1.135   \n",
              "std               0.655          0.522          0.717         0.692   \n",
              "min               0.000          0.250          0.000         0.250   \n",
              "25%               0.500          1.000          0.500         0.500   \n",
              "50%               1.000          1.000          1.000         1.000   \n",
              "75%               1.000          1.000          1.000         2.000   \n",
              "max               4.000          4.000          4.000         4.000   \n",
              "\n",
              "       against_flying  against_ghost  against_grass  against_ground  \\\n",
              "count         801.000        801.000        801.000         801.000   \n",
              "mean            1.193          0.985          1.034           1.098   \n",
              "std             0.604          0.558          0.789           0.739   \n",
              "min             0.250          0.000          0.250           0.000   \n",
              "25%             1.000          1.000          0.500           1.000   \n",
              "50%             1.000          1.000          1.000           1.000   \n",
              "75%             1.000          1.000          1.000           1.000   \n",
              "max             4.000          4.000          4.000           4.000   \n",
              "\n",
              "       against_ice  against_normal  against_poison  against_psychic  \\\n",
              "count      801.000         801.000         801.000          801.000   \n",
              "mean         1.208           0.887           0.975            1.005   \n",
              "std          0.735           0.266           0.549            0.495   \n",
              "min          0.250           0.000           0.000            0.000   \n",
              "25%          0.500           1.000           0.500            1.000   \n",
              "50%          1.000           1.000           1.000            1.000   \n",
              "75%          2.000           1.000           1.000            1.000   \n",
              "max          4.000           1.000           4.000            4.000   \n",
              "\n",
              "       against_rock  against_steel  against_water  attack  base_egg_steps  \\\n",
              "count       801.000        801.000        801.000 801.000         801.000   \n",
              "mean          1.250          0.983          1.058  77.858        7191.011   \n",
              "std           0.697          0.500          0.607  32.159        6558.220   \n",
              "min           0.250          0.250          0.250   5.000        1280.000   \n",
              "25%           1.000          0.500          0.500  55.000        5120.000   \n",
              "50%           1.000          1.000          1.000  75.000        5120.000   \n",
              "75%           2.000          1.000          1.000 100.000        6400.000   \n",
              "max           4.000          4.000          4.000 185.000       30720.000   \n",
              "\n",
              "       base_happiness  base_total  defense  experience_growth  height_m  \\\n",
              "count         801.000     801.000  801.000            801.000   781.000   \n",
              "mean           65.362     428.377   73.009        1054995.905     1.164   \n",
              "std            19.599     119.204   30.769         160255.835     1.080   \n",
              "min             0.000     180.000    5.000         600000.000     0.100   \n",
              "25%            70.000     320.000   50.000        1000000.000     0.600   \n",
              "50%            70.000     435.000   70.000        1000000.000     1.000   \n",
              "75%            70.000     505.000   90.000        1059860.000     1.500   \n",
              "max           140.000     780.000  230.000        1640000.000    14.500   \n",
              "\n",
              "           hp  percentage_male  pokedex_number  sp_attack  sp_defense   speed  \\\n",
              "count 801.000          703.000         801.000    801.000     801.000 801.000   \n",
              "mean   68.959           55.156         401.000     71.306      70.911  66.335   \n",
              "std    26.576           20.262         231.373     32.354      27.943  28.908   \n",
              "min     1.000            0.000           1.000     10.000      20.000   5.000   \n",
              "25%    50.000           50.000         201.000     45.000      50.000  45.000   \n",
              "50%    65.000           50.000         401.000     65.000      66.000  65.000   \n",
              "75%    80.000           50.000         601.000     91.000      90.000  85.000   \n",
              "max   255.000          100.000         801.000    194.000     230.000 180.000   \n",
              "\n",
              "       weight_kg  \n",
              "count    781.000  \n",
              "mean      61.378  \n",
              "std      109.355  \n",
              "min        0.100  \n",
              "25%        9.000  \n",
              "50%       27.300  \n",
              "75%       64.800  \n",
              "max      999.900  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4d34dab1-1283-42c7-9ab2-15e28323bd6d\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
              "      <th>against_bug</th>\n",
              "      <th>against_dark</th>\n",
              "      <th>against_dragon</th>\n",
              "      <th>against_electric</th>\n",
              "      <th>against_fairy</th>\n",
              "      <th>against_fight</th>\n",
              "      <th>against_fire</th>\n",
              "      <th>against_flying</th>\n",
              "      <th>against_ghost</th>\n",
              "      <th>against_grass</th>\n",
              "      <th>against_ground</th>\n",
              "      <th>against_ice</th>\n",
              "      <th>against_normal</th>\n",
              "      <th>against_poison</th>\n",
              "      <th>against_psychic</th>\n",
              "      <th>against_rock</th>\n",
              "      <th>against_steel</th>\n",
              "      <th>against_water</th>\n",
              "      <th>attack</th>\n",
              "      <th>base_egg_steps</th>\n",
              "      <th>base_happiness</th>\n",
              "      <th>base_total</th>\n",
              "      <th>defense</th>\n",
              "      <th>experience_growth</th>\n",
              "      <th>height_m</th>\n",
              "      <th>hp</th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>pokedex_number</th>\n",
              "      <th>sp_attack</th>\n",
              "      <th>sp_defense</th>\n",
              "      <th>speed</th>\n",
              "      <th>weight_kg</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>781.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>703.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>781.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>3.690</td>\n",
              "      <td>0.087</td>\n",
              "      <td>0.996</td>\n",
              "      <td>1.057</td>\n",
              "      <td>0.969</td>\n",
              "      <td>1.074</td>\n",
              "      <td>1.069</td>\n",
              "      <td>1.066</td>\n",
              "      <td>1.135</td>\n",
              "      <td>1.193</td>\n",
              "      <td>0.985</td>\n",
              "      <td>1.034</td>\n",
              "      <td>1.098</td>\n",
              "      <td>1.208</td>\n",
              "      <td>0.887</td>\n",
              "      <td>0.975</td>\n",
              "      <td>1.005</td>\n",
              "      <td>1.250</td>\n",
              "      <td>0.983</td>\n",
              "      <td>1.058</td>\n",
              "      <td>77.858</td>\n",
              "      <td>7191.011</td>\n",
              "      <td>65.362</td>\n",
              "      <td>428.377</td>\n",
              "      <td>73.009</td>\n",
              "      <td>1054995.905</td>\n",
              "      <td>1.164</td>\n",
              "      <td>68.959</td>\n",
              "      <td>55.156</td>\n",
              "      <td>401.000</td>\n",
              "      <td>71.306</td>\n",
              "      <td>70.911</td>\n",
              "      <td>66.335</td>\n",
              "      <td>61.378</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>1.930</td>\n",
              "      <td>0.283</td>\n",
              "      <td>0.597</td>\n",
              "      <td>0.438</td>\n",
              "      <td>0.353</td>\n",
              "      <td>0.655</td>\n",
              "      <td>0.522</td>\n",
              "      <td>0.717</td>\n",
              "      <td>0.692</td>\n",
              "      <td>0.604</td>\n",
              "      <td>0.558</td>\n",
              "      <td>0.789</td>\n",
              "      <td>0.739</td>\n",
              "      <td>0.735</td>\n",
              "      <td>0.266</td>\n",
              "      <td>0.549</td>\n",
              "      <td>0.495</td>\n",
              "      <td>0.697</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.607</td>\n",
              "      <td>32.159</td>\n",
              "      <td>6558.220</td>\n",
              "      <td>19.599</td>\n",
              "      <td>119.204</td>\n",
              "      <td>30.769</td>\n",
              "      <td>160255.835</td>\n",
              "      <td>1.080</td>\n",
              "      <td>26.576</td>\n",
              "      <td>20.262</td>\n",
              "      <td>231.373</td>\n",
              "      <td>32.354</td>\n",
              "      <td>27.943</td>\n",
              "      <td>28.908</td>\n",
              "      <td>109.355</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.250</td>\n",
              "      <td>5.000</td>\n",
              "      <td>1280.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>180.000</td>\n",
              "      <td>5.000</td>\n",
              "      <td>600000.000</td>\n",
              "      <td>0.100</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>10.000</td>\n",
              "      <td>20.000</td>\n",
              "      <td>5.000</td>\n",
              "      <td>0.100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>2.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>55.000</td>\n",
              "      <td>5120.000</td>\n",
              "      <td>70.000</td>\n",
              "      <td>320.000</td>\n",
              "      <td>50.000</td>\n",
              "      <td>1000000.000</td>\n",
              "      <td>0.600</td>\n",
              "      <td>50.000</td>\n",
              "      <td>50.000</td>\n",
              "      <td>201.000</td>\n",
              "      <td>45.000</td>\n",
              "      <td>50.000</td>\n",
              "      <td>45.000</td>\n",
              "      <td>9.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>4.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>75.000</td>\n",
              "      <td>5120.000</td>\n",
              "      <td>70.000</td>\n",
              "      <td>435.000</td>\n",
              "      <td>70.000</td>\n",
              "      <td>1000000.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>65.000</td>\n",
              "      <td>50.000</td>\n",
              "      <td>401.000</td>\n",
              "      <td>65.000</td>\n",
              "      <td>66.000</td>\n",
              "      <td>65.000</td>\n",
              "      <td>27.300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>5.000</td>\n",
              "      <td>0.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>100.000</td>\n",
              "      <td>6400.000</td>\n",
              "      <td>70.000</td>\n",
              "      <td>505.000</td>\n",
              "      <td>90.000</td>\n",
              "      <td>1059860.000</td>\n",
              "      <td>1.500</td>\n",
              "      <td>80.000</td>\n",
              "      <td>50.000</td>\n",
              "      <td>601.000</td>\n",
              "      <td>91.000</td>\n",
              "      <td>90.000</td>\n",
              "      <td>85.000</td>\n",
              "      <td>64.800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>7.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>185.000</td>\n",
              "      <td>30720.000</td>\n",
              "      <td>140.000</td>\n",
              "      <td>780.000</td>\n",
              "      <td>230.000</td>\n",
              "      <td>1640000.000</td>\n",
              "      <td>14.500</td>\n",
              "      <td>255.000</td>\n",
              "      <td>100.000</td>\n",
              "      <td>801.000</td>\n",
              "      <td>194.000</td>\n",
              "      <td>230.000</td>\n",
              "      <td>180.000</td>\n",
              "      <td>999.900</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Generate the mean on all the columns"
      ],
      "metadata": {
        "id": "hOntMsLz9-l3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.mean()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vnrPaujs9-tP",
        "outputId": "aaf9991e-535b-4114-e587-e56de5f4504c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError.  Select only valid columns before calling the reduction.\n",
            "  \"\"\"Entry point for launching an IPython kernel.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "generation                3.690\n",
              "is_legendary              0.087\n",
              "against_bug               0.996\n",
              "against_dark              1.057\n",
              "against_dragon            0.969\n",
              "against_electric          1.074\n",
              "against_fairy             1.069\n",
              "against_fight             1.066\n",
              "against_fire              1.135\n",
              "against_flying            1.193\n",
              "against_ghost             0.985\n",
              "against_grass             1.034\n",
              "against_ground            1.098\n",
              "against_ice               1.208\n",
              "against_normal            0.887\n",
              "against_poison            0.975\n",
              "against_psychic           1.005\n",
              "against_rock              1.250\n",
              "against_steel             0.983\n",
              "against_water             1.058\n",
              "attack                   77.858\n",
              "base_egg_steps         7191.011\n",
              "base_happiness           65.362\n",
              "base_total              428.377\n",
              "defense                  73.009\n",
              "experience_growth   1054995.905\n",
              "height_m                  1.164\n",
              "hp                       68.959\n",
              "percentage_male          55.156\n",
              "pokedex_number          401.000\n",
              "sp_attack                71.306\n",
              "sp_defense               70.911\n",
              "speed                    66.335\n",
              "weight_kg                61.378\n",
              "dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How to detect missing values.\n",
        "\n",
        "Return a boolean same-sized object indicating if the values are NA. NA values, such as None or numpy.NaN, gets mapped to True values. Everything else gets mapped to False values. Characters such as empty strings '' or numpy.inf are not considered NA values (unless you set pandas.options.mode.use_inf_as_na = True)."
      ],
      "metadata": {
        "id": "nIWyVKgfDeSw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.isna()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CS7cNIM6Deam",
        "outputId": "771a855b-0959-4736-dea7-60d3e00a9cc7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            generation  is_legendary  type1  type2  classification   name  \\\n",
              "name                                                                        \n",
              "Bulbasaur        False         False  False  False           False  False   \n",
              "Ivysaur          False         False  False  False           False  False   \n",
              "Venusaur         False         False  False  False           False  False   \n",
              "Charmander       False         False  False   True           False  False   \n",
              "Charmeleon       False         False  False   True           False  False   \n",
              "...                ...           ...    ...    ...             ...    ...   \n",
              "Celesteela       False         False  False  False           False  False   \n",
              "Kartana          False         False  False  False           False  False   \n",
              "Guzzlord         False         False  False  False           False  False   \n",
              "Necrozma         False         False  False   True           False  False   \n",
              "Magearna         False         False  False  False           False  False   \n",
              "\n",
              "            abilities  against_bug  against_dark  against_dragon  \\\n",
              "name                                                               \n",
              "Bulbasaur       False        False         False           False   \n",
              "Ivysaur         False        False         False           False   \n",
              "Venusaur        False        False         False           False   \n",
              "Charmander      False        False         False           False   \n",
              "Charmeleon      False        False         False           False   \n",
              "...               ...          ...           ...             ...   \n",
              "Celesteela      False        False         False           False   \n",
              "Kartana         False        False         False           False   \n",
              "Guzzlord        False        False         False           False   \n",
              "Necrozma        False        False         False           False   \n",
              "Magearna        False        False         False           False   \n",
              "\n",
              "            against_electric  against_fairy  against_fight  against_fire  \\\n",
              "name                                                                       \n",
              "Bulbasaur              False          False          False         False   \n",
              "Ivysaur                False          False          False         False   \n",
              "Venusaur               False          False          False         False   \n",
              "Charmander             False          False          False         False   \n",
              "Charmeleon             False          False          False         False   \n",
              "...                      ...            ...            ...           ...   \n",
              "Celesteela             False          False          False         False   \n",
              "Kartana                False          False          False         False   \n",
              "Guzzlord               False          False          False         False   \n",
              "Necrozma               False          False          False         False   \n",
              "Magearna               False          False          False         False   \n",
              "\n",
              "            against_flying  against_ghost  against_grass  against_ground  \\\n",
              "name                                                                       \n",
              "Bulbasaur            False          False          False           False   \n",
              "Ivysaur              False          False          False           False   \n",
              "Venusaur             False          False          False           False   \n",
              "Charmander           False          False          False           False   \n",
              "Charmeleon           False          False          False           False   \n",
              "...                    ...            ...            ...             ...   \n",
              "Celesteela           False          False          False           False   \n",
              "Kartana              False          False          False           False   \n",
              "Guzzlord             False          False          False           False   \n",
              "Necrozma             False          False          False           False   \n",
              "Magearna             False          False          False           False   \n",
              "\n",
              "            against_ice  against_normal  against_poison  against_psychic  \\\n",
              "name                                                                       \n",
              "Bulbasaur         False           False           False            False   \n",
              "Ivysaur           False           False           False            False   \n",
              "Venusaur          False           False           False            False   \n",
              "Charmander        False           False           False            False   \n",
              "Charmeleon        False           False           False            False   \n",
              "...                 ...             ...             ...              ...   \n",
              "Celesteela        False           False           False            False   \n",
              "Kartana           False           False           False            False   \n",
              "Guzzlord          False           False           False            False   \n",
              "Necrozma          False           False           False            False   \n",
              "Magearna          False           False           False            False   \n",
              "\n",
              "            against_rock  against_steel  against_water  attack  \\\n",
              "name                                                             \n",
              "Bulbasaur          False          False          False   False   \n",
              "Ivysaur            False          False          False   False   \n",
              "Venusaur           False          False          False   False   \n",
              "Charmander         False          False          False   False   \n",
              "Charmeleon         False          False          False   False   \n",
              "...                  ...            ...            ...     ...   \n",
              "Celesteela         False          False          False   False   \n",
              "Kartana            False          False          False   False   \n",
              "Guzzlord           False          False          False   False   \n",
              "Necrozma           False          False          False   False   \n",
              "Magearna           False          False          False   False   \n",
              "\n",
              "            base_egg_steps  base_happiness  base_total  capture_rate  defense  \\\n",
              "name                                                                            \n",
              "Bulbasaur            False           False       False         False    False   \n",
              "Ivysaur              False           False       False         False    False   \n",
              "Venusaur             False           False       False         False    False   \n",
              "Charmander           False           False       False         False    False   \n",
              "Charmeleon           False           False       False         False    False   \n",
              "...                    ...             ...         ...           ...      ...   \n",
              "Celesteela           False           False       False         False    False   \n",
              "Kartana              False           False       False         False    False   \n",
              "Guzzlord             False           False       False         False    False   \n",
              "Necrozma             False           False       False         False    False   \n",
              "Magearna             False           False       False         False    False   \n",
              "\n",
              "            experience_growth  height_m     hp  percentage_male  \\\n",
              "name                                                              \n",
              "Bulbasaur               False     False  False            False   \n",
              "Ivysaur                 False     False  False            False   \n",
              "Venusaur                False     False  False            False   \n",
              "Charmander              False     False  False            False   \n",
              "Charmeleon              False     False  False            False   \n",
              "...                       ...       ...    ...              ...   \n",
              "Celesteela              False     False  False             True   \n",
              "Kartana                 False     False  False             True   \n",
              "Guzzlord                False     False  False             True   \n",
              "Necrozma                False     False  False             True   \n",
              "Magearna                False     False  False             True   \n",
              "\n",
              "            pokedex_number  sp_attack  sp_defense  speed  weight_kg  \n",
              "name                                                                 \n",
              "Bulbasaur            False      False       False  False      False  \n",
              "Ivysaur              False      False       False  False      False  \n",
              "Venusaur             False      False       False  False      False  \n",
              "Charmander           False      False       False  False      False  \n",
              "Charmeleon           False      False       False  False      False  \n",
              "...                    ...        ...         ...    ...        ...  \n",
              "Celesteela           False      False       False  False      False  \n",
              "Kartana              False      False       False  False      False  \n",
              "Guzzlord             False      False       False  False      False  \n",
              "Necrozma             False      False       False  False      False  \n",
              "Magearna             False      False       False  False      False  \n",
              "\n",
              "[801 rows x 40 columns]"
            ],
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              "      <th></th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Bulbasaur</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ivysaur</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Venusaur</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Charmander</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Charmeleon</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Celesteela</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Kartana</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Guzzlord</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Necrozma</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Magearna</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>801 rows × 40 columns</p>\n",
              "</div>\n",
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              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-14ff9ff9-f09c-47a6-ac3a-3e655aaada83 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-14ff9ff9-f09c-47a6-ac3a-3e655aaada83');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How many NULL values do we have in each column?"
      ],
      "metadata": {
        "id": "KQUcIxtxERq1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "I9f5TWDrERyF",
        "outputId": "4c75f232-69ab-4220-acd9-4eb114b1d20c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "generation             0\n",
              "is_legendary           0\n",
              "type1                  0\n",
              "type2                384\n",
              "classification         0\n",
              "name                   0\n",
              "abilities              0\n",
              "against_bug            0\n",
              "against_dark           0\n",
              "against_dragon         0\n",
              "against_electric       0\n",
              "against_fairy          0\n",
              "against_fight          0\n",
              "against_fire           0\n",
              "against_flying         0\n",
              "against_ghost          0\n",
              "against_grass          0\n",
              "against_ground         0\n",
              "against_ice            0\n",
              "against_normal         0\n",
              "against_poison         0\n",
              "against_psychic        0\n",
              "against_rock           0\n",
              "against_steel          0\n",
              "against_water          0\n",
              "attack                 0\n",
              "base_egg_steps         0\n",
              "base_happiness         0\n",
              "base_total             0\n",
              "capture_rate           0\n",
              "defense                0\n",
              "experience_growth      0\n",
              "height_m              20\n",
              "hp                     0\n",
              "percentage_male       98\n",
              "pokedex_number         0\n",
              "sp_attack              0\n",
              "sp_defense             0\n",
              "speed                  0\n",
              "weight_kg             20\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's \"double click\" on *height_m*"
      ],
      "metadata": {
        "id": "Y8UWiz2jEWIm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_height_m_1 = df[ df['height_m'].isna() == 1 ]\n",
        "df_height_m_1[ ['height_m','classification','type1','type2','name'] ].head(n=50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bKTFeMvVEWPQ",
        "outputId": "88b73798-17fc-4ca2-d94b-8457e2ab9bfd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           height_m                                     classification  \\\n",
              "name                                                                     \n",
              "Rattata         NaN                                      Mouse Pokémon   \n",
              "Raticate        NaN                                      Mouse Pokémon   \n",
              "Raichu          NaN                                      Mouse Pokémon   \n",
              "Sandshrew       NaN                                      Mouse Pokémon   \n",
              "Sandslash       NaN                                      Mouse Pokémon   \n",
              "Vulpix          NaN                                        Fox Pokémon   \n",
              "Ninetales       NaN                                        Fox Pokémon   \n",
              "Diglett         NaN                                       Mole Pokémon   \n",
              "Dugtrio         NaN                                       Mole Pokémon   \n",
              "Meowth          NaN                                Scratch Cat Pokémon   \n",
              "Persian         NaN                                 Classy Cat Pokémon   \n",
              "Geodude         NaN                                       Rock Pokémon   \n",
              "Graveler        NaN                                       Rock Pokémon   \n",
              "Golem           NaN                                    Megaton Pokémon   \n",
              "Grimer          NaN                                     Sludge Pokémon   \n",
              "Muk             NaN                                     Sludge Pokémon   \n",
              "Exeggutor       NaN                                    Coconut Pokémon   \n",
              "Marowak         NaN                                Bone Keeper Pokémon   \n",
              "Hoopa           NaN  Mischief Pokémon (Confined)Djinn Pokémonn (Unb...   \n",
              "Lycanroc        NaN                                       Wolf Pokémon   \n",
              "\n",
              "              type1     type2       name  \n",
              "name                                      \n",
              "Rattata      normal      dark    Rattata  \n",
              "Raticate     normal      dark   Raticate  \n",
              "Raichu     electric  electric     Raichu  \n",
              "Sandshrew    ground       ice  Sandshrew  \n",
              "Sandslash    ground       ice  Sandslash  \n",
              "Vulpix         fire       ice     Vulpix  \n",
              "Ninetales      fire       ice  Ninetales  \n",
              "Diglett      ground    ground    Diglett  \n",
              "Dugtrio      ground    ground    Dugtrio  \n",
              "Meowth       normal      dark     Meowth  \n",
              "Persian      normal      dark    Persian  \n",
              "Geodude        rock    ground    Geodude  \n",
              "Graveler       rock    ground   Graveler  \n",
              "Golem          rock    ground      Golem  \n",
              "Grimer       poison    poison     Grimer  \n",
              "Muk          poison    poison        Muk  \n",
              "Exeggutor     grass   psychic  Exeggutor  \n",
              "Marowak      ground      fire    Marowak  \n",
              "Hoopa       psychic     ghost      Hoopa  \n",
              "Lycanroc       rock       NaN   Lycanroc  "
            ],
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              "\n",
              "  <div id=\"df-c51d58ca-f8ac-426c-93f9-8f3db804b974\">\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>height_m</th>\n",
              "      <th>classification</th>\n",
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              "      <th>Rattata</th>\n",
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              "      <th>Raticate</th>\n",
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              "      <th>Sandshrew</th>\n",
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              "      <th>Vulpix</th>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ninetales</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Fox Pokémon</td>\n",
              "      <td>fire</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>Diglett</th>\n",
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              "      <td>ground</td>\n",
              "      <td>ground</td>\n",
              "      <td>Diglett</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Dugtrio</th>\n",
              "      <td>NaN</td>\n",
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              "      <td>ground</td>\n",
              "      <td>ground</td>\n",
              "      <td>Dugtrio</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Meowth</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Scratch Cat Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>dark</td>\n",
              "      <td>Meowth</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Persian</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Classy Cat Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>dark</td>\n",
              "      <td>Persian</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Geodude</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Rock Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>ground</td>\n",
              "      <td>Geodude</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Graveler</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Rock Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>ground</td>\n",
              "      <td>Graveler</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Golem</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Megaton Pokémon</td>\n",
              "      <td>rock</td>\n",
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              "      <td>Golem</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Grimer</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Sludge Pokémon</td>\n",
              "      <td>poison</td>\n",
              "      <td>poison</td>\n",
              "      <td>Grimer</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Muk</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Sludge Pokémon</td>\n",
              "      <td>poison</td>\n",
              "      <td>poison</td>\n",
              "      <td>Muk</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Exeggutor</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Coconut Pokémon</td>\n",
              "      <td>grass</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Exeggutor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Marowak</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Bone Keeper Pokémon</td>\n",
              "      <td>ground</td>\n",
              "      <td>fire</td>\n",
              "      <td>Marowak</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hoopa</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mischief Pokémon (Confined)Djinn Pokémonn (Unb...</td>\n",
              "      <td>psychic</td>\n",
              "      <td>ghost</td>\n",
              "      <td>Hoopa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Lycanroc</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Wolf Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Lycanroc</td>\n",
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              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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            ]
          },
          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's \"double click\" on *weight_kg*"
      ],
      "metadata": {
        "id": "Ex3vwsl2Pant"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_weight_kg_1 = df[ df['weight_kg'].isna() == 1 ]\n",
        "df_weight_kg_1[ ['weight_kg','classification','type1','type2','name'] ].head(n=50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
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        "id": "uc-4QY-dPaw0",
        "outputId": "1f445ed6-69d9-4406-a461-e393d6fbb1aa"
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      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           weight_kg                                     classification  \\\n",
              "name                                                                      \n",
              "Rattata          NaN                                      Mouse Pokémon   \n",
              "Raticate         NaN                                      Mouse Pokémon   \n",
              "Raichu           NaN                                      Mouse Pokémon   \n",
              "Sandshrew        NaN                                      Mouse Pokémon   \n",
              "Sandslash        NaN                                      Mouse Pokémon   \n",
              "Vulpix           NaN                                        Fox Pokémon   \n",
              "Ninetales        NaN                                        Fox Pokémon   \n",
              "Diglett          NaN                                       Mole Pokémon   \n",
              "Dugtrio          NaN                                       Mole Pokémon   \n",
              "Meowth           NaN                                Scratch Cat Pokémon   \n",
              "Persian          NaN                                 Classy Cat Pokémon   \n",
              "Geodude          NaN                                       Rock Pokémon   \n",
              "Graveler         NaN                                       Rock Pokémon   \n",
              "Golem            NaN                                    Megaton Pokémon   \n",
              "Grimer           NaN                                     Sludge Pokémon   \n",
              "Muk              NaN                                     Sludge Pokémon   \n",
              "Exeggutor        NaN                                    Coconut Pokémon   \n",
              "Marowak          NaN                                Bone Keeper Pokémon   \n",
              "Hoopa            NaN  Mischief Pokémon (Confined)Djinn Pokémonn (Unb...   \n",
              "Lycanroc         NaN                                       Wolf Pokémon   \n",
              "\n",
              "              type1     type2       name  \n",
              "name                                      \n",
              "Rattata      normal      dark    Rattata  \n",
              "Raticate     normal      dark   Raticate  \n",
              "Raichu     electric  electric     Raichu  \n",
              "Sandshrew    ground       ice  Sandshrew  \n",
              "Sandslash    ground       ice  Sandslash  \n",
              "Vulpix         fire       ice     Vulpix  \n",
              "Ninetales      fire       ice  Ninetales  \n",
              "Diglett      ground    ground    Diglett  \n",
              "Dugtrio      ground    ground    Dugtrio  \n",
              "Meowth       normal      dark     Meowth  \n",
              "Persian      normal      dark    Persian  \n",
              "Geodude        rock    ground    Geodude  \n",
              "Graveler       rock    ground   Graveler  \n",
              "Golem          rock    ground      Golem  \n",
              "Grimer       poison    poison     Grimer  \n",
              "Muk          poison    poison        Muk  \n",
              "Exeggutor     grass   psychic  Exeggutor  \n",
              "Marowak      ground      fire    Marowak  \n",
              "Hoopa       psychic     ghost      Hoopa  \n",
              "Lycanroc       rock       NaN   Lycanroc  "
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>weight_kg</th>\n",
              "      <th>classification</th>\n",
              "      <th>type1</th>\n",
              "      <th>type2</th>\n",
              "      <th>name</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Rattata</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mouse Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>dark</td>\n",
              "      <td>Rattata</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Raticate</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mouse Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>dark</td>\n",
              "      <td>Raticate</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Raichu</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mouse Pokémon</td>\n",
              "      <td>electric</td>\n",
              "      <td>electric</td>\n",
              "      <td>Raichu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sandshrew</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mouse Pokémon</td>\n",
              "      <td>ground</td>\n",
              "      <td>ice</td>\n",
              "      <td>Sandshrew</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sandslash</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mouse Pokémon</td>\n",
              "      <td>ground</td>\n",
              "      <td>ice</td>\n",
              "      <td>Sandslash</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Vulpix</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Fox Pokémon</td>\n",
              "      <td>fire</td>\n",
              "      <td>ice</td>\n",
              "      <td>Vulpix</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ninetales</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Fox Pokémon</td>\n",
              "      <td>fire</td>\n",
              "      <td>ice</td>\n",
              "      <td>Ninetales</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Diglett</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mole Pokémon</td>\n",
              "      <td>ground</td>\n",
              "      <td>ground</td>\n",
              "      <td>Diglett</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Dugtrio</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mole Pokémon</td>\n",
              "      <td>ground</td>\n",
              "      <td>ground</td>\n",
              "      <td>Dugtrio</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Meowth</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Scratch Cat Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>dark</td>\n",
              "      <td>Meowth</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Persian</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Classy Cat Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>dark</td>\n",
              "      <td>Persian</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Geodude</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Rock Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>ground</td>\n",
              "      <td>Geodude</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Graveler</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Rock Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>ground</td>\n",
              "      <td>Graveler</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Golem</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Megaton Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>ground</td>\n",
              "      <td>Golem</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Grimer</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Sludge Pokémon</td>\n",
              "      <td>poison</td>\n",
              "      <td>poison</td>\n",
              "      <td>Grimer</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Muk</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Sludge Pokémon</td>\n",
              "      <td>poison</td>\n",
              "      <td>poison</td>\n",
              "      <td>Muk</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Exeggutor</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Coconut Pokémon</td>\n",
              "      <td>grass</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Exeggutor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Marowak</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Bone Keeper Pokémon</td>\n",
              "      <td>ground</td>\n",
              "      <td>fire</td>\n",
              "      <td>Marowak</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Hoopa</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mischief Pokémon (Confined)Djinn Pokémonn (Unb...</td>\n",
              "      <td>psychic</td>\n",
              "      <td>ghost</td>\n",
              "      <td>Hoopa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Lycanroc</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Wolf Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Lycanroc</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-db96ccd9-e211-4ced-b355-2adcd128925a')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-db96ccd9-e211-4ced-b355-2adcd128925a');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's \"double click\" on *percentage_male*"
      ],
      "metadata": {
        "id": "QQtdx8t6IzNv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_percentage_male_1 = df[ df['percentage_male'].isna() == 1 ]\n",
        "df_percentage_male_1[ ['percentage_male','classification','type1','type2','name'] ].head(n=50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "d8NtnWwxIzVz",
        "outputId": "742836f4-232c-411f-a1e5-3b27493e87ff"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           percentage_male       classification     type1    type2       name\n",
              "name                                                                         \n",
              "Magnemite              NaN       Magnet Pokémon  electric    steel  Magnemite\n",
              "Magneton               NaN       Magnet Pokémon  electric    steel   Magneton\n",
              "Voltorb                NaN         Ball Pokémon  electric      NaN    Voltorb\n",
              "Electrode              NaN         Ball Pokémon  electric      NaN  Electrode\n",
              "Staryu                 NaN    Starshape Pokémon     water      NaN     Staryu\n",
              "Starmie                NaN   Mysterious Pokémon     water  psychic    Starmie\n",
              "Ditto                  NaN    Transform Pokémon    normal      NaN      Ditto\n",
              "Porygon                NaN      Virtual Pokémon    normal      NaN    Porygon\n",
              "Articuno               NaN       Freeze Pokémon       ice   flying   Articuno\n",
              "Zapdos                 NaN     Electric Pokémon  electric   flying     Zapdos\n",
              "Moltres                NaN        Flame Pokémon      fire   flying    Moltres\n",
              "Mewtwo                 NaN      Genetic Pokémon   psychic      NaN     Mewtwo\n",
              "Mew                    NaN  New Species Pokémon   psychic      NaN        Mew\n",
              "Unown                  NaN       Symbol Pokémon   psychic      NaN      Unown\n",
              "Porygon2               NaN      Virtual Pokémon    normal      NaN   Porygon2\n",
              "Raikou                 NaN      Thunder Pokémon  electric      NaN     Raikou\n",
              "Entei                  NaN      Volcano Pokémon      fire      NaN      Entei\n",
              "Suicune                NaN       Aurora Pokémon     water      NaN    Suicune\n",
              "Lugia                  NaN       Diving Pokémon   psychic   flying      Lugia\n",
              "Ho-Oh                  NaN      Rainbow Pokémon      fire   flying      Ho-Oh\n",
              "Celebi                 NaN  Time Travel Pokémon   psychic    grass     Celebi\n",
              "Shedinja               NaN         Shed Pokémon       bug    ghost   Shedinja\n",
              "Lunatone               NaN    Meteorite Pokémon      rock  psychic   Lunatone\n",
              "Solrock                NaN    Meteorite Pokémon      rock  psychic    Solrock\n",
              "Baltoy                 NaN    Clay Doll Pokémon    ground  psychic     Baltoy\n",
              "Claydol                NaN    Clay Doll Pokémon    ground  psychic    Claydol\n",
              "Beldum                 NaN    Iron Ball Pokémon     steel  psychic     Beldum\n",
              "Metang                 NaN    Iron Claw Pokémon     steel  psychic     Metang\n",
              "Metagross              NaN     Iron Leg Pokémon     steel  psychic  Metagross\n",
              "Regirock               NaN    Rock Peak Pokémon      rock      NaN   Regirock\n",
              "Regice                 NaN      Iceberg Pokémon       ice      NaN     Regice\n",
              "Registeel              NaN         Iron Pokémon     steel      NaN  Registeel\n",
              "Kyogre                 NaN    Sea Basin Pokémon     water      NaN     Kyogre\n",
              "Groudon                NaN    Continent Pokémon    ground      NaN    Groudon\n",
              "Rayquaza               NaN     Sky High Pokémon    dragon   flying   Rayquaza\n",
              "Jirachi                NaN         Wish Pokémon     steel  psychic    Jirachi\n",
              "Deoxys                 NaN          DNA Pokémon   psychic      NaN     Deoxys\n",
              "Bronzor                NaN       Bronze Pokémon     steel  psychic    Bronzor\n",
              "Bronzong               NaN  Bronze Bell Pokémon     steel  psychic   Bronzong\n",
              "Magnezone              NaN  Magnet Area Pokémon  electric    steel  Magnezone\n",
              "Porygon-Z              NaN      Virtual Pokémon    normal      NaN  Porygon-Z\n",
              "Rotom                  NaN       Plasma Pokémon  electric    ghost      Rotom\n",
              "Uxie                   NaN    Knowledge Pokémon   psychic      NaN       Uxie\n",
              "Mesprit                NaN      Emotion Pokémon   psychic      NaN    Mesprit\n",
              "Azelf                  NaN    Willpower Pokémon   psychic      NaN      Azelf\n",
              "Dialga                 NaN     Temporal Pokémon     steel   dragon     Dialga\n",
              "Palkia                 NaN      Spatial Pokémon     water   dragon     Palkia\n",
              "Regigigas              NaN     Colossal Pokémon    normal      NaN  Regigigas\n",
              "Giratina               NaN     Renegade Pokémon     ghost   dragon   Giratina\n",
              "Phione                 NaN  Sea Drifter Pokémon     water      NaN     Phione"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-00dd7780-e7ef-48a6-bcc9-deac9a1a4830\">\n",
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              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>classification</th>\n",
              "      <th>type1</th>\n",
              "      <th>type2</th>\n",
              "      <th>name</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Magnemite</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Magnet Pokémon</td>\n",
              "      <td>electric</td>\n",
              "      <td>steel</td>\n",
              "      <td>Magnemite</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Magneton</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Magnet Pokémon</td>\n",
              "      <td>electric</td>\n",
              "      <td>steel</td>\n",
              "      <td>Magneton</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Voltorb</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Ball Pokémon</td>\n",
              "      <td>electric</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Voltorb</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Electrode</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Ball Pokémon</td>\n",
              "      <td>electric</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Electrode</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Staryu</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Starshape Pokémon</td>\n",
              "      <td>water</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Staryu</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Starmie</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Mysterious Pokémon</td>\n",
              "      <td>water</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Starmie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ditto</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Transform Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Ditto</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Porygon</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Virtual Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Porygon</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Articuno</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Freeze Pokémon</td>\n",
              "      <td>ice</td>\n",
              "      <td>flying</td>\n",
              "      <td>Articuno</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Zapdos</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Electric Pokémon</td>\n",
              "      <td>electric</td>\n",
              "      <td>flying</td>\n",
              "      <td>Zapdos</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Moltres</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Flame Pokémon</td>\n",
              "      <td>fire</td>\n",
              "      <td>flying</td>\n",
              "      <td>Moltres</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mewtwo</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Genetic Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Mewtwo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mew</th>\n",
              "      <td>NaN</td>\n",
              "      <td>New Species Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Mew</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Unown</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Symbol Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Unown</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Porygon2</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Virtual Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Porygon2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Raikou</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Thunder Pokémon</td>\n",
              "      <td>electric</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Raikou</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Entei</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Volcano Pokémon</td>\n",
              "      <td>fire</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Entei</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Suicune</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Aurora Pokémon</td>\n",
              "      <td>water</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Suicune</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Lugia</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Diving Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>flying</td>\n",
              "      <td>Lugia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ho-Oh</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Rainbow Pokémon</td>\n",
              "      <td>fire</td>\n",
              "      <td>flying</td>\n",
              "      <td>Ho-Oh</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Celebi</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Time Travel Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>grass</td>\n",
              "      <td>Celebi</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Shedinja</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Shed Pokémon</td>\n",
              "      <td>bug</td>\n",
              "      <td>ghost</td>\n",
              "      <td>Shedinja</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Lunatone</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Meteorite Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Lunatone</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Solrock</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Meteorite Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Solrock</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Baltoy</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Clay Doll Pokémon</td>\n",
              "      <td>ground</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Baltoy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Claydol</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Clay Doll Pokémon</td>\n",
              "      <td>ground</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Claydol</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Beldum</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Iron Ball Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Beldum</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Metang</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Iron Claw Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Metang</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Metagross</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Iron Leg Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Metagross</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Regirock</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Rock Peak Pokémon</td>\n",
              "      <td>rock</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Regirock</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Regice</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Iceberg Pokémon</td>\n",
              "      <td>ice</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Regice</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Registeel</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Iron Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Registeel</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Kyogre</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Sea Basin Pokémon</td>\n",
              "      <td>water</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Kyogre</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Groudon</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Continent Pokémon</td>\n",
              "      <td>ground</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Groudon</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rayquaza</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Sky High Pokémon</td>\n",
              "      <td>dragon</td>\n",
              "      <td>flying</td>\n",
              "      <td>Rayquaza</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Jirachi</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Wish Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Jirachi</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Deoxys</th>\n",
              "      <td>NaN</td>\n",
              "      <td>DNA Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Deoxys</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bronzor</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Bronze Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Bronzor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Bronzong</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Bronze Bell Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>psychic</td>\n",
              "      <td>Bronzong</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Magnezone</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Magnet Area Pokémon</td>\n",
              "      <td>electric</td>\n",
              "      <td>steel</td>\n",
              "      <td>Magnezone</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Porygon-Z</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Virtual Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Porygon-Z</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rotom</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Plasma Pokémon</td>\n",
              "      <td>electric</td>\n",
              "      <td>ghost</td>\n",
              "      <td>Rotom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Uxie</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Knowledge Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Uxie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Mesprit</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Emotion Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Mesprit</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Azelf</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Willpower Pokémon</td>\n",
              "      <td>psychic</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Azelf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Dialga</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Temporal Pokémon</td>\n",
              "      <td>steel</td>\n",
              "      <td>dragon</td>\n",
              "      <td>Dialga</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Palkia</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Spatial Pokémon</td>\n",
              "      <td>water</td>\n",
              "      <td>dragon</td>\n",
              "      <td>Palkia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Regigigas</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Colossal Pokémon</td>\n",
              "      <td>normal</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Regigigas</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Giratina</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Renegade Pokémon</td>\n",
              "      <td>ghost</td>\n",
              "      <td>dragon</td>\n",
              "      <td>Giratina</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Phione</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Sea Drifter Pokémon</td>\n",
              "      <td>water</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Phione</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How many generations do we have?"
      ],
      "metadata": {
        "id": "M0pbQ00cSJSy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop_duplicates(subset=['generation'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YxeQq_gZjpEv",
        "outputId": "9d7f7ca7-5293-4473-df1a-378fff42371e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           generation  is_legendary    type1   type2       classification  \\\n",
              "name                                                                        \n",
              "Bulbasaur           1             0    grass  poison         Seed Pokémon   \n",
              "Chikorita           2             0    grass     NaN         Leaf Pokémon   \n",
              "Treecko             3             0    grass     NaN   Wood Gecko Pokémon   \n",
              "Turtwig             4             0    grass     NaN    Tiny Leaf Pokémon   \n",
              "Victini             5             1  psychic    fire      Victory Pokémon   \n",
              "Chespin             6             0    grass     NaN    Spiky Nut Pokémon   \n",
              "Rowlet              7             0    grass  flying  Grass Quill Pokémon   \n",
              "\n",
              "                name                    abilities  against_bug  against_dark  \\\n",
              "name                                                                           \n",
              "Bulbasaur  Bulbasaur  ['Overgrow', 'Chlorophyll']        1.000         1.000   \n",
              "Chikorita  Chikorita   ['Overgrow', 'Leaf Guard']        2.000         1.000   \n",
              "Treecko      Treecko     ['Overgrow', 'Unburden']        2.000         1.000   \n",
              "Turtwig      Turtwig  ['Overgrow', 'Shell Armor']        2.000         1.000   \n",
              "Victini      Victini             ['Victory Star']        1.000         2.000   \n",
              "Chespin      Chespin  ['Overgrow', 'Bulletproof']        2.000         1.000   \n",
              "Rowlet        Rowlet   ['Overgrow', 'Long Reach']        1.000         1.000   \n",
              "\n",
              "           against_dragon  against_electric  against_fairy  against_fight  \\\n",
              "name                                                                        \n",
              "Bulbasaur           1.000             0.500          0.500          0.500   \n",
              "Chikorita           1.000             0.500          1.000          1.000   \n",
              "Treecko             1.000             0.500          1.000          1.000   \n",
              "Turtwig             1.000             0.500          1.000          1.000   \n",
              "Victini             1.000             1.000          0.500          0.500   \n",
              "Chespin             1.000             0.500          1.000          1.000   \n",
              "Rowlet              1.000             1.000          1.000          0.500   \n",
              "\n",
              "           against_fire  against_flying  against_ghost  against_grass  \\\n",
              "name                                                                    \n",
              "Bulbasaur         2.000           2.000          1.000          0.250   \n",
              "Chikorita         2.000           2.000          1.000          0.500   \n",
              "Treecko           2.000           2.000          1.000          0.500   \n",
              "Turtwig           2.000           2.000          1.000          0.500   \n",
              "Victini           0.500           1.000          2.000          0.500   \n",
              "Chespin           2.000           2.000          1.000          0.500   \n",
              "Rowlet            2.000           2.000          1.000          0.250   \n",
              "\n",
              "           against_ground  against_ice  against_normal  against_poison  \\\n",
              "name                                                                     \n",
              "Bulbasaur           1.000        2.000           1.000           1.000   \n",
              "Chikorita           0.500        2.000           1.000           2.000   \n",
              "Treecko             0.500        2.000           1.000           2.000   \n",
              "Turtwig             0.500        2.000           1.000           2.000   \n",
              "Victini             2.000        0.500           1.000           1.000   \n",
              "Chespin             0.500        2.000           1.000           2.000   \n",
              "Rowlet              0.000        4.000           1.000           2.000   \n",
              "\n",
              "           against_psychic  against_rock  against_steel  against_water  \\\n",
              "name                                                                     \n",
              "Bulbasaur            2.000         1.000          1.000          0.500   \n",
              "Chikorita            1.000         1.000          1.000          0.500   \n",
              "Treecko              1.000         1.000          1.000          0.500   \n",
              "Turtwig              1.000         1.000          1.000          0.500   \n",
              "Victini              0.500         2.000          0.500          2.000   \n",
              "Chespin              1.000         1.000          1.000          0.500   \n",
              "Rowlet               1.000         2.000          1.000          0.500   \n",
              "\n",
              "           attack  base_egg_steps  base_happiness  base_total capture_rate  \\\n",
              "name                                                                         \n",
              "Bulbasaur      49            5120              70         318           45   \n",
              "Chikorita      49            5120              70         318           45   \n",
              "Treecko        45            5120              70         310           45   \n",
              "Turtwig        68            5120              70         318           45   \n",
              "Victini       100           30720             100         600            3   \n",
              "Chespin        61            5120              70         313           45   \n",
              "Rowlet         55            3840              70         320           45   \n",
              "\n",
              "           defense  experience_growth  height_m   hp  percentage_male  \\\n",
              "name                                                                    \n",
              "Bulbasaur       49            1059860     0.700   45           88.100   \n",
              "Chikorita       65            1059860     0.900   45           88.100   \n",
              "Treecko         35            1059860     0.500   40           88.100   \n",
              "Turtwig         64            1059860     0.400   55           88.100   \n",
              "Victini        100            1250000     0.400  100              NaN   \n",
              "Chespin         65            1059860     0.400   56           88.100   \n",
              "Rowlet          55            1059860     0.300   68           88.100   \n",
              "\n",
              "           pokedex_number  sp_attack  sp_defense  speed  weight_kg  \n",
              "name                                                                \n",
              "Bulbasaur               1         65          65     45      6.900  \n",
              "Chikorita             152         49          65     45      6.400  \n",
              "Treecko               252         65          55     70      5.000  \n",
              "Turtwig               387         45          55     31     10.200  \n",
              "Victini               494        100         100    100      4.000  \n",
              "Chespin               650         48          45     38      9.000  \n",
              "Rowlet                722         50          50     42      1.500  "
            ],
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              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>generation</th>\n",
              "      <th>is_legendary</th>\n",
              "      <th>type1</th>\n",
              "      <th>type2</th>\n",
              "      <th>classification</th>\n",
              "      <th>name</th>\n",
              "      <th>abilities</th>\n",
              "      <th>against_bug</th>\n",
              "      <th>against_dark</th>\n",
              "      <th>against_dragon</th>\n",
              "      <th>against_electric</th>\n",
              "      <th>against_fairy</th>\n",
              "      <th>against_fight</th>\n",
              "      <th>against_fire</th>\n",
              "      <th>against_flying</th>\n",
              "      <th>against_ghost</th>\n",
              "      <th>against_grass</th>\n",
              "      <th>against_ground</th>\n",
              "      <th>against_ice</th>\n",
              "      <th>against_normal</th>\n",
              "      <th>against_poison</th>\n",
              "      <th>against_psychic</th>\n",
              "      <th>against_rock</th>\n",
              "      <th>against_steel</th>\n",
              "      <th>against_water</th>\n",
              "      <th>attack</th>\n",
              "      <th>base_egg_steps</th>\n",
              "      <th>base_happiness</th>\n",
              "      <th>base_total</th>\n",
              "      <th>capture_rate</th>\n",
              "      <th>defense</th>\n",
              "      <th>experience_growth</th>\n",
              "      <th>height_m</th>\n",
              "      <th>hp</th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>pokedex_number</th>\n",
              "      <th>sp_attack</th>\n",
              "      <th>sp_defense</th>\n",
              "      <th>speed</th>\n",
              "      <th>weight_kg</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Bulbasaur</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>poison</td>\n",
              "      <td>Seed Pokémon</td>\n",
              "      <td>Bulbasaur</td>\n",
              "      <td>['Overgrow', 'Chlorophyll']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>49</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>318</td>\n",
              "      <td>45</td>\n",
              "      <td>49</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.700</td>\n",
              "      <td>45</td>\n",
              "      <td>88.100</td>\n",
              "      <td>1</td>\n",
              "      <td>65</td>\n",
              "      <td>65</td>\n",
              "      <td>45</td>\n",
              "      <td>6.900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Chikorita</th>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Leaf Pokémon</td>\n",
              "      <td>Chikorita</td>\n",
              "      <td>['Overgrow', 'Leaf Guard']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>49</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>318</td>\n",
              "      <td>45</td>\n",
              "      <td>65</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.900</td>\n",
              "      <td>45</td>\n",
              "      <td>88.100</td>\n",
              "      <td>152</td>\n",
              "      <td>49</td>\n",
              "      <td>65</td>\n",
              "      <td>45</td>\n",
              "      <td>6.400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Treecko</th>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Wood Gecko Pokémon</td>\n",
              "      <td>Treecko</td>\n",
              "      <td>['Overgrow', 'Unburden']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>45</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>310</td>\n",
              "      <td>45</td>\n",
              "      <td>35</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.500</td>\n",
              "      <td>40</td>\n",
              "      <td>88.100</td>\n",
              "      <td>252</td>\n",
              "      <td>65</td>\n",
              "      <td>55</td>\n",
              "      <td>70</td>\n",
              "      <td>5.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Turtwig</th>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Tiny Leaf Pokémon</td>\n",
              "      <td>Turtwig</td>\n",
              "      <td>['Overgrow', 'Shell Armor']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>68</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>318</td>\n",
              "      <td>45</td>\n",
              "      <td>64</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.400</td>\n",
              "      <td>55</td>\n",
              "      <td>88.100</td>\n",
              "      <td>387</td>\n",
              "      <td>45</td>\n",
              "      <td>55</td>\n",
              "      <td>31</td>\n",
              "      <td>10.200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Victini</th>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>psychic</td>\n",
              "      <td>fire</td>\n",
              "      <td>Victory Pokémon</td>\n",
              "      <td>Victini</td>\n",
              "      <td>['Victory Star']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>100</td>\n",
              "      <td>30720</td>\n",
              "      <td>100</td>\n",
              "      <td>600</td>\n",
              "      <td>3</td>\n",
              "      <td>100</td>\n",
              "      <td>1250000</td>\n",
              "      <td>0.400</td>\n",
              "      <td>100</td>\n",
              "      <td>NaN</td>\n",
              "      <td>494</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>100</td>\n",
              "      <td>4.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Chespin</th>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Spiky Nut Pokémon</td>\n",
              "      <td>Chespin</td>\n",
              "      <td>['Overgrow', 'Bulletproof']</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>61</td>\n",
              "      <td>5120</td>\n",
              "      <td>70</td>\n",
              "      <td>313</td>\n",
              "      <td>45</td>\n",
              "      <td>65</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.400</td>\n",
              "      <td>56</td>\n",
              "      <td>88.100</td>\n",
              "      <td>650</td>\n",
              "      <td>48</td>\n",
              "      <td>45</td>\n",
              "      <td>38</td>\n",
              "      <td>9.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rowlet</th>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>grass</td>\n",
              "      <td>flying</td>\n",
              "      <td>Grass Quill Pokémon</td>\n",
              "      <td>Rowlet</td>\n",
              "      <td>['Overgrow', 'Long Reach']</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>2.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.000</td>\n",
              "      <td>4.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>2.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.500</td>\n",
              "      <td>55</td>\n",
              "      <td>3840</td>\n",
              "      <td>70</td>\n",
              "      <td>320</td>\n",
              "      <td>45</td>\n",
              "      <td>55</td>\n",
              "      <td>1059860</td>\n",
              "      <td>0.300</td>\n",
              "      <td>68</td>\n",
              "      <td>88.100</td>\n",
              "      <td>722</td>\n",
              "      <td>50</td>\n",
              "      <td>50</td>\n",
              "      <td>42</td>\n",
              "      <td>1.500</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-dea2bd9e-a000-4b24-8387-40ca0d05c909')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "    [theme=dark] .colab-df-convert:hover {\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-dea2bd9e-a000-4b24-8387-40ca0d05c909');\n",
              "          const dataTable =\n",
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              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop_duplicates(subset=['generation']).shape[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mZ_CDggfkgUo",
        "outputId": "634f7c0b-ed43-4cbe-ccd3-c06d82b67c69"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "7"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How many pokemons are there in each generation?"
      ],
      "metadata": {
        "id": "RxW3mU_HW4_e"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df[['generation']].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ACw3xynDVWtT",
        "outputId": "71ce6f72-123c-4a58-fe7b-5563c0242bc2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "generation\n",
              "5             156\n",
              "1             151\n",
              "3             135\n",
              "4             107\n",
              "2             100\n",
              "7              80\n",
              "6              72\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[['generation']].value_counts().sort_index()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wpNUS0oRVpNV",
        "outputId": "17d0bf2f-394b-4fa2-d9b1-da3d2bd9a80c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "generation\n",
              "1             151\n",
              "2             100\n",
              "3             135\n",
              "4             107\n",
              "5             156\n",
              "6              72\n",
              "7              80\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How many pokemons are there per type in each generation?"
      ],
      "metadata": {
        "id": "blHbCZKWae5D"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_generation_type1 = df.groupby(['generation','type1'])\n",
        "type(df_generation_type1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k56Qx2auSJdj",
        "outputId": "415a3e0a-7ba7-40a9-bec9-4faf7db67da6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pandas.core.groupby.generic.DataFrameGroupBy"
            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_generation_type1.groups"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UqZuLYEhUUJh",
        "outputId": "470b72f5-3ef2-405d-800f-6a3bbeadcccd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{(1, 'bug'): ['Caterpie', 'Metapod', 'Butterfree', 'Weedle', 'Kakuna', 'Beedrill', 'Paras', 'Parasect', 'Venonat', 'Venomoth', 'Scyther', 'Pinsir'], (1, 'dragon'): ['Dratini', 'Dragonair', 'Dragonite'], (1, 'electric'): ['Pikachu', 'Raichu', 'Magnemite', 'Magneton', 'Voltorb', 'Electrode', 'Electabuzz', 'Jolteon', 'Zapdos'], (1, 'fairy'): ['Clefairy', 'Clefable'], (1, 'fighting'): ['Mankey', 'Primeape', 'Machop', 'Machoke', 'Machamp', 'Hitmonlee', 'Hitmonchan'], (1, 'fire'): ['Charmander', 'Charmeleon', 'Charizard', 'Vulpix', 'Ninetales', 'Growlithe', 'Arcanine', 'Ponyta', 'Rapidash', 'Magmar', 'Flareon', 'Moltres'], (1, 'ghost'): ['Gastly', 'Haunter', 'Gengar'], (1, 'grass'): ['Bulbasaur', 'Ivysaur', 'Venusaur', 'Oddish', 'Gloom', 'Vileplume', 'Bellsprout', 'Weepinbell', 'Victreebel', 'Exeggcute', 'Exeggutor', 'Tangela'], (1, 'ground'): ['Sandshrew', 'Sandslash', 'Diglett', 'Dugtrio', 'Cubone', 'Marowak', 'Rhyhorn', 'Rhydon'], (1, 'ice'): ['Jynx', 'Articuno'], (1, 'normal'): ['Pidgey', 'Pidgeotto', 'Pidgeot', 'Rattata', 'Raticate', 'Spearow', 'Fearow', 'Jigglypuff', 'Wigglytuff', 'Meowth', 'Persian', 'Farfetch'd', 'Doduo', 'Dodrio', 'Lickitung', 'Chansey', 'Kangaskhan', 'Tauros', 'Ditto', 'Eevee', 'Porygon', 'Snorlax'], (1, 'poison'): ['Ekans', 'Arbok', 'Nidoran♀', 'Nidorina', 'Nidoqueen', 'Nidoran♂', 'Nidorino', 'Nidoking', 'Zubat', 'Golbat', 'Grimer', 'Muk', 'Koffing', 'Weezing'], (1, 'psychic'): ['Abra', 'Kadabra', 'Alakazam', 'Drowzee', 'Hypno', 'Mr. Mime', 'Mewtwo', 'Mew'], (1, 'rock'): ['Geodude', 'Graveler', 'Golem', 'Onix', 'Omanyte', 'Omastar', 'Kabuto', 'Kabutops', 'Aerodactyl'], (1, 'water'): ['Squirtle', 'Wartortle', 'Blastoise', 'Psyduck', 'Golduck', 'Poliwag', 'Poliwhirl', 'Poliwrath', 'Tentacool', 'Tentacruel', 'Slowpoke', 'Slowbro', 'Seel', 'Dewgong', 'Shellder', 'Cloyster', 'Krabby', 'Kingler', 'Horsea', 'Seadra', 'Goldeen', 'Seaking', 'Staryu', 'Starmie', 'Magikarp', 'Gyarados', 'Lapras', 'Vaporeon'], (2, 'bug'): ['Ledyba', 'Ledian', 'Spinarak', 'Ariados', 'Yanma', 'Pineco', 'Forretress', 'Scizor', 'Shuckle', 'Heracross'], (2, 'dark'): ['Umbreon', 'Murkrow', 'Sneasel', 'Houndour', 'Houndoom'], (2, 'electric'): ['Pichu', 'Mareep', 'Flaaffy', 'Ampharos', 'Elekid', 'Raikou'], (2, 'fairy'): ['Cleffa', 'Togepi', 'Togetic', 'Snubbull', 'Granbull'], (2, 'fighting'): ['Tyrogue', 'Hitmontop'], (2, 'fire'): ['Cyndaquil', 'Quilava', 'Typhlosion', 'Slugma', 'Magcargo', 'Magby', 'Entei', 'Ho-Oh'], (2, 'ghost'): ['Misdreavus'], (2, 'grass'): ['Chikorita', 'Bayleef', 'Meganium', 'Bellossom', 'Hoppip', 'Skiploom', 'Jumpluff', 'Sunkern', 'Sunflora'], (2, 'ground'): ['Gligar', 'Phanpy', 'Donphan'], (2, 'ice'): ['Swinub', 'Piloswine', 'Delibird', 'Smoochum'], (2, 'normal'): ['Sentret', 'Furret', 'Hoothoot', 'Noctowl', 'Igglybuff', 'Aipom', 'Girafarig', 'Dunsparce', 'Teddiursa', 'Ursaring', 'Porygon2', 'Stantler', 'Smeargle', 'Miltank', 'Blissey'], (2, 'poison'): ['Crobat'], (2, 'psychic'): ['Natu', 'Xatu', 'Espeon', 'Unown', 'Wobbuffet', 'Lugia', 'Celebi'], (2, 'rock'): ['Sudowoodo', 'Larvitar', 'Pupitar', 'Tyranitar'], (2, 'steel'): ['Steelix', 'Skarmory'], (2, 'water'): ['Totodile', 'Croconaw', 'Feraligatr', 'Chinchou', 'Lanturn', 'Marill', 'Azumarill', 'Politoed', 'Wooper', 'Quagsire', 'Slowking', 'Qwilfish', 'Corsola', 'Remoraid', 'Octillery', 'Mantine', 'Kingdra', 'Suicune'], (3, 'bug'): ['Wurmple', 'Silcoon', 'Beautifly', 'Cascoon', 'Dustox', 'Surskit', 'Masquerain', 'Nincada', 'Ninjask', 'Shedinja', 'Volbeat', 'Illumise'], (3, 'dark'): ['Poochyena', 'Mightyena', 'Sableye', 'Absol'], (3, 'dragon'): ['Altaria', 'Bagon', 'Shelgon', 'Salamence', 'Latias', 'Latios', 'Rayquaza'], (3, 'electric'): ['Electrike', 'Manectric', 'Plusle', 'Minun'], (3, 'fighting'): ['Makuhita', 'Hariyama', 'Meditite', 'Medicham'], (3, 'fire'): ['Torchic', 'Combusken', 'Blaziken', 'Numel', 'Camerupt', 'Torkoal'], (3, 'ghost'): ['Shuppet', 'Banette', 'Duskull', 'Dusclops'], (3, 'grass'): ['Treecko', 'Grovyle', 'Sceptile', 'Seedot', 'Nuzleaf', 'Shiftry', 'Shroomish', 'Breloom', 'Roselia', 'Cacnea', 'Cacturne', 'Tropius'], (3, 'ground'): ['Trapinch', 'Vibrava', 'Flygon', 'Baltoy', 'Claydol', 'Groudon'], (3, 'ice'): ['Snorunt', 'Glalie', 'Spheal', 'Sealeo', 'Walrein', 'Regice'], (3, 'normal'): ['Zigzagoon', 'Linoone', 'Taillow', 'Swellow', 'Slakoth', 'Vigoroth', 'Slaking', 'Whismur', 'Loudred', 'Exploud', 'Azurill', 'Skitty', 'Delcatty', 'Spinda', 'Swablu', 'Zangoose', 'Castform', 'Kecleon'], (3, 'poison'): ['Gulpin', 'Swalot', 'Seviper'], (3, 'psychic'): ['Ralts', 'Kirlia', 'Gardevoir', 'Spoink', 'Grumpig', 'Chimecho', 'Wynaut', 'Deoxys'], (3, 'rock'): ['Nosepass', 'Lunatone', 'Solrock', 'Lileep', 'Cradily', 'Anorith', 'Armaldo', 'Regirock'], (3, 'steel'): ['Mawile', 'Aron', 'Lairon', 'Aggron', 'Beldum', 'Metang', 'Metagross', 'Registeel', 'Jirachi'], (3, 'water'): ['Mudkip', 'Marshtomp', 'Swampert', 'Lotad', 'Lombre', 'Ludicolo', 'Wingull', 'Pelipper', 'Carvanha', 'Sharpedo', 'Wailmer', 'Wailord', 'Barboach', 'Whiscash', 'Corphish', 'Crawdaunt', 'Feebas', 'Milotic', 'Clamperl', 'Huntail', 'Gorebyss', 'Relicanth', 'Luvdisc', 'Kyogre'], (4, 'bug'): ['Kricketot', 'Kricketune', 'Burmy', 'Wormadam', 'Mothim', 'Combee', 'Vespiquen', 'Yanmega'], (4, 'dark'): ['Honchkrow', 'Weavile', 'Darkrai'], (4, 'dragon'): ['Gible', 'Gabite', 'Garchomp'], (4, 'electric'): ['Shinx', 'Luxio', 'Luxray', 'Pachirisu', 'Magnezone', 'Electivire', 'Rotom'], (4, 'fairy'): ['Togekiss'], (4, 'fighting'): ['Riolu', 'Lucario'], (4, 'fire'): ['Chimchar', 'Monferno', 'Infernape', 'Magmortar', 'Heatran'], (4, 'ghost'): ['Drifloon', 'Drifblim', 'Mismagius', 'Spiritomb', 'Dusknoir', 'Giratina'], (4, 'grass'): ['Turtwig', 'Grotle', 'Torterra', 'Budew', 'Roserade', 'Cherubi', 'Cherrim', 'Carnivine', 'Snover', 'Abomasnow', 'Tangrowth', 'Leafeon', 'Shaymin'], (4, 'ground'): ['Hippopotas', 'Hippowdon', 'Rhyperior', 'Gliscor'], (4, 'ice'): ['Glaceon', 'Mamoswine', 'Froslass'], (4, 'normal'): ['Starly', 'Staravia', 'Staraptor', 'Bidoof', 'Bibarel', 'Ambipom', 'Buneary', 'Lopunny', 'Glameow', 'Purugly', 'Happiny', 'Chatot', 'Munchlax', 'Lickilicky', 'Porygon-Z', 'Regigigas', 'Arceus'], (4, 'poison'): ['Stunky', 'Skuntank', 'Skorupi', 'Drapion', 'Croagunk', 'Toxicroak'], (4, 'psychic'): ['Chingling', 'Mime Jr.', 'Gallade', 'Uxie', 'Mesprit', 'Azelf', 'Cresselia'], (4, 'rock'): ['Cranidos', 'Rampardos', 'Shieldon', 'Bastiodon', 'Bonsly', 'Probopass'], (4, 'steel'): ['Bronzor', 'Bronzong', 'Dialga'], (4, 'water'): ['Piplup', 'Prinplup', 'Empoleon', 'Buizel', 'Floatzel', 'Shellos', 'Gastrodon', 'Finneon', 'Lumineon', 'Mantyke', 'Palkia', 'Phione', 'Manaphy'], (5, 'bug'): ['Sewaddle', 'Swadloon', 'Leavanny', 'Venipede', 'Whirlipede', 'Scolipede', 'Dwebble', 'Crustle', 'Karrablast', 'Escavalier', 'Joltik', 'Galvantula', 'Shelmet', 'Accelgor', 'Durant', 'Larvesta', 'Volcarona', 'Genesect'], (5, 'dark'): ['Purrloin', 'Liepard', 'Scraggy', 'Scrafty', 'Zorua', 'Zoroark', 'Pawniard', 'Bisharp', 'Vullaby', 'Mandibuzz', 'Deino', 'Zweilous', 'Hydreigon'], (5, 'dragon'): ['Axew', 'Fraxure', 'Haxorus', 'Druddigon', 'Reshiram', 'Zekrom', 'Kyurem'], (5, 'electric'): ['Blitzle', 'Zebstrika', 'Emolga', 'Tynamo', 'Eelektrik', 'Eelektross', 'Thundurus'], (5, 'fighting'): ['Timburr', 'Gurdurr', 'Conkeldurr', 'Throh', 'Sawk', 'Mienfoo', 'Mienshao'], (5, 'fire'): ['Tepig', 'Pignite', 'Emboar', 'Pansear', 'Simisear', 'Darumaka', 'Darmanitan', 'Heatmor'], (5, 'flying'): ['Tornadus'], (5, 'ghost'): ['Yamask', 'Cofagrigus', 'Litwick', 'Lampent', 'Chandelure'], (5, 'grass'): ['Snivy', 'Servine', 'Serperior', 'Pansage', 'Simisage', 'Cottonee', 'Whimsicott', 'Petilil', 'Lilligant', 'Maractus', 'Foongus', 'Amoonguss', 'Ferroseed', 'Ferrothorn', 'Virizion'], (5, 'ground'): ['Drilbur', 'Excadrill', 'Sandile', 'Krokorok', 'Krookodile', 'Stunfisk', 'Golett', 'Golurk', 'Landorus'], (5, 'ice'): ['Vanillite', 'Vanillish', 'Vanilluxe', 'Cubchoo', 'Beartic', 'Cryogonal'], (5, 'normal'): ['Patrat', 'Watchog', 'Lillipup', 'Herdier', 'Stoutland', 'Pidove', 'Tranquill', 'Unfezant', 'Audino', 'Minccino', 'Cinccino', 'Deerling', 'Sawsbuck', 'Bouffalant', 'Rufflet', 'Braviary', 'Meloetta'], (5, 'poison'): ['Trubbish', 'Garbodor'], (5, 'psychic'): ['Victini', 'Munna', 'Musharna', 'Woobat', 'Swoobat', 'Sigilyph', 'Gothita', 'Gothorita', 'Gothitelle', 'Solosis', 'Duosion', 'Reuniclus', 'Elgyem', 'Beheeyem'], (5, 'rock'): ['Roggenrola', 'Boldore', 'Gigalith', 'Archen', 'Archeops', 'Terrakion'], (5, 'steel'): ['Klink', 'Klang', 'Klinklang', 'Cobalion'], (5, 'water'): ['Oshawott', 'Dewott', 'Samurott', 'Panpour', 'Simipour', 'Tympole', 'Palpitoad', 'Seismitoad', 'Basculin', 'Tirtouga', 'Carracosta', 'Ducklett', 'Swanna', 'Frillish', 'Jellicent', 'Alomomola', 'Keldeo'], (6, 'bug'): ['Scatterbug', 'Spewpa', 'Vivillon'], (6, 'dark'): ['Inkay', 'Malamar', 'Yveltal'], (6, 'dragon'): ['Goomy', 'Sliggoo', 'Goodra', 'Zygarde'], (6, 'electric'): ['Helioptile', 'Heliolisk', 'Dedenne'], (6, 'fairy'): ['Flabébé', 'Floette', 'Florges', 'Spritzee', 'Aromatisse', 'Swirlix', 'Slurpuff', 'Sylveon', 'Xerneas'], (6, 'fighting'): ['Pancham', 'Pangoro', 'Hawlucha'], (6, 'fire'): ['Fennekin', 'Braixen', 'Delphox', 'Fletchinder', 'Talonflame', 'Litleo', 'Pyroar', 'Volcanion'], (6, 'flying'): ['Noibat', 'Noivern'], (6, 'ghost'): ['Phantump', 'Trevenant', 'Pumpkaboo', 'Gourgeist'], (6, 'grass'): ['Chespin', 'Quilladin', 'Chesnaught', 'Skiddo', 'Gogoat'], (6, 'ice'): ['Bergmite', 'Avalugg'], (6, 'normal'): ['Bunnelby', 'Diggersby', 'Fletchling', 'Furfrou'], (6, 'poison'): ['Skrelp', 'Dragalge'], (6, 'psychic'): ['Espurr', 'Meowstic', 'Hoopa'], (6, 'rock'): ['Binacle', 'Barbaracle', 'Tyrunt', 'Tyrantrum', 'Amaura', 'Aurorus', 'Carbink', 'Diancie'], (6, 'steel'): ['Honedge', 'Doublade', 'Aegislash', 'Klefki'], (6, 'water'): ['Froakie', 'Frogadier', 'Greninja', 'Clauncher', 'Clawitzer'], (7, 'bug'): ['Grubbin', 'Charjabug', 'Vikavolt', 'Cutiefly', 'Ribombee', 'Wimpod', 'Golisopod', 'Buzzwole', 'Pheromosa'], (7, 'dark'): ['Guzzlord'], ...}"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "type(df_generation_type1.groups)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qkuTONO_U1-0",
        "outputId": "0e8c2515-a5e4-48d3-a100-1d98ffc01d38"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pandas.io.formats.printing.PrettyDict"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_generation_type1.nunique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OA9SXc_4U5lb",
        "outputId": "1a6302b1-0d5f-4f8c-c1ea-96d81bdb6a17"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                     is_legendary  type2  classification  name  abilities  \\\n",
              "generation type1                                                            \n",
              "1          bug                  1      3              10    12          9   \n",
              "           dragon               1      1               1     3          2   \n",
              "           electric             2      3               5     9          7   \n",
              "           fairy                1      0               1     2          2   \n",
              "           fighting             1      0               4     7          4   \n",
              "...                           ...    ...             ...   ...        ...   \n",
              "7          poison               1      2               2     4          2   \n",
              "           psychic              1      3               6     6          6   \n",
              "           rock                 2      2               4     4          4   \n",
              "           steel                1      2               2     2          2   \n",
              "           water                2      3               8     9          6   \n",
              "\n",
              "                     against_bug  against_dark  against_dragon  \\\n",
              "generation type1                                                 \n",
              "1          bug                 3             1               1   \n",
              "           dragon              2             1               1   \n",
              "           electric            2             1               2   \n",
              "           fairy               1             1               1   \n",
              "           fighting            1             1               1   \n",
              "...                          ...           ...             ...   \n",
              "7          poison              2             1               1   \n",
              "           psychic             2             3               3   \n",
              "           rock                2             1               1   \n",
              "           steel               1             2               2   \n",
              "           water               3             3               2   \n",
              "\n",
              "                     against_electric  against_fairy  against_fight  \\\n",
              "generation type1                                                      \n",
              "1          bug                      3              2              2   \n",
              "           dragon                   2              1              2   \n",
              "           electric                 2              2              3   \n",
              "           fairy                    1              1              1   \n",
              "           fighting                 1              1              1   \n",
              "...                               ...            ...            ...   \n",
              "7          poison                   2              2              1   \n",
              "           psychic                  1              2              4   \n",
              "           rock                     2              2              2   \n",
              "           steel                    2              1              1   \n",
              "           water                    1              1              2   \n",
              "\n",
              "                     against_fire  against_flying  against_ghost  \\\n",
              "generation type1                                                   \n",
              "1          bug                  2               2              1   \n",
              "           dragon               1               1              1   \n",
              "           electric             2               2              1   \n",
              "           fairy                1               1              1   \n",
              "           fighting             1               1              1   \n",
              "...                           ...             ...            ...   \n",
              "7          poison               1               1              1   \n",
              "           psychic              2               2              2   \n",
              "           rock                 1               1              1   \n",
              "           steel                1               1              1   \n",
              "           water                2               2              2   \n",
              "\n",
              "                     against_grass  against_ground  against_ice  \\\n",
              "generation type1                                                  \n",
              "1          bug                   2               4            2   \n",
              "           dragon                2               2            2   \n",
              "           electric              2               3            3   \n",
              "           fairy                 1               1            1   \n",
              "           fighting              1               1            1   \n",
              "...                            ...             ...          ...   \n",
              "7          poison                2               2            1   \n",
              "           psychic               2               2            2   \n",
              "           rock                  2               3            2   \n",
              "           steel                 2               2            2   \n",
              "           water                 2               2            1   \n",
              "\n",
              "                     against_normal  against_poison  against_psychic  \\\n",
              "generation type1                                                       \n",
              "1          bug                    1               3                2   \n",
              "           dragon                 1               1                1   \n",
              "           electric               2               2                2   \n",
              "           fairy                  1               1                1   \n",
              "           fighting               1               1                1   \n",
              "...                             ...             ...              ...   \n",
              "7          poison                 1               1                1   \n",
              "           psychic                3               4                2   \n",
              "           rock                   1               2                2   \n",
              "           steel                  1               1                1   \n",
              "           water                  1               2                2   \n",
              "\n",
              "                     against_rock  against_steel  against_water  attack  \\\n",
              "generation type1                                                          \n",
              "1          bug                  2              1              2      12   \n",
              "           dragon               2              1              1       3   \n",
              "           electric             3              2              1       9   \n",
              "           fairy                1              1              1       2   \n",
              "           fighting             1              1              1       5   \n",
              "...                           ...            ...            ...     ...   \n",
              "7          poison               2              1              2       4   \n",
              "           psychic              2              3              1       5   \n",
              "           rock                 2              1              1       4   \n",
              "           steel                2              2              1       2   \n",
              "           water                2              2              1       9   \n",
              "\n",
              "                     base_egg_steps  base_happiness  base_total  capture_rate  \\\n",
              "generation type1                                                                \n",
              "1          bug                    3               1          10             5   \n",
              "           dragon                 1               1           3             1   \n",
              "           electric               5               2           8             5   \n",
              "           fairy                  1               1           2             2   \n",
              "           fighting               2               1           4             5   \n",
              "...                             ...             ...         ...           ...   \n",
              "7          poison                 1               1           4             4   \n",
              "           psychic                2               2           5             2   \n",
              "           rock                   3               2           4             4   \n",
              "           steel                  1               1           2             2   \n",
              "           water                  1               1           9             6   \n",
              "\n",
              "                     defense  experience_growth  height_m  hp  \\\n",
              "generation type1                                                \n",
              "1          bug             8                  2         6   7   \n",
              "           dragon          3                  1         3   3   \n",
              "           electric        7                  2         8   7   \n",
              "           fairy           2                  1         2   2   \n",
              "           fighting        7                  2         6   6   \n",
              "...                      ...                ...       ...  ..   \n",
              "7          poison          4                  1         4   3   \n",
              "           psychic         6                  1         6   4   \n",
              "           rock            4                  3         3   4   \n",
              "           steel           2                  1         2   2   \n",
              "           water           8                  4         7   8   \n",
              "\n",
              "                     percentage_male  pokedex_number  sp_attack  sp_defense  \\\n",
              "generation type1                                                              \n",
              "1          bug                     1              12          9           6   \n",
              "           dragon                  1               3          3           3   \n",
              "           electric                3               9          7           7   \n",
              "           fairy                   1               2          2           2   \n",
              "           fighting                3               7          4           6   \n",
              "...                              ...             ...        ...         ...   \n",
              "7          poison                  3               4          4           4   \n",
              "           psychic                 0               6          5           5   \n",
              "           rock                    1               4          4           4   \n",
              "           steel                   0               2          2           2   \n",
              "           water                   2               9          9           8   \n",
              "\n",
              "                     speed  weight_kg  \n",
              "generation type1                       \n",
              "1          bug           9         11  \n",
              "           dragon        3          3  \n",
              "           electric      8          7  \n",
              "           fairy         2          2  \n",
              "           fighting      7          7  \n",
              "...                    ...        ...  \n",
              "7          poison        4          4  \n",
              "           psychic       4          5  \n",
              "           rock          4          3  \n",
              "           steel         2          2  \n",
              "           water         9          9  \n",
              "\n",
              "[114 rows x 38 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-43c67a05-162c-4a85-bc35-bd87c926d604\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th>is_legendary</th>\n",
              "      <th>type2</th>\n",
              "      <th>classification</th>\n",
              "      <th>name</th>\n",
              "      <th>abilities</th>\n",
              "      <th>against_bug</th>\n",
              "      <th>against_dark</th>\n",
              "      <th>against_dragon</th>\n",
              "      <th>against_electric</th>\n",
              "      <th>against_fairy</th>\n",
              "      <th>against_fight</th>\n",
              "      <th>against_fire</th>\n",
              "      <th>against_flying</th>\n",
              "      <th>against_ghost</th>\n",
              "      <th>against_grass</th>\n",
              "      <th>against_ground</th>\n",
              "      <th>against_ice</th>\n",
              "      <th>against_normal</th>\n",
              "      <th>against_poison</th>\n",
              "      <th>against_psychic</th>\n",
              "      <th>against_rock</th>\n",
              "      <th>against_steel</th>\n",
              "      <th>against_water</th>\n",
              "      <th>attack</th>\n",
              "      <th>base_egg_steps</th>\n",
              "      <th>base_happiness</th>\n",
              "      <th>base_total</th>\n",
              "      <th>capture_rate</th>\n",
              "      <th>defense</th>\n",
              "      <th>experience_growth</th>\n",
              "      <th>height_m</th>\n",
              "      <th>hp</th>\n",
              "      <th>percentage_male</th>\n",
              "      <th>pokedex_number</th>\n",
              "      <th>sp_attack</th>\n",
              "      <th>sp_defense</th>\n",
              "      <th>speed</th>\n",
              "      <th>weight_kg</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>generation</th>\n",
              "      <th>type1</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"5\" valign=\"top\">1</th>\n",
              "      <th>bug</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>10</td>\n",
              "      <td>12</td>\n",
              "      <td>9</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>12</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>5</td>\n",
              "      <td>8</td>\n",
              "      <td>2</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>9</td>\n",
              "      <td>6</td>\n",
              "      <td>9</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>dragon</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>electric</th>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>9</td>\n",
              "      <td>7</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>2</td>\n",
              "      <td>8</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>9</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "      <td>8</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fairy</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fighting</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>2</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"5\" valign=\"top\">7</th>\n",
              "      <th>poison</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>psychic</th>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>rock</th>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>steel</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>water</th>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>8</td>\n",
              "      <td>9</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>6</td>\n",
              "      <td>8</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>8</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>8</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>114 rows × 38 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-43c67a05-162c-4a85-bc35-bd87c926d604')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
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              "    .colab-df-convert:hover {\n",
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              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_generation_type1.nunique()['name'].head(20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bxProcuqbTOH",
        "outputId": "7ebe2bb4-7426-45b7-c6dd-4f2a8aff5820"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "generation  type1   \n",
              "1           bug         12\n",
              "            dragon       3\n",
              "            electric     9\n",
              "            fairy        2\n",
              "            fighting     7\n",
              "            fire        12\n",
              "            ghost        3\n",
              "            grass       12\n",
              "            ground       8\n",
              "            ice          2\n",
              "            normal      22\n",
              "            poison      14\n",
              "            psychic      8\n",
              "            rock         9\n",
              "            water       28\n",
              "2           bug         10\n",
              "            dark         5\n",
              "            electric     6\n",
              "            fairy        5\n",
              "            fighting     2\n",
              "Name: name, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### How to reshape the layout of tables?"
      ],
      "metadata": {
        "id": "rygLCXXRoAjI"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "LY83dGstWsvN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.pivot_table(index=['generation'], columns=['type1'], values=\"attack\")"
      ],
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          "base_uri": "https://localhost:8080/",
          "height": 300
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        "id": "gAiGs7BqeGQN",
        "outputId": "865bc9c1-3948-4e1c-e78d-2954c2f0f603"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "type1         bug    dark  dragon  electric  fairy  fighting   fire  flying  \\\n",
              "generation                                                                    \n",
              "1          71.250     NaN  94.000    61.444 57.500   102.857 84.833     NaN   \n",
              "2          77.000  79.000     NaN    63.000 57.000    65.000 76.250     NaN   \n",
              "3          55.833  95.000 119.286    52.500    NaN    80.000 95.000     NaN   \n",
              "4          61.000 111.667 110.000    81.857 50.000   107.500 85.000     NaN   \n",
              "5          78.167  81.385 123.000    85.000    NaN   108.571 80.875 100.000   \n",
              "6          36.333  92.333  81.250    50.333 68.444    99.333 69.375  50.000   \n",
              "7          83.333 101.000  80.000   100.667 52.000   111.333 82.600     NaN   \n",
              "\n",
              "type1       ghost  grass  ground    ice  normal  poison  psychic    rock  \\\n",
              "generation                                                                 \n",
              "1          50.000 73.000  84.375 67.500  68.864  75.143   65.125  85.556   \n",
              "2          60.000 57.000  85.000 58.750  63.133  90.000   69.286 103.000   \n",
              "3          87.500 77.333  93.333 66.667  69.889  72.000   47.875  79.625   \n",
              "4          83.667 82.154 104.750 90.000  83.471  77.167   85.000  86.500   \n",
              "5          41.000 65.333 100.000 76.667  85.059  72.500   52.500 116.000   \n",
              "6          86.500 82.200     NaN 93.000  55.500  67.500   85.333  89.125   \n",
              "7          87.750 81.500 112.500    NaN  90.417  56.000   83.333  83.250   \n",
              "\n",
              "type1        steel  water  \n",
              "generation                 \n",
              "1              NaN 72.036  \n",
              "2          102.500 68.111  \n",
              "3           95.000 77.000  \n",
              "4           77.667 72.462  \n",
              "5           81.250 73.353  \n",
              "6          105.000 78.000  \n",
              "7           98.000 76.333  "
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              "      <td>52.500</td>\n",
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              "      <td>66.667</td>\n",
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              "                                                     [key], {});\n",
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          "metadata": {},
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    {
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      "source": [
        "df.pivot_table(index=['type1'], columns=['generation'], values=\"attack\")"
      ],
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          "height": 645
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      },
      "execution_count": null,
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "generation       1       2       3       4       5       6       7\n",
              "type1                                                             \n",
              "bug         71.250  77.000  55.833  61.000  78.167  36.333  83.333\n",
              "dark           NaN  79.000  95.000 111.667  81.385  92.333 101.000\n",
              "dragon      94.000     NaN 119.286 110.000 123.000  81.250  80.000\n",
              "electric    61.444  63.000  52.500  81.857  85.000  50.333 100.667\n",
              "fairy       57.500  57.000     NaN  50.000     NaN  68.444  52.000\n",
              "fighting   102.857  65.000  80.000 107.500 108.571  99.333 111.333\n",
              "fire        84.833  76.250  95.000  85.000  80.875  69.375  82.600\n",
              "flying         NaN     NaN     NaN     NaN 100.000  50.000     NaN\n",
              "ghost       50.000  60.000  87.500  83.667  41.000  86.500  87.750\n",
              "grass       73.000  57.000  77.333  82.154  65.333  82.200  81.500\n",
              "ground      84.375  85.000  93.333 104.750 100.000     NaN 112.500\n",
              "ice         67.500  58.750  66.667  90.000  76.667  93.000     NaN\n",
              "normal      68.864  63.133  69.889  83.471  85.059  55.500  90.417\n",
              "poison      75.143  90.000  72.000  77.167  72.500  67.500  56.000\n",
              "psychic     65.125  69.286  47.875  85.000  52.500  85.333  83.333\n",
              "rock        85.556 103.000  79.625  86.500 116.000  89.125  83.250\n",
              "steel          NaN 102.500  95.000  77.667  81.250 105.000  98.000\n",
              "water       72.036  68.111  77.000  72.462  73.353  78.000  76.333"
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              "      <th>type1</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>bug</th>\n",
              "      <td>71.250</td>\n",
              "      <td>77.000</td>\n",
              "      <td>55.833</td>\n",
              "      <td>61.000</td>\n",
              "      <td>78.167</td>\n",
              "      <td>36.333</td>\n",
              "      <td>83.333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>dark</th>\n",
              "      <td>NaN</td>\n",
              "      <td>79.000</td>\n",
              "      <td>95.000</td>\n",
              "      <td>111.667</td>\n",
              "      <td>81.385</td>\n",
              "      <td>92.333</td>\n",
              "      <td>101.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>dragon</th>\n",
              "      <td>94.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>119.286</td>\n",
              "      <td>110.000</td>\n",
              "      <td>123.000</td>\n",
              "      <td>81.250</td>\n",
              "      <td>80.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>electric</th>\n",
              "      <td>61.444</td>\n",
              "      <td>63.000</td>\n",
              "      <td>52.500</td>\n",
              "      <td>81.857</td>\n",
              "      <td>85.000</td>\n",
              "      <td>50.333</td>\n",
              "      <td>100.667</td>\n",
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              "      <th>fairy</th>\n",
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              "      <td>NaN</td>\n",
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              "      <th>fighting</th>\n",
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              "      <td>108.571</td>\n",
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              "      <th>fire</th>\n",
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              "      <td>76.250</td>\n",
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              "      <td>85.000</td>\n",
              "      <td>80.875</td>\n",
              "      <td>69.375</td>\n",
              "      <td>82.600</td>\n",
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              "    <tr>\n",
              "      <th>flying</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>100.000</td>\n",
              "      <td>50.000</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>ghost</th>\n",
              "      <td>50.000</td>\n",
              "      <td>60.000</td>\n",
              "      <td>87.500</td>\n",
              "      <td>83.667</td>\n",
              "      <td>41.000</td>\n",
              "      <td>86.500</td>\n",
              "      <td>87.750</td>\n",
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              "    <tr>\n",
              "      <th>grass</th>\n",
              "      <td>73.000</td>\n",
              "      <td>57.000</td>\n",
              "      <td>77.333</td>\n",
              "      <td>82.154</td>\n",
              "      <td>65.333</td>\n",
              "      <td>82.200</td>\n",
              "      <td>81.500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ground</th>\n",
              "      <td>84.375</td>\n",
              "      <td>85.000</td>\n",
              "      <td>93.333</td>\n",
              "      <td>104.750</td>\n",
              "      <td>100.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>112.500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ice</th>\n",
              "      <td>67.500</td>\n",
              "      <td>58.750</td>\n",
              "      <td>66.667</td>\n",
              "      <td>90.000</td>\n",
              "      <td>76.667</td>\n",
              "      <td>93.000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>normal</th>\n",
              "      <td>68.864</td>\n",
              "      <td>63.133</td>\n",
              "      <td>69.889</td>\n",
              "      <td>83.471</td>\n",
              "      <td>85.059</td>\n",
              "      <td>55.500</td>\n",
              "      <td>90.417</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>poison</th>\n",
              "      <td>75.143</td>\n",
              "      <td>90.000</td>\n",
              "      <td>72.000</td>\n",
              "      <td>77.167</td>\n",
              "      <td>72.500</td>\n",
              "      <td>67.500</td>\n",
              "      <td>56.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>psychic</th>\n",
              "      <td>65.125</td>\n",
              "      <td>69.286</td>\n",
              "      <td>47.875</td>\n",
              "      <td>85.000</td>\n",
              "      <td>52.500</td>\n",
              "      <td>85.333</td>\n",
              "      <td>83.333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>rock</th>\n",
              "      <td>85.556</td>\n",
              "      <td>103.000</td>\n",
              "      <td>79.625</td>\n",
              "      <td>86.500</td>\n",
              "      <td>116.000</td>\n",
              "      <td>89.125</td>\n",
              "      <td>83.250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>steel</th>\n",
              "      <td>NaN</td>\n",
              "      <td>102.500</td>\n",
              "      <td>95.000</td>\n",
              "      <td>77.667</td>\n",
              "      <td>81.250</td>\n",
              "      <td>105.000</td>\n",
              "      <td>98.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>water</th>\n",
              "      <td>72.036</td>\n",
              "      <td>68.111</td>\n",
              "      <td>77.000</td>\n",
              "      <td>72.462</td>\n",
              "      <td>73.353</td>\n",
              "      <td>78.000</td>\n",
              "      <td>76.333</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.pivot_table(index=['type1','type2'], columns=['generation'], values=\"attack\").head(20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 708
        },
        "id": "qxaZb8Xvqw_V",
        "outputId": "0359c362-d95b-4b31-dfc5-079d7f9ea1b9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "generation          1       2      3       4       5       6       7\n",
              "type1 type2                                                         \n",
              "bug   electric    NaN     NaN    NaN     NaN  62.000     NaN  76.000\n",
              "      fairy       NaN     NaN    NaN     NaN     NaN     NaN  50.000\n",
              "      fighting    NaN 185.000    NaN     NaN     NaN     NaN 138.000\n",
              "      fire        NaN     NaN    NaN     NaN  72.500     NaN     NaN\n",
              "      flying   77.500  40.000 73.333  70.000     NaN  52.000     NaN\n",
              "      ghost       NaN     NaN 90.000     NaN     NaN     NaN     NaN\n",
              "      grass    82.500     NaN    NaN  69.000  73.000     NaN     NaN\n",
              "      ground      NaN     NaN 45.000     NaN     NaN     NaN     NaN\n",
              "      poison   66.000  75.000 50.000     NaN  66.667     NaN     NaN\n",
              "      rock        NaN  10.000    NaN     NaN  85.000     NaN     NaN\n",
              "      steel       NaN 120.000    NaN     NaN 121.333     NaN     NaN\n",
              "      water       NaN     NaN 30.000     NaN     NaN     NaN  80.000\n",
              "dark  dragon      NaN     NaN    NaN     NaN  85.000     NaN 101.000\n",
              "      fighting    NaN     NaN    NaN     NaN  82.500     NaN     NaN\n",
              "      fire        NaN  75.000    NaN     NaN     NaN     NaN     NaN\n",
              "      flying      NaN  85.000    NaN 125.000  60.000 131.000     NaN\n",
              "      ghost       NaN     NaN 85.000     NaN     NaN     NaN     NaN\n",
              "      ice         NaN  95.000    NaN 120.000     NaN     NaN     NaN\n",
              "      psychic     NaN     NaN    NaN     NaN     NaN  73.000     NaN\n",
              "      steel       NaN     NaN    NaN     NaN 105.000     NaN     NaN"
            ],
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>generation</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>type1</th>\n",
              "      <th>type2</th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"12\" valign=\"top\">bug</th>\n",
              "      <th>electric</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>62.000</td>\n",
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              "      <th>fairy</th>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>50.000</td>\n",
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              "      <th>fighting</th>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <th>fire</th>\n",
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              "      <td>72.500</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>flying</th>\n",
              "      <td>77.500</td>\n",
              "      <td>40.000</td>\n",
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              "      <td>70.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>52.000</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>ghost</th>\n",
              "      <td>NaN</td>\n",
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              "      <td>90.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>grass</th>\n",
              "      <td>82.500</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>69.000</td>\n",
              "      <td>73.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>ground</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>45.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>poison</th>\n",
              "      <td>66.000</td>\n",
              "      <td>75.000</td>\n",
              "      <td>50.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>66.667</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>rock</th>\n",
              "      <td>NaN</td>\n",
              "      <td>10.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>85.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>steel</th>\n",
              "      <td>NaN</td>\n",
              "      <td>120.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>121.333</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
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              "      <th>water</th>\n",
              "      <td>NaN</td>\n",
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              "      <td>30.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>80.000</td>\n",
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              "    <tr>\n",
              "      <th rowspan=\"8\" valign=\"top\">dark</th>\n",
              "      <th>dragon</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>85.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>101.000</td>\n",
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              "      <th>fighting</th>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>60.000</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>psychic</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>73.000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>steel</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>105.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "      <script>\n",
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              "          const element = document.querySelector('#df-a876602b-17af-4031-a698-9a31dc0a24cc');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.melt( \n",
        "        id_vars=['name'], \n",
        "        value_vars=['is_legendary','attack','defense','speed'],\n",
        "        var_name='Dimension', \n",
        "        value_name='Metric'\n",
        ").sort_values(by=['name','Dimension'] ).head(20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "N16bOTS2rVJH",
        "outputId": "609d6415-888e-486a-c8d2-f9fc174303ec"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "           name     Dimension  Metric\n",
              "1260  Abomasnow        attack     132\n",
              "2061  Abomasnow       defense     105\n",
              "459   Abomasnow  is_legendary       0\n",
              "2862  Abomasnow         speed      30\n",
              "863        Abra        attack      20\n",
              "1664       Abra       defense      15\n",
              "62         Abra  is_legendary       0\n",
              "2465       Abra         speed      90\n",
              "1159      Absol        attack     150\n",
              "1960      Absol       defense      60\n",
              "358       Absol  is_legendary       0\n",
              "2761      Absol         speed     115\n",
              "1417   Accelgor        attack      70\n",
              "2218   Accelgor       defense      40\n",
              "616    Accelgor  is_legendary       0\n",
              "3019   Accelgor         speed     145\n",
              "1481  Aegislash        attack     150\n",
              "2282  Aegislash       defense      50\n",
              "680   Aegislash  is_legendary       0\n",
              "3083  Aegislash         speed      60"
            ],
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              "      <th>3019</th>\n",
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              "      <td>speed</td>\n",
              "      <td>145</td>\n",
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              "      <th>1481</th>\n",
              "      <td>Aegislash</td>\n",
              "      <td>attack</td>\n",
              "      <td>150</td>\n",
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              "    <tr>\n",
              "      <th>2282</th>\n",
              "      <td>Aegislash</td>\n",
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              "      <td>50</td>\n",
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              "    <tr>\n",
              "      <th>680</th>\n",
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              "      <td>is_legendary</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>3083</th>\n",
              "      <td>Aegislash</td>\n",
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              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-a5282286-ae1b-4aeb-bf25-7d94484e8d6b');\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Further reading\n",
        "\n",
        "- [Comparison with spreadsheets](https://pandas.pydata.org/docs/getting_started/comparison/comparison_with_spreadsheets.html#compare-with-spreadsheets)\n",
        "- [Comparison with SQL](https://pandas.pydata.org/docs/getting_started/comparison/comparison_with_sql.html#compare-with-sql)\n",
        "- [Comparison with R / R libraries](https://pandas.pydata.org/docs/getting_started/comparison/comparison_with_r.html#compare-with-r)\n",
        "- [Comparison with Stata](https://pandas.pydata.org/docs/getting_started/comparison/comparison_with_stata.html#compare-with-stata)\n",
        "- [Comparison with SAS](https://pandas.pydata.org/docs/getting_started/comparison/comparison_with_sas.html#compare-with-sas)\n",
        "- [How do I create plots in pandas?](https://pandas.pydata.org/docs/getting_started/intro_tutorials/04_plotting.html)\n",
        "- [How to combine data from multiple tables?](https://pandas.pydata.org/docs/getting_started/intro_tutorials/08_combine_dataframes.html)\n",
        "- [How to handle time series data with ease?](https://pandas.pydata.org/docs/getting_started/intro_tutorials/09_timeseries.html)\n",
        "- [How to manipulate textual data?](https://pandas.pydata.org/docs/getting_started/intro_tutorials/10_text_data.html#min-tut-10-text)"
      ],
      "metadata": {
        "id": "H-FPf4d4GmQj"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "---\n",
        "If you made it this far, follow [David Regalado](https://beacons.ai/davidregalado) for more code!"
      ],
      "metadata": {
        "id": "lzVV3o3fMich"
      }
    }
  ]
}