cashless-pdf2tsv.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "キャッシュレス・ポイント還元事業対象店舗.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6l7MFma3eMpv",
        "colab_type": "text"
      },
      "source": [
        "# データの読込"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2iLyGhZLbzUu",
        "colab_type": "text"
      },
      "source": [
        "## 加盟店一覧のPDFをダウンロード"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TIXfflXma3go",
        "colab_type": "code",
        "outputId": "2c6056ab-d1a0-4b3c-9996-1a46c471bc32",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "!wget https://cashless.go.jp/assets/doc/kameiten_touroku_list.pdf -O list.pdf"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-09-09 01:07:49--  https://cashless.go.jp/assets/doc/kameiten_touroku_list.pdf\n",
            "Resolving cashless.go.jp (cashless.go.jp)... 151.101.130.133, 151.101.66.133, 151.101.194.133, ...\n",
            "Connecting to cashless.go.jp (cashless.go.jp)|151.101.130.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 31809865 (30M) [application/pdf]\n",
            "Saving to: ‘list.pdf’\n",
            "\n",
            "list.pdf            100%[===================>]  30.34M  6.53MB/s    in 4.3s    \n",
            "\n",
            "2019-09-09 01:07:53 (7.04 MB/s) - ‘list.pdf’ saved [31809865/31809865]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mTjhDlVAXTD6",
        "colab_type": "text"
      },
      "source": [
        "## popplerをインストール"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QZLKc2E1XRY1",
        "colab_type": "code",
        "outputId": "35a19091-3dd4-4e1a-dc02-c8d4daad549f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        }
      },
      "source": [
        "!apt install poppler-utils poppler-data"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "poppler-data is already the newest version (0.4.8-2).\n",
            "poppler-utils is already the newest version (0.62.0-2ubuntu2.10).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 8 not upgraded.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Z9Vd8Ja1X2zS",
        "colab_type": "text"
      },
      "source": [
        "### PDFファイルの情報を確認"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9ATbS_t6XoSQ",
        "colab_type": "code",
        "outputId": "e94c61e5-192c-446a-c25c-c42910c4af93",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        }
      },
      "source": [
        "!pdfinfo list.pdf"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Creator:        Microsoft® Excel® for Office 365\n",
            "Producer:       Microsoft® Excel® for Office 365\n",
            "CreationDate:   Fri Sep  6 02:04:52 2019 UTC\n",
            "ModDate:        Fri Sep  6 03:07:03 2019 UTC\n",
            "Tagged:         no\n",
            "UserProperties: no\n",
            "Suspects:       no\n",
            "Form:           AcroForm\n",
            "JavaScript:     no\n",
            "Pages:          6360\n",
            "Encrypted:      no\n",
            "Page size:      595.2 x 841.92 pts (A4)\n",
            "Page rot:       0\n",
            "File size:      31809865 bytes\n",
            "Optimized:      no\n",
            "PDF version:    1.7\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fAfg6obMXyRi",
        "colab_type": "text"
      },
      "source": [
        "### ページ数確認"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "izOW0KMJXck0",
        "colab_type": "code",
        "outputId": "bc5a43c5-244e-4fce-9f5e-d4ce72c661cd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "max_page = !echo $(pdfinfo list.pdf | grep Pages | awk '{print $2}')\n",
        "max_page"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['6360']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "23AEtRe-cQZH",
        "colab_type": "text"
      },
      "source": [
        "## tabula-pyをインストール"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4S8T_T6-aHI7",
        "colab_type": "code",
        "outputId": "9496e2a7-e0cd-4c21-ef53-823ff17b8a27",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 136
        }
      },
      "source": [
        "!pip install tabula-py"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: tabula-py in /usr/local/lib/python3.6/dist-packages (1.4.1)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from tabula-py) (1.16.5)\n",
            "Requirement already satisfied: distro in /usr/local/lib/python3.6/dist-packages (from tabula-py) (1.4.0)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.6/dist-packages (from tabula-py) (0.24.2)\n",
            "Requirement already satisfied: python-dateutil>=2.5.0 in /usr/local/lib/python3.6/dist-packages (from pandas->tabula-py) (2.5.3)\n",
            "Requirement already satisfied: pytz>=2011k in /usr/local/lib/python3.6/dist-packages (from pandas->tabula-py) (2018.9)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.5.0->pandas->tabula-py) (1.12.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G_P_oUPa5p0b",
        "colab_type": "text"
      },
      "source": [
        "## PDFから表データ抽出"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XFhcZpQHa60-",
        "colab_type": "code",
        "outputId": "b3ee70e3-b8e8-453d-9b2d-00c4197a55eb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "from tabula import read_pdf\n",
        "\n",
        "pages = f\"3-{max_page[0]}\"\n",
        "\n",
        "df = read_pdf(\"list.pdf\", lattice=True, pages=pages, java_options=[\"-Xmx2G\"], pandas_options={\"names\": [\"No.\",\"都道府県\",\"市区町村\",\"事業所名(屋号)\",\"業種\",\"区分\",\"還元率\"]})\n",
        "\n",
        "df"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/IPython/core/interactiveshell.py:2822: DtypeWarning: Columns (3,4,5,6) have mixed types. Specify dtype option on import or set low_memory=False.\n",
            "  if self.run_code(code, result):\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
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              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
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              "    }\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>No.</th>\n",
              "      <th>都道府県</th>\n",
              "      <th>市区町村</th>\n",
              "      <th>事業所名(屋号)</th>\n",
              "      <th>業種</th>\n",
              "      <th>区分</th>\n",
              "      <th>還元率</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>No.</td>\n",
              "      <td>都道府県</td>\n",
              "      <td>市区町村</td>\n",
              "      <td>事業所名(屋号)</td>\n",
              "      <td>業種</td>\n",
              "      <td>還元率</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>愛別SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>セブン-イレブン愛別町店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>旭川国際カントリークラブ</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>伊藤新聞販売所</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>5</td>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>三愛自動車工業株式会社</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>6</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤井川村</td>\n",
              "      <td>キロロリゾート</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>7</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤井川村</td>\n",
              "      <td>有限会社赤井川ハイヤー</td>\n",
              "      <td>サービス</td>\n",
              "      <td>運輸業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>赤平 SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>9</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>赤平平岸SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>10</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>セブン-イレブン赤平文京町店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>11</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>セブン-イレブン赤平茂尻店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>12</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>出光茂尻SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>13</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>Aコープ あかびら店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>14</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>海鮮居食屋暖らん</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>15</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>株式会社菱友 赤平支店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>16</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>セルフ幌岡SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>17</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>デンキの桐原</td>\n",
              "      <td>小売業</td>\n",
              "      <td>電化製品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>18</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>ハヤサカ自動車工業</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>19</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>三木ミシン電気商会</td>\n",
              "      <td>小売業</td>\n",
              "      <td>電化製品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>20</td>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>茂尻SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>21</td>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>R・Eフレッシュ</td>\n",
              "      <td>サービス</td>\n",
              "      <td>理容・美容業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>22</td>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>EARLECOFFEESHOP</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>23</td>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>Rホテルズイン北海道旭川</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>24</td>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>有限会社愛澤新聞販売所</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>25</td>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>i.c.stellaDeviceRepairs</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>26</td>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>アイフォンドクター旭川店</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>27</td>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>愛家</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>28</td>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>Lavenu三番舘店</td>\n",
              "      <td>サービス</td>\n",
              "      <td>理容・美容業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>29</td>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>アウトバーン神居店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288129</th>\n",
              "      <td>6,860</td>\n",
              "      <td>渡辺新聞販売所</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288130</th>\n",
              "      <td>6,861</td>\n",
              "      <td>ワダメガネ</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288131</th>\n",
              "      <td>6,862</td>\n",
              "      <td>わちふぃーるどオンライン BUN-NET</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288132</th>\n",
              "      <td>6,863</td>\n",
              "      <td>WACKY RACE</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288133</th>\n",
              "      <td>6,864</td>\n",
              "      <td>ワッフル・ワッフル</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288134</th>\n",
              "      <td>6,865</td>\n",
              "      <td>WAPPENSTORE</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288135</th>\n",
              "      <td>6,866</td>\n",
              "      <td>和銅寛</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288136</th>\n",
              "      <td>6,867</td>\n",
              "      <td>180bodydesign</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288137</th>\n",
              "      <td>6,868</td>\n",
              "      <td>和布 紺屋</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288138</th>\n",
              "      <td>6,869</td>\n",
              "      <td>和方美ヤマトナデシコオンラインショップ</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288139</th>\n",
              "      <td>6,870</td>\n",
              "      <td>和夢兎</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288140</th>\n",
              "      <td>6,871</td>\n",
              "      <td>和物屋本舗</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288141</th>\n",
              "      <td>6,872</td>\n",
              "      <td>和遊苑</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288142</th>\n",
              "      <td>6,873</td>\n",
              "      <td>ワールドクラブ</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288143</th>\n",
              "      <td>6,874</td>\n",
              "      <td>WAWAJAPAN</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288144</th>\n",
              "      <td>6,875</td>\n",
              "      <td>ワン・オー・ワン</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288145</th>\n",
              "      <td>6,876</td>\n",
              "      <td>ワンコインサカイ株式会社</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288146</th>\n",
              "      <td>6,877</td>\n",
              "      <td>WANKOショップ</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288147</th>\n",
              "      <td>6,878</td>\n",
              "      <td>ワンさまニャンさま</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288148</th>\n",
              "      <td>6,879</td>\n",
              "      <td>WanG Denim ワンジーデニム</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288149</th>\n",
              "      <td>6,880</td>\n",
              "      <td>One Scene</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288150</th>\n",
              "      <td>6,881</td>\n",
              "      <td>One’s Worker</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288151</th>\n",
              "      <td>6,882</td>\n",
              "      <td>wonder mountain irie</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288152</th>\n",
              "      <td>6,883</td>\n",
              "      <td>ワンダーモール</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288153</th>\n",
              "      <td>6,884</td>\n",
              "      <td>ワンダフルフィッシング いちだ</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288154</th>\n",
              "      <td>6,885</td>\n",
              "      <td>oneday</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288155</th>\n",
              "      <td>6,886</td>\n",
              "      <td>ワンピの魔法</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288156</th>\n",
              "      <td>6,887</td>\n",
              "      <td>’OneWorld</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288157</th>\n",
              "      <td>6,888</td>\n",
              "      <td>wan―1</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288158</th>\n",
              "      <td>6,889</td>\n",
              "      <td>をかし楽市</td>\n",
              "      <td>5%</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>288159 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          No.                  都道府県  市区町村  ...    業種        区分  還元率\n",
              "0         No.                  都道府県  市区町村  ...    業種       還元率  NaN\n",
              "1           1                   北海道   愛別町  ...   小売業  ガソリンスタンド   2%\n",
              "2           2                   北海道   愛別町  ...   小売業       食料品   2%\n",
              "3           3                   北海道   愛別町  ...  サービス   その他サービス   5%\n",
              "4           4                   北海道   愛別町  ...   小売業     その他小売   5%\n",
              "5           5                   北海道   愛別町  ...  サービス   その他サービス   5%\n",
              "6           6                   北海道  赤井川村  ...  サービス       宿泊業   5%\n",
              "7           7                   北海道  赤井川村  ...  サービス       運輸業   5%\n",
              "8           8                   北海道   赤平市  ...   小売業  ガソリンスタンド   2%\n",
              "9           9                   北海道   赤平市  ...   小売業  ガソリンスタンド   2%\n",
              "10         10                   北海道   赤平市  ...   小売業       食料品   2%\n",
              "11         11                   北海道   赤平市  ...   小売業       食料品   2%\n",
              "12         12                   北海道   赤平市  ...   小売業  ガソリンスタンド   2%\n",
              "13         13                   北海道   赤平市  ...   小売業       食料品   5%\n",
              "14         14                   北海道   赤平市  ...  サービス       飲食業   5%\n",
              "15         15                   北海道   赤平市  ...   小売業     その他小売   5%\n",
              "16         16                   北海道   赤平市  ...   小売業  ガソリンスタンド   2%\n",
              "17         17                   北海道   赤平市  ...   小売業      電化製品   5%\n",
              "18         18                   北海道   赤平市  ...  サービス   その他サービス   5%\n",
              "19         19                   北海道   赤平市  ...   小売業      電化製品   5%\n",
              "20         20                   北海道   赤平市  ...   小売業  ガソリンスタンド   2%\n",
              "21         21                   北海道   旭川市  ...  サービス    理容・美容業   5%\n",
              "22         22                   北海道   旭川市  ...  サービス       飲食業   5%\n",
              "23         23                   北海道   旭川市  ...  サービス       宿泊業   5%\n",
              "24         24                   北海道   旭川市  ...   小売業     その他小売   5%\n",
              "25         25                   北海道   旭川市  ...  サービス   その他サービス   5%\n",
              "26         26                   北海道   旭川市  ...  サービス   その他サービス   5%\n",
              "27         27                   北海道   旭川市  ...  サービス       飲食業   5%\n",
              "28         28                   北海道   旭川市  ...  サービス    理容・美容業   5%\n",
              "29         29                   北海道   旭川市  ...   小売業     その他小売   5%\n",
              "...       ...                   ...   ...  ...   ...       ...  ...\n",
              "288129  6,860               渡辺新聞販売所    5%  ...   NaN       NaN  NaN\n",
              "288130  6,861                 ワダメガネ    5%  ...   NaN       NaN  NaN\n",
              "288131  6,862  わちふぃーるどオンライン BUN-NET    5%  ...   NaN       NaN  NaN\n",
              "288132  6,863            WACKY RACE    5%  ...   NaN       NaN  NaN\n",
              "288133  6,864             ワッフル・ワッフル    5%  ...   NaN       NaN  NaN\n",
              "288134  6,865           WAPPENSTORE    5%  ...   NaN       NaN  NaN\n",
              "288135  6,866                   和銅寛    5%  ...   NaN       NaN  NaN\n",
              "288136  6,867         180bodydesign    5%  ...   NaN       NaN  NaN\n",
              "288137  6,868                 和布 紺屋    5%  ...   NaN       NaN  NaN\n",
              "288138  6,869   和方美ヤマトナデシコオンラインショップ    5%  ...   NaN       NaN  NaN\n",
              "288139  6,870                   和夢兎    5%  ...   NaN       NaN  NaN\n",
              "288140  6,871                 和物屋本舗    5%  ...   NaN       NaN  NaN\n",
              "288141  6,872                   和遊苑    5%  ...   NaN       NaN  NaN\n",
              "288142  6,873               ワールドクラブ    5%  ...   NaN       NaN  NaN\n",
              "288143  6,874             WAWAJAPAN    5%  ...   NaN       NaN  NaN\n",
              "288144  6,875              ワン・オー・ワン    5%  ...   NaN       NaN  NaN\n",
              "288145  6,876          ワンコインサカイ株式会社    5%  ...   NaN       NaN  NaN\n",
              "288146  6,877             WANKOショップ    5%  ...   NaN       NaN  NaN\n",
              "288147  6,878             ワンさまニャンさま    5%  ...   NaN       NaN  NaN\n",
              "288148  6,879    WanG Denim ワンジーデニム    5%  ...   NaN       NaN  NaN\n",
              "288149  6,880             One Scene    5%  ...   NaN       NaN  NaN\n",
              "288150  6,881          One’s Worker    5%  ...   NaN       NaN  NaN\n",
              "288151  6,882  wonder mountain irie    5%  ...   NaN       NaN  NaN\n",
              "288152  6,883               ワンダーモール    5%  ...   NaN       NaN  NaN\n",
              "288153  6,884       ワンダフルフィッシング いちだ    5%  ...   NaN       NaN  NaN\n",
              "288154  6,885                oneday    5%  ...   NaN       NaN  NaN\n",
              "288155  6,886                ワンピの魔法    5%  ...   NaN       NaN  NaN\n",
              "288156  6,887             ’OneWorld    5%  ...   NaN       NaN  NaN\n",
              "288157  6,888                 wan―1    5%  ...   NaN       NaN  NaN\n",
              "288158  6,889                 をかし楽市    5%  ...   NaN       NaN  NaN\n",
              "\n",
              "[288159 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "twtrKMDTdmvQ",
        "colab_type": "text"
      },
      "source": [
        "# データの前処理"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E1pICnYPqmA0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# 表タイトル除去\n",
        "df = df[df[\"No.\"] != \"No.\"]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bo5mo-dzenrv",
        "colab_type": "text"
      },
      "source": [
        "# データの整形"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fW4x67-0vKkk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# グループ別に分ける\n",
        "grouped_df = df.groupby((df[\"No.\"] == '1').cumsum())"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2ZeZlSI6zy2b",
        "colab_type": "text"
      },
      "source": [
        "## 固定店舗（EC・通信販売を除く）"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P4q_OEGFvaP7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df1 = grouped_df.get_group(1).copy()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "O8JmXF_u0bZr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df1.drop(columns=\"No.\", inplace=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mLuZFEvFwQvD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df1.reset_index(inplace=True, drop=True)\n",
        "df1.index += 1"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qsluKd9cvf_T",
        "colab_type": "code",
        "outputId": "dc85e75d-b3c8-4845-a888-cf75b2148cd5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        }
      },
      "source": [
        "df1"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>都道府県</th>\n",
              "      <th>市区町村</th>\n",
              "      <th>事業所名(屋号)</th>\n",
              "      <th>業種</th>\n",
              "      <th>区分</th>\n",
              "      <th>還元率</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>愛別SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>セブン-イレブン愛別町店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>旭川国際カントリークラブ</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>伊藤新聞販売所</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>三愛自動車工業株式会社</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤井川村</td>\n",
              "      <td>キロロリゾート</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤井川村</td>\n",
              "      <td>有限会社赤井川ハイヤー</td>\n",
              "      <td>サービス</td>\n",
              "      <td>運輸業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>赤平 SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>赤平平岸SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>セブン-イレブン赤平文京町店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>セブン-イレブン赤平茂尻店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>出光茂尻SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>Aコープ あかびら店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>海鮮居食屋暖らん</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>株式会社菱友 赤平支店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>セルフ幌岡SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>デンキの桐原</td>\n",
              "      <td>小売業</td>\n",
              "      <td>電化製品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>ハヤサカ自動車工業</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>三木ミシン電気商会</td>\n",
              "      <td>小売業</td>\n",
              "      <td>電化製品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>茂尻SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>R・Eフレッシュ</td>\n",
              "      <td>サービス</td>\n",
              "      <td>理容・美容業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>EARLECOFFEESHOP</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>Rホテルズイン北海道旭川</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>有限会社愛澤新聞販売所</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>i.c.stellaDeviceRepairs</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>アイフォンドクター旭川店</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>愛家</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>Lavenu三番舘店</td>\n",
              "      <td>サービス</td>\n",
              "      <td>理容・美容業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>アウトバーン神居店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>アウトバーン太陽店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232362</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>Dr.Driveセルフ 読谷SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232363</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>Dream Rose</td>\n",
              "      <td>サービス</td>\n",
              "      <td>理容・美容業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232364</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>ナチュラルブルー</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232365</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>パソコンの修理屋さん</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232366</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>PatisserieJoieJoie32</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232367</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>浜辺のキッチン もめんばる</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232368</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>B-mind</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232369</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>ひさゆくい</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232370</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>平安タクシー</td>\n",
              "      <td>サービス</td>\n",
              "      <td>運輸業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232371</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>楓千夢</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232372</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>BP読谷長浜SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232373</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>Full cafe</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232374</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>B.S.W.SENAHA</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232375</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>ホリデーハウス琉球庵</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232376</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>MACHIDAYA</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232377</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>丸憲タクシー</td>\n",
              "      <td>サービス</td>\n",
              "      <td>運輸業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232378</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>マルサンランドリー サンエー楚辺店</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232379</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>丸大伊良皆店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232380</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>丸大波平店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232381</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>MILLERS CONDO</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232382</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>やちむん ヤムチン</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232383</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>有限会社おきなわ養蜂</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232384</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>よみたん自然学校</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232385</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>読谷農業生産資材センター「ハルサポ」</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232386</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>よみたんファーマーズマーケットゆんた市場</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232387</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>読谷油槽所</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232388</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>Life is a Journey</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232389</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>リラクゼーションルーム リフレ</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232390</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>LePassageaimer.沖縄</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232391</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>読谷村</td>\n",
              "      <td>ローヤルホテル</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>232391 rows × 6 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "       都道府県  市区町村                 事業所名(屋号)    業種        区分 還元率\n",
              "1       北海道   愛別町                     愛別SS   小売業  ガソリンスタンド  2%\n",
              "2       北海道   愛別町             セブン-イレブン愛別町店   小売業       食料品  2%\n",
              "3       北海道   愛別町             旭川国際カントリークラブ  サービス   その他サービス  5%\n",
              "4       北海道   愛別町                  伊藤新聞販売所   小売業     その他小売  5%\n",
              "5       北海道   愛別町              三愛自動車工業株式会社  サービス   その他サービス  5%\n",
              "6       北海道  赤井川村                  キロロリゾート  サービス       宿泊業  5%\n",
              "7       北海道  赤井川村              有限会社赤井川ハイヤー  サービス       運輸業  5%\n",
              "8       北海道   赤平市                    赤平 SS   小売業  ガソリンスタンド  2%\n",
              "9       北海道   赤平市                   赤平平岸SS   小売業  ガソリンスタンド  2%\n",
              "10      北海道   赤平市           セブン-イレブン赤平文京町店   小売業       食料品  2%\n",
              "11      北海道   赤平市            セブン-イレブン赤平茂尻店   小売業       食料品  2%\n",
              "12      北海道   赤平市                   出光茂尻SS   小売業  ガソリンスタンド  2%\n",
              "13      北海道   赤平市               Aコープ あかびら店   小売業       食料品  5%\n",
              "14      北海道   赤平市                 海鮮居食屋暖らん  サービス       飲食業  5%\n",
              "15      北海道   赤平市              株式会社菱友 赤平支店   小売業     その他小売  5%\n",
              "16      北海道   赤平市                  セルフ幌岡SS   小売業  ガソリンスタンド  2%\n",
              "17      北海道   赤平市                   デンキの桐原   小売業      電化製品  5%\n",
              "18      北海道   赤平市                ハヤサカ自動車工業  サービス   その他サービス  5%\n",
              "19      北海道   赤平市                三木ミシン電気商会   小売業      電化製品  5%\n",
              "20      北海道   赤平市                     茂尻SS   小売業  ガソリンスタンド  2%\n",
              "21      北海道   旭川市                 R・Eフレッシュ  サービス    理容・美容業  5%\n",
              "22      北海道   旭川市          EARLECOFFEESHOP  サービス       飲食業  5%\n",
              "23      北海道   旭川市             Rホテルズイン北海道旭川  サービス       宿泊業  5%\n",
              "24      北海道   旭川市              有限会社愛澤新聞販売所   小売業     その他小売  5%\n",
              "25      北海道   旭川市  i.c.stellaDeviceRepairs  サービス   その他サービス  5%\n",
              "26      北海道   旭川市             アイフォンドクター旭川店  サービス   その他サービス  5%\n",
              "27      北海道   旭川市                       愛家  サービス       飲食業  5%\n",
              "28      北海道   旭川市               Lavenu三番舘店  サービス    理容・美容業  5%\n",
              "29      北海道   旭川市                アウトバーン神居店   小売業     その他小売  5%\n",
              "30      北海道   旭川市                アウトバーン太陽店   小売業     その他小売  5%\n",
              "...     ...   ...                      ...   ...       ...  ..\n",
              "232362  沖縄県   読谷村         Dr.Driveセルフ 読谷SS   小売業  ガソリンスタンド  2%\n",
              "232363  沖縄県   読谷村               Dream Rose  サービス    理容・美容業  5%\n",
              "232364  沖縄県   読谷村                 ナチュラルブルー  サービス   その他サービス  5%\n",
              "232365  沖縄県   読谷村               パソコンの修理屋さん  サービス   その他サービス  5%\n",
              "232366  沖縄県   読谷村     PatisserieJoieJoie32   小売業       食料品  5%\n",
              "232367  沖縄県   読谷村            浜辺のキッチン もめんばる  サービス       飲食業  5%\n",
              "232368  沖縄県   読谷村                   B-mind  サービス   その他サービス  5%\n",
              "232369  沖縄県   読谷村                    ひさゆくい  サービス       飲食業  5%\n",
              "232370  沖縄県   読谷村                   平安タクシー  サービス       運輸業  5%\n",
              "232371  沖縄県   読谷村                      楓千夢  サービス   その他サービス  5%\n",
              "232372  沖縄県   読谷村                 BP読谷長浜SS   小売業  ガソリンスタンド  2%\n",
              "232373  沖縄県   読谷村                Full cafe  サービス       飲食業  5%\n",
              "232374  沖縄県   読谷村             B.S.W.SENAHA  サービス       宿泊業  5%\n",
              "232375  沖縄県   読谷村               ホリデーハウス琉球庵  サービス   その他サービス  5%\n",
              "232376  沖縄県   読谷村                MACHIDAYA   小売業     その他小売  5%\n",
              "232377  沖縄県   読谷村                   丸憲タクシー  サービス       運輸業  5%\n",
              "232378  沖縄県   読谷村        マルサンランドリー サンエー楚辺店  サービス   その他サービス  5%\n",
              "232379  沖縄県   読谷村                   丸大伊良皆店   小売業       食料品  5%\n",
              "232380  沖縄県   読谷村                    丸大波平店   小売業       食料品  5%\n",
              "232381  沖縄県   読谷村            MILLERS CONDO  サービス       宿泊業  5%\n",
              "232382  沖縄県   読谷村                やちむん ヤムチン   小売業     その他小売  5%\n",
              "232383  沖縄県   読谷村               有限会社おきなわ養蜂   小売業       食料品  5%\n",
              "232384  沖縄県   読谷村                 よみたん自然学校  サービス   その他サービス  5%\n",
              "232385  沖縄県   読谷村       読谷農業生産資材センター「ハルサポ」   小売業     その他小売  5%\n",
              "232386  沖縄県   読谷村     よみたんファーマーズマーケットゆんた市場   小売業       食料品  5%\n",
              "232387  沖縄県   読谷村                    読谷油槽所   小売業  ガソリンスタンド  2%\n",
              "232388  沖縄県   読谷村        Life is a Journey  サービス       宿泊業  5%\n",
              "232389  沖縄県   読谷村          リラクゼーションルーム リフレ  サービス   その他サービス  5%\n",
              "232390  沖縄県   読谷村        LePassageaimer.沖縄   小売業     その他小売  5%\n",
              "232391  沖縄県   読谷村                  ローヤルホテル  サービス       宿泊業  5%\n",
              "\n",
              "[232391 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZWNttgLl3iI1",
        "colab_type": "text"
      },
      "source": [
        "## EC・通信販売（楽天市場）"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "46lCmFJm0D1C",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df2 = grouped_df.get_group(2).copy()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a84r7yYP2je7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df2.drop(columns=[\"No.\", \"事業所名(屋号)\", \"業種\", \"区分\", \"還元率\"], inplace=True)\n",
        "df2.rename(columns={\"都道府県\": \"事業所名(屋号)\", \"市区町村\": \"還元率\"}, inplace=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "snTmWBOr59Ya",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df2[\"業種\"] = \"EC・通信販売\"\n",
        "df2[\"区分\"] = \"楽天市場\""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z4jVOOad2GNS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df2.reset_index(inplace=True, drop=True)\n",
        "df2.index += 1"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1SniK_fR2AJ7",
        "colab_type": "code",
        "outputId": "3405d09b-1235-430d-b4fe-da3e0d354a06",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        }
      },
      "source": [
        "df2"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>事業所名(屋号)</th>\n",
              "      <th>還元率</th>\n",
              "      <th>業種</th>\n",
              "      <th>区分</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ア・ピース・オブ・ラグジュアリー</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>アーアゼロワン JEWELRY</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>archiver</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>A-ki Flower Je アーキフラージュ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>あーきんどう宝石</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>アーク</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>ARCTIC PLANT</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>ARC Tokyo-Bay</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>ネイルパーツのお店 ArkNail</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>arc market</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>ARCADE(アーケード)</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>アージュ輸入家具</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>アースグリム</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>アースコンシャス楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>アースコンタクト</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Earth Drops</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>earth valley</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>アースマーケット</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>earth-reborn 楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>アーチェリー2(Archery)</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>アーチグローバル 楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>ARCH FITS</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Arch(アーチ)楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>URCHIN(アーチン)</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>ウィッグ専門 ARTS WIG 楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>ARTS Factory</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>ARTIF</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>アーティフィシャルフラワーsoup°</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>アート・エム</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>アート&amp;アロマ 【グレイス】</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22045</th>\n",
              "      <td>ONE DAZE</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22046</th>\n",
              "      <td>ONE DAY ONE STYLE</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22047</th>\n",
              "      <td>ワンテック</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22048</th>\n",
              "      <td>1to1ギフト ハッピースマイル</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22049</th>\n",
              "      <td>ワンナップ 楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22050</th>\n",
              "      <td>ワンにゃん大好き!OrangeCafe</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22051</th>\n",
              "      <td>ペット仏具 わんにゃんメモリー</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22052</th>\n",
              "      <td>わんのはな楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22053</th>\n",
              "      <td>one.heart</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22054</th>\n",
              "      <td>1X1</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22055</th>\n",
              "      <td>ワンバオ 楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22056</th>\n",
              "      <td>わんぱく Cat&amp;Dog専門店 伊豆高原</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22057</th>\n",
              "      <td>ワンピース・ドレス専門店Brish</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22058</th>\n",
              "      <td>ワンピースならJENNY(ジェニー)</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22059</th>\n",
              "      <td>ワンピースのFayMay</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22060</th>\n",
              "      <td>ワンピースレンダー</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22061</th>\n",
              "      <td>ワンフー楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22062</th>\n",
              "      <td>1111 clothing</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22063</th>\n",
              "      <td>One Plus One</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22064</th>\n",
              "      <td>WAN VOYAGE</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22065</th>\n",
              "      <td>わんまいる 楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22066</th>\n",
              "      <td>onemaxファッション</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22067</th>\n",
              "      <td>1make 楽天市場店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22068</th>\n",
              "      <td>1MORE(ワンモア)</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22069</th>\n",
              "      <td>One more time</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22070</th>\n",
              "      <td>WAN LIFE MARKET 楽天市場</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22071</th>\n",
              "      <td>One Life Store</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22072</th>\n",
              "      <td>wan-1</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22073</th>\n",
              "      <td>わんわん洋品店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22074</th>\n",
              "      <td>one-more</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>楽天市場</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>22074 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                      事業所名(屋号) 還元率       業種    区分\n",
              "1             ア・ピース・オブ・ラグジュアリー  5%  EC・通信販売  楽天市場\n",
              "2              アーアゼロワン JEWELRY  5%  EC・通信販売  楽天市場\n",
              "3                     archiver  5%  EC・通信販売  楽天市場\n",
              "4      A-ki Flower Je アーキフラージュ  5%  EC・通信販売  楽天市場\n",
              "5                     あーきんどう宝石  5%  EC・通信販売  楽天市場\n",
              "6                          アーク  5%  EC・通信販売  楽天市場\n",
              "7                 ARCTIC PLANT  5%  EC・通信販売  楽天市場\n",
              "8                ARC Tokyo-Bay  5%  EC・通信販売  楽天市場\n",
              "9            ネイルパーツのお店 ArkNail  5%  EC・通信販売  楽天市場\n",
              "10                  arc market  5%  EC・通信販売  楽天市場\n",
              "11               ARCADE(アーケード)  5%  EC・通信販売  楽天市場\n",
              "12                    アージュ輸入家具  5%  EC・通信販売  楽天市場\n",
              "13                      アースグリム  5%  EC・通信販売  楽天市場\n",
              "14               アースコンシャス楽天市場店  5%  EC・通信販売  楽天市場\n",
              "15                    アースコンタクト  5%  EC・通信販売  楽天市場\n",
              "16                 Earth Drops  5%  EC・通信販売  楽天市場\n",
              "17                earth valley  5%  EC・通信販売  楽天市場\n",
              "18                    アースマーケット  5%  EC・通信販売  楽天市場\n",
              "19          earth-reborn 楽天市場店  5%  EC・通信販売  楽天市場\n",
              "20            アーチェリー2(Archery)  5%  EC・通信販売  楽天市場\n",
              "21              アーチグローバル 楽天市場店  5%  EC・通信販売  楽天市場\n",
              "22                   ARCH FITS  5%  EC・通信販売  楽天市場\n",
              "23              Arch(アーチ)楽天市場店  5%  EC・通信販売  楽天市場\n",
              "24                URCHIN(アーチン)  5%  EC・通信販売  楽天市場\n",
              "25       ウィッグ専門 ARTS WIG 楽天市場店  5%  EC・通信販売  楽天市場\n",
              "26                ARTS Factory  5%  EC・通信販売  楽天市場\n",
              "27                       ARTIF  5%  EC・通信販売  楽天市場\n",
              "28          アーティフィシャルフラワーsoup°  5%  EC・通信販売  楽天市場\n",
              "29                      アート・エム  5%  EC・通信販売  楽天市場\n",
              "30              アート&アロマ 【グレイス】  5%  EC・通信販売  楽天市場\n",
              "...                        ...  ..      ...   ...\n",
              "22045                 ONE DAZE  5%  EC・通信販売  楽天市場\n",
              "22046        ONE DAY ONE STYLE  5%  EC・通信販売  楽天市場\n",
              "22047                    ワンテック  5%  EC・通信販売  楽天市場\n",
              "22048         1to1ギフト ハッピースマイル  5%  EC・通信販売  楽天市場\n",
              "22049              ワンナップ 楽天市場店  5%  EC・通信販売  楽天市場\n",
              "22050      ワンにゃん大好き!OrangeCafe  5%  EC・通信販売  楽天市場\n",
              "22051          ペット仏具 わんにゃんメモリー  5%  EC・通信販売  楽天市場\n",
              "22052               わんのはな楽天市場店  5%  EC・通信販売  楽天市場\n",
              "22053                one.heart  5%  EC・通信販売  楽天市場\n",
              "22054                      1X1  5%  EC・通信販売  楽天市場\n",
              "22055               ワンバオ 楽天市場店  5%  EC・通信販売  楽天市場\n",
              "22056     わんぱく Cat&Dog専門店 伊豆高原  5%  EC・通信販売  楽天市場\n",
              "22057        ワンピース・ドレス専門店Brish  5%  EC・通信販売  楽天市場\n",
              "22058       ワンピースならJENNY(ジェニー)  5%  EC・通信販売  楽天市場\n",
              "22059             ワンピースのFayMay  5%  EC・通信販売  楽天市場\n",
              "22060                ワンピースレンダー  5%  EC・通信販売  楽天市場\n",
              "22061                ワンフー楽天市場店  5%  EC・通信販売  楽天市場\n",
              "22062            1111 clothing  5%  EC・通信販売  楽天市場\n",
              "22063             One Plus One  5%  EC・通信販売  楽天市場\n",
              "22064               WAN VOYAGE  5%  EC・通信販売  楽天市場\n",
              "22065              わんまいる 楽天市場店  5%  EC・通信販売  楽天市場\n",
              "22066             onemaxファッション  5%  EC・通信販売  楽天市場\n",
              "22067              1make 楽天市場店  5%  EC・通信販売  楽天市場\n",
              "22068              1MORE(ワンモア)  5%  EC・通信販売  楽天市場\n",
              "22069            One more time  5%  EC・通信販売  楽天市場\n",
              "22070     WAN LIFE MARKET 楽天市場  5%  EC・通信販売  楽天市場\n",
              "22071           One Life Store  5%  EC・通信販売  楽天市場\n",
              "22072                    wan-1  5%  EC・通信販売  楽天市場\n",
              "22073                  わんわん洋品店  5%  EC・通信販売  楽天市場\n",
              "22074                 one-more  5%  EC・通信販売  楽天市場\n",
              "\n",
              "[22074 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7IaM4uXU7TI_",
        "colab_type": "text"
      },
      "source": [
        "## EC・通信販売（Yahoo!ショッピング）"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aDENsWeB6nYy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df3 = grouped_df.get_group(3).copy()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yZ-X6NuV6nbq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df3.drop(columns=[\"No.\", \"事業所名(屋号)\", \"業種\", \"区分\", \"還元率\"], inplace=True)\n",
        "df3.rename(columns={\"都道府県\": \"事業所名(屋号)\", \"市区町村\": \"還元率\"}, inplace=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7y2fGrd66neR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df3[\"業種\"] = \"EC・通信販売\"\n",
        "df3[\"区分\"] = \"Yahoo!ショッピング\""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LSuaniaD6nhJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df3.reset_index(inplace=True, drop=True)\n",
        "df3.index += 1"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Bq0tDjs46nkR",
        "colab_type": "code",
        "outputId": "dd50d2e0-4aef-4b95-ca7b-207151f4faf2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        }
      },
      "source": [
        "df3"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>事業所名(屋号)</th>\n",
              "      <th>還元率</th>\n",
              "      <th>業種</th>\n",
              "      <th>区分</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>アーアゼロワンジュエリー</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>あ~e-shop!</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>akas-objet</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>archiv3r</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>アーカムYahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>アーキショップ・ヒロ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>archiss</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>アーキトレード</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>アーキフラージュ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>アーク</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Aarck</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>ARC WEAR</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>アークオンライン mini</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>アークオンライン Yahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>アークキューブ ヤフー店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>ArQCoCo</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>アークス Yahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>ArcticPlant</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>アークデザイン</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>ARKnets</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>arc market Yahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>アークライズジャパンストア</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>ArCraft 丁寧に作られた日用品</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>arc reve</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>ARCADE</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>アーコムコスメ Yahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>アーサークラブYahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>アージュ輸入家具</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>agio</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>Earth Wing</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20418</th>\n",
              "      <td>ワンダートランク 二号店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20419</th>\n",
              "      <td>ワンダーハウス</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20420</th>\n",
              "      <td>ワンダープライス Yahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20421</th>\n",
              "      <td>WONDER LABO</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20422</th>\n",
              "      <td>わんダーランド</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20423</th>\n",
              "      <td>ワンダックス ドッググッズ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20424</th>\n",
              "      <td>WonderfuRoom ヤフー店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20425</th>\n",
              "      <td>ワンダフルショップ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20426</th>\n",
              "      <td>ワンダフルファニチャー</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20427</th>\n",
              "      <td>ワンダフル Yahoo!ショッピング店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20428</th>\n",
              "      <td>123market Yahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20429</th>\n",
              "      <td>one2one</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20430</th>\n",
              "      <td>ONETOOTHファッション</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20431</th>\n",
              "      <td>ONEDREAM</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20432</th>\n",
              "      <td>ワンナップ Yahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20433</th>\n",
              "      <td>わんにゃん健康生活Yahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20434</th>\n",
              "      <td>わんにゃんメモリーYahoo!店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20435</th>\n",
              "      <td>one.heart</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20436</th>\n",
              "      <td>網宝 ヤフー店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20437</th>\n",
              "      <td>わんぱくCatDogの専門店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20438</th>\n",
              "      <td>1pia</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20439</th>\n",
              "      <td>ワンピース専門店-WapiNaru</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20440</th>\n",
              "      <td>ワンピースならJENNY</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20441</th>\n",
              "      <td>ワンピースのFayMay</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20442</th>\n",
              "      <td>1make</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20443</th>\n",
              "      <td>1MORE</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20444</th>\n",
              "      <td>湾One倶楽部</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20445</th>\n",
              "      <td>わんわん SQUARE GARDEN</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20446</th>\n",
              "      <td>わんわん洋品店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20447</th>\n",
              "      <td>Npoca</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>20447 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                  事業所名(屋号) 還元率       業種            区分\n",
              "1             アーアゼロワンジュエリー  5%  EC・通信販売  Yahoo!ショッピング\n",
              "2                あ~e-shop!  5%  EC・通信販売  Yahoo!ショッピング\n",
              "3               akas-objet  5%  EC・通信販売  Yahoo!ショッピング\n",
              "4                 archiv3r  5%  EC・通信販売  Yahoo!ショッピング\n",
              "5              アーカムYahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "6               アーキショップ・ヒロ  5%  EC・通信販売  Yahoo!ショッピング\n",
              "7                  archiss  5%  EC・通信販売  Yahoo!ショッピング\n",
              "8                  アーキトレード  5%  EC・通信販売  Yahoo!ショッピング\n",
              "9                 アーキフラージュ  5%  EC・通信販売  Yahoo!ショッピング\n",
              "10                     アーク  5%  EC・通信販売  Yahoo!ショッピング\n",
              "11                   Aarck  5%  EC・通信販売  Yahoo!ショッピング\n",
              "12                ARC WEAR  5%  EC・通信販売  Yahoo!ショッピング\n",
              "13           アークオンライン mini  5%  EC・通信販売  Yahoo!ショッピング\n",
              "14        アークオンライン Yahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "15            アークキューブ ヤフー店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "16                 ArQCoCo  5%  EC・通信販売  Yahoo!ショッピング\n",
              "17            アークス Yahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "18             ArcticPlant  5%  EC・通信販売  Yahoo!ショッピング\n",
              "19                 アークデザイン  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20                 ARKnets  5%  EC・通信販売  Yahoo!ショッピング\n",
              "21      arc market Yahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "22           アークライズジャパンストア  5%  EC・通信販売  Yahoo!ショッピング\n",
              "23      ArCraft 丁寧に作られた日用品  5%  EC・通信販売  Yahoo!ショッピング\n",
              "24                arc reve  5%  EC・通信販売  Yahoo!ショッピング\n",
              "25                  ARCADE  5%  EC・通信販売  Yahoo!ショッピング\n",
              "26         アーコムコスメ Yahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "27          アーサークラブYahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "28                アージュ輸入家具  5%  EC・通信販売  Yahoo!ショッピング\n",
              "29                    agio  5%  EC・通信販売  Yahoo!ショッピング\n",
              "30              Earth Wing  5%  EC・通信販売  Yahoo!ショッピング\n",
              "...                    ...  ..      ...           ...\n",
              "20418         ワンダートランク 二号店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20419              ワンダーハウス  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20420     ワンダープライス Yahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20421          WONDER LABO  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20422              わんダーランド  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20423        ワンダックス ドッググッズ  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20424    WonderfuRoom ヤフー店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20425            ワンダフルショップ  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20426          ワンダフルファニチャー  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20427  ワンダフル Yahoo!ショッピング店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20428    123market Yahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20429              one2one  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20430       ONETOOTHファッション  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20431             ONEDREAM  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20432        ワンナップ Yahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20433     わんにゃん健康生活Yahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20434     わんにゃんメモリーYahoo!店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20435            one.heart  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20436              網宝 ヤフー店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20437       わんぱくCatDogの専門店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20438                 1pia  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20439    ワンピース専門店-WapiNaru  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20440         ワンピースならJENNY  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20441         ワンピースのFayMay  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20442                1make  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20443                1MORE  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20444              湾One倶楽部  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20445   わんわん SQUARE GARDEN  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20446              わんわん洋品店  5%  EC・通信販売  Yahoo!ショッピング\n",
              "20447                Npoca  5%  EC・通信販売  Yahoo!ショッピング\n",
              "\n",
              "[20447 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P8cOs6AZ7htq",
        "colab_type": "text"
      },
      "source": [
        "## EC・通信販売（その他ECサイト）"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CoRisDCH7iDa",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df4 = grouped_df.get_group(4).copy()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BNqechou7iKh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df4.drop(columns=[\"No.\", \"事業所名(屋号)\", \"業種\", \"区分\", \"還元率\"], inplace=True)\n",
        "df4.rename(columns={\"都道府県\": \"事業所名(屋号)\", \"市区町村\": \"還元率\"}, inplace=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cj0FeXVg7iRe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df4[\"業種\"] = \"EC・通信販売\"\n",
        "df4[\"区分\"] = \"その他ECサイト\""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IT2r-BNv7iVx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df4.reset_index(inplace=True, drop=True)\n",
        "df4.index += 1"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RUtoKk827iaZ",
        "colab_type": "code",
        "outputId": "807f5347-b171-4f8a-cb9e-10835ae5defe",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        }
      },
      "source": [
        "df4"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>事業所名(屋号)</th>\n",
              "      <th>還元率</th>\n",
              "      <th>業種</th>\n",
              "      <th>区分</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>ア ウエストーアッシュ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>アーカム株式会社</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>アークス オンラインショップ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Arknets</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>EarthAid</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>アースコンタクト</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>アースビューティーショップ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>EARTH MARKET</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Earth Miracle Towel</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>アーチホールセール</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>アートエッチング長野</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>アートカフェ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>アートガラス工房ひだまり</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>アート館</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>アート銀座屋ヤフー店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>アートこうげつ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>アートフロッグ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>URBAN-EX</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>アーバン・イーエックス</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>arpsオンラインストア</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>arbre</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>アールイーサロン</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>RSプロダクト</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>RNA FUN</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>アールエルオンラインショップ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>あーる工房ネットショップ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>RYP Co.Ltd</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>アイアイ イスズ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>アイアイイスズ ブライダル本店</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>アイアイイスズ ホンテン</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6860</th>\n",
              "      <td>渡辺新聞販売所</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6861</th>\n",
              "      <td>ワダメガネ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6862</th>\n",
              "      <td>わちふぃーるどオンライン BUN-NET</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6863</th>\n",
              "      <td>WACKY RACE</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6864</th>\n",
              "      <td>ワッフル・ワッフル</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6865</th>\n",
              "      <td>WAPPENSTORE</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6866</th>\n",
              "      <td>和銅寛</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6867</th>\n",
              "      <td>180bodydesign</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6868</th>\n",
              "      <td>和布 紺屋</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6869</th>\n",
              "      <td>和方美ヤマトナデシコオンラインショップ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6870</th>\n",
              "      <td>和夢兎</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6871</th>\n",
              "      <td>和物屋本舗</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6872</th>\n",
              "      <td>和遊苑</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6873</th>\n",
              "      <td>ワールドクラブ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6874</th>\n",
              "      <td>WAWAJAPAN</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6875</th>\n",
              "      <td>ワン・オー・ワン</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6876</th>\n",
              "      <td>ワンコインサカイ株式会社</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6877</th>\n",
              "      <td>WANKOショップ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6878</th>\n",
              "      <td>ワンさまニャンさま</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6879</th>\n",
              "      <td>WanG Denim ワンジーデニム</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6880</th>\n",
              "      <td>One Scene</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6881</th>\n",
              "      <td>One’s Worker</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6882</th>\n",
              "      <td>wonder mountain irie</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6883</th>\n",
              "      <td>ワンダーモール</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6884</th>\n",
              "      <td>ワンダフルフィッシング いちだ</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6885</th>\n",
              "      <td>oneday</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6886</th>\n",
              "      <td>ワンピの魔法</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6887</th>\n",
              "      <td>’OneWorld</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6888</th>\n",
              "      <td>wan―1</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6889</th>\n",
              "      <td>をかし楽市</td>\n",
              "      <td>5%</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6889 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                  事業所名(屋号) 還元率       業種        区分\n",
              "1              ア ウエストーアッシュ  5%  EC・通信販売  その他ECサイト\n",
              "2                 アーカム株式会社  5%  EC・通信販売  その他ECサイト\n",
              "3           アークス オンラインショップ  5%  EC・通信販売  その他ECサイト\n",
              "4                  Arknets  5%  EC・通信販売  その他ECサイト\n",
              "5                 EarthAid  5%  EC・通信販売  その他ECサイト\n",
              "6                 アースコンタクト  5%  EC・通信販売  その他ECサイト\n",
              "7            アースビューティーショップ  5%  EC・通信販売  その他ECサイト\n",
              "8             EARTH MARKET  5%  EC・通信販売  その他ECサイト\n",
              "9      Earth Miracle Towel  5%  EC・通信販売  その他ECサイト\n",
              "10               アーチホールセール  5%  EC・通信販売  その他ECサイト\n",
              "11              アートエッチング長野  5%  EC・通信販売  その他ECサイト\n",
              "12                  アートカフェ  5%  EC・通信販売  その他ECサイト\n",
              "13            アートガラス工房ひだまり  5%  EC・通信販売  その他ECサイト\n",
              "14                    アート館  5%  EC・通信販売  その他ECサイト\n",
              "15              アート銀座屋ヤフー店  5%  EC・通信販売  その他ECサイト\n",
              "16                 アートこうげつ  5%  EC・通信販売  その他ECサイト\n",
              "17                 アートフロッグ  5%  EC・通信販売  その他ECサイト\n",
              "18                URBAN-EX  5%  EC・通信販売  その他ECサイト\n",
              "19             アーバン・イーエックス  5%  EC・通信販売  その他ECサイト\n",
              "20            arpsオンラインストア  5%  EC・通信販売  その他ECサイト\n",
              "21                   arbre  5%  EC・通信販売  その他ECサイト\n",
              "22                アールイーサロン  5%  EC・通信販売  その他ECサイト\n",
              "23                 RSプロダクト  5%  EC・通信販売  その他ECサイト\n",
              "24                 RNA FUN  5%  EC・通信販売  その他ECサイト\n",
              "25          アールエルオンラインショップ  5%  EC・通信販売  その他ECサイト\n",
              "26            あーる工房ネットショップ  5%  EC・通信販売  その他ECサイト\n",
              "27              RYP Co.Ltd  5%  EC・通信販売  その他ECサイト\n",
              "28                アイアイ イスズ  5%  EC・通信販売  その他ECサイト\n",
              "29         アイアイイスズ ブライダル本店  5%  EC・通信販売  その他ECサイト\n",
              "30            アイアイイスズ ホンテン  5%  EC・通信販売  その他ECサイト\n",
              "...                    ...  ..      ...       ...\n",
              "6860               渡辺新聞販売所  5%  EC・通信販売  その他ECサイト\n",
              "6861                 ワダメガネ  5%  EC・通信販売  その他ECサイト\n",
              "6862  わちふぃーるどオンライン BUN-NET  5%  EC・通信販売  その他ECサイト\n",
              "6863            WACKY RACE  5%  EC・通信販売  その他ECサイト\n",
              "6864             ワッフル・ワッフル  5%  EC・通信販売  その他ECサイト\n",
              "6865           WAPPENSTORE  5%  EC・通信販売  その他ECサイト\n",
              "6866                   和銅寛  5%  EC・通信販売  その他ECサイト\n",
              "6867         180bodydesign  5%  EC・通信販売  その他ECサイト\n",
              "6868                 和布 紺屋  5%  EC・通信販売  その他ECサイト\n",
              "6869   和方美ヤマトナデシコオンラインショップ  5%  EC・通信販売  その他ECサイト\n",
              "6870                   和夢兎  5%  EC・通信販売  その他ECサイト\n",
              "6871                 和物屋本舗  5%  EC・通信販売  その他ECサイト\n",
              "6872                   和遊苑  5%  EC・通信販売  その他ECサイト\n",
              "6873               ワールドクラブ  5%  EC・通信販売  その他ECサイト\n",
              "6874             WAWAJAPAN  5%  EC・通信販売  その他ECサイト\n",
              "6875              ワン・オー・ワン  5%  EC・通信販売  その他ECサイト\n",
              "6876          ワンコインサカイ株式会社  5%  EC・通信販売  その他ECサイト\n",
              "6877             WANKOショップ  5%  EC・通信販売  その他ECサイト\n",
              "6878             ワンさまニャンさま  5%  EC・通信販売  その他ECサイト\n",
              "6879    WanG Denim ワンジーデニム  5%  EC・通信販売  その他ECサイト\n",
              "6880             One Scene  5%  EC・通信販売  その他ECサイト\n",
              "6881          One’s Worker  5%  EC・通信販売  その他ECサイト\n",
              "6882  wonder mountain irie  5%  EC・通信販売  その他ECサイト\n",
              "6883               ワンダーモール  5%  EC・通信販売  その他ECサイト\n",
              "6884       ワンダフルフィッシング いちだ  5%  EC・通信販売  その他ECサイト\n",
              "6885                oneday  5%  EC・通信販売  その他ECサイト\n",
              "6886                ワンピの魔法  5%  EC・通信販売  その他ECサイト\n",
              "6887             ’OneWorld  5%  EC・通信販売  その他ECサイト\n",
              "6888                 wan―1  5%  EC・通信販売  その他ECサイト\n",
              "6889                 をかし楽市  5%  EC・通信販売  その他ECサイト\n",
              "\n",
              "[6889 rows x 4 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jVP3wnTjZc6Q",
        "colab_type": "text"
      },
      "source": [
        "## データを連結"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_5aaMdxBc5Yr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xVGYteQx7ifB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df_all = pd.concat([df1, df2, df3, df4], sort = False)\n",
        "df_all[\"還元率\"] = df_all[\"還元率\"].str.rstrip(\"%\").astype(float)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lcNOZMp-_OwU",
        "colab_type": "code",
        "outputId": "0073c28c-4a5f-4cc4-bcbb-0342e0d61554",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "df_all"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>都道府県</th>\n",
              "      <th>市区町村</th>\n",
              "      <th>事業所名(屋号)</th>\n",
              "      <th>業種</th>\n",
              "      <th>区分</th>\n",
              "      <th>還元率</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>愛別SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>セブン-イレブン愛別町店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>旭川国際カントリークラブ</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>伊藤新聞販売所</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>北海道</td>\n",
              "      <td>愛別町</td>\n",
              "      <td>三愛自動車工業株式会社</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤井川村</td>\n",
              "      <td>キロロリゾート</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤井川村</td>\n",
              "      <td>有限会社赤井川ハイヤー</td>\n",
              "      <td>サービス</td>\n",
              "      <td>運輸業</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>赤平 SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>赤平平岸SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>セブン-イレブン赤平文京町店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>セブン-イレブン赤平茂尻店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>出光茂尻SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>Aコープ あかびら店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>食料品</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>海鮮居食屋暖らん</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>株式会社菱友 赤平支店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>セルフ幌岡SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>デンキの桐原</td>\n",
              "      <td>小売業</td>\n",
              "      <td>電化製品</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>ハヤサカ自動車工業</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>三木ミシン電気商会</td>\n",
              "      <td>小売業</td>\n",
              "      <td>電化製品</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>北海道</td>\n",
              "      <td>赤平市</td>\n",
              "      <td>茂尻SS</td>\n",
              "      <td>小売業</td>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>2.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>R・Eフレッシュ</td>\n",
              "      <td>サービス</td>\n",
              "      <td>理容・美容業</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>EARLECOFFEESHOP</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>Rホテルズイン北海道旭川</td>\n",
              "      <td>サービス</td>\n",
              "      <td>宿泊業</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>有限会社愛澤新聞販売所</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>i.c.stellaDeviceRepairs</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>アイフォンドクター旭川店</td>\n",
              "      <td>サービス</td>\n",
              "      <td>その他サービス</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>愛家</td>\n",
              "      <td>サービス</td>\n",
              "      <td>飲食業</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>Lavenu三番舘店</td>\n",
              "      <td>サービス</td>\n",
              "      <td>理容・美容業</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>アウトバーン神居店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>北海道</td>\n",
              "      <td>旭川市</td>\n",
              "      <td>アウトバーン太陽店</td>\n",
              "      <td>小売業</td>\n",
              "      <td>その他小売</td>\n",
              "      <td>5.0</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6860</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>渡辺新聞販売所</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6861</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ワダメガネ</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6862</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>わちふぃーるどオンライン BUN-NET</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6863</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>WACKY RACE</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6864</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ワッフル・ワッフル</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6865</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>WAPPENSTORE</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6866</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>和銅寛</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6867</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>180bodydesign</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6868</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>和布 紺屋</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6869</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>和方美ヤマトナデシコオンラインショップ</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6870</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>和夢兎</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6871</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>和物屋本舗</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6872</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>和遊苑</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6873</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ワールドクラブ</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6874</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>WAWAJAPAN</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6875</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ワン・オー・ワン</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6876</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ワンコインサカイ株式会社</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6877</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>WANKOショップ</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6878</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ワンさまニャンさま</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6879</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>WanG Denim ワンジーデニム</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6880</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>One Scene</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6881</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>One’s Worker</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6882</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>wonder mountain irie</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6883</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ワンダーモール</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6884</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ワンダフルフィッシング いちだ</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6885</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>oneday</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6886</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>ワンピの魔法</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6887</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>’OneWorld</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6888</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>wan―1</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6889</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>をかし楽市</td>\n",
              "      <td>EC・通信販売</td>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>281801 rows × 6 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     都道府県  市区町村                 事業所名(屋号)       業種        区分  還元率\n",
              "1     北海道   愛別町                     愛別SS      小売業  ガソリンスタンド  2.0\n",
              "2     北海道   愛別町             セブン-イレブン愛別町店      小売業       食料品  2.0\n",
              "3     北海道   愛別町             旭川国際カントリークラブ     サービス   その他サービス  5.0\n",
              "4     北海道   愛別町                  伊藤新聞販売所      小売業     その他小売  5.0\n",
              "5     北海道   愛別町              三愛自動車工業株式会社     サービス   その他サービス  5.0\n",
              "6     北海道  赤井川村                  キロロリゾート     サービス       宿泊業  5.0\n",
              "7     北海道  赤井川村              有限会社赤井川ハイヤー     サービス       運輸業  5.0\n",
              "8     北海道   赤平市                    赤平 SS      小売業  ガソリンスタンド  2.0\n",
              "9     北海道   赤平市                   赤平平岸SS      小売業  ガソリンスタンド  2.0\n",
              "10    北海道   赤平市           セブン-イレブン赤平文京町店      小売業       食料品  2.0\n",
              "11    北海道   赤平市            セブン-イレブン赤平茂尻店      小売業       食料品  2.0\n",
              "12    北海道   赤平市                   出光茂尻SS      小売業  ガソリンスタンド  2.0\n",
              "13    北海道   赤平市               Aコープ あかびら店      小売業       食料品  5.0\n",
              "14    北海道   赤平市                 海鮮居食屋暖らん     サービス       飲食業  5.0\n",
              "15    北海道   赤平市              株式会社菱友 赤平支店      小売業     その他小売  5.0\n",
              "16    北海道   赤平市                  セルフ幌岡SS      小売業  ガソリンスタンド  2.0\n",
              "17    北海道   赤平市                   デンキの桐原      小売業      電化製品  5.0\n",
              "18    北海道   赤平市                ハヤサカ自動車工業     サービス   その他サービス  5.0\n",
              "19    北海道   赤平市                三木ミシン電気商会      小売業      電化製品  5.0\n",
              "20    北海道   赤平市                     茂尻SS      小売業  ガソリンスタンド  2.0\n",
              "21    北海道   旭川市                 R・Eフレッシュ     サービス    理容・美容業  5.0\n",
              "22    北海道   旭川市          EARLECOFFEESHOP     サービス       飲食業  5.0\n",
              "23    北海道   旭川市             Rホテルズイン北海道旭川     サービス       宿泊業  5.0\n",
              "24    北海道   旭川市              有限会社愛澤新聞販売所      小売業     その他小売  5.0\n",
              "25    北海道   旭川市  i.c.stellaDeviceRepairs     サービス   その他サービス  5.0\n",
              "26    北海道   旭川市             アイフォンドクター旭川店     サービス   その他サービス  5.0\n",
              "27    北海道   旭川市                       愛家     サービス       飲食業  5.0\n",
              "28    北海道   旭川市               Lavenu三番舘店     サービス    理容・美容業  5.0\n",
              "29    北海道   旭川市                アウトバーン神居店      小売業     その他小売  5.0\n",
              "30    北海道   旭川市                アウトバーン太陽店      小売業     その他小売  5.0\n",
              "...   ...   ...                      ...      ...       ...  ...\n",
              "6860  NaN   NaN                  渡辺新聞販売所  EC・通信販売  その他ECサイト  5.0\n",
              "6861  NaN   NaN                    ワダメガネ  EC・通信販売  その他ECサイト  5.0\n",
              "6862  NaN   NaN     わちふぃーるどオンライン BUN-NET  EC・通信販売  その他ECサイト  5.0\n",
              "6863  NaN   NaN               WACKY RACE  EC・通信販売  その他ECサイト  5.0\n",
              "6864  NaN   NaN                ワッフル・ワッフル  EC・通信販売  その他ECサイト  5.0\n",
              "6865  NaN   NaN              WAPPENSTORE  EC・通信販売  その他ECサイト  5.0\n",
              "6866  NaN   NaN                      和銅寛  EC・通信販売  その他ECサイト  5.0\n",
              "6867  NaN   NaN            180bodydesign  EC・通信販売  その他ECサイト  5.0\n",
              "6868  NaN   NaN                    和布 紺屋  EC・通信販売  その他ECサイト  5.0\n",
              "6869  NaN   NaN      和方美ヤマトナデシコオンラインショップ  EC・通信販売  その他ECサイト  5.0\n",
              "6870  NaN   NaN                      和夢兎  EC・通信販売  その他ECサイト  5.0\n",
              "6871  NaN   NaN                    和物屋本舗  EC・通信販売  その他ECサイト  5.0\n",
              "6872  NaN   NaN                      和遊苑  EC・通信販売  その他ECサイト  5.0\n",
              "6873  NaN   NaN                  ワールドクラブ  EC・通信販売  その他ECサイト  5.0\n",
              "6874  NaN   NaN                WAWAJAPAN  EC・通信販売  その他ECサイト  5.0\n",
              "6875  NaN   NaN                 ワン・オー・ワン  EC・通信販売  その他ECサイト  5.0\n",
              "6876  NaN   NaN             ワンコインサカイ株式会社  EC・通信販売  その他ECサイト  5.0\n",
              "6877  NaN   NaN                WANKOショップ  EC・通信販売  その他ECサイト  5.0\n",
              "6878  NaN   NaN                ワンさまニャンさま  EC・通信販売  その他ECサイト  5.0\n",
              "6879  NaN   NaN       WanG Denim ワンジーデニム  EC・通信販売  その他ECサイト  5.0\n",
              "6880  NaN   NaN                One Scene  EC・通信販売  その他ECサイト  5.0\n",
              "6881  NaN   NaN             One’s Worker  EC・通信販売  その他ECサイト  5.0\n",
              "6882  NaN   NaN     wonder mountain irie  EC・通信販売  その他ECサイト  5.0\n",
              "6883  NaN   NaN                  ワンダーモール  EC・通信販売  その他ECサイト  5.0\n",
              "6884  NaN   NaN          ワンダフルフィッシング いちだ  EC・通信販売  その他ECサイト  5.0\n",
              "6885  NaN   NaN                   oneday  EC・通信販売  その他ECサイト  5.0\n",
              "6886  NaN   NaN                   ワンピの魔法  EC・通信販売  その他ECサイト  5.0\n",
              "6887  NaN   NaN                ’OneWorld  EC・通信販売  その他ECサイト  5.0\n",
              "6888  NaN   NaN                    wan―1  EC・通信販売  その他ECサイト  5.0\n",
              "6889  NaN   NaN                    をかし楽市  EC・通信販売  その他ECサイト  5.0\n",
              "\n",
              "[281801 rows x 6 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rZ22aBfSbqb3",
        "colab_type": "text"
      },
      "source": [
        "## ファイルに保存"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9NA1x5PabEga",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df_all.to_csv('kameiten_touroku_list.tsv', sep='\\t')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "q0a39wMGZ3Pi",
        "colab_type": "text"
      },
      "source": [
        "# データの分析"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N8rnWJQy9FTD",
        "colab_type": "code",
        "outputId": "55be91dd-482d-4e3d-c3c9-69005ed7c290",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!pip install japanize-matplotlib"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: japanize-matplotlib in /usr/local/lib/python3.6/dist-packages (1.0.5)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Yvz0FAJK8_yL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "import japanize_matplotlib"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Bt9qY1-dAM4H",
        "colab_type": "code",
        "outputId": "81c77087-9904-46a7-822a-b3bca346f87a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        }
      },
      "source": [
        "df_all.describe()"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>還元率</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>281801.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>4.598770</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>1.021131</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>2.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>5.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>5.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>5.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>5.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                 還元率\n",
              "count  281801.000000\n",
              "mean        4.598770\n",
              "std         1.021131\n",
              "min         2.000000\n",
              "25%         5.000000\n",
              "50%         5.000000\n",
              "75%         5.000000\n",
              "max         5.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P8QHWrf7fOXl",
        "colab_type": "text"
      },
      "source": [
        "## 都道府県別加盟店登録申請数"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DmLdV0SDzzq1",
        "colab_type": "text"
      },
      "source": [
        "### ランキング"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GYLfC_629pkb",
        "colab_type": "code",
        "outputId": "cab7dcf4-3316-4625-de19-cb829aa8a7ea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        }
      },
      "source": [
        "pref_rank = pd.DataFrame(df_all.groupby(by=\"都道府県\").size(), columns=[\"申請数\"]).reset_index()\n",
        "\n",
        "pref_rank[\"順位\"] = pref_rank[\"申請数\"].rank(ascending=False, method=\"min\").astype(int)\n",
        "\n",
        "# 順位で昇順\n",
        "pref_rank.sort_values(\"順位\", inplace=True)\n",
        "\n",
        "\n",
        "# 順位をインデックスに変更\n",
        "pref_rank.set_index(\"順位\", inplace=True)\n",
        "\n",
        "pref_rank"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>都道府県</th>\n",
              "      <th>申請数</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>順位</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>東京都</td>\n",
              "      <td>35533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>大阪府</td>\n",
              "      <td>17808</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>愛知県</td>\n",
              "      <td>12927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>神奈川県</td>\n",
              "      <td>12383</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>北海道</td>\n",
              "      <td>10902</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>兵庫県</td>\n",
              "      <td>10876</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>福岡県</td>\n",
              "      <td>9919</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>埼玉県</td>\n",
              "      <td>8304</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>千葉県</td>\n",
              "      <td>7525</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>静岡県</td>\n",
              "      <td>6496</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>京都府</td>\n",
              "      <td>5970</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>広島県</td>\n",
              "      <td>5943</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>新潟県</td>\n",
              "      <td>4720</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>長野県</td>\n",
              "      <td>4700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>岡山県</td>\n",
              "      <td>4018</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>茨城県</td>\n",
              "      <td>3977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>岐阜県</td>\n",
              "      <td>3936</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>宮城県</td>\n",
              "      <td>3933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>熊本県</td>\n",
              "      <td>3274</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>群馬県</td>\n",
              "      <td>3185</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>福島県</td>\n",
              "      <td>3121</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>鹿児島県</td>\n",
              "      <td>3087</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>石川県</td>\n",
              "      <td>3029</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>栃木県</td>\n",
              "      <td>3018</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>三重県</td>\n",
              "      <td>2819</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>沖縄県</td>\n",
              "      <td>2464</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>長崎県</td>\n",
              "      <td>2311</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>山口県</td>\n",
              "      <td>2303</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>愛媛県</td>\n",
              "      <td>2271</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>滋賀県</td>\n",
              "      <td>2229</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>大分県</td>\n",
              "      <td>2213</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>富山県</td>\n",
              "      <td>2173</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>香川県</td>\n",
              "      <td>2083</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>奈良県</td>\n",
              "      <td>2066</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>福井県</td>\n",
              "      <td>1969</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>山形県</td>\n",
              "      <td>1884</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>和歌山県</td>\n",
              "      <td>1821</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>岩手県</td>\n",
              "      <td>1775</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>宮崎県</td>\n",
              "      <td>1756</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>山梨県</td>\n",
              "      <td>1661</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>青森県</td>\n",
              "      <td>1593</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>島根県</td>\n",
              "      <td>1487</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>佐賀県</td>\n",
              "      <td>1440</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>秋田県</td>\n",
              "      <td>1440</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>高知県</td>\n",
              "      <td>1408</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>鳥取県</td>\n",
              "      <td>1405</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>徳島県</td>\n",
              "      <td>1236</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    都道府県    申請数\n",
              "順位             \n",
              "1    東京都  35533\n",
              "2    大阪府  17808\n",
              "3    愛知県  12927\n",
              "4   神奈川県  12383\n",
              "5    北海道  10902\n",
              "6    兵庫県  10876\n",
              "7    福岡県   9919\n",
              "8    埼玉県   8304\n",
              "9    千葉県   7525\n",
              "10   静岡県   6496\n",
              "11   京都府   5970\n",
              "12   広島県   5943\n",
              "13   新潟県   4720\n",
              "14   長野県   4700\n",
              "15   岡山県   4018\n",
              "16   茨城県   3977\n",
              "17   岐阜県   3936\n",
              "18   宮城県   3933\n",
              "19   熊本県   3274\n",
              "20   群馬県   3185\n",
              "21   福島県   3121\n",
              "22  鹿児島県   3087\n",
              "23   石川県   3029\n",
              "24   栃木県   3018\n",
              "25   三重県   2819\n",
              "26   沖縄県   2464\n",
              "27   長崎県   2311\n",
              "28   山口県   2303\n",
              "29   愛媛県   2271\n",
              "30   滋賀県   2229\n",
              "31   大分県   2213\n",
              "32   富山県   2173\n",
              "33   香川県   2083\n",
              "34   奈良県   2066\n",
              "35   福井県   1969\n",
              "36   山形県   1884\n",
              "37  和歌山県   1821\n",
              "38   岩手県   1775\n",
              "39   宮崎県   1756\n",
              "40   山梨県   1661\n",
              "41   青森県   1593\n",
              "42   島根県   1487\n",
              "43   佐賀県   1440\n",
              "43   秋田県   1440\n",
              "45   高知県   1408\n",
              "46   鳥取県   1405\n",
              "47   徳島県   1236"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NBDi0XjCz6k2",
        "colab_type": "text"
      },
      "source": [
        "### グラフ"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "08x6TGNnynpA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 720
        },
        "outputId": "843fdb8b-626b-441a-dafa-21c24f5882dc"
      },
      "source": [
        "pref_rank.plot.barh(x=\"都道府県\", y=\"申請数\", figsize=(6, 12))"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fa8e5d63c18>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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9XkiS/mJE/CM3fzCPdPYBXgK2A34MHFPo0inTZmYVVvZIh4j4Vh5pPEpatno1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\nzMy6xkXHzMy6xkXHzMy65v8D7jZvJCsO7XcAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qjUC-1-Rzvqf",
        "colab_type": "text"
      },
      "source": [
        "## 区分別申請数"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7Skop3Dg1CPO",
        "colab_type": "text"
      },
      "source": [
        "### ランキング"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SH7x8-LJ-1wj",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "outputId": "6856de69-4622-4b77-f2c4-1326d6157aea"
      },
      "source": [
        "indust_rank = pd.DataFrame(df_all.groupby(by=\"区分\").size(), columns=[\"申請数\"]).reset_index()\n",
        "indust_rank[\"順位\"] = indust_rank[\"申請数\"].rank(ascending=False, method=\"min\").astype(int)\n",
        "\n",
        "# 順位で昇順\n",
        "indust_rank.sort_values(\"順位\", inplace=True)\n",
        "\n",
        "\n",
        "# 順位をインデックスに変更\n",
        "indust_rank.set_index(\"順位\", inplace=True)\n",
        "\n",
        "indust_rank"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>区分</th>\n",
              "      <th>申請数</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>順位</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>飲食業</td>\n",
              "      <td>42899</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>その他サービス</td>\n",
              "      <td>35742</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>その他小売</td>\n",
              "      <td>32972</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>食料品</td>\n",
              "      <td>30645</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>理容・美容業</td>\n",
              "      <td>25117</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>楽天市場</td>\n",
              "      <td>22074</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Yahoo!ショッピング</td>\n",
              "      <td>20447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>衣料品</td>\n",
              "      <td>16315</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>ガソリンスタンド</td>\n",
              "      <td>14814</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>電化製品</td>\n",
              "      <td>9613</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>宿泊業</td>\n",
              "      <td>7039</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>その他ECサイト</td>\n",
              "      <td>6889</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>運輸業</td>\n",
              "      <td>5792</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>貴金属・服飾品</td>\n",
              "      <td>4567</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>家具・調度品</td>\n",
              "      <td>4066</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>書籍・玩具・音楽CD</td>\n",
              "      <td>2810</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              区分    申請数\n",
              "順位                     \n",
              "1            飲食業  42899\n",
              "2        その他サービス  35742\n",
              "3          その他小売  32972\n",
              "4            食料品  30645\n",
              "5         理容・美容業  25117\n",
              "6           楽天市場  22074\n",
              "7   Yahoo!ショッピング  20447\n",
              "8            衣料品  16315\n",
              "9       ガソリンスタンド  14814\n",
              "10          電化製品   9613\n",
              "11           宿泊業   7039\n",
              "12      その他ECサイト   6889\n",
              "13           運輸業   5792\n",
              "14       貴金属・服飾品   4567\n",
              "15        家具・調度品   4066\n",
              "16    書籍・玩具・音楽CD   2810"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iPPT-xjG09EW",
        "colab_type": "text"
      },
      "source": [
        "### 還元率別内訳"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "osc5wMJosunt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "outputId": "f4259f3b-4b9f-4901-c599-cfbb01fb1e35"
      },
      "source": [
        "df_indust = pd.pivot_table(df_all, index=\"区分\", columns=\"還元率\", values=\"事業所名(屋号)\", aggfunc='count').fillna(0).astype(int)\n",
        "df_indust"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>還元率</th>\n",
              "      <th>2.0</th>\n",
              "      <th>5.0</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>区分</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Yahoo!ショッピング</th>\n",
              "      <td>0</td>\n",
              "      <td>20447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>その他ECサイト</th>\n",
              "      <td>92</td>\n",
              "      <td>6797</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>その他サービス</th>\n",
              "      <td>1565</td>\n",
              "      <td>34177</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>その他小売</th>\n",
              "      <td>781</td>\n",
              "      <td>32191</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ガソリンスタンド</th>\n",
              "      <td>14743</td>\n",
              "      <td>71</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>家具・調度品</th>\n",
              "      <td>5</td>\n",
              "      <td>4061</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>宿泊業</th>\n",
              "      <td>45</td>\n",
              "      <td>6994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>書籍・玩具・音楽CD</th>\n",
              "      <td>82</td>\n",
              "      <td>2728</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>楽天市場</th>\n",
              "      <td>0</td>\n",
              "      <td>22074</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>理容・美容業</th>\n",
              "      <td>59</td>\n",
              "      <td>25058</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>衣料品</th>\n",
              "      <td>88</td>\n",
              "      <td>16227</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>貴金属・服飾品</th>\n",
              "      <td>0</td>\n",
              "      <td>4567</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>運輸業</th>\n",
              "      <td>6</td>\n",
              "      <td>5786</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>電化製品</th>\n",
              "      <td>55</td>\n",
              "      <td>9558</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>食料品</th>\n",
              "      <td>16252</td>\n",
              "      <td>14393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>飲食業</th>\n",
              "      <td>3916</td>\n",
              "      <td>38983</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "還元率             2.0    5.0\n",
              "区分                        \n",
              "Yahoo!ショッピング      0  20447\n",
              "その他ECサイト         92   6797\n",
              "その他サービス        1565  34177\n",
              "その他小売           781  32191\n",
              "ガソリンスタンド      14743     71\n",
              "家具・調度品            5   4061\n",
              "宿泊業              45   6994\n",
              "書籍・玩具・音楽CD       82   2728\n",
              "楽天市場              0  22074\n",
              "理容・美容業           59  25058\n",
              "衣料品              88  16227\n",
              "貴金属・服飾品           0   4567\n",
              "運輸業               6   5786\n",
              "電化製品             55   9558\n",
              "食料品           16252  14393\n",
              "飲食業            3916  38983"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F-jKRi6O1MGh",
        "colab_type": "text"
      },
      "source": [
        "### グラフ"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vyqYknVXxjgV",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "outputId": "a43d1f53-5c85-45c5-d0c5-feb4ef181820"
      },
      "source": [
        "df_indust.plot.barh(stacked=True, figsize=(9, 6))"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fa8e5d63048>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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bBRwLdPpNvIiIiOi/+mzYkzQO2Kfa3Ze3RvY2ro5NknQucBcwkRIK16jO3QDcKul84Ee2\nayNlU4HjgcHAMpRgOAMY14MubidpCiWw1fr8OeAw4NZq/1Bgc2AMcCGwNXAE5fu5K9k+t516t5C0\nfLW9eQ/6FREREf1Inw17tidJugXYj7embmtWBs4FhgJHAp8BVgE+SQlwlwP/CexOCYe/r657GGij\nTL8eCPyUMlW6NvBEYx8kfQAYYvvmdrrYOLK3MSXkHUsJngC/oYzkfY8SKH8InA6MAAZJOhD4rO1n\nqvJXAJsBa1b70ygBNSIiIqJdfTbsVVYDPg083XB8LeA3tm+TNIsyhQswkjJq9tFq/37b59Rdtxwl\nAD4JjAb2poS954D2At0Xqj60d67Rp4AtgQcoo4cftv2kpMFVW8OBf1ZtnQysBKxHGWGkGiWsORNY\nnhJID5Y00/Yu7TVajYCOAxjVoi50MyIiIppJXw97UEbl/rfh2I61DdtfkXQUZcTs34GZwGXAj21/\npe6aAcD6QC38DQeur7bXpB21RRaNJAnYoWEa93RgLHAR5VnDmpGUqVsBr7V/iwC8ZHv36jm9zav+\nHWX7vmpxSbtsTwImAbSOHOj51B8RERFNqBnC3vspganeWg37awA71+1/nLcv4BDlt/gU8G1KQHsf\ncH/173u72acVgMttH1E3jftP4CnKqNzn68o+WE33ngf8ve74UvV9jIiIiOiJvv5S5Scpo1aPAtsD\nu1XbNwBLVyEO4Dyq6dDKKOCMuv3NgD9X29sCF1NW9q4PDGP+I27teTcl2DX6G2VqdhSApJWAkZJO\nATYCdgIeqsq2AusCtef1PiTpeuCUuvomVsfe083+RURERD/RZ0f2JA0FvgxcZvuk6vAMyjNsawN7\nADMlndRBFXtXWfAoStC6AjgIuLR63x2ShgG/5O3Trl3xfuC3kq7lrdG6wylB7r3ABZLmAasC91Cm\njn8IDLf9a0m7AHc2rMa9o2EaF+DQzqZxIyIion+Tnce4aiQNtj2785Kd1rOU7Tl1+8sCg2z3+LMP\nkobWvSKmVuds23Mbz3WktbXVbW1tPe1CRERELEEkTbXd6ft2++zIXm9YGEGvqmdOw/6rC6HOlxv2\nX+3oXERERERNX39mLyIiIiLmI2EvIiIiookl7EVEREQ0sYS9iIiIiCaWsBcRERHRxBL2IiIiIppY\nwl5EREREE0vYi4iIiGhiCXsRERERTSxf0FhEJB0BTLN9cd2xFmBt4N+BCcA2wBTbT0s6GmizPaWu\n/HhgV6D2xYzhwIW2T+5KHx58ZgaMb1kIdxOxhBjf4y8QRkT0Gwl7vUTS5pQAV7MG8IakQ+uOHQV8\nE3gGGAXsAKwgaXXgHx1UfYjttqqNsUCn38SLiIiI/ithr5fYvg8YCyBpA+DbwGzb/y5pMLCG7cck\nPQCMADamhMOHgZ2Bd3dQ9RaSlq+2N+/FW4iIiIgmkLDXyySNAM4A9gVOkjQKOB24XNKGwLbABsBf\ngc2AIdX5ddqp7oqqzJrV/jRgaq/eQERERPRpCXu9SNJ6wHnAU7ZfkPTfwI3AHtXIH5KmAE8Bp9m+\nTNIywHeB5xrqmlK3eyawPHAgcLCkmbZ36eXbiYiIiD4oq3F7iaStgcnAF2vHbN8K3AusVVf0IMqo\n3r9J+jywLHAd8GHgR9UxgJdsjwXGU0b2RgNHVcfmzKcf4yS1SWqb+2oeZo+IiOhvMrLXe34PfAxo\nAQZJ2gXYE/gqUBvBuxvYBbiF8rzeTsCk6tpngUm2r1mQTtieVNXJ4NXXNzy/INVFREREH5Ow10ts\nvyFpR2Ac8C5gU+BY23+T9AnK83e/Ab4CHFJdcxZwFrz5qpa5dVV+SNL1wArABdWxiZJmAusugluK\niIiIPihhr3c9DnzZ9hP1B20/L+lfbL8BIKkrdd1he/fqdSu1VbiH2r5P0lULsc8RERHRRGR7cfch\nukDSUNsv1+0vS3mVy9zGcx0ZvPr6nn1IpnGjieSlyhHRj0maarvT9+1mZK+PaAxztl/t6FxHxqzR\nAuP/vLC7FhEREUuwrMaNiIiIaGIJexERERFNLGEvIiIiookl7EVEREQ0sYS9iIiIiCaWsBcRERHR\nxBL2IiIiIppYwl5EREREE0vYi4iIiGhi+YJGL5K0HLCu7Qeq/W2B223PWSwdevZeGN+yWJqOiCaX\nT9dFLLGaPuxJ2hnYs9q9DTgIeAPYGPgTsJLtTRuuORDA9rkL0O77gGWA0yUdDgwDvg18SdIbtu9v\n55oO25W0GnBgdQ9bASsB5wLjgBNsv9TTvkZERETzavqwB9wItFDC1sXAWNv7Srqw9i+ApBeBtwWw\nWvgCNgI2t/1cN9rdjPL7ngUcDrwI/BTYHHit1lZX2gWWBrYDdqruZR1gKLA3sAmwu6TrbT/djf5F\nREREP9D0Yc/2LEn/BAbYnilpHUlTgI2rf1eqit4GfA44Cjib8jzjF4GrgE8D87rZ9NLAPtX2SGA2\nJQACnFNXrivtTq/K3UYJjIcBQ4ATKEES4B/d7F9ERET0A00f9qrp1H8HBkt6HHi8vZE94ALgaOB/\ngdMoYW0iZXTtHtvPt1P3B4Ahtm9uOD4cuKP6A9gLeA64pa7MUNsvd7VdSccAGwKDKCOU84CZlID4\niO1Dev4rRURERLNq+rBn+x5J/w0Mt327pHHViN4m1b8vVeUulTQHOADYjzISdzIlVP2gg+q/AKwG\n3NxwfFVgm7r9dYERvH10cCbwcjfanQDsVm1vAcwCHqr2r+zo/iWNozzXx6gWdVQsIiIimpRsL+4+\n9DpJuwBjgLvrDn+HsmAC4IVq+33AEw2XLwvMAU60fXUX2xsDnFF3qDaNO73u2EFV3d/trF1gLnBM\n3bnVqnPT6o6d2ln/WkcOdNu45btyCxER3ZPVuBGLnKSptls7K9f0I3uS/hXYFfgj8Bdg7eqUKYEJ\nStA6ALjM9o4N119LWRgxqKtt2n4QGFtdPxS4iDIS973aa1iqc8t2pV3brwPXSBpAGfV7N9XIIPDF\najo4IiIi4h2aPuxVo11XA0j6DrB1dWoD4Lhq+3zb50uimtqtN89l+PP1rrYpScD6wMcoge2rwNPA\nKZJagF8Dv7Q9rSrfabuStgKOp0zZPkCZfp4H3CzpUmCy7elERERE1Gn6sFfP9re7UGZs/X41wtZd\nI4D/oCy6+Ffbc6vjB0saBXyC8q6/LrUraUfgUOCrtv9Q9z6+qyXdChxJmdpN2IuIiIi36RfP7EXR\n2trqtra2xd2NiIiIWAi6+sxevo0bERER0cQS9iIiIiKaWMJeRERERBNL2IuIiIhoYgl7EREREU0s\nYS8iIiKiiSXsRURERDSxhL2IiIiIJpawFxEREdHE+tXn0nqDpPWBWbafXtx96dSz98L4lsXdi4hY\nmMbPWNw9iIglXMJeN0laivLd2wnAWOAo4E5JdwPXAycCZwA/66SqPWw/11D3wcAc2+e20+6mwN62\nj5N0LvAuYB4wBJhi+9gFuK2IiIhoUgl73WR7jqTHgQsBA9+uTh0DfBa4yvaTwDa1ayQdCzxs+6r6\nuiRtC3yn7tDqgCUdWHfsRGAqsBmwhqR3V8cvBeYAI4ChC+fuIiIiotkk7PWA7cslPQL8ADi5Ojwb\nmAxc0Y16bqaMDgJQhbw5ti+sLydpLWA4sAxQm4fdi7qRvR7cRkRERPQDCXvdJEnAYcCuwCzgiOrU\nt4DVgF9L+gKwG/DJ6two4FVJR1X719o+sapvD+BwYC5vH9kbAFxte4LtpyTdAowEZlDC3ZSGfm1h\ne+pCv+GIiIjo0xL2um99yu+2M7AtcCTwBnC27esk3QQMs30acBqApPOAZW3v2U59qwGn2b6qfmSv\nekbv4HbKL0UZzdutVn/l5YVydxEREdFUEva6b1XKqN6ugIAtKc/ubSzpa1WZk4AHACStTpl+/ZOk\nT9u+ZAHa3onyjN5oYA3gdMr07qzq3DtIGgeMAxjVogVoOiIiIvqihL1usn0rsEO1KncyZVr1RWAl\n4FDbf6uVlTQCuICyeOMPwFWShtg+b35tSFqOEhBd7X+AshDke5RFIBcBuwCnUELncOCfHfR3EjAJ\noHXkQPfsriMiIqKvykuVe0DS1sAvgaurv+uA8cDPJf1Y0khJ/wH8Bviu7Xttv0F5hu+Dkm6UtFpV\n3TPAtIYmDqeMDl5X7f8B2M32lcBXKFO4E4GvUV7zMgp4vlduNiIiIvq0Loe9anSp35O0CSWMHVqF\nLwBs30t5hu8vlIUUzwEfqVbc1sq8bvvQ6trnqmNX2r6tvg3bJ9n+F9u/rvZfqcIiwFOUwPcpysrf\nK4HZtl/vnTuOiIiIvkx25zN7kj5BmYrc3va8Xu9VdErSgO7+X7SOHOi2ccv3VpciYnHIFzQi+i1J\nU223dlau02f2JO0KHA08BFwkaSbwEvB3ypcb7l7Qzkb39Sh0j3wvjG/rhd5ERETEkqrDsCdpeeCH\nwLKUlZ6/AvYGhlFWhK4LXA6s3fvdjIiIiIiemN/I3kDKp79ugPIyYdvPUxYCPArcJekri6CPERER\nEdFDHS7QsD0DuKX+mKSJkg6XNLI6dFZvdi4iIiIiFkyHYU9SC3CrpC9KqpU7nfI+t4slfdf22Yui\nkxERERHRM52N7G1NebHvb4ClbD9k+wLbHwHmSjppEfUzIiIiInpgvu/Zsz3X9hnAN4AhktasOzce\n2FDSsN7tYkRERET0VJc+l2Z7qqQjgLm1Y5JG2N6t13oWEREREQtsviN7ki6obdu+q/67r8Blvdar\niIiIiFgoOvtc2pqS1pe0bO2ApMmSdloYjUvavv4zbJJ2lvT+hVH3kq76XdfsvGREREREz3VlGncU\n8BNJVwBrAU/Y/o2kr87vIkljgDOq3dWAOcA0YENgjO1pwIHAeyQtAzwDzAQ2kjQLmA5cZHtSV25E\n0seAWp9mAb8E9qkr8pztvevKTwcebKhmjO0RXWlvPv3YFxjSuFJZ0lLAfwATgLHAUcCdku4GrgdO\nBL5pe/aCtD8/Dz4zA8a39Fb185dPOkVERCwWnYU9275B0k3AxcCmwOa1cx1dJOlfgS/Pp95fSPo1\n8CTlm7snAxcA2wMnAJ+x/R9du4U3O/q/kh4CjrV9RHV4fkHxaeDChmNHdqfNGkkTgI8AKwN/qY59\ngxJe77O9v+05kh6v2jTw7eryY4DPUl5gPbu6dgTlN1kHGEz5VN0Xbb8iaQrlqyazKCOzNwEn2n61\nJ32PiIiI5talBRrAGMr79Y6mhL5/A9RRYdtXS/o9sHt16IPAq8D9wA7AwZQg8xhwAHA85csczwCb\nAI9Keg/wYI++Ads1LwF3NhzbrycV2T5K0tLAr4GP2Z4n6UpgP9sz68pdLukR4AeUMAcwG5gMXAHl\nSyWUz9CdYbt27Cjg85RRQYD9bT9cvf/wy8BFvPVbR0RERLypq2HvOEpweU3SOpK+xHxG9irH8tYo\nYG0ad+NqfzxwCfALYCNKePwFsAewCvA6ZYr3YEpAfFP1jN8Q2zc3HH8PcCYwWtLLlFHIDwB/qLYf\nAP7H9jnVJZtW5ett2tHNzKfddYDPVbuPAj+QNJcSXo8t2Y1Lqn4cBuxKGZWrjT5+q/p9fi3pC5Tv\nDr9eC3oAtmsh722qIHyypP0kjbL91476HxEREf1TZ2FP1UjT/sDr1UjSROBfa+dsvyP0SdoGeA64\ntjq0EWUE6/G6YgOBqyjP1V0F3Ae0ABsAr1BG3pZvp09foISjt4Uu2/dL+gxlGvfrVT9+BXwSuMx2\n48jXX3hrdK3m+A5+h/m1+zhwXPVM44oN16xne/uqLxtQfu+dgW0pU8ZvAGfbvq6aKh8GvAt4eD79\naM9fgDWAhL2IiIh4m87C3n3AjZRRPPHWaF5tCvcGYLvGi2zfJmkmb0071mxY/XsYsCYwmjKatiZl\nVGxFoPbd3dm2j2mn7gM76XO9pW2/UY2uNfoB77z/H3RUURfaXYW3Rutq6kcOV6WM6u1K+f22pPye\nG0v6WlXmJMpzjJ211Wh94Kn2TkgaB4wDGDhs5W5WGxEREX3dfMNedxdJNBhOWQTxq4bjewDDqgUV\n76OMAM4FrqOMINYC0mE9aHM94MPV4o+9KaOHAEgaTgmXW/DWs3lLUaaXoSyEmF09H3dB3XRvVy1d\ntV/vzVfW2L4V2KFalTsZmAG8CKwEHFp7h2E1ktoiaU/bl1XHPguMsv3D+solDaQs8Piz7afb61S1\nmnkSwODV13eZXY6IiIj+oquskvbbAAAgAElEQVTP7PXUbMqK1HqvA0jajTIidQtluvczwDzK61ne\nLNdVkvajvNLka5Tg+E3g53VFRgN72v6mpHMpo10fAz5FmT49mzIN+kPbL3Sn7coI3jmyt1ZDH7em\nPP84iTJl/RrwCPBzSbcD/2n72eq3OVnSkZTRv4cpr22pOV/Sa5SAeSNlNW9ERETEO/R22BsLrNtw\nbDRwOvB/wOHARNs3AUjam7J4o1auy2xfQHl9C5I+T1kMUnvP3nrAecDRklajPCN4ObBHtcjhJWAP\nSTsC51Sjat19393jtneoPyDp2rrtTSj3e6jtJyUdWPX7XknbUhZ5jASetT0dOKiD+xzbzX5FRERE\nP6Z21lf0eZKWB15pb/FIdX4p23PaO7cAbQ7oxdfELBSDV1/fsw9ZTNO4ealyRETEQiVpqu3Wzsr1\n9sjeYlH/brsOzi/UoFfVuUQHPYAxa7TA+D8v7m5ERETEItTZt3EjIiIiog9L2IuIiIhoYgl7ERER\nEU0sYS8iIiKiiSXsRURERDSxhL2IiIiIJpawFxEREdHEEvYiIiIimljCXkREREQTa8ovaPQlklT/\nWTdJw4F32b5noTf27L0wvmWhV9v08qm3iIjowzKyt4hIOljSvu2cukDSR+v2twU+0s71q0k6VtI2\nko6WdKKkjSSdWgXEiIiIiHfIyF4vkbQm0AY83HD84GpzQ+CDwBHAWZKmAT8G1gZmSNoFwPYOkkYB\n2wE7AS3AOsBQYG9gE2B3SdfbfrrXbywiIiL6lIS93mPgGuAR4GbgyYbzhwKvALvY/oykscAU29+r\nFZB0bbU5Hbit+vspcBgwBDgBOLwq84/euY2IiIjoyxL2eontZyR9BTgHmArsAYwBhgG3A88DLwE7\nS1qNMgrYUV2vSDqGMho4CLgYmAfMBM4GHrF9SC/eTkRERPRRCXu9RNJA4ELgUeAx4IfAMsAsYCRw\nq+03JH222l8POLAa4avZvG57ArBbtb1FVc9D1f6V8+nHOGAcwKgWLdhNRURERJ+TsNd7dgBuBVYH\nBgMPUAIblOftDgGwPU/S54GngHPbm8aVtDNwTF3dqwFzgFHV/o6STrV9dWMnbE8CJgG0jhzoxvMR\nERHR3BL2eont30p6BDiqOrQCZfQOYLlaOUlrAR8Cvk8Jce3VdQ1wjaQBwMnAuylTuC8DX7T9cq/c\nRERERPR5CXuLzhaUlbRQfvcnqvD2U2B8dazDaVxJWwHHU6ZsH6A87zcPuFnSpcBk29N7+R4iIiKi\nj8l79hadi23vYHsHYPfq2ArATbZvq/bPrZWpyrUBSNoROBb4qu3JtQqradvtgaXpYFQwIiIi+jfV\nfbwhmlxra6vb2jpc9BsRERF9iKSptls7K5eRvYiIiIgmlrAXERER0cQS9iIiIiKaWMJeRERERBNL\n2IuIiIhoYgl7EREREU0sYS8iIiKiiSXsRURERDSxhL2IiIiIJpZv4/aC6pu3q1S7L9qevTj7ExER\nEf1Xvwt7kg4GZtq+uJ1z04EHGw6PsT2im80MBSZU2z+SdB7wD8pI6jxgNLCj7YclDaN82xZg6+rv\npFpFtqfV9W88sCvwcnVoOHCh7ZO71Ktn74XxLd28lcVs/IzF3YOIiIg+rV+EPUmPArVwp+rYptX+\nzpTg9XfgaeDChsuP7EGTnwRWq7b3Ah4Cjgb+E/gWsE9d2YuA64FRwGzgWeBU4H5grqQzbM+tK3+I\n7bbqHsYCnX4TLyIiIvqvfhH2gNuBdYA1gGWqY7OA54D/BWph6iXgzoZr9+tBe/9T1QXwO+A0YAyw\nOjCWd/7uu1PC4RvAdGCjqr9zgZ8C9cNbW0havtrevAd9i4iIiH6kX4Q92wdIagG+C2wMXAPcBtwL\n7FU3VbopcGbD5ZvSAUkfAIbYvrmxSeC1antetX8AJWzuzVtBsOqex0o6EBgE3AT8CDjA9syGeq8A\nNgPWrPanAVM76l9ERERE04c9SctQpk+Xp0yZjgVeAA4DBgO/qiv+F6Dx+bfj51P9Fygjco1hb2lg\nm2r7ccrU8SVAW7W9XDt13QnsAOxICXxvW9QhaUrd7pnV/RwIHCxppu1d5tPPiIiI6KeaPuzZniXp\nu8DHKc/PnQQcBNwD/MX2/9QV/wHv/E1+MJ+6D+zg1Dq8FfZ+Twl4O9s+WNJEyvRxjSR9gfIs3zPA\nK5QFHnvX1QHwku3dq+f0NqcszjjK9n2Sruqoj5LGAeMARrWoo2IRERHRpJo+7FWvQfk+cDlwB+XZ\nuTnAeOBXkm4HPsBbz+YtVZ2HMvI3W9JRwAW2z+lisy2UBSH3AVsCA4GlJH0PWJEq7EkSsJztsyT9\nturnD4FvVP1bYLYnAZMAWkcO9MKoMyIiIvqO/vBSZQE/Bz4HzLH9NWCu7VcpI3wXUhZRbE+Zan0B\n2I6yaOIZygjgnt0IejVfBv4fZbHFY8AZto+zvVddmW0ozw1CeTXLnyghcRlgXUmr1ZX9kKTrgVPq\njk2sjr2nm32LiIiIfqI/hL0hlNea7AP8n6RbqRZP2H6SEvJepKzYXQ7Yw/Y82y/Z3oOyWvccSYO7\n2e6ptt8HTAGusz0VQNJZwJ7A34FhwH9VU7vfBm6w/W7gUMq7+E6qW3l7h+0dgK/UtXFodez+bvYt\nIiIi+gnZmdkDkLSU7Tmdl+xR3fIC/tCShtp+uW5/WWC27bmN5zrSOnKg28Yt31mxJUteqhwREdEu\nSVNtd/q+3aZ/Zq+reivoVXUvcKJuDHPVNHS75zo08r0wvm1BuxIRERF9SH+Yxo2IiIjotxL2IiIi\nIppYwl5EREREE0vYi4iIiGhiCXsRERERTSxhLyIiIqKJJexFRERENLGEvYiIiIgm1qfCnqQBkr4q\nKS+DjoiIiOiCJT40SZoC7GJ7JvDfwB3AAcA5HZQfYHtew7H3AsvbvrXaPxeYaPvOhnI9+qxZe202\nnL8I+A/bf+/gfJfblTQeuM/2VZJGUr6VO8H2U51d++AzMxh97DVdaSai1z0xZJ98Di8iYhHoUyN7\nwLeBgbbPkbSRpAvaKXOhpA81HHsPsPX8KpY0CrhX0radlBsm6W5Jv5d0l6TfAc9UgbK98u8GPgn8\nXNJtkm6UtFZ32+3AfsCzQOP9RkRERABLaNiTdHQVjG4DNgdulHQncBkwBcD2w8C6kj5cd50owWdq\nd9u0/VfKiOFPqoBWq3NDSd+vK/dP21vafr/tDwDbA9OAh9q5j6WA04EP2t7G9jbAG8AL3W23wTLV\ntT8CbrF9SXfvNyIiIvqHJTLsAacCY6u/R6pgtRXwIDC4rtwPgQ/W7X8caLM9u5P6BwBzGg/avh94\nr+364DYBuHY+dR0JTG5sU9IAYCIwAtiqOrYt8Cfbry1gu9+SdIqkFW3fPZ++RURERD+3RD6zVz3/\nNk/SesAzdaeWA16rK/dL4Jfw5qje94CDutDEKsBzHbQ9q7Yt6UTgr7Vn/RpJej9wCLBBO6ePAP4I\njAN+KOl0YBNg3wVtF/gG8DplxPNC4JSePGsYERERzW+JDHt1jgN+Ure/IvBiB2V/BPzO9oONJ2yf\nW9uWtDQwCvhbR41KGgacSBmV26eDMlsAPwYuBK6StJ/tN/tm+/S64l+TdAPwc9sL1G5d/b+WdDuw\nz/yCnqRxlMDJwGErz6/KiIiIaEJL5DSuimMpizF+K2nV6tRI4PmGsstKmgC8CziqC9UfC1xle247\n7Y6p2r0b+BPwmcZykpaSdBhlinZv28dTVgnfVL/woq78QEknA3fY/n8d3G+n7bbH9gzbZ3VSZpLt\nVtutA5dt6azKiIiIaDJLZNgDTgDWAg6u9s+T9DDwm/pRLEkjKIsxnqeTgCRpeUmTgS0pq3obz68A\n/AB4GdjG9hkdvE7lfGBN4CO1UTrbVwDjKVO39XV+GLge+Ivtb3XQr662GxEREdFtWhIf9erme+da\nbHf6sq5qwcQuwC8X5Pm2bvZtPWCm7XafD+xh+8OA1xsXeXTF4NXX9+oHTFhYXYlYIHnPXkTEgpE0\n1XZrZ+WWyGf2uhPGuhL0qnLzgKt73Km36ulO3x5d0PbaqfOfC7vOiIiIaF5LZNiL3jFmjRbaTtx5\ncXcjopJRvYiIRWFJfWYvIiIiIhaChL2IiIiIJpawFxEREdHEEvYiIiIimljCXkREREQTS9iLiIiI\naGIJexERERFNLGEvIiIiookl7EVEREQ0sXxBox958JkZjD72mg7PPzFkn0XYm4iI6JJ8QzoWUMJe\nA0n7AjsDg4HXgc2BLW2/3IO6zge+BqwKDAdabZ88n/KHAnNsn91JvUcBT9i+qrt9ioiIiP4lYe+d\nrgN+A7wKnAcc3hj0JC0HfBHYElgBeB74b9u/rSuzFmWafA1gF2BKdXwAsFx9nZKG2H6tbn9FYJDt\nv1f7LcAv6rqwJvBaFfoAsD12QW88IiIimk/CXgPbf5e0MiXo/QiYJmk74DXbd0haAbgE+DHwELAB\n8F/AyZI2sH1GVdVRwA3V9kjgY8BOwCbAMOBTdc3+r6Rd6vbXAr4F7FH1aYakzwIfrM7vTAmYd1f7\ntyyUm4+IiIimkwUadSR9SdIkysjeUpRRvp8AWwEDq2InAcfbvo4S3B6y/SpwJHCopEGSNgf2Bjaj\nhMJ1gBnAz2wfVFcXkkYCr9j+Z+2Y7fuBFyVtX9e9OcDM6u8S4Ka6/bkL9YeIiIiIppGRvbe7lRLI\npkk6E9jV9u0NZTaxfWe1vR0lDGJ7rqRplGndDYDxwBvAzyjTuHcBrZLUUN/XgXPb6cuJwGTeGh28\nC3iig34Ppzxb+A6SxgHjAAYOW7mDyyMiIqJZZWSvju17qqC3AjCynaAHJcAhaW1glu3p1f4gyvN5\nL9i+FHihnWtXoEy5PlhXx4a2L2mnL38BnqtG/gAerZ7LuwjYBzgB+HZ17Ln53NMk2622Wwcu29Lp\nbxARERHNJWGvfbOAd0lav51zz0vagvI83+kAkpYGTqOMCrqDOp8Hfmf7w8A1kjax/SSwe12Zt436\n2d7H9rPV7m7Vvx+lLB4ZRXm2D2DPdkYMIyIiIhL22lOtjD0UOF3SfZKOqDv9ZeB7wO+B6yWdQpli\n/StltO0d1QGrAH+mhLzBwF6UUUBsvyppqKR7gK/SwVSt7VckjQGWtf1SdbgW8I4CxvbwdiMiIqKJ\n5Zm9DlTP5e3UzvGn6o9LOgv4mu05HVT1MLA85dm7QZR39z1OeT6wVufLwPs66oukZYBJwIrAIdXh\nJ4CJ1bv5hgJndvHWIiIioh9J2FtAth/t4Hj9C4/3X8A2Zkn6Wt2ULranABstSL0RERHR/BL2+oj6\noNdTY9Zooe3EnedTIp/kiYiIaDZ5Zi8iIiKiiSXsRURERDSxhL2IiIiIJpawFxEREdHEEvYiIiIi\nmljCXkREREQTS9iLiIiIaGIJexERERFNLGEvIiIioonlCxpLMEljbD+4sOp78JkZjD72mgWq44kh\n+yyk3kRExBJvfL6s1Az6/MiepH0l/Y+kKyRdLOlhSUN7WNf5klaXtLmksZKO7qCcJC1Vt9/W0/5X\n1x/WzrHPAh+VdNx8ruvz/38RERHRu5ohLFwHHAF8lnI/h9t+ub6ApOUkfb0KhDdJukTSxxvKrFVd\nvwawe93xAe2Exy2AMxfiPbwj7AG/BzYG/rvqxzBJd0v6vaS7JP0OeEbSexdiPyIiIqLJ9PlpXNt/\nl7QycB7wI2CapO2A12zfIWkF4BLgx8BDwAbAfwEnS9rA9hlVVUcBN1TbI4GPATsBmwDDgE9Vo3nL\nV39LSxpelR9Yt/1P2/N6ej+SNgW+AcwF9rft6j7/CWxZV25Z4K7qniIiIiLa1afDnqQvUcLY+4C/\nUkb5fg/cAtxaFTsJON72nZK+Adxv+1VJRwIPSJpY1bE3cCmwPzAH+AvwM9snS7qqqmsD4HhgBWBd\nYGJ1fO267S8Dz3bzVpaS9CPgg8ATwGm27+rkmiOBybZnd7OtiIiI6Ef6dNijBLqf2Z4m6UxgV9u3\nN5TZxPad1fZ2wE8AbM+VNI0S3DYAxgNvAD8DdqGMmrVKUq0i2w8Be0tqBQ62fSiUZ/Zs710rJ2kk\n8OtO+v5+26/X7V8JfL0ro4KS3g8cUvW7s7LjgHEAA4et3FnxiIiIaDJ9OuzZvgegmqod2U7QgxLg\nkLQ2MMv29Gp/EOX5vBdsXyppd2B4w7UrUEYJp3TUh2pq920BzfazwObduJU5dYF0viRtQZmSvhC4\nStJ+tl/sqLztScAkgMGrr+9u9CkiIqJPe+ONN3j66ad57bXXFndXFsiQIUNYc801GTRoUI+u79Nh\nr84s4F2S1rf954Zzz1cB6RjgdABJSwMTKKOCHQWg54Hf2f6mpK0kbWL7jwC224DaCtzdeWvKuKck\nqcX2jLoDLcC82mKTKlSOAw4C/tX23yT9G3CTpF1tP7WAfYiIiGgqTz/9NEOHDmX06NHUTdT1KbaZ\nPn06Tz/9NOuss06P6miG1bjYfg04FDhd0n2Sjqg7/WXge5Rn+a6XdAplivavwAntVQesAvwZuEbS\nYGAvyijg20j6APB14IcLeAsTgN9Uq23vlnQHcAXwL3VlzgfWBD5i+28Atq+gTD8fQURERLzNa6+9\nxogRI/ps0AOQxIgRIxZodLJZRvaopkF3auf4U/XHJZ0FfM32nA6qepiy2vYGYBDwOvA4DaN31Wjh\neGA329MWsO+TgcmdFPtse6OQtq8CrmqnfERERL/X1aA3Z84c9tprLyZOnMgJJ5zAfffdx2OPPcaQ\nIUNYddVVWWWVVfjFL37Bvffey5FHHtluHd/5znfYfvvt33F84sSJrLTSSuyxxx69eg8dXt/xLGY0\nm9bWVre1LdD7nyMiIvqMP/3pT2y88cZdLn/55Zdz9dVXs84667DKKqtw44030tLSwpgxY3jsscc4\n44wzOq8EePbZZ9l///3f3H/88cdZe+21GTDgrQnV888/n5EjRy7QvUiaaru1s2ubZmQvIiIiYkHs\nsccebLzxxhx++OFvHps+fTqPPfYYANdeey077rhjp/WMHDmSrbfemk9+8pP84Q9/4KabbmKHHXZg\nu+2247LLLmP06NHdCnoLKmEvIiIi+r0//vGP3HTTTay33np85zvf4a677mLFFVcEYNasWay++ur8\n//buPbyq6szj+PfHJSSAIKIEJIhi66jVlmJGOy2i0j5KKRUttcMMXpC2Xio2DsMotYOlarVavPYm\nSBHvQLVitVWfIkUJl1KseKngWEUROikS1LGQGEne+WPvpIeQC4GEkJPf53nOw97vXnuftc9ic17W\n3mud/Px8hg4dCsB7771H9+7dqays5MMPP6RHjx4AXHXVVZx66qlccskl3HnnnQwcOJCysjJWrFjB\nkUceSefOnRk1atRePTcne2ZmZtbuDRo0iN69ezNx4kRGjRrF/fffT69evYAk2Tv22GOZNWsWxcXF\nAFx88cUUFRVRUlLC4sWLmTZtWs2xqqqqeOqpp1i9ejXdunXj5ZdfZvjw4Vx33XV06dKF119/nWuu\nuYYuXbrslXNzsmdmZmbtXl5eHnl5eQCMHz+eo48+msmTJ9O/f39OO+00li1bxtatW+nWrRuQ3N7d\nf//9KSkp2elYVVVVSGLevHk8//zzbN68mcMPP5xTTz2VESNGUFxcTE5Ozl47Nyd7ZmZmZkBlZSUV\nFRVcccUV9OzZk8suu4yNGzfyyiuv0KlTJ7p27Qokc9+tW7eO/Px81q5dW7P/qlWrKCsrY926ddxz\nzz3MmTMHgI0bN9K5c2f69OnDzTffDMC55567wyCOluRkz8zMzAy4/PLL6d27NyeeeCKjRo3i7bff\nZvDgwQwaNIitW7fWTIFy9dVXM2rUqJr1yspKAF544QW2b9/OhRdeuEMit6dTr+wpJ3tmZmbW7i1Z\nsoQOHTowe/ZsbrjhBmbMmEFEEBFUVFRQXl7OxIkTue222zjllFO49tprASgoKGDevHksXLiQbdu2\n8cADD7TymezM8+y1I55nz8zM2pOmzLNXVVVFVVUVnTrt2A/20UcfAdT8Lu27775bM3Bjb/I8e2Zm\nZmZ7oEOHDjtMelytOsmr1hqJ3p5ysteOvLTxfZjWs7Wr0XZMe7+1a2BmZrbHdk5h93GSzpb0oKRf\nSZoraa2k/XbzWPdI6idpsKSTJU1u5rrmZCzfKmnoLuzTW9K369l2jKQ5zVhFMzMzy3JtLtkDfgdM\nBMaR1P+SiPggs4CkbpK+kyaEv5c0T9JptcoMSPfvD5yREe+QmTxKqpC0OOM1Po33lnRXGlsu6ReS\nutWq67KmnJikPOAh4K2m7GdmZmZWnzZ3Gzci/ibpIOBu4AZgs6ThQHlELJPUC5gH/Ah4BTgC+Ckw\nXdIREVH9K8aXAU+nywcDpwJfBD4B9ADGpNu2RMTJmXVQMtb6IeDHEfGrNHYZ8E3gVkn7p0U7Zix3\nAbqn69sioqLWMXsDjwG3RcSjDXwEXRv9kMzMzMxSbSrZk1REkowNAdaT9PKtBJ4FlqTFbgSuiogV\nkq4EXoiIbZIuBV6UdEd6jLHAfOBcYDvwOnB/REyXtKCRqgwBKqoTPYCIuDVj+x3pnwMzlocAHwNK\ngVnAwozz+iLwPeCIiJjXyHt/VtJC4AcR8ftGypqZmVnq0Cm/adbjvfnDLzVaZv78+dxyyy106tSJ\nfv36MWfOnJrJmQFuv/127rvvPioqKjj77LOZPLlZnygD2t5t3CXAlekw478CX46IERFxXURUJ3uf\niIgV6fJwYAVARFQCm4FeJL1904AXgP8ClgJ/gJpeu0wH1LqNewAwCFhLPSJibESMBd7IWH4GuDxd\nX5i+15GSfgOcCZwGbNqFz2AhcAEwWdLDkvo1VFjSBZJWSVpVuc0DDszMzPaWLVu2cOONN7Jo0SKW\nLFnCwIEDmTVrVs32pUuX8uCDD1JcXMzKlStZsGABLTFFWptK9iLiTxGxOb1Ve3BELK2j2EcAkgYC\nZRFRmq53Jnk+752ImA+8U8e+vUh6CV/KiG2JiJMzXltInqn7WBOrfyhJb2SmTcCkiLggInY5E4uI\nNyLiS8ATQEUjZWdGRGFEFHbs6pG4ZmZme8sBBxxAcXFxzW/ubt++vWYZ4PHHH+f8888nJyeHnJwc\nJkyYwKOPNvQk1+5pU8lehjJgkKSP17Ftk6TjSJ7nux1qRsXeRnKbtr5ZpDcByyPiROA3kj7RwPv/\nEegp6azqgKRxkr6TWah6okNJBUDX6sQzY/uWiHi1oRNtSETMqn1MMzMz23fk5uZSXl5OUVERZWVl\nTJgwoWZbaWkpffv2rVnv168fmzbtyk2+pmmTyV5ElAMXAbdLWi1pYsbmScC1JM/yLZR0E8kt2vXA\n1XUdDugDvEaS5HUBvkbSCwg738adkiaMo4GRkp6V9AwwjCSh3IGkviQDRq7Y8zM3MzOztmTDhg2c\neeaZjBgxgjvuuIOOHTvWbMvPz98huSspKSE/P7/Z69CmBmhkSp/L+2Id8bcz45J+DlwREdvrOdRa\noDvJyNzOJLdF15EO+IiInLp2SnvUzm+ojukULvcBUyKiuJFTguT5wYasBYp24ThmZmbWysrLyxk/\nfjx33XUXAwYM2Gn76NGjmTRpEueddx4dOnTg7rvvZvr06c1ejzab7O2qiPhLPfHMEbfnttB7fwB8\noQnlH2tk+3Zgt0dZHNu/J0x7bXd3NzMzsyZYuHAha9as4ZxzzqmJDR8+nEWLFjF37lwKCws5/fTT\nOf744+nUqRNjx46lsLDRn7ptMtX/CJtlm8LCwmiJUT5mZmb7ojVr1nDUUUe1djWaRV3nIum56vEB\nDWmTz+yZmZmZ2a5xsmdmZmaWxZzsmZmZmWUxJ3tmZmZmWczJnpmZmVkWc7JnZmZmlsWyfp49MzMz\nMwCmNfNvxE9rfOrb8ePHs3btWnJzcwGYNGkSp59+es32+fPnM336dCorKzn55JO56aabmreOONlr\nsyR1jIjKdLkPcDZQHBErW7dmZmZmVm39+vUsXry4JtnL9NZbbzF16lRWrlxJjx49GDt2LA8//DBj\nxoxp1jq0m9u4kvpI+lQrvO9Ov48i6auSFkkanxFTE46ZA6ySVP0De58B+gEn7GF1zczMrBm99957\nXHTRRQwbNoyJEyeybdu2mm1PPvkkY8aMoWfPnkjiwgsvZMGCBQ0cbfe0eM+epPnAsxHxk3T9s8DP\ngRMiorxW2fHAkRExpRne982IODQj1BP4iaRFEfG9PT1+EzwGDK4V65q5IukQ4NeSiiLimV045reA\nQ4GlaY74GvCziFje4F5/fb75u7DNbPfswu0fM2v7CgsLmTp1KgMGDOD73/8+11xzDddffz0ApaWl\n9O3bt6Zsv3792LRpU7PXYW/07F0ITJR0qKQuwE+Bs2snei1JUiFQDpwCPFlr2z/XWj9L0oKM1yJJ\nx9VxzAIlrkrXu0o6o5F6HC/pKeCkiBgeEXMAImI9cB4wQ9LRGeX/SdIPah3jSJJbtodExGeAs4C8\nRhM9MzMz2+tmzpzJgAHJTb6zzjqLlSv/8bRVfn7+DsldSUkJ+fn5zV6HFk/2IuJd4BJgBjANmB0R\nL0n6hqQ/SfqjpH/N2OUQSfMkrZZ0JYCkDpJulrRU0gpJExqK1yEXeAgYm5kUpeW/Wau+v4yIM6pf\nwLPAfnUc8x6gN/CxNBn8HDC0jnLdJN0oaTkwEfjviPh6HZ/TC8CnI+KVjPCtZCSnaQ/gvcD4iPgg\nDZ+TnpuZmZntQ8rKypg6dSoVFRUAPPHEEwwZMqRm+8iRI3nkkUf44IPkK3327NmMHj262euxVwZo\nRMTTaa/XkIj4Thr+EPgXoCPwNDAvjX+cJHHqALwBXAeMB3pExOfS3sFiSX8geUZtp3hE/LnW+xdL\nGg4UVMcknUKSfA3LLJv2At6aEToEWFzHac0AjiNJYN8n6cF8oI5yAhYA36keUFGfiCjLqMcPgfUR\nsSSjyEnARRHxclqmP5HX8LgAAAb5SURBVDCSpMfSzMzM9iF5eXkceOCBHH/88fTs2ZP+/fszY8YM\nxo4dy5QpUxg8eDBXXnklw4YNIycnhxNPPLHZB2fA3h2N+xywFZIeOZJnzn4HVAG9Mso9HREVabmq\nNDYEeAIgIj6UtBj4dAPxHZK9dPtW4NV0IMT5wKXAlyPi77XKrSKjh07StLpOJiLmZZQ5ASiIiMV1\nFP17RCyr6xh1kdQD+CFJr+G/13rPezPKdQPuBi6PiI929fhmZmbtVis8K1tUVERRUdEOsblz59Ys\njxs3jnHjxrVoHVprNO4ngdHA54GvANsbKb86LVs9EvUk4MUG4tQanIGkvLR3cTlJb97nI2LDnp6I\npNOBnwEX11Oki6TOddQlr1bsWElTgD8Ca4B/q68nUNJhwG+BnzaWSEq6QNIqSave2Ra7dlJmZmaW\nNVprnr01wN+ARcDzwJvpbdj6zAaOlbQE6AzMiogXJb1cT/wA4JcRUZ0I5gLFJInUxLT3rk6SLidJ\nQKsVUPdtXCTdTdJbeVpEbK7nkPeS3F7uAARQSZLcXk3Ss4mkXiS3q58EhkbEOw3U72vAfwCXNnQe\n1SJiJjAToPDgjs72zMzM2hlF+Pt/d0lS7OUPME2Ktzf2/F9dCg/uGKsu6N4CtTKzJvPUK2Ytbs2a\nNRx11FGtXY1mUde5SHouIgob29e/oLEH9nail77nh3v7Pc3MzNqqiKAJv1uwT9rTdKPd/IKGmZmZ\ntS+5ubmUlpbucbLUmiKC0tLSOn9ubVe5Z689OfjTMK3Rx/zMzMyyQkFBARs2bOCdd+p9FL5NyM3N\npaCgoPGC9XCyZ2ZmZlmpc+fOHHbYYa1djVbn27hmZmZmWczJnpmZmVkWc7JnZmZmlsU8z147IukD\n4NXWroftlgOB+ibutn2f26/tctu1bdnefgMj4qDGCnmARvvy6q5Mvmj7Hkmr3HZtl9uv7XLbtW1u\nv4Rv45qZmZllMSd7ZmZmZlnMyV77MrO1K2C7zW3Xtrn92i63Xdvm9sMDNMzMzMyymnv2zMzMzLKY\nk712QNLXJK2U9Jykm1q7Pu2ZpK9Kmi9pfUbsEElPSlomabGkgWk8R9Iv0vifJH0hY59vp226WtLk\njPgpkpan2+6VlLN3zzC7pdfScklL0nbsKulTkp6RtELSY5J6pWX3l/Rw2n5/kDQ4jUvS9WlstaRx\ntY7va7UFSLo8bYvnJc1Ory9fe22IpKmSFqfLvu6aIiL8yuIXMJBkbr2egIB5wJjWrld7fQEnkcz7\nVJIR+x3w5XR5JPBYuvxd4KZ0uT/wGtAF+BywHMhJX8VAIdAdeBMoSPe5EfjP1j7nbHkBBwCrgLx0\n/UdAEbAGGJzGvgX8OF2+E7g0Xf4k8Hy6PA54KL0eewCvAP18rbZo2x0I/IB/PLo0FzjL117beaWf\n82xgcXp9+Lprwss9e9lvBPBwRLwfyd/4GcAZrVyndisinomImgk+JXUFjoyIx9LtvwWOSXsFRpG0\nFxGxkeRLZmgavysiKiKiguQfwNEkX0TLImJDevg7cFs3m4jYAgyNiLI01AkoB96NiNVpbBbwpXR5\nZLpORLwIfCDpcJL2mxmJ/yP5AhqJr9UWExGbI+K7ERGSuvOPL3tfe22ApDzgFmBKGjoCX3dN4mQv\n+/UGSjLW/xfo00p1sZ3tD7xTK7aJpN3qa7umxq2ZRES5pFxJtwF5wMtkfOZpAlA9WX2njMQQ3H6t\nTtL9wDrg98B7+NprK34E3BYRm9L1HT5vX3eNc7KX/f7Gjn9x+6Yx2zdsJvnHJtNBaby+tmtq3JqJ\npALgEeDJiLiI5EuiT8b2LkBFulqWrldz+7WyiBhHctvuMyQ9Qb729nGSTgN6RcRDGeEdPm9fd41z\nspf9fgucKWm/dH0C8Ggr1scypP8jfUnSCID0QfA/R8RHJO30jTSeT/IFtTSNnyups6SOwHnAr9Nt\nJ0jqlx7+67itm42kXGAOcEFEPAEQEa8D3SUdkxY7B3giXX4cOD/d9yhgv4h4g6RNvp7GuwJfSffx\ntdpCJA2WdB5ARGwD/gfoiq+9tmAUcJCkBZIWAMcA38PXXZN4nr12IB11NJnkfz5LImJyI7tYC5NU\nEhF90+WBJElEDvAhcH5EvJU+O/QLkudTBFwZEQvTfSaTPHC8HZgbETel8S8AN6TH+QvwjTShtD0k\nqfo5rtcywotIvux/DlQBpcB5EfFuOjrwbpLeogC+FRGrJQmYTjJYJ4BbI+L+9D18rbaA9JmvW4Hj\ngDJgA0kydyC+9toUSYsj4uR0lK2vu13kZM/MzMwsi/k2rpmZmVkWc7JnZmZmlsWc7JmZmZllMSd7\nZmZmZlnMyZ6ZmZlZFnOyZ2ZmZpbFnOyZmZmZZTEne2ZmZmZZ7P8B+KJqQ0N/QaoAAAAASUVORK5C\nYII=\n",
            "text/plain": [
              "<Figure size 648x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-colaerihmdR",
        "colab_type": "text"
      },
      "source": [
        "## バイオリン図"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3sXJl3xvAs6C",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 857
        },
        "outputId": "3261d26d-1078-4e26-8bb7-e8f476b2b082"
      },
      "source": [
        "plt.figure(figsize=(10, 8))\n",
        "p = sns.violinplot(x=\"区分\", y=\"還元率\", data=df_all)\n",
        "p.set_xticklabels(p.get_xticklabels(), rotation=90)"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Text(0, 0, 'ガソリンスタンド'),\n",
              " Text(0, 0, '食料品'),\n",
              " Text(0, 0, 'その他サービス'),\n",
              " Text(0, 0, 'その他小売'),\n",
              " Text(0, 0, '宿泊業'),\n",
              " Text(0, 0, '運輸業'),\n",
              " Text(0, 0, '飲食業'),\n",
              " Text(0, 0, '電化製品'),\n",
              " Text(0, 0, '理容・美容業'),\n",
              " Text(0, 0, '貴金属・服飾品'),\n",
              " Text(0, 0, '衣料品'),\n",
              " Text(0, 0, '家具・調度品'),\n",
              " Text(0, 0, '書籍・玩具・音楽CD'),\n",
              " Text(0, 0, '楽天市場'),\n",
              " Text(0, 0, 'Yahoo!ショッピング'),\n",
              " Text(0, 0, 'その他ECサイト')]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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33aVRo0appmiqqt//v4Zr77pQSNWzX1fNh9N1/vnn6/bbb49pC1S/fv308MMP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\nyX+x9aJ8AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zxcSRkx3b81G",
        "colab_type": "text"
      },
      "source": [
        "# ダウンロード"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9Oci2gcAhlwz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from google.colab import files\n",
        "\n",
        "files.download('kameiten_touroku_list.tsv')"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}