lab6_Advanced_feature_fetching_and_visualization.ipynb

{
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  "metadata": {
    "colab": {
      "name": "lab6 Advanced feature fetching and visualization.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "machine_shape": "hm",
      "mount_file_id": "https://github.com/hkbu-kennycheng/comp3925/blob/main/lab6_Advanced_feature_fetching_and_visualization.ipynb",
      "authorship_tag": "ABX9TyNaBHgE7K4FuQQcWgzR6YYu",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/hkbu-kennycheng/comp3925/blob/main/lab6_Advanced_feature_fetching_and_visualization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# lab6 Advanced feature fetching and visualization "
      ],
      "metadata": {
        "id": "nLaL6SOBDipS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Mounting Google Drive in Colab"
      ],
      "metadata": {
        "id": "EqNsN2r3LLNY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f-nVj3591PZM",
        "outputId": "775c8c76-0213-4e13-cfad-ae0f188e6927"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "Kdg7gpMqxdCz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7c90bd55-00f0-4621-f818-e247a2ecb714"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "\n",
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            "    Found existing installation: urllib3 1.24.3\n",
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            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
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            "Successfully installed pyee-8.2.2 pyppeteer-1.0.2 urllib3-1.26.8 websockets-10.2\n"
          ]
        }
      ],
      "source": [
        "!apt update\n",
        "!apt install chromium-browser chromium-chromedriver fonts-noto fonts-noto-cjk\n",
        "!pip install pyppeteer nest_asyncio pandas numpy tqdm seaborn\n",
        "# for local runtime with anaconda, please comment out above code and use following conda install intead\n",
        "# !pip install pyppeteer nest_asyncio pandas numpy tqdm seaborn"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import asyncio\n",
        "import nest_asyncio\n",
        "from pyppeteer import launch\n",
        "import pandas as pd\n",
        "\n",
        "nest_asyncio.apply()"
      ],
      "metadata": {
        "id": "VeCdfhGqzgCu"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def runAndReturn(func):\n",
        "  return asyncio.get_event_loop().run_until_complete(asyncio.gather(func))[0]"
      ],
      "metadata": {
        "id": "uhLYjnbLytg2"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Execrise answer"
      ],
      "metadata": {
        "id": "-QCeMWjgeTAb"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Abouthai"
      ],
      "metadata": {
        "id": "86BZUiZ6DsyR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from time import sleep\n",
        "\n",
        "async def getAbouthai():\n",
        "  data = []\n",
        "  browser = await launch({'executablePath':'/usr/bin/chromium-browser', 'headless': True, 'args':['--no-sandbox']})\n",
        "  # browser = await launch({'headless' :False}) # For local runtime\n",
        "  page = await browser.newPage() # open a new browser window\n",
        "  await page.setUserAgent('Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/97.0.4692.71 Safari/537.36')\n",
        "  await page.setViewport({'width':1280, 'height':1024})\n",
        "  await page.goto(f'https://www.abouthai.com/search', {'waitUntil':'networkidle0'}) # goto the urldow\n",
        "  \n",
        "  btnNext = await page.J('.layui-laypage-next')\n",
        "  if btnNext == None:\n",
        "    return data\n",
        "\n",
        "  while True:\n",
        "    await page.screenshot({'path':'aboutthai.png', 'fullPage':True}) # optinal: for progress monitoring\n",
        "    for p in await page.JJ('.goodslist'):\n",
        "      data.append({\n",
        "        'name': await p.Jeval('.name .comcon', 'node => node.getAttribute(\"data-name\")'),\n",
        "        'brand': await p.Jeval('.name .comcon', 'node => node.getAttribute(\"data-brand\")'),\n",
        "        'category': await p.Jeval('.name .comcon', 'node => node.getAttribute(\"data-category\")'),\n",
        "        'subcat': await p.Jeval('.name .comcon', 'node => node.getAttribute(\"data-subcat\")'),\n",
        "        'price': await p.Jeval('.name .comcon', 'node => node.getAttribute(\"data-netprice\")'),\n",
        "        'stock': await p.Jeval('.name .comcon', 'node => node.getAttribute(\"data-stock\")'),\n",
        "        'photo': await p.Jeval('.photo img', 'node => node.getAttribute(\"data-original\")')\n",
        "      })\n",
        "    btnNextDisabled = await page.J('.layui-laypage-next.layui-disabled')\n",
        "    if not btnNextDisabled == None:\n",
        "      break\n",
        "    await page.Jeval('.layui-laypage-next', 'node => node.click()')\n",
        "    sleep(5) # delay 5 second\n",
        "\n",
        "  await browser.close() # close browser window\n",
        "  return data"
      ],
      "metadata": {
        "id": "ynhvRwp4DuSA"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "\n",
        "abouthai = runAndReturn(getAbouthai())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B5iFvu3LEDaR",
        "outputId": "dbfe1a3f-8e47-4630-9e85-54f13b2bef19"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 12 s, sys: 1.34 s, total: 13.4 s\n",
            "Wall time: 3min 45s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "abouthaidf = pd.DataFrame(abouthai)\n",
        "abouthaidf"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "vOQ6x61LFJwQ",
        "outputId": "aad6475b-1c05-42e9-ec32-172314517cc7"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Panbio 新冠病毒抗原快速檢測套裝 -4支裝 (泰國版)</td>\n",
              "      <td>Abbott</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Panbio 新冠病毒抗原快速檢測 - 1支裝 (泰國版)</td>\n",
              "      <td>Abbott</td>\n",
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              "      <td>阿布泰</td>\n",
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              "    <tr>\n",
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              "      <td>UNITEMASK</td>\n",
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              "      <td>UNITEMASK</td>\n",
              "      <td>寄售</td>\n",
              "      <td>口罩</td>\n",
              "      <td>99</td>\n",
              "      <td>UNITEMASK-4892985203790</td>\n",
              "      <td>https://www.abouthai.com/P1/stock_cover/UNITEM...</td>\n",
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              "    <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",
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              "      <th>740</th>\n",
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              "      <td>阿布泰</td>\n",
              "      <td>健康用品</td>\n",
              "      <td>香薰用精油</td>\n",
              "      <td>128</td>\n",
              "      <td>ABOUTHAI-8857103345031</td>\n",
              "      <td>https://www.abouthai.com/P1/stock_cover/ABOUTH...</td>\n",
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              "    <tr>\n",
              "      <th>741</th>\n",
              "      <td>Abouthai 100%純香薰精油 - 泰國青檸 30ml</td>\n",
              "      <td>阿布泰</td>\n",
              "      <td>健康用品</td>\n",
              "      <td>香薰用精油</td>\n",
              "      <td>258</td>\n",
              "      <td>ABOUTHAI-8857103345024</td>\n",
              "      <td>https://www.abouthai.com/P1/stock_cover/ABOUTH...</td>\n",
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              "    <tr>\n",
              "      <th>742</th>\n",
              "      <td>Abouthai 100%純香薰精油 - 泰國青檸 10ml</td>\n",
              "      <td>阿布泰</td>\n",
              "      <td>健康用品</td>\n",
              "      <td>香薰用精油</td>\n",
              "      <td>128</td>\n",
              "      <td>ABOUTHAI-8857103345017</td>\n",
              "      <td>https://www.abouthai.com/P1/stock_cover/ABOUTH...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>743</th>\n",
              "      <td>Abouthai 陶瓷香薰機 - 白色 120ml</td>\n",
              "      <td>阿布泰</td>\n",
              "      <td>家居用品</td>\n",
              "      <td>香薰機</td>\n",
              "      <td>388</td>\n",
              "      <td>ABOUTHAI-8851648418557</td>\n",
              "      <td>https://www.abouthai.com/P1/stock_cover/ABOUTH...</td>\n",
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              "    <tr>\n",
              "      <th>744</th>\n",
              "      <td>Abouthai 木紋托盤香薰機 (幻燈) 500ml</td>\n",
              "      <td>阿布泰</td>\n",
              "      <td>家居用品</td>\n",
              "      <td>香薰機</td>\n",
              "      <td>338</td>\n",
              "      <td>ABOUTHAI-8851648418717</td>\n",
              "      <td>https://www.abouthai.com/P1/stock_cover/ABOUTH...</td>\n",
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              "..                              ...  ...                                                ...\n",
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              "743       Abouthai 陶瓷香薰機 - 白色 120ml  ...  https://www.abouthai.com/P1/stock_cover/ABOUTH...\n",
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              "[745 rows x 7 columns]"
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              "..                              ...  ...                                                ...\n",
              "740    Abouthai 100%純香薰精油 - 香茅 10ml  ...  https://www.abouthai.com/product/ABOUTHAI-8857...\n",
              "741  Abouthai 100%純香薰精油 - 泰國青檸 30ml  ...  https://www.abouthai.com/product/ABOUTHAI-8857...\n",
              "742  Abouthai 100%純香薰精油 - 泰國青檸 10ml  ...  https://www.abouthai.com/product/ABOUTHAI-8857...\n",
              "743       Abouthai 陶瓷香薰機 - 白色 120ml  ...  https://www.abouthai.com/product/ABOUTHAI-8851...\n",
              "744     Abouthai 木紋托盤香薰機 (幻燈) 500ml  ...  https://www.abouthai.com/product/ABOUTHAI-8851...\n",
              "\n",
              "[745 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Broadway"
      ],
      "metadata": {
        "id": "N1YXZGiZEaXx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from time import sleep\n",
        "\n",
        "async def getBroadway():\n",
        "  data = []\n",
        "  browser = await launch({'executablePath':'/usr/bin/chromium-browser', 'headless': True, 'args':['--no-sandbox']})\n",
        "  # browser = await launch({'headless' :False})\n",
        "  page = await browser.newPage() # open a new browser window\n",
        "  await page.setUserAgent('Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/97.0.4692.71 Safari/537.36')\n",
        "  await page.setViewport({'width':1280, 'height':1024})\n",
        "  await page.goto(f'https://www.broadwaylifestyle.com/hk_en/catalogsearch/result/?q=__empty__', {'waitUntil':'networkidle0'}) # goto the urldow\n",
        "\n",
        "  sleep(5) # wait for 5 second\n",
        "  await page.screenshot({'path':'broadwaystart.png'})\n",
        "\n",
        "  try:\n",
        "    popupClose = await page.waitForSelector('.startup-popup-wrapper .action-close')\n",
        "    await popupClose.click()\n",
        "  except:\n",
        "    pass\n",
        "\n",
        "  while True:\n",
        "    await page.waitForSelector('.ais-Pagination-item--nextPage')\n",
        "    await page.screenshot({'path':'broadway.png', 'fullPage':True})\n",
        "\n",
        "    for p in await page.JJ('.ais-Hits-item'):\n",
        "      await p.focus()\n",
        "      await page.waitForSelector('.ais-Hits-item meta[itemprop=\"price\"]')\n",
        "      data.append({\n",
        "        'name': await p.Jeval('.product-item-name', 'node => node.textContent'),\n",
        "        'brand': await p.Jeval('.product-item-brand', 'node => node.textContent'),\n",
        "        'price': await p.Jeval('.price-box.after_special', 'node => node.textContent'),\n",
        "        'url':await p.Jeval('a.result', 'node => node.getAttribute(\"href\")'),\n",
        "        'img':await p.Jeval('a.result img', 'node => node.getAttribute(\"src\")'),\n",
        "      })\n",
        "        \n",
        "    btnNextDisabled = await page.J('.ais-Pagination-item--nextPage.ais-Pagination-item--disabled') #done\n",
        "    if not btnNextDisabled == None:\n",
        "      break\n",
        "    next = await page.J('.ais-Pagination-item--nextPage')\n",
        "    await next.focus()\n",
        "    await next.click()\n",
        "\n",
        "  await browser.close() # close browser window\n",
        "  return data"
      ],
      "metadata": {
        "id": "ZYH53ARHEdV_"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "\n",
        "broadway = runAndReturn(getBroadway())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bD2J8n_JepSK",
        "outputId": "762e815e-90b4-4685-a4fa-f5642f620765"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 20.4 s, sys: 2.16 s, total: 22.6 s\n",
            "Wall time: 2min 31s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "broadwaydf = pd.DataFrame(broadway)\n",
        "broadwaydf"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1661
        },
        "id": "NUCCZVEcHcG_",
        "outputId": "6400b3bd-4b2e-4564-a0a3-5799f324268d"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-beb6c09c-b92a-484b-a0e7-df223ce93b79\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>brand</th>\n",
              "      <th>price</th>\n",
              "      <th>url</th>\n",
              "      <th>img</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>V20M 20 BOT Wine Cellar</td>\n",
              "      <td>VIVANT</td>\n",
              "      <td>HK$1,730.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/vivant...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>PuriCare H13 HEPA Filter</td>\n",
              "      <td>LG</td>\n",
              "      <td>HK$98.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/lg-pur...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>PuriCare™ AP551AWFA Wearable Air Purifier</td>\n",
              "      <td>LG</td>\n",
              "      <td>HK$1,480.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/lg-pur...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>PuriCare Inner Cover</td>\n",
              "      <td>LG</td>\n",
              "      <td>HK$98.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/lg-pur...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>WF-XB700 TRUE WIRELESS EARPHONE</td>\n",
              "      <td>SONY</td>\n",
              "      <td>HK$799.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/sony-w...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>995</th>\n",
              "      <td>Beoplay HX ANC Headphones</td>\n",
              "      <td>B&amp;O PLAY</td>\n",
              "      <td>HK$3,998.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/b-o-pl...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>996</th>\n",
              "      <td>X24ih (13L82AA) 23.8\" FHD GAMING MONITOR</td>\n",
              "      <td>HP</td>\n",
              "      <td>HK$2,399.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/hp-x24...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>997</th>\n",
              "      <td>XF 18mm F/1.4 R LM PRIME LENS</td>\n",
              "      <td>FUJIFILM</td>\n",
              "      <td>HK$7,800.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/fujifi...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>998</th>\n",
              "      <td>Omron JPN610T Upper Arm Blood Pressure Monitor</td>\n",
              "      <td>OMRON</td>\n",
              "      <td>HK$1,206.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/omron-...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>999</th>\n",
              "      <td>Valera VAL-545.08DV IONIC WELLNESS 2000 HAIRD...</td>\n",
              "      <td>VALERA</td>\n",
              "      <td>HK$598.00</td>\n",
              "      <td>https://www.broadwaylifestyle.com/hk_en/valera...</td>\n",
              "      <td>https://www.broadwaylifestyle.com/media/catalo...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1000 rows × 5 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-beb6c09c-b92a-484b-a0e7-df223ce93b79')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-beb6c09c-b92a-484b-a0e7-df223ce93b79 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-beb6c09c-b92a-484b-a0e7-df223ce93b79');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                  name  ...                                                img\n",
              "0                             V20M 20 BOT Wine Cellar   ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "1                            PuriCare H13 HEPA Filter   ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "2           PuriCare™ AP551AWFA Wearable Air Purifier   ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "3                                PuriCare Inner Cover   ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "4                     WF-XB700 TRUE WIRELESS EARPHONE   ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "..                                                 ...  ...                                                ...\n",
              "995                         Beoplay HX ANC Headphones   ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "996          X24ih (13L82AA) 23.8\" FHD GAMING MONITOR   ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "997                     XF 18mm F/1.4 R LM PRIME LENS   ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "998    Omron JPN610T Upper Arm Blood Pressure Monitor   ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "999   Valera VAL-545.08DV IONIC WELLNESS 2000 HAIRD...  ...  https://www.broadwaylifestyle.com/media/catalo...\n",
              "\n",
              "[1000 rows x 5 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Revist ParkNShop with `pyppeteer`\n"
      ],
      "metadata": {
        "id": "rGYOKpF_eNck"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from time import sleep\n",
        "\n",
        "async def getPnKWithKeyword(keyword):\n",
        "  data = []\n",
        "  perPage = 100\n",
        "  browser = await launch({'executablePath':'/usr/bin/chromium-browser', 'headless': True, 'args':['--no-sandbox']}) # For Google Colab\n",
        "  #browser = await launch({'headless':False}) # For loacl runtime\n",
        "  page = await browser.newPage() # open a new browser window\n",
        "  await page.setUserAgent('Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/97.0.4692.71 Safari/537.36')\n",
        "  await page.setViewport({'width':1280, 'height':1024})\n",
        "  await page.goto(f'https://www.parknshop.com/en/search?code=ALL&text={keyword}&searchField={keyword}&resultsForPage={perPage}') # goto the urldow\n",
        "  await page.waitForSelector('.showMore', {'visible':True})\n",
        "  await page.screenshot({'path':'PnK.png', 'fullPage':True})\n",
        "\n",
        "  total = int(await page.Jeval('[data-product_list_total_items]','node => node.getAttribute(\"data-product_list_total_items\")'))\n",
        "  i = 1\n",
        "  while True:\n",
        "    print(f'loop {keyword} show more {i}/{total//perPage}')\n",
        "    showMore = await page.waitForSelector('.showMore', {'visible':True})\n",
        "    await showMore.focus()\n",
        "    await page.Jeval('.showMore a','node => node.click()')\n",
        "    await page.waitForSelector('.isloading-overlay', {'timeout':0,'hidden':True})\n",
        "    # sleep(1)\n",
        "    showMore = await page.J('.showMore')\n",
        "    if showMore == None or await showMore.boxModel() == None:\n",
        "      break\n",
        "    await showMore.screenshot({'path':'showmore.png'})\n",
        "    i += 1\n",
        "    if i > 40:\n",
        "      break\n",
        "  await page.screenshot({'path':f'{keyword}.png','fullPage':True})\n",
        "  for p in await page.JJ('.product-container > .item'):\n",
        "    # print('loop products')\n",
        "    await p.hover()\n",
        "    data.append({\n",
        "      'name':await p.Jeval('.homeProductCarousel', 'node => node.getAttribute(\"data-gtm-homeproductcarousel-name\")'),\n",
        "      'id':''.join(await p.JJeval('.homeProductCarousel', 'nodes => nodes.map(node => node.getAttribute(\"data-gtm-homeproductcarousel-id\"))')),\n",
        "      'url':'https://www.parknshop.com'+await p.Jeval('.pic > a', 'node => node.getAttribute(\"data-link\")'),\n",
        "      'pic':'https://www.parknshop.com'+await p.Jeval('.pic > a > img', 'node => node.getAttribute(\"data-original\")'),\n",
        "      'price':await p.Jeval('.homeProductCarousel', 'node => node.getAttribute(\"data-gtm-homeproductcarousel-price\")'),\n",
        "      'specialoffer':''.join(await p.JJeval('.special-offer', 'nodes => nodes.map(node => node.textContent)')),\n",
        "      'brand':await p.Jeval('.homeProductCarousel', 'node => node.getAttribute(\"data-gtm-homeproductcarousel-brand\")'),\n",
        "      'category':await p.Jeval('.homeProductCarousel', 'node => node.getAttribute(\"data-gtm-homeproductcarousel-category\")'),\n",
        "      'variant':await p.Jeval('.homeProductCarousel', 'node => node.getAttribute(\"data-gtm-homeproductcarousel-variant\")'),\n",
        "      'variantname':await p.Jeval('.homeProductCarousel', 'node => node.getAttribute(\"data-gtm-homeproductcarousel-variant_name\")'),\n",
        "      'topseller':len(await p.JJ('.topSeller')) == 1,\n",
        "      'fairtrade':len(await p.JJ('.fairTrade')) == 1,\n",
        "      'organic':len(await p.JJ('.organic')) == 1,\n",
        "      'eshoponly':len(await p.JJ('.eShopOnly')) == 1,\n",
        "      'healthyfat':len(await p.JJ('.healthyFat')) == 1,\n",
        "      'crustacean':len(await p.JJ('.crustacean')) == 1,\n",
        "    })\n",
        "  await browser.close()\n",
        "  return data"
      ],
      "metadata": {
        "id": "vaZlnrgPzdHG"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "\n",
        "coffeedf = pd.DataFrame(runAndReturn(getPnKWithKeyword('coffee')))"
      ],
      "metadata": {
        "id": "Jutbn9cABZTK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "26e906c0-34d2-4be4-c501-db7a89defa1d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "loop coffee show more 1/2\n",
            "loop coffee show more 2/2\n",
            "CPU times: user 18.6 s, sys: 1.59 s, total: 20.2 s\n",
            "Wall time: 1min 57s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "coffeedf"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1543
        },
        "id": "w3rz5AfxLEMw",
        "outputId": "f7f85a4d-9fd9-4371-b35f-a6eb17c23031"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-5c5fac98-16fc-4a0c-90d7-03633bf27253\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>id</th>\n",
              "      <th>url</th>\n",
              "      <th>pic</th>\n",
              "      <th>price</th>\n",
              "      <th>specialoffer</th>\n",
              "      <th>brand</th>\n",
              "      <th>category</th>\n",
              "      <th>variant</th>\n",
              "      <th>variantname</th>\n",
              "      <th>topseller</th>\n",
              "      <th>fairtrade</th>\n",
              "      <th>organic</th>\n",
              "      <th>eshoponly</th>\n",
              "      <th>healthyfat</th>\n",
              "      <th>crustacean</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Instant Coffee</td>\n",
              "      <td>490639</td>\n",
              "      <td>https://www.parknshop.com/en/instant-coffee/p/...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>25.7</td>\n",
              "      <td></td>\n",
              "      <td>SELECT</td>\n",
              "      <td>Instant &amp; Ground Coffee</td>\n",
              "      <td>490639</td>\n",
              "      <td>200G</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Coffee Sugar</td>\n",
              "      <td>420785</td>\n",
              "      <td>https://www.parknshop.com/en/coffee-sugar/p/BP...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>25.5</td>\n",
              "      <td></td>\n",
              "      <td>SELECT</td>\n",
              "      <td>Sugar &amp; Sweeteners</td>\n",
              "      <td>420785</td>\n",
              "      <td>1KG</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Coffee Creamer</td>\n",
              "      <td>490643</td>\n",
              "      <td>https://www.parknshop.com/en/coffee-creamer/p/...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>49.9</td>\n",
              "      <td></td>\n",
              "      <td>SELECT</td>\n",
              "      <td>Instant &amp; Ground Coffee</td>\n",
              "      <td>490643</td>\n",
              "      <td>800G</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Gold Instant Coffee</td>\n",
              "      <td>490642</td>\n",
              "      <td>https://www.parknshop.com/en/gold-instant-coff...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>39.9</td>\n",
              "      <td></td>\n",
              "      <td>SELECT</td>\n",
              "      <td>Instant &amp; Ground Coffee</td>\n",
              "      <td>490642</td>\n",
              "      <td>100G</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Gold Instant Coffee</td>\n",
              "      <td>490641</td>\n",
              "      <td>https://www.parknshop.com/en/gold-instant-coff...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>83.9</td>\n",
              "      <td></td>\n",
              "      <td>SELECT</td>\n",
              "      <td>Instant &amp; Ground Coffee</td>\n",
              "      <td>490641</td>\n",
              "      <td>200G</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>286</th>\n",
              "      <td>Starbucks® Toffee Nut Latte By Nescafé® Dolce ...</td>\n",
              "      <td>413550</td>\n",
              "      <td>https://www.parknshop.com/en/toffee-nut-latte-...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>62.5</td>\n",
              "      <td></td>\n",
              "      <td>STARBUCKS</td>\n",
              "      <td>Instant &amp; Ground Coffee</td>\n",
              "      <td>413550</td>\n",
              "      <td>6'S</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>Starbucks® Holiday Blend By Nespresso</td>\n",
              "      <td>453176</td>\n",
              "      <td>https://www.parknshop.com/en/holiday-blend-by-...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>49</td>\n",
              "      <td></td>\n",
              "      <td>STARBUCKS</td>\n",
              "      <td>Instant &amp; Ground Coffee</td>\n",
              "      <td>453176</td>\n",
              "      <td>57G</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288</th>\n",
              "      <td>Ncc - Deciso</td>\n",
              "      <td>494484</td>\n",
              "      <td>https://www.parknshop.com/en/ncc-deciso/p/BP_4...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>47</td>\n",
              "      <td></td>\n",
              "      <td>LAVAZZA</td>\n",
              "      <td>Instant &amp; Ground Coffee</td>\n",
              "      <td>494484</td>\n",
              "      <td>50G</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>289</th>\n",
              "      <td>Barista Oat Drink</td>\n",
              "      <td>340671</td>\n",
              "      <td>https://www.parknshop.com/en/barista-oat-drink...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>36.9</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>Milk &amp; Yogurt Drinks</td>\n",
              "      <td>340671</td>\n",
              "      <td>1L</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>290</th>\n",
              "      <td>Frozen Shampoo And Conditioner 250ml</td>\n",
              "      <td>282406</td>\n",
              "      <td>https://www.parknshop.com/en/frozen-shampoo-an...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>80.5</td>\n",
              "      <td></td>\n",
              "      <td>NATURAVERDE</td>\n",
              "      <td>Baby Toiletries &amp; Wipes</td>\n",
              "      <td>282406</td>\n",
              "      <td>250ML</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>291 rows × 16 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5c5fac98-16fc-4a0c-90d7-03633bf27253')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5c5fac98-16fc-4a0c-90d7-03633bf27253 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-5c5fac98-16fc-4a0c-90d7-03633bf27253');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                  name  ... crustacean\n",
              "0                                       Instant Coffee  ...      False\n",
              "1                                         Coffee Sugar  ...      False\n",
              "2                                       Coffee Creamer  ...      False\n",
              "3                                  Gold Instant Coffee  ...      False\n",
              "4                                  Gold Instant Coffee  ...      False\n",
              "..                                                 ...  ...        ...\n",
              "286  Starbucks® Toffee Nut Latte By Nescafé® Dolce ...  ...      False\n",
              "287              Starbucks® Holiday Blend By Nespresso  ...      False\n",
              "288                                       Ncc - Deciso  ...      False\n",
              "289                                  Barista Oat Drink  ...      False\n",
              "290               Frozen Shampoo And Conditioner 250ml  ...      False\n",
              "\n",
              "[291 rows x 16 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 215
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "for c in '0123456789':\n",
        "  pd.DataFrame(runAndReturn(getPnKWithKeyword(c))).to_csv(f'/content/drive/MyDrive/pnk{c}.csv')"
      ],
      "metadata": {
        "id": "ZhgKU307CF8S"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Loading dataset"
      ],
      "metadata": {
        "id": "2TbaMbUJX-zV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!curl https://gist.githubusercontent.com/hkbu-kennycheng/6e20e5965916e85008701f16e8e41a29/raw/199efc8496594a3539ed26f52ddfb774d8e5c0c1/pnk0.csv > pnk0.csv\n",
        "!curl https://gist.githubusercontent.com/hkbu-kennycheng/36e05f717c4720fcecc45ddcf613639b/raw/74bebec8fe652f91b360fdc9bc26ba84d6209f8c/pnk1.csv > pnk1.csv\n",
        "!curl https://gist.githubusercontent.com/hkbu-kennycheng/776469f16450995ac4f4279f9b382949/raw/ef4b582abb61ddda09788d997c2c2a2b32e6462e/pnk2.csv > pnk2.csv\n",
        "!curl https://gist.githubusercontent.com/hkbu-kennycheng/46c0cbc4cfc2dc55c5c6b62125fa3dd9/raw/457719baf2555bb463ac878ae586d8062f9f5bd5/pnk3.csv > pnk3.csv"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OnOHjSpHX_Lm",
        "outputId": "c60c7f2e-df80-4dec-cc79-49b31e84b4de"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100 1022k  100 1022k    0     0  3145k      0 --:--:-- --:--:-- --:--:-- 3145k\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100 1039k  100 1039k    0     0  3443k      0 --:--:-- --:--:-- --:--:-- 3432k\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100 1030k  100 1030k    0     0  3630k      0 --:--:-- --:--:-- --:--:-- 3630k\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100 1035k  100 1035k    0     0  4794k      0 --:--:-- --:--:-- --:--:-- 4794k\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "df = pd.read_csv('pnk0.csv', index_col=0)\n",
        "df = df.append(pd.read_csv('pnk1.csv', index_col=0), ignore_index=True)\n",
        "df = df.append(pd.read_csv('pnk2.csv', index_col=0), ignore_index=True)\n",
        "df = df.append(pd.read_csv('pnk3.csv', index_col=0), ignore_index=True)\n",
        "\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 887
        },
        "id": "FDhNi7AEYzmd",
        "outputId": "8972d50e-ac85-4719-d71f-9199d3cde3fa"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-133d7aae-f896-4b40-be0a-5a27bbab7487\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>id</th>\n",
              "      <th>url</th>\n",
              "      <th>pic</th>\n",
              "      <th>price</th>\n",
              "      <th>specialoffer</th>\n",
              "      <th>brand</th>\n",
              "      <th>category</th>\n",
              "      <th>variant</th>\n",
              "      <th>variantname</th>\n",
              "      <th>topseller</th>\n",
              "      <th>fairtrade</th>\n",
              "      <th>organic</th>\n",
              "      <th>eshoponly</th>\n",
              "      <th>healthyfat</th>\n",
              "      <th>crustacean</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Alkaline Water 9.0 (random Pick)</td>\n",
              "      <td>499585</td>\n",
              "      <td>https://www.parknshop.com/en/alkaline-water-9-...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>9.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>WATSONS</td>\n",
              "      <td>Water</td>\n",
              "      <td>499585</td>\n",
              "      <td>420ML</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alkaline Water 9.0 (case) (420ml X 24 Bottles)</td>\n",
              "      <td>378829</td>\n",
              "      <td>https://www.parknshop.com/en/alkaline-water-9-...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>168.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>WATSONS</td>\n",
              "      <td>Water,Bottled Water</td>\n",
              "      <td>378829</td>\n",
              "      <td>24X420ML</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>L Type Interdental Brush 0.6mm - 6pcs</td>\n",
              "      <td>805629</td>\n",
              "      <td>https://www.parknshop.com/en/l-type-interdenta...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>13.9</td>\n",
              "      <td>\\n\\t\\t\\t\\t\\t\\t$20.8 / 2pcs\\n\\t\\t\\t\\t\\t\\t</td>\n",
              "      <td>WATSONS-</td>\n",
              "      <td>Dental Accessories &amp; Denture</td>\n",
              "      <td>805629</td>\n",
              "      <td>6S</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>L Type Interdental Brush 0.8mm 6pcs</td>\n",
              "      <td>805630</td>\n",
              "      <td>https://www.parknshop.com/en/l-type-interdenta...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>13.9</td>\n",
              "      <td>\\n\\t\\t\\t\\t\\t\\t$20.8 / 2pcs\\n\\t\\t\\t\\t\\t\\t</td>\n",
              "      <td>WATSONS-</td>\n",
              "      <td>Dental Accessories &amp; Denture</td>\n",
              "      <td>805630</td>\n",
              "      <td>6S</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>I Type Interdental Brush 0.7mm 5pcs</td>\n",
              "      <td>805627</td>\n",
              "      <td>https://www.parknshop.com/en/i-type-interdenta...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>10.0</td>\n",
              "      <td>\\n\\t\\t\\t\\t\\t\\t$15.0 / 2pcs\\n\\t\\t\\t\\t\\t\\t</td>\n",
              "      <td>WATSONS-</td>\n",
              "      <td>Dental Accessories &amp; Denture</td>\n",
              "      <td>805627</td>\n",
              "      <td>5S</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16395</th>\n",
              "      <td>Lychee In Syrup</td>\n",
              "      <td>125947</td>\n",
              "      <td>https://www.parknshop.com/en/lychee-in-syrup/p...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>33.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>TWIN ELEPHANTS</td>\n",
              "      <td>Fruits</td>\n",
              "      <td>125947</td>\n",
              "      <td>565G</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16396</th>\n",
              "      <td>Knax</td>\n",
              "      <td>336140</td>\n",
              "      <td>https://www.parknshop.com/en/knax/p/BP_336140</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>45.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>HENGSTENBERG</td>\n",
              "      <td>Pickles</td>\n",
              "      <td>336140</td>\n",
              "      <td>720ML</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16397</th>\n",
              "      <td>Multi-use Tong 12inch</td>\n",
              "      <td>197685</td>\n",
              "      <td>https://www.parknshop.com/en/multi-use-tong-12...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>19.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DIAMOND</td>\n",
              "      <td>BBQ</td>\n",
              "      <td>197685</td>\n",
              "      <td>UNIT</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16398</th>\n",
              "      <td>Apple Blackcurrant Mini Pack</td>\n",
              "      <td>136236</td>\n",
              "      <td>https://www.parknshop.com/en/apple-blackcurran...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>27.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>GOLDEN CIRCLE</td>\n",
              "      <td>Juice &amp; Cordials</td>\n",
              "      <td>136236</td>\n",
              "      <td>150MLX6</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16399</th>\n",
              "      <td>Bourgogne Pinot Noir Vv</td>\n",
              "      <td>109103</td>\n",
              "      <td>https://www.parknshop.com/en/bourgogne-pinot-n...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>149.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>FRANCOIS LABET</td>\n",
              "      <td>NaN</td>\n",
              "      <td>109103</td>\n",
              "      <td>75CL</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>16400 rows × 16 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-133d7aae-f896-4b40-be0a-5a27bbab7487')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
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              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "  "
            ],
            "text/plain": [
              "                                                 name  ...  crustacean\n",
              "0                    Alkaline Water 9.0 (random Pick)  ...       False\n",
              "1      Alkaline Water 9.0 (case) (420ml X 24 Bottles)  ...       False\n",
              "2               L Type Interdental Brush 0.6mm - 6pcs  ...       False\n",
              "3                 L Type Interdental Brush 0.8mm 6pcs  ...       False\n",
              "4                 I Type Interdental Brush 0.7mm 5pcs  ...       False\n",
              "...                                               ...  ...         ...\n",
              "16395                                 Lychee In Syrup  ...       False\n",
              "16396                                            Knax  ...       False\n",
              "16397                           Multi-use Tong 12inch  ...       False\n",
              "16398                    Apple Blackcurrant Mini Pack  ...       False\n",
              "16399                         Bourgogne Pinot Noir Vv  ...       False\n",
              "\n",
              "[16400 rows x 16 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b15ue38pZTXm",
        "outputId": "3707a7b2-0eaa-4134-efc9-cdbafa3b0791"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 16400 entries, 0 to 16399\n",
            "Data columns (total 16 columns):\n",
            " #   Column        Non-Null Count  Dtype  \n",
            "---  ------        --------------  -----  \n",
            " 0   name          16378 non-null  object \n",
            " 1   id            16400 non-null  int64  \n",
            " 2   url           16400 non-null  object \n",
            " 3   pic           16400 non-null  object \n",
            " 4   price         16399 non-null  float64\n",
            " 5   specialoffer  5324 non-null   object \n",
            " 6   brand         16189 non-null  object \n",
            " 7   category      14586 non-null  object \n",
            " 8   variant       16400 non-null  int64  \n",
            " 9   variantname   16398 non-null  object \n",
            " 10  topseller     16400 non-null  bool   \n",
            " 11  fairtrade     16400 non-null  bool   \n",
            " 12  organic       16400 non-null  bool   \n",
            " 13  eshoponly     16400 non-null  bool   \n",
            " 14  healthyfat    16400 non-null  bool   \n",
            " 15  crustacean    16400 non-null  bool   \n",
            "dtypes: bool(6), float64(1), int64(2), object(7)\n",
            "memory usage: 1.3+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data cleaning"
      ],
      "metadata": {
        "id": "lgUD1s4kZfIE"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Cleaning empty space characters with strip for object columns"
      ],
      "metadata": {
        "id": "H46BCoqnZ3iV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df['name'] = df['name'].str.strip()\n",
        "df['url'] = df['url'].str.strip()\n",
        "df['pic'] = df['pic'].str.strip()\n",
        "df['specialoffer'] = df['specialoffer'].str.strip()\n",
        "df['brand'] = df['brand'].str.strip()\n",
        "df['category'] = df['category'].str.strip()\n",
        "df['variantname'] = df['variantname'].str.strip()\n",
        "\n",
        "df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1661
        },
        "id": "uhHOzV8EZmU0",
        "outputId": "7c6dd665-1da1-43b8-dc3a-6ef18fde3935"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-0dd29c08-de5b-4a05-9708-8cc9cff19e38\">\n",
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              "\n",
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              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>id</th>\n",
              "      <th>url</th>\n",
              "      <th>pic</th>\n",
              "      <th>price</th>\n",
              "      <th>specialoffer</th>\n",
              "      <th>brand</th>\n",
              "      <th>category</th>\n",
              "      <th>variant</th>\n",
              "      <th>variantname</th>\n",
              "      <th>topseller</th>\n",
              "      <th>fairtrade</th>\n",
              "      <th>organic</th>\n",
              "      <th>eshoponly</th>\n",
              "      <th>healthyfat</th>\n",
              "      <th>crustacean</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Alkaline Water 9.0 (random Pick)</td>\n",
              "      <td>499585</td>\n",
              "      <td>https://www.parknshop.com/en/alkaline-water-9-...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>9.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>WATSONS</td>\n",
              "      <td>Water</td>\n",
              "      <td>499585</td>\n",
              "      <td>420ML</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Alkaline Water 9.0 (case) (420ml X 24 Bottles)</td>\n",
              "      <td>378829</td>\n",
              "      <td>https://www.parknshop.com/en/alkaline-water-9-...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>168.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>WATSONS</td>\n",
              "      <td>Water,Bottled Water</td>\n",
              "      <td>378829</td>\n",
              "      <td>24X420ML</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>L Type Interdental Brush 0.6mm - 6pcs</td>\n",
              "      <td>805629</td>\n",
              "      <td>https://www.parknshop.com/en/l-type-interdenta...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>13.9</td>\n",
              "      <td>$20.8 / 2pcs</td>\n",
              "      <td>WATSONS-</td>\n",
              "      <td>Dental Accessories &amp; Denture</td>\n",
              "      <td>805629</td>\n",
              "      <td>6S</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>L Type Interdental Brush 0.8mm 6pcs</td>\n",
              "      <td>805630</td>\n",
              "      <td>https://www.parknshop.com/en/l-type-interdenta...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>13.9</td>\n",
              "      <td>$20.8 / 2pcs</td>\n",
              "      <td>WATSONS-</td>\n",
              "      <td>Dental Accessories &amp; Denture</td>\n",
              "      <td>805630</td>\n",
              "      <td>6S</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>I Type Interdental Brush 0.7mm 5pcs</td>\n",
              "      <td>805627</td>\n",
              "      <td>https://www.parknshop.com/en/i-type-interdenta...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>10.0</td>\n",
              "      <td>$15.0 / 2pcs</td>\n",
              "      <td>WATSONS-</td>\n",
              "      <td>Dental Accessories &amp; Denture</td>\n",
              "      <td>805627</td>\n",
              "      <td>5S</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16395</th>\n",
              "      <td>Lychee In Syrup</td>\n",
              "      <td>125947</td>\n",
              "      <td>https://www.parknshop.com/en/lychee-in-syrup/p...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>33.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>TWIN ELEPHANTS</td>\n",
              "      <td>Fruits</td>\n",
              "      <td>125947</td>\n",
              "      <td>565G</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16396</th>\n",
              "      <td>Knax</td>\n",
              "      <td>336140</td>\n",
              "      <td>https://www.parknshop.com/en/knax/p/BP_336140</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>45.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>HENGSTENBERG</td>\n",
              "      <td>Pickles</td>\n",
              "      <td>336140</td>\n",
              "      <td>720ML</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16397</th>\n",
              "      <td>Multi-use Tong 12inch</td>\n",
              "      <td>197685</td>\n",
              "      <td>https://www.parknshop.com/en/multi-use-tong-12...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>19.5</td>\n",
              "      <td>NaN</td>\n",
              "      <td>DIAMOND</td>\n",
              "      <td>BBQ</td>\n",
              "      <td>197685</td>\n",
              "      <td>UNIT</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16398</th>\n",
              "      <td>Apple Blackcurrant Mini Pack</td>\n",
              "      <td>136236</td>\n",
              "      <td>https://www.parknshop.com/en/apple-blackcurran...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>27.9</td>\n",
              "      <td>NaN</td>\n",
              "      <td>GOLDEN CIRCLE</td>\n",
              "      <td>Juice &amp; Cordials</td>\n",
              "      <td>136236</td>\n",
              "      <td>150MLX6</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16399</th>\n",
              "      <td>Bourgogne Pinot Noir Vv</td>\n",
              "      <td>109103</td>\n",
              "      <td>https://www.parknshop.com/en/bourgogne-pinot-n...</td>\n",
              "      <td>https://www.parknshop.com/medias/sys_master/fr...</td>\n",
              "      <td>149.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>FRANCOIS LABET</td>\n",
              "      <td>NaN</td>\n",
              "      <td>109103</td>\n",
              "      <td>75CL</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>16400 rows × 16 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0dd29c08-de5b-4a05-9708-8cc9cff19e38')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-0dd29c08-de5b-4a05-9708-8cc9cff19e38 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-0dd29c08-de5b-4a05-9708-8cc9cff19e38');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                 name  ...  crustacean\n",
              "0                    Alkaline Water 9.0 (random Pick)  ...       False\n",
              "1      Alkaline Water 9.0 (case) (420ml X 24 Bottles)  ...       False\n",
              "2               L Type Interdental Brush 0.6mm - 6pcs  ...       False\n",
              "3                 L Type Interdental Brush 0.8mm 6pcs  ...       False\n",
              "4                 I Type Interdental Brush 0.7mm 5pcs  ...       False\n",
              "...                                               ...  ...         ...\n",
              "16395                                 Lychee In Syrup  ...       False\n",
              "16396                                            Knax  ...       False\n",
              "16397                           Multi-use Tong 12inch  ...       False\n",
              "16398                    Apple Blackcurrant Mini Pack  ...       False\n",
              "16399                         Bourgogne Pinot Noir Vv  ...       False\n",
              "\n",
              "[16400 rows x 16 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Check for dash in `df['brand']`"
      ],
      "metadata": {
        "id": "9WEV8VhsZl79"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df[df['brand'].str.count('-') > 0]['brand'].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N6p4v60NaB98",
        "outputId": "f451f18b-4cc3-47a9-c0cb-50a95ac193af"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count         391\n",
              "unique         22\n",
              "top       DE-MA-E\n",
              "freq          138\n",
              "Name: brand, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "replace dash with empty string in `df['brand']`"
      ],
      "metadata": {
        "id": "m2siTPM7a3-9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df['brand'] = df['brand'].str.replace('-','')\n",
        "df['brand'].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AYfXmLumacUF",
        "outputId": "ccdb84f4-773b-482d-a2c4-6aae9d3dda11"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count      16189\n",
              "unique      1360\n",
              "top       SELECT\n",
              "freq        1232\n",
              "Name: brand, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Advanced feature fetching"
      ],
      "metadata": {
        "id": "iIJYFs_kynlh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Fetch product detail by product URL"
      ],
      "metadata": {
        "id": "KOYOXh3ryqWh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "async def getPnKProductDetail(url):\n",
        "  data = []\n",
        "  browser = await launch({'executablePath':'/usr/bin/chromium-browser', 'headless': True, 'args':['--no-sandbox']}) # For Google Colab\n",
        "  #browser = await launch({'headless':False}) # For loacl runtime\n",
        "  page = await browser.newPage() # open a new browser window\n",
        "  await page.setUserAgent('Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/97.0.4692.71 Safari/537.36')\n",
        "  await page.setViewport({'width':1280, 'height':1024})\n",
        "  await page.goto(url) # goto the urldow\n",
        "  await page.waitForSelector('.product-info h3, .product-info h3 ~ p', {'visible':True})\n",
        "\n",
        "  dataPairs = await page.JJeval('.product-info h3, .product-info h3 ~ p', 'nodes => nodes.map(node => node.textContent)')\n",
        "  await browser.close()\n",
        "  return [{\n",
        "      dataPairs[i].strip().replace(':','') : dataPairs[i+1].strip()\n",
        "    } for i in range(0, len(dataPairs), 2)\n",
        "    if len(dataPairs[i].strip()) > 0 and len(dataPairs[i+1].strip()) > 0]"
      ],
      "metadata": {
        "id": "v1sexvc_1qx5"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(list(range(0, 10, 2)))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "clSpWYgLpEvK",
        "outputId": "9b2e752a-379a-499d-9145-4147fc8d3bc3"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0, 2, 4, 6, 8]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def fetchDetail(url):\n",
        "  pairs = runAndReturn(getPnKProductDetail(url))\n",
        "  result = {'url':url}\n",
        "  for p in pairs:\n",
        "    result.update(p)\n",
        "  return pd.Series(result)"
      ],
      "metadata": {
        "id": "GGtO8RyQypwJ"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df['url'].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_a8odqtnAKmq",
        "outputId": "2af0700d-6441-48ef-fb3d-3464ef1b5cd3"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count                                                 16400\n",
              "unique                                                 6083\n",
              "top       https://www.parknshop.com/en/strawberry-jam/p/...\n",
              "freq                                                      8\n",
              "Name: url, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "\n",
        "urldf = df['url'].iloc[:10].apply(fetchDetail)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uI5qEm0c1895",
        "outputId": "c9a94b1e-0068-44fe-d13a-3d96d6adeb56"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 2.81 s, sys: 324 ms, total: 3.14 s\n",
            "Wall time: 35.5 s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "urldf"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1181
        },
        "id": "0joQe8Rk-P4Y",
        "outputId": "21459558-6463-4134-e66a-cd3885238638"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-eb7abe70-4e5e-428a-8055-86d311613fe2\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>url</th>\n",
              "      <th>Product Details</th>\n",
              "      <th>Origin</th>\n",
              "      <th>Product Warnings</th>\n",
              "      <th>Product Usage</th>\n",
              "      <th>Storage Condition</th>\n",
              "      <th>Ingredients</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>https://www.parknshop.com/en/alkaline-water-9-...</td>\n",
              "      <td>- Smart way to hydrate your body- Helps to neu...</td>\n",
              "      <td>Hong Kong</td>\n",
              "      <td>This product contains minerals and is electrol...</td>\n",
              "      <td>Consume shortly after opening.</td>\n",
              "      <td>Keep in a cool dry place away from direct sunl...</td>\n",
              "      <td>Water, Ocean Mineral Concentrate</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>https://www.parknshop.com/en/alkaline-water-9-...</td>\n",
              "      <td>- Helps neutralize acidity-Help the body detox...</td>\n",
              "      <td>Hong Kong</td>\n",
              "      <td>Keep in a cool dry place away from direct sunl...</td>\n",
              "      <td>drink</td>\n",
              "      <td>Keep in a cool dry place away from direct sunl...</td>\n",
              "      <td>Water, Ocean Mineral Concentrate</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>https://www.parknshop.com/en/l-type-interdenta...</td>\n",
              "      <td>WATSONS ORAL CARE RANGE IS SPECIALLY DESIGNED ...</td>\n",
              "      <td>China</td>\n",
              "      <td>Do not force the interdental brush between tee...</td>\n",
              "      <td>1. PUT THE INTERDENTAL BRUSH BETWEEN THE TEETH...</td>\n",
              "      <td>STORE IN A COOL, DRY PLACE AWAY FROM DIRECT SU...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>https://www.parknshop.com/en/l-type-interdenta...</td>\n",
              "      <td>WATSONS ORAL CARE RANGE IS SPECIALLY DESIGNED ...</td>\n",
              "      <td>China</td>\n",
              "      <td>Do not force the interdental brush between tee...</td>\n",
              "      <td>1. PUT THE INTERDENTAL BRUSH BETWEEN THE TEETH...</td>\n",
              "      <td>STORE IN A COOL, DRY PLACE AWAY FROM DIRECT SU...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>https://www.parknshop.com/en/i-type-interdenta...</td>\n",
              "      <td>WATSONS ORAL CARE RANGE IS SPECIALLY DESIGNED ...</td>\n",
              "      <td>China</td>\n",
              "      <td>Do not force the interdental brush between tee...</td>\n",
              "      <td>1. PUT THE INTERDENTAL BRUSH BETWEEN THE TEETH...</td>\n",
              "      <td>STORE IN A COOL, DRY PLACE AWAY FROM DIRECT SU...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>https://www.parknshop.com/en/alkaline-water-9-...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Hong Kong</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>https://www.parknshop.com/en/alkaline-water-9-...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Hong Kong</td>\n",
              "      <td>Keep in a cool dry place away from direct sunl...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Keep in a cool dry place away from direct sunl...</td>\n",
              "      <td>Water, Ocean Mineral Concentrate</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>https://www.parknshop.com/en/l-type-interdenta...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>China</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>https://www.parknshop.com/en/i-type-interdenta...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>China</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>https://www.parknshop.com/en/shibainc-mos-repe...</td>\n",
              "      <td>Long lasting protection contains citronella oil</td>\n",
              "      <td>China</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Keep in cool and dry place, avoid direct sunli...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-eb7abe70-4e5e-428a-8055-86d311613fe2')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-eb7abe70-4e5e-428a-8055-86d311613fe2 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-eb7abe70-4e5e-428a-8055-86d311613fe2');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                 url  ...                       Ingredients\n",
              "0  https://www.parknshop.com/en/alkaline-water-9-...  ...  Water, Ocean Mineral Concentrate\n",
              "1  https://www.parknshop.com/en/alkaline-water-9-...  ...  Water, Ocean Mineral Concentrate\n",
              "2  https://www.parknshop.com/en/l-type-interdenta...  ...                               NaN\n",
              "3  https://www.parknshop.com/en/l-type-interdenta...  ...                               NaN\n",
              "4  https://www.parknshop.com/en/i-type-interdenta...  ...                               NaN\n",
              "5  https://www.parknshop.com/en/alkaline-water-9-...  ...                               NaN\n",
              "6  https://www.parknshop.com/en/alkaline-water-9-...  ...  Water, Ocean Mineral Concentrate\n",
              "7  https://www.parknshop.com/en/l-type-interdenta...  ...                               NaN\n",
              "8  https://www.parknshop.com/en/i-type-interdenta...  ...                               NaN\n",
              "9  https://www.parknshop.com/en/shibainc-mos-repe...  ...                               NaN\n",
              "\n",
              "[10 rows x 7 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Merging details to orignal data frame with `pd.merge`\n",
        "\n",
        "![](https://url2img-web.herokuapp.com/aHR0cHM6Ly9wYW5kYXMucHlkYXRhLm9yZy9wYW5kYXMtZG9jcy9zdGFibGUvcmVmZXJlbmNlL2FwaS9wYW5kYXMubWVyZ2UuaHRtbA==)"
      ],
      "metadata": {
        "id": "kr6_BUGYCfDQ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "how{‘left’, ‘right’, ‘outer’, ‘inner’, ‘cross’}, default ‘inner’ Type of merge to be performed.\n",
        "\n",
        "- left: use only keys from left frame, similar to a SQL left outer join; preserve key order.\n",
        "- right: use only keys from right frame, similar to a SQL right outer join; preserve key order.\n",
        "- outer: use union of keys from both frames, similar to a SQL full outer join; sort keys lexicographically.\n",
        "- inner: use intersection of keys from both frames, similar to a SQL inner join; preserve the order of the left keys.\n",
        "- cross: creates the cartesian product from both frames, preserves the order of the left keys."
      ],
      "metadata": {
        "id": "nFbfJ52OCIWx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.merge(df, urldf, on='url', how='left')\n",
        "df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2Vu7zvF6-go4",
        "outputId": "44ea76f8-b588-4697-b8bb-28b7a66bea13"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 16400 entries, 0 to 16399\n",
            "Data columns (total 22 columns):\n",
            " #   Column             Non-Null Count  Dtype  \n",
            "---  ------             --------------  -----  \n",
            " 0   name               16378 non-null  object \n",
            " 1   id                 16400 non-null  int64  \n",
            " 2   url                16400 non-null  object \n",
            " 3   pic                16400 non-null  object \n",
            " 4   price              16399 non-null  float64\n",
            " 5   specialoffer       5324 non-null   object \n",
            " 6   brand              16189 non-null  object \n",
            " 7   category           14586 non-null  object \n",
            " 8   variant            16400 non-null  int64  \n",
            " 9   variantname        16398 non-null  object \n",
            " 10  topseller          16400 non-null  bool   \n",
            " 11  fairtrade          16400 non-null  bool   \n",
            " 12  organic            16400 non-null  bool   \n",
            " 13  eshoponly          16400 non-null  bool   \n",
            " 14  healthyfat         16400 non-null  bool   \n",
            " 15  crustacean         16400 non-null  bool   \n",
            " 16  Product Details    12 non-null     object \n",
            " 17  Origin             20 non-null     object \n",
            " 18  Product Warnings   10 non-null     object \n",
            " 19  Product Usage      5 non-null      object \n",
            " 20  Storage Condition  17 non-null     object \n",
            " 21  Ingredients        7 non-null      object \n",
            "dtypes: bool(6), float64(1), int64(2), object(13)\n",
            "memory usage: 2.2+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['Product Details'].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "poyQdccjA2lw",
        "outputId": "bb5f8cb6-bf96-42e9-d6dc-9091f6e61ce5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count                                                  12\n",
              "unique                                                  4\n",
              "top       Long lasting protection contains citronella oil\n",
              "freq                                                    7\n",
              "Name: Product Details, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 156
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['Origin'].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Nws1qxbtA4KZ",
        "outputId": "58df17d4-ee5f-484a-ab2d-5650b7d5a03e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count        20\n",
              "unique        2\n",
              "top       China\n",
              "freq         12\n",
              "Name: Origin, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 157
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['Product Warnings'].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iylA-6oyA7tg",
        "outputId": "4759e893-0f2b-4ca8-fc5c-780f0b143d85"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count                                                    10\n",
              "unique                                                    3\n",
              "top       Keep in a cool dry place away from direct sunl...\n",
              "freq                                                      6\n",
              "Name: Product Warnings, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 158
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['Product Usage'].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3nIk8gCEA-1g",
        "outputId": "89afc698-5252-4003-8b25-52b4e307d0ec"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count                                                     5\n",
              "unique                                                    3\n",
              "top       1. PUT THE INTERDENTAL BRUSH BETWEEN THE TEETH...\n",
              "freq                                                      3\n",
              "Name: Product Usage, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 159
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['Storage Condition'].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "86MSqsqQBCmZ",
        "outputId": "015f9c02-0802-41a8-e350-5263c98baf37"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count                                                    17\n",
              "unique                                                    3\n",
              "top       Keep in a cool dry place away from direct sunl...\n",
              "freq                                                      7\n",
              "Name: Storage Condition, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 160
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['Ingredients'].describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5VgQT1TRAxWg",
        "outputId": "bba3c6f1-76c4-4bfe-ebd3-8b417cc0b9a4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count                                    7\n",
              "unique                                   1\n",
              "top       Water, Ocean Mineral Concentrate\n",
              "freq                                     7\n",
              "Name: Ingredients, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 155
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Advanced visualization for geographical data\n",
        "\n",
        "We will use `folium` to show geographical data using an interactive map."
      ],
      "metadata": {
        "id": "nFpsPqRN6G-M"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install folium\n",
        "# !conda install folium\n",
        "\n",
        "import folium"
      ],
      "metadata": {
        "id": "ixMNOMQu6Mwa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "outputId": "cf290ebd-711d-4937-80a7-9e0e6b071223"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: folium in /usr/local/lib/python3.7/dist-packages (0.8.3)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from folium) (2.23.0)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.7/dist-packages (from folium) (2.11.3)\n",
            "Requirement already satisfied: branca>=0.3.0 in /usr/local/lib/python3.7/dist-packages (from folium) (0.4.2)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from folium) (1.15.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from folium) (1.21.5)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from jinja2->folium) (2.0.1)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->folium) (3.0.4)\n",
            "Collecting urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1\n",
            "  Downloading urllib3-1.25.11-py2.py3-none-any.whl (127 kB)\n",
            "\u001b[K     |████████████████████████████████| 127 kB 13.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->folium) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->folium) (2021.10.8)\n",
            "Installing collected packages: urllib3\n",
            "  Attempting uninstall: urllib3\n",
            "    Found existing installation: urllib3 1.26.8\n",
            "    Uninstalling urllib3-1.26.8:\n",
            "      Successfully uninstalled urllib3-1.26.8\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n",
            "Successfully installed urllib3-1.25.11\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "urllib3"
                ]
              }
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/requests/__init__.py:91: RequestsDependencyWarning: urllib3 (1.26.8) or chardet (3.0.4) doesn't match a supported version!\n",
            "  RequestsDependencyWarning)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Create a map with `folium.Map` and display it."
      ],
      "metadata": {
        "id": "xq9zAZwEkgA0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "map = folium.Map(location=[22.3193, 114.1694])\n",
        "map"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 712
        },
        "id": "oLboULdmkSCj",
        "outputId": "43be6a72-6991-4b16-b9da-2e14b21aa450"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=%3C%21DOCTYPE%20html%3E%0A%3Chead%3E%20%20%20%20%0A%20%20%20%20%3Cmeta%20http-equiv%3D%22content-type%22%20content%3D%22text/html%3B%20charset%3DUTF-8%22%20/%3E%0A%20%20%20%20%3Cscript%3EL_PREFER_CANVAS%3Dfalse%3B%20L_NO_TOUCH%3Dfalse%3B%20L_DISABLE_3D%3Dfalse%3B%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.4.0/dist/leaflet.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//code.jquery.com/jquery-1.12.4.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js%22%3E%3C/script%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.4.0/dist/leaflet.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css%22/%3E%0A%20%20%20%20%3Cstyle%3Ehtml%2C%20body%20%7Bwidth%3A%20100%25%3Bheight%3A%20100%25%3Bmargin%3A%200%3Bpadding%3A%200%3B%7D%3C/style%3E%0A%20%20%20%20%3Cstyle%3E%23map%20%7Bposition%3Aabsolute%3Btop%3A0%3Bbottom%3A0%3Bright%3A0%3Bleft%3A0%3B%7D%3C/style%3E%0A%20%20%20%20%0A%20%20%20%20%3Cmeta%20name%3D%22viewport%22%20content%3D%22width%3Ddevice-width%2C%0A%20%20%20%20%20%20%20%20initial-scale%3D1.0%2C%20maximum-scale%3D1.0%2C%20user-scalable%3Dno%22%20/%3E%0A%20%20%20%20%3Cstyle%3E%23map_29760b8fb91343409a81664f6ac2bbf4%20%7B%0A%20%20%20%20%20%20%20%20position%3A%20relative%3B%0A%20%20%20%20%20%20%20%20width%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20height%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20left%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20top%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%3C/style%3E%0A%3C/head%3E%0A%3Cbody%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%3Cdiv%20class%3D%22folium-map%22%20id%3D%22map_29760b8fb91343409a81664f6ac2bbf4%22%20%3E%3C/div%3E%0A%3C/body%3E%0A%3Cscript%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20var%20bounds%20%3D%20null%3B%0A%20%20%20%20%0A%0A%20%20%20%20var%20map_29760b8fb91343409a81664f6ac2bbf4%20%3D%20L.map%28%0A%20%20%20%20%20%20%20%20%27map_29760b8fb91343409a81664f6ac2bbf4%27%2C%20%7B%0A%20%20%20%20%20%20%20%20center%3A%20%5B22.3193%2C%20114.1694%5D%2C%0A%20%20%20%20%20%20%20%20zoom%3A%2010%2C%0A%20%20%20%20%20%20%20%20maxBounds%3A%20bounds%2C%0A%20%20%20%20%20%20%20%20layers%3A%20%5B%5D%2C%0A%20%20%20%20%20%20%20%20worldCopyJump%3A%20false%2C%0A%20%20%20%20%20%20%20%20crs%3A%20L.CRS.EPSG3857%2C%0A%20%20%20%20%20%20%20%20zoomControl%3A%20true%2C%0A%20%20%20%20%20%20%20%20%7D%29%3B%0A%0A%0A%20%20%20%20%0A%20%20%20%20var%20tile_layer_6f575795339d4307b0a16460588debc0%20%3D%20L.tileLayer%28%0A%20%20%20%20%20%20%20%20%27https%3A//%7Bs%7D.tile.openstreetmap.org/%7Bz%7D/%7Bx%7D/%7By%7D.png%27%2C%0A%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%22attribution%22%3A%20null%2C%0A%20%20%20%20%20%20%20%20%22detectRetina%22%3A%20false%2C%0A%20%20%20%20%20%20%20%20%22maxNativeZoom%22%3A%2018%2C%0A%20%20%20%20%20%20%20%20%22maxZoom%22%3A%2018%2C%0A%20%20%20%20%20%20%20%20%22minZoom%22%3A%200%2C%0A%20%20%20%20%20%20%20%20%22noWrap%22%3A%20false%2C%0A%20%20%20%20%20%20%20%20%22opacity%22%3A%201%2C%0A%20%20%20%20%20%20%20%20%22subdomains%22%3A%20%22abc%22%2C%0A%20%20%20%20%20%20%20%20%22tms%22%3A%20false%0A%7D%29.addTo%28map_29760b8fb91343409a81664f6ac2bbf4%29%3B%0A%3C/script%3E onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7fa60a45be10>"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# We can set the initial zoom level\n",
        "map = folium.Map(location=[22.3393, 114.1824], zoom_start=18) # ranging form 1 to 18\n",
        "map"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 712
        },
        "id": "sl7g5HO9kndy",
        "outputId": "878fc636-dd89-4aaf-9e47-68ae552bb4ce"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=%3C%21DOCTYPE%20html%3E%0A%3Chead%3E%20%20%20%20%0A%20%20%20%20%3Cmeta%20http-equiv%3D%22content-type%22%20content%3D%22text/html%3B%20charset%3DUTF-8%22%20/%3E%0A%20%20%20%20%3Cscript%3EL_PREFER_CANVAS%3Dfalse%3B%20L_NO_TOUCH%3Dfalse%3B%20L_DISABLE_3D%3Dfalse%3B%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.4.0/dist/leaflet.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//code.jquery.com/jquery-1.12.4.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js%22%3E%3C/script%3E%0A%20%20%20%20%3Cscript%20src%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js%22%3E%3C/script%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdn.jsdelivr.net/npm/leaflet%401.4.0/dist/leaflet.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css%22/%3E%0A%20%20%20%20%3Clink%20rel%3D%22stylesheet%22%20href%3D%22https%3A//rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css%22/%3E%0A%20%20%20%20%3Cstyle%3Ehtml%2C%20body%20%7Bwidth%3A%20100%25%3Bheight%3A%20100%25%3Bmargin%3A%200%3Bpadding%3A%200%3B%7D%3C/style%3E%0A%20%20%20%20%3Cstyle%3E%23map%20%7Bposition%3Aabsolute%3Btop%3A0%3Bbottom%3A0%3Bright%3A0%3Bleft%3A0%3B%7D%3C/style%3E%0A%20%20%20%20%0A%20%20%20%20%3Cmeta%20name%3D%22viewport%22%20content%3D%22width%3Ddevice-width%2C%0A%20%20%20%20%20%20%20%20initial-scale%3D1.0%2C%20maximum-scale%3D1.0%2C%20user-scalable%3Dno%22%20/%3E%0A%20%20%20%20%3Cstyle%3E%23map_ad373f567b5543bcbffd402f56469ecc%20%7B%0A%20%20%20%20%20%20%20%20position%3A%20relative%3B%0A%20%20%20%20%20%20%20%20width%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20height%3A%20100.0%25%3B%0A%20%20%20%20%20%20%20%20left%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20top%3A%200.0%25%3B%0A%20%20%20%20%20%20%20%20%7D%0A%20%20%20%20%3C/style%3E%0A%3C/head%3E%0A%3Cbody%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%3Cdiv%20class%3D%22folium-map%22%20id%3D%22map_ad373f567b5543bcbffd402f56469ecc%22%20%3E%3C/div%3E%0A%3C/body%3E%0A%3Cscript%3E%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%0A%20%20%20%20%20%20%20%20var%20bounds%20%3D%20null%3B%0A%20%20%20%20%0A%0A%20%20%20%20var%20map_ad373f567b5543bcbffd402f56469ecc%20%3D%20L.map%28%0A%20%20%20%20%20%20%20%20%27map_ad373f567b5543bcbffd402f56469ecc%27%2C%20%7B%0A%20%20%20%20%20%20%20%20center%3A%20%5B22.3393%2C%20114.1824%5D%2C%0A%20%20%20%20%20%20%20%20zoom%3A%2018%2C%0A%20%20%20%20%20%20%20%20maxBounds%3A%20bounds%2C%0A%20%20%20%20%20%20%20%20layers%3A%20%5B%5D%2C%0A%20%20%20%20%20%20%20%20worldCopyJump%3A%20false%2C%0A%20%20%20%20%20%20%20%20crs%3A%20L.CRS.EPSG3857%2C%0A%20%20%20%20%20%20%20%20zoomControl%3A%20true%2C%0A%20%20%20%20%20%20%20%20%7D%29%3B%0A%0A%0A%20%20%20%20%0A%20%20%20%20var%20tile_layer_aed7bfa395ce4fa385b8a107c3b568c5%20%3D%20L.tileLayer%28%0A%20%20%20%20%20%20%20%20%27https%3A//%7Bs%7D.tile.openstreetmap.org/%7Bz%7D/%7Bx%7D/%7By%7D.png%27%2C%0A%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%22attribution%22%3A%20null%2C%0A%20%20%20%20%20%20%20%20%22detectRetina%22%3A%20false%2C%0A%20%20%20%20%20%20%20%20%22maxNativeZoom%22%3A%2018%2C%0A%20%20%20%20%20%20%20%20%22maxZoom%22%3A%2018%2C%0A%20%20%20%20%20%20%20%20%22minZoom%22%3A%200%2C%0A%20%20%20%20%20%20%20%20%22noWrap%22%3A%20false%2C%0A%20%20%20%20%20%20%20%20%22opacity%22%3A%201%2C%0A%20%20%20%20%20%20%20%20%22subdomains%22%3A%20%22abc%22%2C%0A%20%20%20%20%20%20%20%20%22tms%22%3A%20false%0A%7D%29.addTo%28map_ad373f567b5543bcbffd402f56469ecc%29%3B%0A%3C/script%3E onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7fa60a4360d0>"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# We could also add some markers \n",
        "map = folium.Map(location=[22.3383, 114.1824], zoom_start=18)\n",
        "\n",
        "folium.Marker(\n",
        "    location=[22.338736103814473, 114.18203111076629],\n",
        "    popup='Shaw Tower',\n",
        "    icon=folium.Icon(color=\"blue\")\n",
        ").add_to(map)\n",
        "\n",
        "folium.CircleMarker(\n",
        "    location=[22.33783591997964, 114.18282723535445],\n",
        "    radius=100,\n",
        "    popup=\"Joint Sports Center\",\n",
        "    color=\"#3186cc\",\n",
        "    fill=True,\n",
        "    fill_color=\"#3186cc\",\n",
        ").add_to(map)\n",
        "\n",
        "map"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 712
        },
        "id": "bAVR0csflcwu",
        "outputId": "e36084b4-7ee0-4281-ef5f-3cf3d8e891c5"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ],
            "text/plain": [
              "<folium.folium.Map at 0x7fa60a3c9490>"
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "For the icon color in `folium.Icon(color=\"blue\")`, you may refer to the following list. Also, there are other options."
      ],
      "metadata": {
        "id": "NW4DkQoR4DgG"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "![](https://url2img-web.herokuapp.com/aHR0cHM6Ly9naXRodWIuY29tL3B5dGhvbi12aXN1YWxpemF0aW9uL2ZvbGl1bS9ibG9iL2EzNTcwNzc1NDMzYzJhYTUzNjg3YmMxNGQxZjhlZGYyZjBhMjRhZjgvZm9saXVtL21hcC5weSNMMTYw)"
      ],
      "metadata": {
        "id": "3oD62zjB3_PG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "district = 'https://www.had.gov.hk/psi/hong-kong-administrative-boundaries/hksar_18_district_boundary.json'"
      ],
      "metadata": {
        "id": "MgETx4azlisa"
      },
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## District polygon data for Hong Kong\n",
        "\n",
        "![](https://url2img-web.herokuapp.com/aHR0cHM6Ly93d3cuaGFkLmdvdi5oay9wc2kvaG9uZy1rb25nLWFkbWluaXN0cmF0aXZlLWJvdW5kYXJpZXMvaGtzYXJfMThfZGlzdHJpY3RfYm91bmRhcnkuanNvbg==)"
      ],
      "metadata": {
        "id": "L5ryTNK6C1FR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Number of Escalators in Hong Kong"
      ],
      "metadata": {
        "id": "NX0B-e1RC3jh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!curl https://www.emsd.gov.hk/filemanager/en/content_808/dataset/age_distribution_escalator.csv > age_distribution_escalator.csv"
      ],
      "metadata": {
        "id": "YsMCLcjcmLE7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e9c8299b-5e9e-4783-8491-a11a57a30260"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100  6147  100  6147    0     0   7890      0 --:--:-- --:--:-- --:--:--  7880\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "escalators = pd.read_csv('age_distribution_escalator.csv')\n",
        "escalators"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 655
        },
        "id": "E-oZ84wipmMH",
        "outputId": "c4d582a9-8327-40f5-f7b3-5c71ad3477c5"
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-ce727ce9-72bb-459b-be00-0236cc577d0b\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>District (English)</th>\n",
              "      <th>District (Traditional Chinese)</th>\n",
              "      <th>Age Range</th>\n",
              "      <th>Number of Escalators</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CENTRAL AND WESTERN</td>\n",
              "      <td>中西區</td>\n",
              "      <td>01. &lt;=5</td>\n",
              "      <td>59</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>CENTRAL AND WESTERN</td>\n",
              "      <td>中西區</td>\n",
              "      <td>02. 6-10</td>\n",
              "      <td>103</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>CENTRAL AND WESTERN</td>\n",
              "      <td>中西區</td>\n",
              "      <td>03. 11-15</td>\n",
              "      <td>54</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>CENTRAL AND WESTERN</td>\n",
              "      <td>中西區</td>\n",
              "      <td>04. 16-20</td>\n",
              "      <td>158</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>CENTRAL AND WESTERN</td>\n",
              "      <td>中西區</td>\n",
              "      <td>05. 21-30</td>\n",
              "      <td>333</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>139</th>\n",
              "      <td>YUEN LONG</td>\n",
              "      <td>元朗區</td>\n",
              "      <td>04. 16-20</td>\n",
              "      <td>113</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>YUEN LONG</td>\n",
              "      <td>元朗區</td>\n",
              "      <td>05. 21-30</td>\n",
              "      <td>65</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>141</th>\n",
              "      <td>YUEN LONG</td>\n",
              "      <td>元朗區</td>\n",
              "      <td>06. 31-40</td>\n",
              "      <td>34</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>142</th>\n",
              "      <td>YUEN LONG</td>\n",
              "      <td>元朗區</td>\n",
              "      <td>07. 41-50</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>143</th>\n",
              "      <td>YUEN LONG</td>\n",
              "      <td>元朗區</td>\n",
              "      <td>08. &gt;=51</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>144 rows × 4 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ce727ce9-72bb-459b-be00-0236cc577d0b')\"\n",
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              "    .colab-df-convert:hover {\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-ce727ce9-72bb-459b-be00-0236cc577d0b');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "        }\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "      District (English)  ... Number of Escalators\n",
              "0    CENTRAL AND WESTERN  ...                   59\n",
              "1    CENTRAL AND WESTERN  ...                  103\n",
              "2    CENTRAL AND WESTERN  ...                   54\n",
              "3    CENTRAL AND WESTERN  ...                  158\n",
              "4    CENTRAL AND WESTERN  ...                  333\n",
              "..                   ...  ...                  ...\n",
              "139            YUEN LONG  ...                  113\n",
              "140            YUEN LONG  ...                   65\n",
              "141            YUEN LONG  ...                   34\n",
              "142            YUEN LONG  ...                    2\n",
              "143            YUEN LONG  ...                    0\n",
              "\n",
              "[144 rows x 4 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Summing up number by district"
      ],
      "metadata": {
        "id": "afw2ag0qDKsp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#escalators[['District (English)', 'Number of Escalators']].groupby(['District (English)'], as_index=False).sum(['Number of Escalators'])"
      ],
      "metadata": {
        "id": "rIcUROO2wyNl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "districtescalators = escalators[['District (English)', 'Number of Escalators']].groupby(['District (English)'], as_index=False).sum(['Number of Escalators'])\n",
        "districtescalators"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 495
        },
        "id": "NfnRTn-qqVkp",
        "outputId": "c52419da-ec03-4e36-b930-4dcb254cccc9"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
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              "      <th></th>\n",
              "      <th>District (English)</th>\n",
              "      <th>Number of Escalators</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>CENTRAL AND WESTERN</td>\n",
              "      <td>1136</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>EASTERN</td>\n",
              "      <td>675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>ISLANDS</td>\n",
              "      <td>416</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>KOWLOON CITY</td>\n",
              "      <td>566</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>KWAI TSING</td>\n",
              "      <td>314</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>KWUN TONG</td>\n",
              "      <td>767</td>\n",
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              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>NORTH</td>\n",
              "      <td>177</td>\n",
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              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>SAI KUNG</td>\n",
              "      <td>387</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>SHA TIN</td>\n",
              "      <td>561</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>SHAM SHUI PO</td>\n",
              "      <td>420</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>SOUTHERN</td>\n",
              "      <td>264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>TAI PO</td>\n",
              "      <td>110</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>TSUEN WAN</td>\n",
              "      <td>478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>TUEN MUN</td>\n",
              "      <td>303</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>WAN CHAI</td>\n",
              "      <td>911</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>WONG TAI SIN</td>\n",
              "      <td>326</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>YAU TSIM MONG</td>\n",
              "      <td>1929</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>YUEN LONG</td>\n",
              "      <td>321</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "          const element = document.querySelector('#df-8dffca97-ab71-48ec-adf2-eef53108ed83');\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
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            ],
            "text/plain": [
              "     District (English)  Number of Escalators\n",
              "0   CENTRAL AND WESTERN                  1136\n",
              "1               EASTERN                   675\n",
              "2               ISLANDS                   416\n",
              "3          KOWLOON CITY                   566\n",
              "4            KWAI TSING                   314\n",
              "5             KWUN TONG                   767\n",
              "6                 NORTH                   177\n",
              "7              SAI KUNG                   387\n",
              "8               SHA TIN                   561\n",
              "9          SHAM SHUI PO                   420\n",
              "10             SOUTHERN                   264\n",
              "11               TAI PO                   110\n",
              "12            TSUEN WAN                   478\n",
              "13             TUEN MUN                   303\n",
              "14             WAN CHAI                   911\n",
              "15         WONG TAI SIN                   326\n",
              "16        YAU TSIM MONG                  1929\n",
              "17            YUEN LONG                   321"
            ]
          },
          "metadata": {},
          "execution_count": 58
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "districtescalators['District (English)'].str.replace('CENTRAL AND WESTERN', 'CENTRAL & WESTERN')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kEUuB5k6wSHd",
        "outputId": "ed332666-f6af-47e1-b63f-08081fee6618"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0     CENTRAL & WESTERN\n",
              "1               EASTERN\n",
              "2               ISLANDS\n",
              "3          KOWLOON CITY\n",
              "4            KWAI TSING\n",
              "5             KWUN TONG\n",
              "6                 NORTH\n",
              "7              SAI KUNG\n",
              "8               SHA TIN\n",
              "9          SHAM SHUI PO\n",
              "10             SOUTHERN\n",
              "11               TAI PO\n",
              "12            TSUEN WAN\n",
              "13             TUEN MUN\n",
              "14             WAN CHAI\n",
              "15         WONG TAI SIN\n",
              "16        YAU TSIM MONG\n",
              "17            YUEN LONG\n",
              "Name: District (English), dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Transform first character to upper case in each word in order to match with the district JSON data."
      ],
      "metadata": {
        "id": "oO8PRXdiDIiw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "help(str.capitalize)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TsBcb2If01rx",
        "outputId": "80accdf8-884a-4720-f83e-8d62c8013ff2"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Help on method_descriptor:\n",
            "\n",
            "capitalize(self, /)\n",
            "    Return a capitalized version of the string.\n",
            "    \n",
            "    More specifically, make the first character have upper case and the rest lower\n",
            "    case.\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def ucfirst(str):\n",
        "  return ' '.join([w.capitalize() for w in str.split(' ')])"
      ],
      "metadata": {
        "id": "LvaYLSMqDHk4"
      },
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ucfirst('YAU TSIM MONG')\n",
        "\n",
        "# ['YAU', 'TSIM', 'MONG']\n",
        "# for w in ['YAU', 'TSIM', 'MONG']:\n",
        "#   print(w.capitalize())\n",
        "\n",
        "# after [w.capitalize() for w in str.split(' ')], it would becomes:\n",
        "# ['Yau', 'Tsim', 'Mong']\n",
        "\n",
        "' '.join(['Yau', 'Tsim', 'Mong'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "MZdDYX0txnwq",
        "outputId": "ae138879-1f40-4178-9046-abb24eb9fd69"
      },
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'Yau Tsim Mong'"
            ]
          },
          "metadata": {},
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "districtescalators['District (English)'] = districtescalators['District (English)'].str.replace('CENTRAL AND WESTERN', 'CENTRAL & WESTERN').apply(ucfirst)\n",
        "districtescalators"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 614
        },
        "id": "4DwGIj_jwe6a",
        "outputId": "e80c55cc-ee72-4d30-ab49-b0af54e9ec83"
      },
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>District (English)</th>\n",
              "      <th>Number of Escalators</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Central &amp; Western</td>\n",
              "      <td>1136</td>\n",
              "    </tr>\n",
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              "      <th>1</th>\n",
              "      <td>Eastern</td>\n",
              "      <td>675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Islands</td>\n",
              "      <td>416</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Kowloon City</td>\n",
              "      <td>566</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Kwai Tsing</td>\n",
              "      <td>314</td>\n",
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              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Kwun Tong</td>\n",
              "      <td>767</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>North</td>\n",
              "      <td>177</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Sai Kung</td>\n",
              "      <td>387</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Sha Tin</td>\n",
              "      <td>561</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Sham Shui Po</td>\n",
              "      <td>420</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Southern</td>\n",
              "      <td>264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Tai Po</td>\n",
              "      <td>110</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Tsuen Wan</td>\n",
              "      <td>478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Tuen Mun</td>\n",
              "      <td>303</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Wan Chai</td>\n",
              "      <td>911</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Wong Tai Sin</td>\n",
              "      <td>326</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Yau Tsim Mong</td>\n",
              "      <td>1929</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Yuen Long</td>\n",
              "      <td>321</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c32418d6-c8c5-4c22-b22f-4f0e241a30bc')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c32418d6-c8c5-4c22-b22f-4f0e241a30bc button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c32418d6-c8c5-4c22-b22f-4f0e241a30bc');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   District (English)  Number of Escalators\n",
              "0   Central & Western                  1136\n",
              "1             Eastern                   675\n",
              "2             Islands                   416\n",
              "3        Kowloon City                   566\n",
              "4          Kwai Tsing                   314\n",
              "5           Kwun Tong                   767\n",
              "6               North                   177\n",
              "7            Sai Kung                   387\n",
              "8             Sha Tin                   561\n",
              "9        Sham Shui Po                   420\n",
              "10           Southern                   264\n",
              "11             Tai Po                   110\n",
              "12          Tsuen Wan                   478\n",
              "13           Tuen Mun                   303\n",
              "14           Wan Chai                   911\n",
              "15       Wong Tai Sin                   326\n",
              "16      Yau Tsim Mong                  1929\n",
              "17          Yuen Long                   321"
            ]
          },
          "metadata": {},
          "execution_count": 62
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's take a look for the distribution using histogram"
      ],
      "metadata": {
        "id": "_IBnajpDOJSB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "districtescalators.plot.bar(x='District (English)', y='Number of Escalators')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 379
        },
        "id": "1naJGUVXxfDh",
        "outputId": "9eb19dbb-acab-4daf-8c8b-d097d0ae9726"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fa60a2d9310>"
            ]
          },
          "metadata": {},
          "execution_count": 63
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Build the map and adding a layer to visualize the data"
      ],
      "metadata": {
        "id": "6yWzldjwOShR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# reset the map\n",
        "map_hk = folium.Map(location=[22.3383, 114.1824], zoom_start=10)\n",
        "\n",
        "# We can create a Choropleth map by creating the following object\n",
        "folium.Choropleth(\n",
        "    geo_data=district,  # A GeoJSON file for the HK\n",
        "    name=\"Escalators distribution\",  # The name of this layer.\n",
        "    data=districtescalators,  # The DataFrame object\n",
        "    columns=['District (English)', 'Number of Escalators'],  # columns of the DataFrame to work on\n",
        "    key_on=\"feature.properties.District\",  # Variable in the `geo_data` GeoJSON file\n",
        "    fill_color=\"Set2\", # Color schema\n",
        "    fill_opacity=0.7,\n",
        "    line_opacity=0.2,\n",
        "    legend_name=\"Escalators\",\n",
        ").add_to(map_hk)\n",
        "\n",
        "folium.LayerControl().add_to(map_hk)\n",
        "\n",
        "map_hk"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 712
        },
        "id": "8O9ozokXp-hn",
        "outputId": "19206c6e-9c0b-4370-cb37-f2c7d21556ca"
      },
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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              "<folium.folium.Map at 0x7fa608cdf110>"
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      "source": [
        "### List of color schemes\n",
        "\n",
        "https://github.com/python-visualization/folium/blob/a911d2f7b074eba05dad9facc84c3404fb9c3d54/folium/utilities.py#L112"
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        ""
      ],
      "metadata": {
        "id": "dTKl6623Noo_"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}